id	sid	tid	token	lemma	pos
fumecheng-13266	1	1	13266	13266	NUM
fumecheng-13266	1	2	facta	facta	PROPN
fumecheng-13266	1	3	universitatis	universitatis	PROPN
fumecheng-13266	1	4	series	series	NOUN
fumecheng-13266	1	5	:	:	PUNCT
fumecheng-13266	1	6	mechanical	mechanical	ADJ
fumecheng-13266	1	7	engineering	engineering	NOUN
fumecheng-13266	1	8	vol	vol	NOUN
fumecheng-13266	1	9	.	.	PROPN
fumecheng-13266	1	10	23	23	NUM
fumecheng-13266	1	11	,	,	PUNCT
fumecheng-13266	1	12	no	no	DET
fumecheng-13266	1	13	4	4	NUM
fumecheng-13266	1	14	,	,	PUNCT
fumecheng-13266	1	15	2025	2025	NUM
fumecheng-13266	1	16	,	,	PUNCT
fumecheng-13266	1	17	pp	pp	ADV
fumecheng-13266	1	18	.	.	PUNCT
fumecheng-13266	2	1	757	757	NUM
fumecheng-13266	2	2	785	785	NUM
fumecheng-13266	2	3	https://doi.org/10.22190/fume250307026j	https://doi.org/10.22190/fume250307026j	PROPN
fumecheng-13266	2	4	©	©	PROPN
fumecheng-13266	2	5	2025	2025	NUM
fumecheng-13266	2	6	by	by	ADP
fumecheng-13266	2	7	university	university	PROPN
fumecheng-13266	2	8	of	of	ADP
fumecheng-13266	2	9	niš	niš	PROPN
fumecheng-13266	2	10	,	,	PUNCT
fumecheng-13266	2	11	serbia	serbia	PROPN
fumecheng-13266	2	12	|	|	ADV
fumecheng-13266	2	13	creative	creative	ADJ
fumecheng-13266	2	14	commons	common	NOUN
fumecheng-13266	2	15	license	license	NOUN
fumecheng-13266	2	16	:	:	PUNCT
fumecheng-13266	2	17	cc	cc	VERB
fumecheng-13266	2	18	by	by	ADP
fumecheng-13266	2	19	-	-	PUNCT
fumecheng-13266	2	20	nc	nc	VERB
fumecheng-13266	2	21	-	-	PUNCT
fumecheng-13266	2	22	nd	nd	ADV
fumecheng-13266	2	23	original	original	ADJ
fumecheng-13266	2	24	scientific	scientific	ADJ
fumecheng-13266	2	25	paper	paper	NUM
fumecheng-13266	2	26	prediction	prediction	NOUN
fumecheng-13266	2	27	of	of	ADP
fumecheng-13266	2	28	contact	contact	NOUN
fumecheng-13266	2	29	distribution	distribution	NOUN
fumecheng-13266	2	30	on	on	ADP
fumecheng-13266	2	31	rough	rough	ADJ
fumecheng-13266	2	32	surfaces	surface	NOUN
fumecheng-13266	2	33	using	use	VERB
fumecheng-13266	2	34	deep	deep	ADJ
fumecheng-13266	2	35	learning	learning	NOUN
fumecheng-13266	2	36	algorithms	algorithms	PROPN
fumecheng-13266	2	37	ilkwang	ilkwang	PROPN
fumecheng-13266	2	38	jang	jang	PROPN
fumecheng-13266	2	39	,	,	PUNCT
fumecheng-13266	2	40	yong	yong	PROPN
fumecheng-13266	2	41	hoon	hoon	PROPN
fumecheng-13266	2	42	jang	jang	PROPN
fumecheng-13266	2	43	yonsei	yonsei	PROPN
fumecheng-13266	2	44	university	university	PROPN
fumecheng-13266	2	45	,	,	PUNCT
fumecheng-13266	2	46	school	school	NOUN
fumecheng-13266	2	47	of	of	ADP
fumecheng-13266	2	48	mechanical	mechanical	ADJ
fumecheng-13266	2	49	engineering	engineering	NOUN
fumecheng-13266	2	50	,	,	PUNCT
fumecheng-13266	2	51	seoul	seoul	PROPN
fumecheng-13266	2	52	,	,	PUNCT
fumecheng-13266	2	53	republic	republic	NOUN
fumecheng-13266	2	54	of	of	ADP
fumecheng-13266	2	55	korea	korea	PROPN
fumecheng-13266	2	56	orcid	orcid	PROPN
fumecheng-13266	2	57	ids	ids	PROPN
fumecheng-13266	2	58	:	:	PUNCT
fumecheng-13266	3	1	ilkwang	ilkwang	PROPN
fumecheng-13266	3	2	jang	jang	PROPN
fumecheng-13266	3	3	https://orcid.org/0000-0002-4388-979x	https://orcid.org/0000-0002-4388-979x	PROPN
fumecheng-13266	3	4	yong	yong	PROPN
fumecheng-13266	3	5	hoon	hoon	PROPN
fumecheng-13266	3	6	jang	jang	PROPN
fumecheng-13266	3	7	https://orcid.org/0000-0002-5436-5465	https://orcid.org/0000-0002-5436-5465	PROPN
fumecheng-13266	3	8	abstract	abstract	ADV
fumecheng-13266	3	9	.	.	PUNCT
fumecheng-13266	4	1	the	the	DET
fumecheng-13266	4	2	contact	contact	NOUN
fumecheng-13266	4	3	characteristics	characteristic	NOUN
fumecheng-13266	4	4	of	of	ADP
fumecheng-13266	4	5	rough	rough	ADJ
fumecheng-13266	4	6	surfaces	surface	NOUN
fumecheng-13266	4	7	play	play	VERB
fumecheng-13266	4	8	a	a	DET
fumecheng-13266	4	9	crucial	crucial	ADJ
fumecheng-13266	4	10	role	role	NOUN
fumecheng-13266	4	11	in	in	ADP
fumecheng-13266	4	12	determining	determine	VERB
fumecheng-13266	4	13	friction	friction	NOUN
fumecheng-13266	4	14	,	,	PUNCT
fumecheng-13266	4	15	wear	wear	NOUN
fumecheng-13266	4	16	,	,	PUNCT
fumecheng-13266	4	17	thermal	thermal	ADJ
fumecheng-13266	4	18	resistance	resistance	NOUN
fumecheng-13266	4	19	,	,	PUNCT
fumecheng-13266	4	20	and	and	CCONJ
fumecheng-13266	4	21	electrical	electrical	ADJ
fumecheng-13266	4	22	conductivity	conductivity	NOUN
fumecheng-13266	4	23	.	.	PUNCT
fumecheng-13266	5	1	this	this	DET
fumecheng-13266	5	2	study	study	NOUN
fumecheng-13266	5	3	proposes	propose	VERB
fumecheng-13266	5	4	a	a	DET
fumecheng-13266	5	5	deep	deep	ADJ
fumecheng-13266	5	6	learning	learning	NOUN
fumecheng-13266	5	7	approach	approach	NOUN
fumecheng-13266	5	8	to	to	PART
fumecheng-13266	5	9	efficiently	efficiently	ADV
fumecheng-13266	5	10	predict	predict	VERB
fumecheng-13266	5	11	the	the	DET
fumecheng-13266	5	12	contact	contact	NOUN
fumecheng-13266	5	13	distribution	distribution	NOUN
fumecheng-13266	5	14	of	of	ADP
fumecheng-13266	5	15	rough	rough	ADJ
fumecheng-13266	5	16	surfaces	surface	NOUN
fumecheng-13266	5	17	based	base	VERB
fumecheng-13266	5	18	on	on	ADP
fumecheng-13266	5	19	surface	surface	NOUN
fumecheng-13266	5	20	image	image	NOUN
fumecheng-13266	5	21	information	information	NOUN
fumecheng-13266	5	22	alone	alone	ADV
fumecheng-13266	5	23	,	,	PUNCT
fumecheng-13266	5	24	and	and	CCONJ
fumecheng-13266	5	25	evaluates	evaluate	VERB
fumecheng-13266	5	26	its	its	PRON
fumecheng-13266	5	27	effectiveness	effectiveness	NOUN
fumecheng-13266	5	28	against	against	ADP
fumecheng-13266	5	29	numerical	numerical	ADJ
fumecheng-13266	5	30	methods	method	NOUN
fumecheng-13266	5	31	.	.	PUNCT
fumecheng-13266	6	1	a	a	DET
fumecheng-13266	6	2	u	u	ADJ
fumecheng-13266	6	3	-	-	ADJ
fumecheng-13266	6	4	net	net	ADJ
fumecheng-13266	6	5	architecture	architecture	NOUN
fumecheng-13266	6	6	was	be	AUX
fumecheng-13266	6	7	employed	employ	VERB
fumecheng-13266	6	8	for	for	ADP
fumecheng-13266	6	9	predicting	predict	VERB
fumecheng-13266	6	10	contact	contact	NOUN
fumecheng-13266	6	11	areas	area	NOUN
fumecheng-13266	6	12	under	under	ADP
fumecheng-13266	6	13	varying	vary	VERB
fumecheng-13266	6	14	scales	scale	NOUN
fumecheng-13266	6	15	and	and	CCONJ
fumecheng-13266	6	16	load	load	NOUN
fumecheng-13266	6	17	conditions	condition	NOUN
fumecheng-13266	6	18	,	,	PUNCT
fumecheng-13266	6	19	using	use	VERB
fumecheng-13266	6	20	a	a	DET
fumecheng-13266	6	21	dataset	dataset	NOUN
fumecheng-13266	6	22	of	of	ADP
fumecheng-13266	6	23	100,000	100,000	NUM
fumecheng-13266	6	24	fractal	fractal	ADJ
fumecheng-13266	6	25	surfaces	surface	NOUN
fumecheng-13266	6	26	generated	generate	VERB
fumecheng-13266	6	27	via	via	ADP
fumecheng-13266	6	28	the	the	DET
fumecheng-13266	6	29	random	random	ADJ
fumecheng-13266	6	30	midpoint	midpoint	NOUN
fumecheng-13266	6	31	displacement	displacement	NOUN
fumecheng-13266	6	32	(	(	PUNCT
fumecheng-13266	6	33	rmd	rmd	PROPN
fumecheng-13266	6	34	)	)	PUNCT
fumecheng-13266	6	35	method	method	NOUN
fumecheng-13266	6	36	.	.	PUNCT
fumecheng-13266	7	1	the	the	DET
fumecheng-13266	7	2	results	result	NOUN
fumecheng-13266	7	3	indicate	indicate	VERB
fumecheng-13266	7	4	that	that	SCONJ
fumecheng-13266	7	5	the	the	DET
fumecheng-13266	7	6	deep	deep	ADJ
fumecheng-13266	7	7	learning	learning	NOUN
fumecheng-13266	7	8	model	model	NOUN
fumecheng-13266	7	9	achieved	achieve	VERB
fumecheng-13266	7	10	performance	performance	NOUN
fumecheng-13266	7	11	comparable	comparable	ADJ
fumecheng-13266	7	12	to	to	ADP
fumecheng-13266	7	13	conventional	conventional	ADJ
fumecheng-13266	7	14	numerical	numerical	ADJ
fumecheng-13266	7	15	methods	method	NOUN
fumecheng-13266	7	16	in	in	ADP
fumecheng-13266	7	17	predicting	predict	VERB
fumecheng-13266	7	18	both	both	PRON
fumecheng-13266	7	19	contact	contact	NOUN
fumecheng-13266	7	20	areas	area	NOUN
fumecheng-13266	7	21	and	and	CCONJ
fumecheng-13266	7	22	electrical	electrical	ADJ
fumecheng-13266	7	23	contact	contact	NOUN
fumecheng-13266	7	24	resistance	resistance	NOUN
fumecheng-13266	7	25	,	,	PUNCT
fumecheng-13266	7	26	with	with	ADP
fumecheng-13266	7	27	minimal	minimal	ADJ
fumecheng-13266	7	28	error	error	NOUN
fumecheng-13266	7	29	observed	observe	VERB
fumecheng-13266	7	30	in	in	ADP
fumecheng-13266	7	31	electrical	electrical	ADJ
fumecheng-13266	7	32	contact	contact	NOUN
fumecheng-13266	7	33	resistance	resistance	NOUN
fumecheng-13266	7	34	prediction	prediction	NOUN
fumecheng-13266	7	35	.	.	PUNCT
fumecheng-13266	8	1	the	the	DET
fumecheng-13266	8	2	model	model	NOUN
fumecheng-13266	8	3	approached	approach	VERB
fumecheng-13266	8	4	the	the	DET
fumecheng-13266	8	5	contact	contact	NOUN
fumecheng-13266	8	6	prediction	prediction	NOUN
fumecheng-13266	8	7	as	as	ADP
fumecheng-13266	8	8	an	an	DET
fumecheng-13266	8	9	image	image	NOUN
fumecheng-13266	8	10	segmentation	segmentation	NOUN
fumecheng-13266	8	11	task	task	NOUN
fumecheng-13266	8	12	,	,	PUNCT
fumecheng-13266	8	13	enabling	enable	VERB
fumecheng-13266	8	14	faster	fast	ADV
fumecheng-13266	8	15	and	and	CCONJ
fumecheng-13266	8	16	more	more	ADV
fumecheng-13266	8	17	efficient	efficient	ADJ
fumecheng-13266	8	18	computations	computation	NOUN
fumecheng-13266	8	19	than	than	ADP
fumecheng-13266	8	20	traditional	traditional	ADJ
fumecheng-13266	8	21	numerical	numerical	ADJ
fumecheng-13266	8	22	approaches	approach	NOUN
fumecheng-13266	8	23	.	.	PUNCT
fumecheng-13266	9	1	high	high	ADJ
fumecheng-13266	9	2	performance	performance	NOUN
fumecheng-13266	9	3	across	across	ADP
fumecheng-13266	9	4	metrics	metric	NOUN
fumecheng-13266	9	5	such	such	ADJ
fumecheng-13266	9	6	as	as	ADP
fumecheng-13266	9	7	dice	dice	NOUN
fumecheng-13266	9	8	coefficient	coefficient	NOUN
fumecheng-13266	9	9	,	,	PUNCT
fumecheng-13266	9	10	jaccard	jaccard	PROPN
fumecheng-13266	9	11	index	index	PROPN
fumecheng-13266	9	12	,	,	PUNCT
fumecheng-13266	9	13	bradford	bradford	NOUN
fumecheng-13266	9	14	factor	factor	NOUN
fumecheng-13266	9	15	(	(	PUNCT
fumecheng-13266	9	16	bf	bf	NOUN
fumecheng-13266	9	17	)	)	PUNCT
fumecheng-13266	9	18	score	score	NOUN
fumecheng-13266	9	19	,	,	PUNCT
fumecheng-13266	9	20	and	and	CCONJ
fumecheng-13266	9	21	pixel	pixel	PROPN
fumecheng-13266	9	22	accuracy	accuracy	NOUN
fumecheng-13266	9	23	highlighted	highlight	VERB
fumecheng-13266	9	24	its	its	PRON
fumecheng-13266	9	25	ability	ability	NOUN
fumecheng-13266	9	26	to	to	PART
fumecheng-13266	9	27	maintain	maintain	VERB
fumecheng-13266	9	28	prediction	prediction	NOUN
fumecheng-13266	9	29	accuracy	accuracy	NOUN
fumecheng-13266	9	30	while	while	SCONJ
fumecheng-13266	9	31	significantly	significantly	ADV
fumecheng-13266	9	32	enhancing	enhance	VERB
fumecheng-13266	9	33	computational	computational	ADJ
fumecheng-13266	9	34	efficiency	efficiency	NOUN
fumecheng-13266	9	35	.	.	PUNCT
fumecheng-13266	10	1	additionally	additionally	ADV
fumecheng-13266	10	2	,	,	PUNCT
fumecheng-13266	10	3	by	by	ADP
fumecheng-13266	10	4	leveraging	leverage	VERB
fumecheng-13266	10	5	two	two	NUM
fumecheng-13266	10	6	-	-	PUNCT
fumecheng-13266	10	7	dimensional	dimensional	ADJ
fumecheng-13266	10	8	(	(	PUNCT
fumecheng-13266	10	9	2d	2d	NOUN
fumecheng-13266	10	10	)	)	PUNCT
fumecheng-13266	10	11	fast	fast	ADJ
fumecheng-13266	10	12	fourier	fourier	NOUN
fumecheng-13266	10	13	transform	transform	NOUN
fumecheng-13266	10	14	(	(	PUNCT
fumecheng-13266	10	15	fft	fft	NOUN
fumecheng-13266	10	16	)	)	PUNCT
fumecheng-13266	10	17	techniques	technique	NOUN
fumecheng-13266	10	18	,	,	PUNCT
fumecheng-13266	10	19	the	the	DET
fumecheng-13266	10	20	model	model	NOUN
fumecheng-13266	10	21	effectively	effectively	ADV
fumecheng-13266	10	22	captured	capture	VERB
fumecheng-13266	10	23	both	both	CCONJ
fumecheng-13266	10	24	lowand	lowand	ADJ
fumecheng-13266	10	25	high	high	ADJ
fumecheng-13266	10	26	-	-	PUNCT
fumecheng-13266	10	27	frequency	frequency	NOUN
fumecheng-13266	10	28	characteristics	characteristic	NOUN
fumecheng-13266	10	29	,	,	PUNCT
fumecheng-13266	10	30	accurately	accurately	ADV
fumecheng-13266	10	31	predicting	predict	VERB
fumecheng-13266	10	32	large	large	ADJ
fumecheng-13266	10	33	-	-	PUNCT
fumecheng-13266	10	34	scale	scale	NOUN
fumecheng-13266	10	35	and	and	CCONJ
fumecheng-13266	10	36	fine	fine	ADJ
fumecheng-13266	10	37	-	-	PUNCT
fumecheng-13266	10	38	scale	scale	NOUN
fumecheng-13266	10	39	features	feature	NOUN
fumecheng-13266	10	40	of	of	ADP
fumecheng-13266	10	41	contact	contact	NOUN
fumecheng-13266	10	42	areas	area	NOUN
fumecheng-13266	10	43	,	,	PUNCT
fumecheng-13266	10	44	while	while	SCONJ
fumecheng-13266	10	45	reducing	reduce	VERB
fumecheng-13266	10	46	computation	computation	NOUN
fumecheng-13266	10	47	time	time	NOUN
fumecheng-13266	10	48	by	by	ADP
fumecheng-13266	10	49	more	more	ADJ
fumecheng-13266	10	50	than	than	ADP
fumecheng-13266	10	51	95	95	NUM
fumecheng-13266	10	52	%	%	NOUN
fumecheng-13266	10	53	compared	compare	VERB
fumecheng-13266	10	54	to	to	ADP
fumecheng-13266	10	55	numerical	numerical	ADJ
fumecheng-13266	10	56	models	model	NOUN
fumecheng-13266	10	57	.	.	PUNCT
fumecheng-13266	11	1	these	these	DET
fumecheng-13266	11	2	findings	finding	NOUN
fumecheng-13266	11	3	demonstrate	demonstrate	VERB
fumecheng-13266	11	4	that	that	SCONJ
fumecheng-13266	11	5	the	the	DET
fumecheng-13266	11	6	deep	deep	ADJ
fumecheng-13266	11	7	learning	learning	NOUN
fumecheng-13266	11	8	algorithms	algorithm	NOUN
fumecheng-13266	11	9	can	can	AUX
fumecheng-13266	11	10	effectively	effectively	ADV
fumecheng-13266	11	11	address	address	VERB
fumecheng-13266	11	12	multiscale	multiscale	ADJ
fumecheng-13266	11	13	contact	contact	NOUN
fumecheng-13266	11	14	problems	problem	NOUN
fumecheng-13266	11	15	,	,	PUNCT
fumecheng-13266	11	16	offering	offer	VERB
fumecheng-13266	11	17	reliable	reliable	ADJ
fumecheng-13266	11	18	data	datum	NOUN
fumecheng-13266	11	19	for	for	ADP
fumecheng-13266	11	20	various	various	ADJ
fumecheng-13266	11	21	engineering	engineering	NOUN
fumecheng-13266	11	22	design	design	NOUN
fumecheng-13266	11	23	applications	application	NOUN
fumecheng-13266	11	24	,	,	PUNCT
fumecheng-13266	11	25	including	include	VERB
fumecheng-13266	11	26	friction	friction	NOUN
fumecheng-13266	11	27	,	,	PUNCT
fumecheng-13266	11	28	wear	wear	NOUN
fumecheng-13266	11	29	,	,	PUNCT
fumecheng-13266	11	30	and	and	CCONJ
fumecheng-13266	11	31	thermal	thermal	ADJ
fumecheng-13266	11	32	/	/	SYM
fumecheng-13266	11	33	electrical	electrical	ADJ
fumecheng-13266	11	34	resistance	resistance	NOUN
fumecheng-13266	11	35	,	,	PUNCT
fumecheng-13266	11	36	as	as	ADV
fumecheng-13266	11	37	well	well	ADV
fumecheng-13266	11	38	as	as	ADP
fumecheng-13266	11	39	enabling	enable	VERB
fumecheng-13266	11	40	real	real	ADJ
fumecheng-13266	11	41	-	-	PUNCT
fumecheng-13266	11	42	time	time	NOUN
fumecheng-13266	11	43	analysis	analysis	NOUN
fumecheng-13266	11	44	and	and	CCONJ
fumecheng-13266	11	45	large	large	ADJ
fumecheng-13266	11	46	-	-	PUNCT
fumecheng-13266	11	47	scale	scale	NOUN
fumecheng-13266	11	48	simulations	simulation	NOUN
fumecheng-13266	11	49	.	.	PUNCT
fumecheng-13266	12	1	key	key	ADJ
fumecheng-13266	12	2	words	word	NOUN
fumecheng-13266	12	3	:	:	PUNCT
fumecheng-13266	12	4	contact	contact	NOUN
fumecheng-13266	12	5	distribution	distribution	NOUN
fumecheng-13266	12	6	,	,	PUNCT
fumecheng-13266	12	7	fractal	fractal	ADJ
fumecheng-13266	12	8	rough	rough	ADJ
fumecheng-13266	12	9	surfaces	surface	NOUN
fumecheng-13266	12	10	,	,	PUNCT
fumecheng-13266	12	11	deep	deep	ADJ
fumecheng-13266	12	12	learning	learning	NOUN
fumecheng-13266	12	13	,	,	PUNCT
fumecheng-13266	12	14	u	u	NOUN
fumecheng-13266	12	15	-	-	NOUN
fumecheng-13266	12	16	net	net	ADJ
fumecheng-13266	12	17	,	,	PUNCT
fumecheng-13266	12	18	scale	scale	NOUN
fumecheng-13266	12	19	variations	variation	NOUN
fumecheng-13266	12	20	,	,	PUNCT
fumecheng-13266	12	21	force	force	NOUN
fumecheng-13266	12	22	variations	variation	NOUN
fumecheng-13266	12	23	received	receive	VERB
fumecheng-13266	12	24	:	:	PUNCT
fumecheng-13266	12	25	march	march	PROPN
fumecheng-13266	12	26	07	07	NUM
fumecheng-13266	12	27	,	,	PUNCT
fumecheng-13266	12	28	2025	2025	NUM
fumecheng-13266	12	29	/	/	SYM
fumecheng-13266	12	30	accepted	accept	VERB
fumecheng-13266	12	31	july	july	PROPN
fumecheng-13266	12	32	17	17	NUM
fumecheng-13266	12	33	,	,	PUNCT
fumecheng-13266	12	34	2025	2025	NUM
fumecheng-13266	12	35	corresponding	correspond	VERB
fumecheng-13266	12	36	author	author	NOUN
fumecheng-13266	12	37	:	:	PUNCT
fumecheng-13266	12	38	yong	yong	PROPN
fumecheng-13266	12	39	hoon	hoon	PROPN
fumecheng-13266	12	40	jang	jang	PROPN
fumecheng-13266	12	41	yonsei	yonsei	PROPN
fumecheng-13266	12	42	university	university	PROPN
fumecheng-13266	12	43	,	,	PUNCT
fumecheng-13266	12	44	50	50	NUM
fumecheng-13266	12	45	yonsei	yonsei	NOUN
fumecheng-13266	12	46	-	-	PUNCT
fumecheng-13266	12	47	ro	ro	NOUN
fumecheng-13266	12	48	,	,	PUNCT
fumecheng-13266	12	49	seodaemun	seodaemun	NOUN
fumecheng-13266	12	50	-	-	PUNCT
fumecheng-13266	12	51	gu	gu	NOUN
fumecheng-13266	12	52	,	,	PUNCT
fumecheng-13266	12	53	seoul	seoul	PROPN
fumecheng-13266	12	54	,	,	PUNCT
fumecheng-13266	12	55	03722	03722	NUM
fumecheng-13266	12	56	,	,	PUNCT
fumecheng-13266	12	57	republic	republic	NOUN
fumecheng-13266	12	58	of	of	ADP
fumecheng-13266	12	59	korea	korea	PROPN
fumecheng-13266	12	60	e	e	PROPN
fumecheng-13266	12	61	-	-	NOUN
fumecheng-13266	12	62	mail	mail	NOUN
fumecheng-13266	12	63	:	:	PUNCT
fumecheng-13266	12	64	jyh@yonsei.ac.kr	jyh@yonsei.ac.kr	PROPN
fumecheng-13266	12	65	https://orcid.org/0000-0002-4388-979x	https://orcid.org/0000-0002-4388-979x	PROPN
fumecheng-13266	12	66	https://orcid.org/0000-0002-5436-5465	https://orcid.org/0000-0002-5436-5465	ADJ
fumecheng-13266	12	67	758	758	NUM
fumecheng-13266	12	68	i.	i.	PROPN
fumecheng-13266	12	69	jang	jang	PROPN
fumecheng-13266	12	70	,	,	PUNCT
fumecheng-13266	12	71	y.h	y.h	PROPN
fumecheng-13266	12	72	.	.	PROPN
fumecheng-13266	12	73	jang	jang	PROPN
fumecheng-13266	12	74	1	1	NUM
fumecheng-13266	12	75	.	.	PUNCT
fumecheng-13266	12	76	introduction	introduction	NOUN
fumecheng-13266	12	77	the	the	DET
fumecheng-13266	12	78	interaction	interaction	NOUN
fumecheng-13266	12	79	between	between	ADP
fumecheng-13266	12	80	asperities	asperity	NOUN
fumecheng-13266	12	81	governs	govern	VERB
fumecheng-13266	12	82	the	the	DET
fumecheng-13266	12	83	contact	contact	NOUN
fumecheng-13266	12	84	behavior	behavior	NOUN
fumecheng-13266	12	85	of	of	ADP
fumecheng-13266	12	86	rough	rough	ADJ
fumecheng-13266	12	87	surfaces	surface	NOUN
fumecheng-13266	12	88	,	,	PUNCT
fumecheng-13266	12	89	which	which	PRON
fumecheng-13266	12	90	typically	typically	ADV
fumecheng-13266	12	91	occurs	occur	VERB
fumecheng-13266	12	92	at	at	ADP
fumecheng-13266	12	93	the	the	DET
fumecheng-13266	12	94	micrometer	micrometer	NOUN
fumecheng-13266	12	95	or	or	CCONJ
fumecheng-13266	12	96	submicrometer	submicrometer	NOUN
fumecheng-13266	12	97	scales	scale	NOUN
fumecheng-13266	12	98	,	,	PUNCT
fumecheng-13266	12	99	resulting	result	VERB
fumecheng-13266	12	100	in	in	ADP
fumecheng-13266	12	101	the	the	DET
fumecheng-13266	12	102	formation	formation	NOUN
fumecheng-13266	12	103	of	of	ADP
fumecheng-13266	12	104	distributed	distribute	VERB
fumecheng-13266	12	105	micro	micro	NOUN
fumecheng-13266	12	106	-	-	NOUN
fumecheng-13266	12	107	contact	contact	NOUN
fumecheng-13266	12	108	regions	region	NOUN
fumecheng-13266	12	109	.	.	PUNCT
fumecheng-13266	13	1	these	these	DET
fumecheng-13266	13	2	micro	micro	ADJ
fumecheng-13266	13	3	-	-	NOUN
fumecheng-13266	13	4	contact	contact	ADJ
fumecheng-13266	13	5	regions	region	NOUN
fumecheng-13266	13	6	contribute	contribute	VERB
fumecheng-13266	13	7	significantly	significantly	ADV
fumecheng-13266	13	8	to	to	ADP
fumecheng-13266	13	9	frictional	frictional	ADJ
fumecheng-13266	13	10	resistance	resistance	NOUN
fumecheng-13266	13	11	by	by	ADP
fumecheng-13266	13	12	inducing	induce	VERB
fumecheng-13266	13	13	disparities	disparity	NOUN
fumecheng-13266	13	14	between	between	ADP
fumecheng-13266	13	15	the	the	DET
fumecheng-13266	13	16	normal	normal	ADJ
fumecheng-13266	13	17	and	and	CCONJ
fumecheng-13266	13	18	tangential	tangential	ADJ
fumecheng-13266	13	19	forces	force	NOUN
fumecheng-13266	13	20	,	,	PUNCT
fumecheng-13266	13	21	thereby	thereby	ADV
fumecheng-13266	13	22	impeding	impede	VERB
fumecheng-13266	13	23	relative	relative	ADJ
fumecheng-13266	13	24	motion	motion	NOUN
fumecheng-13266	13	25	.	.	PUNCT
fumecheng-13266	14	1	in	in	ADP
fumecheng-13266	14	2	addition	addition	NOUN
fumecheng-13266	14	3	,	,	PUNCT
fumecheng-13266	14	4	they	they	PRON
fumecheng-13266	14	5	play	play	VERB
fumecheng-13266	14	6	a	a	DET
fumecheng-13266	14	7	crucial	crucial	ADJ
fumecheng-13266	14	8	role	role	NOUN
fumecheng-13266	14	9	in	in	ADP
fumecheng-13266	14	10	defining	define	VERB
fumecheng-13266	14	11	the	the	DET
fumecheng-13266	14	12	electrical	electrical	ADJ
fumecheng-13266	14	13	and	and	CCONJ
fumecheng-13266	14	14	thermal	thermal	ADJ
fumecheng-13266	14	15	contact	contact	NOUN
fumecheng-13266	14	16	resistances	resistance	NOUN
fumecheng-13266	14	17	,	,	PUNCT
fumecheng-13266	14	18	thus	thus	ADV
fumecheng-13266	14	19	inhibiting	inhibit	VERB
fumecheng-13266	14	20	conduction	conduction	NOUN
fumecheng-13266	14	21	in	in	ADP
fumecheng-13266	14	22	both	both	DET
fumecheng-13266	14	23	domains	domain	NOUN
fumecheng-13266	14	24	.	.	PUNCT
fumecheng-13266	15	1	given	give	VERB
fumecheng-13266	15	2	the	the	DET
fumecheng-13266	15	3	critical	critical	ADJ
fumecheng-13266	15	4	importance	importance	NOUN
fumecheng-13266	15	5	of	of	ADP
fumecheng-13266	15	6	friction	friction	NOUN
fumecheng-13266	15	7	and	and	CCONJ
fumecheng-13266	15	8	electrical	electrical	ADJ
fumecheng-13266	15	9	/	/	SYM
fumecheng-13266	15	10	thermal	thermal	ADJ
fumecheng-13266	15	11	contact	contact	NOUN
fumecheng-13266	15	12	resistance	resistance	NOUN
fumecheng-13266	15	13	in	in	ADP
fumecheng-13266	15	14	engineering	engineering	NOUN
fumecheng-13266	15	15	disciplines	discipline	NOUN
fumecheng-13266	15	16	such	such	ADJ
fumecheng-13266	15	17	as	as	ADP
fumecheng-13266	15	18	tribology	tribology	NOUN
fumecheng-13266	15	19	and	and	CCONJ
fumecheng-13266	15	20	heat	heat	NOUN
fumecheng-13266	15	21	transfer	transfer	NOUN
fumecheng-13266	15	22	,	,	PUNCT
fumecheng-13266	15	23	the	the	DET
fumecheng-13266	15	24	accurate	accurate	ADJ
fumecheng-13266	15	25	prediction	prediction	NOUN
fumecheng-13266	15	26	of	of	ADP
fumecheng-13266	15	27	micro	micro	ADJ
fumecheng-13266	15	28	-	-	NOUN
fumecheng-13266	15	29	contact	contact	ADJ
fumecheng-13266	15	30	regions	region	NOUN
fumecheng-13266	15	31	is	be	AUX
fumecheng-13266	15	32	of	of	ADP
fumecheng-13266	15	33	substantial	substantial	ADJ
fumecheng-13266	15	34	significance	significance	NOUN
fumecheng-13266	15	35	[	[	X
fumecheng-13266	15	36	1	1	NUM
fumecheng-13266	15	37	-	-	SYM
fumecheng-13266	15	38	5	5	NUM
fumecheng-13266	15	39	]	]	PUNCT
fumecheng-13266	15	40	.	.	PUNCT
fumecheng-13266	16	1	however	however	ADV
fumecheng-13266	16	2	,	,	PUNCT
fumecheng-13266	16	3	obtaining	obtain	VERB
fumecheng-13266	16	4	microcontact	microcontact	NOUN
fumecheng-13266	16	5	distributions	distribution	NOUN
fumecheng-13266	16	6	experimentally	experimentally	ADV
fumecheng-13266	16	7	poses	pose	VERB
fumecheng-13266	16	8	significant	significant	ADJ
fumecheng-13266	16	9	challenges	challenge	NOUN
fumecheng-13266	16	10	because	because	SCONJ
fumecheng-13266	16	11	of	of	ADP
fumecheng-13266	16	12	the	the	DET
fumecheng-13266	16	13	need	need	NOUN
fumecheng-13266	16	14	for	for	ADP
fumecheng-13266	16	15	sophisticated	sophisticated	ADJ
fumecheng-13266	16	16	instrumentation	instrumentation	NOUN
fumecheng-13266	16	17	capable	capable	ADJ
fumecheng-13266	16	18	of	of	ADP
fumecheng-13266	16	19	detecting	detect	VERB
fumecheng-13266	16	20	minute	minute	NOUN
fumecheng-13266	16	21	surface	surface	NOUN
fumecheng-13266	16	22	deformations	deformation	NOUN
fumecheng-13266	16	23	[	[	X
fumecheng-13266	16	24	6,7	6,7	NUM
fumecheng-13266	16	25	]	]	PUNCT
fumecheng-13266	16	26	.	.	PUNCT
fumecheng-13266	17	1	direct	direct	ADJ
fumecheng-13266	17	2	measurements	measurement	NOUN
fumecheng-13266	17	3	of	of	ADP
fumecheng-13266	17	4	the	the	DET
fumecheng-13266	17	5	contact	contact	NOUN
fumecheng-13266	17	6	pressure	pressure	NOUN
fumecheng-13266	17	7	distributions	distribution	NOUN
fumecheng-13266	17	8	are	be	AUX
fumecheng-13266	17	9	even	even	ADV
fumecheng-13266	17	10	more	more	ADV
fumecheng-13266	17	11	demanding	demanding	ADJ
fumecheng-13266	17	12	,	,	PUNCT
fumecheng-13266	17	13	rendering	render	VERB
fumecheng-13266	17	14	numerical	numerical	ADJ
fumecheng-13266	17	15	analysis	analysis	NOUN
fumecheng-13266	17	16	practically	practically	ADV
fumecheng-13266	17	17	the	the	DET
fumecheng-13266	17	18	only	only	ADJ
fumecheng-13266	17	19	feasible	feasible	ADJ
fumecheng-13266	17	20	approach	approach	NOUN
fumecheng-13266	17	21	for	for	ADP
fumecheng-13266	17	22	acquiring	acquire	VERB
fumecheng-13266	17	23	such	such	ADJ
fumecheng-13266	17	24	detailed	detailed	ADJ
fumecheng-13266	17	25	contact	contact	NOUN
fumecheng-13266	17	26	information	information	NOUN
fumecheng-13266	17	27	.	.	PUNCT
fumecheng-13266	18	1	over	over	ADP
fumecheng-13266	18	2	the	the	DET
fumecheng-13266	18	3	years	year	NOUN
fumecheng-13266	18	4	,	,	PUNCT
fumecheng-13266	18	5	many	many	ADJ
fumecheng-13266	18	6	numerical	numerical	ADJ
fumecheng-13266	18	7	models	model	NOUN
fumecheng-13266	18	8	have	have	AUX
fumecheng-13266	18	9	been	be	AUX
fumecheng-13266	18	10	developed	develop	VERB
fumecheng-13266	18	11	to	to	PART
fumecheng-13266	18	12	facilitate	facilitate	VERB
fumecheng-13266	18	13	the	the	DET
fumecheng-13266	18	14	analysis	analysis	NOUN
fumecheng-13266	18	15	of	of	ADP
fumecheng-13266	18	16	contact	contact	NOUN
fumecheng-13266	18	17	on	on	ADP
fumecheng-13266	18	18	rough	rough	ADJ
fumecheng-13266	18	19	surfaces	surface	NOUN
fumecheng-13266	18	20	,	,	PUNCT
fumecheng-13266	18	21	with	with	ADP
fumecheng-13266	18	22	several	several	ADJ
fumecheng-13266	18	23	models	model	NOUN
fumecheng-13266	18	24	demonstrating	demonstrate	VERB
fumecheng-13266	18	25	considerable	considerable	ADJ
fumecheng-13266	18	26	efficacy	efficacy	NOUN
fumecheng-13266	18	27	in	in	ADP
fumecheng-13266	18	28	predicting	predict	VERB
fumecheng-13266	18	29	contact	contact	NOUN
fumecheng-13266	18	30	areas	area	NOUN
fumecheng-13266	18	31	[	[	X
fumecheng-13266	18	32	8	8	NUM
fumecheng-13266	18	33	-	-	SYM
fumecheng-13266	18	34	10	10	NUM
fumecheng-13266	18	35	]	]	PUNCT
fumecheng-13266	18	36	.	.	PUNCT
fumecheng-13266	19	1	nevertheless	nevertheless	ADV
fumecheng-13266	19	2	,	,	PUNCT
fumecheng-13266	19	3	numerical	numerical	ADJ
fumecheng-13266	19	4	methods	method	NOUN
fumecheng-13266	19	5	generally	generally	ADV
fumecheng-13266	19	6	require	require	VERB
fumecheng-13266	19	7	a	a	DET
fumecheng-13266	19	8	preprocessing	preprocessing	NOUN
fumecheng-13266	19	9	step	step	NOUN
fumecheng-13266	19	10	in	in	ADP
fumecheng-13266	19	11	which	which	PRON
fumecheng-13266	19	12	the	the	DET
fumecheng-13266	19	13	surface	surface	NOUN
fumecheng-13266	19	14	is	be	AUX
fumecheng-13266	19	15	discretized	discretize	VERB
fumecheng-13266	19	16	into	into	ADP
fumecheng-13266	19	17	finite	finite	ADJ
fumecheng-13266	19	18	elements	element	NOUN
fumecheng-13266	19	19	.	.	PUNCT
fumecheng-13266	20	1	the	the	DET
fumecheng-13266	20	2	resolution	resolution	NOUN
fumecheng-13266	20	3	of	of	ADP
fumecheng-13266	20	4	this	this	DET
fumecheng-13266	20	5	discretization	discretization	NOUN
fumecheng-13266	20	6	is	be	AUX
fumecheng-13266	20	7	intrinsically	intrinsically	ADV
fumecheng-13266	20	8	linked	link	VERB
fumecheng-13266	20	9	to	to	ADP
fumecheng-13266	20	10	the	the	DET
fumecheng-13266	20	11	accuracy	accuracy	NOUN
fumecheng-13266	20	12	of	of	ADP
fumecheng-13266	20	13	the	the	DET
fumecheng-13266	20	14	contact	contact	NOUN
fumecheng-13266	20	15	analysis	analysis	NOUN
fumecheng-13266	20	16	.	.	PUNCT
fumecheng-13266	21	1	achieving	achieve	VERB
fumecheng-13266	21	2	precise	precise	ADJ
fumecheng-13266	21	3	results	result	NOUN
fumecheng-13266	21	4	requires	require	VERB
fumecheng-13266	21	5	a	a	DET
fumecheng-13266	21	6	fine	fine	ADJ
fumecheng-13266	21	7	discretization	discretization	NOUN
fumecheng-13266	21	8	scale	scale	NOUN
fumecheng-13266	21	9	,	,	PUNCT
fumecheng-13266	21	10	which	which	PRON
fumecheng-13266	21	11	in	in	ADP
fumecheng-13266	21	12	turn	turn	NOUN
fumecheng-13266	21	13	significantly	significantly	ADV
fumecheng-13266	21	14	increases	increase	VERB
fumecheng-13266	21	15	the	the	DET
fumecheng-13266	21	16	computational	computational	ADJ
fumecheng-13266	21	17	costs	cost	NOUN
fumecheng-13266	21	18	.	.	PUNCT
fumecheng-13266	22	1	multiscale	multiscale	ADJ
fumecheng-13266	22	2	approaches	approach	NOUN
fumecheng-13266	22	3	have	have	AUX
fumecheng-13266	22	4	demonstrated	demonstrate	VERB
fumecheng-13266	22	5	that	that	SCONJ
fumecheng-13266	22	6	the	the	DET
fumecheng-13266	22	7	surface	surface	NOUN
fumecheng-13266	22	8	structures	structure	NOUN
fumecheng-13266	22	9	vary	vary	VERB
fumecheng-13266	22	10	with	with	ADP
fumecheng-13266	22	11	scale	scale	NOUN
fumecheng-13266	22	12	,	,	PUNCT
fumecheng-13266	22	13	leading	lead	VERB
fumecheng-13266	22	14	to	to	ADP
fumecheng-13266	22	15	the	the	DET
fumecheng-13266	22	16	subdivision	subdivision	NOUN
fumecheng-13266	22	17	of	of	ADP
fumecheng-13266	22	18	contact	contact	NOUN
fumecheng-13266	22	19	areas	area	NOUN
fumecheng-13266	22	20	into	into	ADP
fumecheng-13266	22	21	smaller	small	ADJ
fumecheng-13266	22	22	clusters	cluster	NOUN
fumecheng-13266	22	23	.	.	PUNCT
fumecheng-13266	23	1	despite	despite	SCONJ
fumecheng-13266	23	2	these	these	DET
fumecheng-13266	23	3	advances	advance	NOUN
fumecheng-13266	23	4	,	,	PUNCT
fumecheng-13266	23	5	a	a	DET
fumecheng-13266	23	6	comprehensive	comprehensive	ADJ
fumecheng-13266	23	7	theoretical	theoretical	ADJ
fumecheng-13266	23	8	foundation	foundation	NOUN
fumecheng-13266	23	9	for	for	ADP
fumecheng-13266	23	10	the	the	DET
fumecheng-13266	23	11	convergence	convergence	NOUN
fumecheng-13266	23	12	between	between	ADP
fumecheng-13266	23	13	the	the	DET
fumecheng-13266	23	14	applied	apply	VERB
fumecheng-13266	23	15	load	load	NOUN
fumecheng-13266	23	16	and	and	CCONJ
fumecheng-13266	23	17	contact	contact	NOUN
fumecheng-13266	23	18	area	area	NOUN
fumecheng-13266	23	19	in	in	ADP
fumecheng-13266	23	20	multiscale	multiscale	ADJ
fumecheng-13266	23	21	contact	contact	NOUN
fumecheng-13266	23	22	problems	problem	NOUN
fumecheng-13266	23	23	remains	remain	VERB
fumecheng-13266	23	24	underdeveloped	underdeveloped	ADJ
fumecheng-13266	23	25	[	[	X
fumecheng-13266	23	26	11	11	NUM
fumecheng-13266	23	27	]	]	PUNCT
fumecheng-13266	23	28	.	.	PUNCT
fumecheng-13266	24	1	consequently	consequently	ADV
fumecheng-13266	24	2	,	,	PUNCT
fumecheng-13266	24	3	solving	solve	VERB
fumecheng-13266	24	4	contact	contact	NOUN
fumecheng-13266	24	5	problems	problem	NOUN
fumecheng-13266	24	6	involving	involve	VERB
fumecheng-13266	24	7	rough	rough	ADJ
fumecheng-13266	24	8	surfaces	surface	NOUN
fumecheng-13266	24	9	necessitates	necessitate	VERB
fumecheng-13266	24	10	the	the	DET
fumecheng-13266	24	11	incorporation	incorporation	NOUN
fumecheng-13266	24	12	of	of	ADP
fumecheng-13266	24	13	fine	fine	ADJ
fumecheng-13266	24	14	surface	surface	NOUN
fumecheng-13266	24	15	details	detail	NOUN
fumecheng-13266	24	16	at	at	ADP
fumecheng-13266	24	17	smaller	small	ADJ
fumecheng-13266	24	18	scales	scale	NOUN
fumecheng-13266	24	19	,	,	PUNCT
fumecheng-13266	24	20	which	which	PRON
fumecheng-13266	24	21	drastically	drastically	ADV
fumecheng-13266	24	22	increases	increase	VERB
fumecheng-13266	24	23	the	the	DET
fumecheng-13266	24	24	number	number	NOUN
fumecheng-13266	24	25	of	of	ADP
fumecheng-13266	24	26	elements	element	NOUN
fumecheng-13266	24	27	and	and	CCONJ
fumecheng-13266	24	28	variables	variable	NOUN
fumecheng-13266	24	29	in	in	ADP
fumecheng-13266	24	30	numerical	numerical	ADJ
fumecheng-13266	24	31	models	model	NOUN
fumecheng-13266	24	32	,	,	PUNCT
fumecheng-13266	24	33	ultimately	ultimately	ADV
fumecheng-13266	24	34	resulting	result	VERB
fumecheng-13266	24	35	in	in	ADP
fumecheng-13266	24	36	exponential	exponential	ADJ
fumecheng-13266	24	37	growth	growth	NOUN
fumecheng-13266	24	38	in	in	ADP
fumecheng-13266	24	39	computational	computational	ADJ
fumecheng-13266	24	40	complexity	complexity	NOUN
fumecheng-13266	24	41	.	.	PUNCT
fumecheng-13266	25	1	as	as	ADP
fumecheng-13266	25	2	an	an	DET
fumecheng-13266	25	3	alternative	alternative	ADJ
fumecheng-13266	25	4	approach	approach	NOUN
fumecheng-13266	25	5	,	,	PUNCT
fumecheng-13266	25	6	deep	deep	ADJ
fumecheng-13266	25	7	learning	learning	NOUN
fumecheng-13266	25	8	techniques	technique	NOUN
fumecheng-13266	25	9	,	,	PUNCT
fumecheng-13266	25	10	particularly	particularly	ADV
fumecheng-13266	25	11	artificial	artificial	ADJ
fumecheng-13266	25	12	neural	neural	ADJ
fumecheng-13266	25	13	networks	network	NOUN
fumecheng-13266	25	14	(	(	PUNCT
fumecheng-13266	25	15	anns	anns	PROPN
fumecheng-13266	25	16	)	)	PUNCT
fumecheng-13266	25	17	,	,	PUNCT
fumecheng-13266	25	18	have	have	AUX
fumecheng-13266	25	19	garnered	garner	VERB
fumecheng-13266	25	20	significant	significant	ADJ
fumecheng-13266	25	21	interest	interest	NOUN
fumecheng-13266	25	22	in	in	ADP
fumecheng-13266	25	23	recent	recent	ADJ
fumecheng-13266	25	24	years	year	NOUN
fumecheng-13266	25	25	.	.	PUNCT
fumecheng-13266	26	1	in	in	ADP
fumecheng-13266	26	2	particular	particular	ADJ
fumecheng-13266	26	3	,	,	PUNCT
fumecheng-13266	26	4	convolutional	convolutional	ADJ
fumecheng-13266	26	5	neural	neural	ADJ
fumecheng-13266	26	6	networks	network	NOUN
fumecheng-13266	26	7	(	(	PUNCT
fumecheng-13266	26	8	cnns	cnns	PROPN
fumecheng-13266	26	9	)	)	PUNCT
fumecheng-13266	26	10	have	have	AUX
fumecheng-13266	26	11	driven	drive	VERB
fumecheng-13266	26	12	remarkable	remarkable	ADJ
fumecheng-13266	26	13	progress	progress	NOUN
fumecheng-13266	26	14	in	in	ADP
fumecheng-13266	26	15	image	image	NOUN
fumecheng-13266	26	16	processing	processing	NOUN
fumecheng-13266	26	17	and	and	CCONJ
fumecheng-13266	26	18	analysis	analysis	NOUN
fumecheng-13266	26	19	by	by	ADP
fumecheng-13266	26	20	excelling	excel	VERB
fumecheng-13266	26	21	in	in	ADP
fumecheng-13266	26	22	learning	learn	VERB
fumecheng-13266	26	23	local	local	ADJ
fumecheng-13266	26	24	features	feature	NOUN
fumecheng-13266	26	25	and	and	CCONJ
fumecheng-13266	26	26	structures	structure	NOUN
fumecheng-13266	26	27	from	from	ADP
fumecheng-13266	26	28	images	image	NOUN
fumecheng-13266	26	29	.	.	PUNCT
fumecheng-13266	27	1	they	they	PRON
fumecheng-13266	27	2	have	have	AUX
fumecheng-13266	27	3	demonstrated	demonstrate	VERB
fumecheng-13266	27	4	superior	superior	ADJ
fumecheng-13266	27	5	performance	performance	NOUN
fumecheng-13266	27	6	in	in	ADP
fumecheng-13266	27	7	tasks	task	NOUN
fumecheng-13266	27	8	such	such	ADJ
fumecheng-13266	27	9	as	as	ADP
fumecheng-13266	27	10	image	image	NOUN
fumecheng-13266	27	11	classification	classification	NOUN
fumecheng-13266	27	12	and	and	CCONJ
fumecheng-13266	27	13	object	object	NOUN
fumecheng-13266	27	14	detection	detection	NOUN
fumecheng-13266	27	15	,	,	PUNCT
fumecheng-13266	27	16	while	while	SCONJ
fumecheng-13266	27	17	also	also	ADV
fumecheng-13266	27	18	offering	offer	VERB
fumecheng-13266	27	19	significant	significant	ADJ
fumecheng-13266	27	20	computational	computational	ADJ
fumecheng-13266	27	21	speed	speed	NOUN
fumecheng-13266	27	22	and	and	CCONJ
fumecheng-13266	27	23	accuracy	accuracy	NOUN
fumecheng-13266	27	24	.	.	PUNCT
fumecheng-13266	28	1	despite	despite	SCONJ
fumecheng-13266	28	2	these	these	DET
fumecheng-13266	28	3	advancements	advancement	NOUN
fumecheng-13266	28	4	,	,	PUNCT
fumecheng-13266	28	5	the	the	DET
fumecheng-13266	28	6	application	application	NOUN
fumecheng-13266	28	7	of	of	ADP
fumecheng-13266	28	8	deep	deep	ADJ
fumecheng-13266	28	9	learning	learning	NOUN
fumecheng-13266	28	10	in	in	ADP
fumecheng-13266	28	11	the	the	DET
fumecheng-13266	28	12	field	field	NOUN
fumecheng-13266	28	13	of	of	ADP
fumecheng-13266	28	14	tribology	tribology	NOUN
fumecheng-13266	28	15	remains	remain	VERB
fumecheng-13266	28	16	nascent	nascent	ADJ
fumecheng-13266	28	17	[	[	X
fumecheng-13266	28	18	12	12	NUM
fumecheng-13266	28	19	-	-	SYM
fumecheng-13266	28	20	16	16	NUM
fumecheng-13266	28	21	]	]	PUNCT
fumecheng-13266	28	22	,	,	PUNCT
fumecheng-13266	28	23	and	and	CCONJ
fumecheng-13266	28	24	leveraging	leverage	VERB
fumecheng-13266	28	25	deep	deep	ADJ
fumecheng-13266	28	26	learning	learning	NOUN
fumecheng-13266	28	27	to	to	PART
fumecheng-13266	28	28	address	address	VERB
fumecheng-13266	28	29	contact	contact	NOUN
fumecheng-13266	28	30	mechanics	mechanic	NOUN
fumecheng-13266	28	31	problems	problem	NOUN
fumecheng-13266	28	32	remains	remain	VERB
fumecheng-13266	28	33	relatively	relatively	ADV
fumecheng-13266	28	34	unexplored	unexplored	ADJ
fumecheng-13266	28	35	.	.	PUNCT
fumecheng-13266	29	1	several	several	ADJ
fumecheng-13266	29	2	studies	study	NOUN
fumecheng-13266	29	3	have	have	AUX
fumecheng-13266	29	4	employed	employ	VERB
fumecheng-13266	29	5	ann	ann	PROPN
fumecheng-13266	29	6	-	-	PUNCT
fumecheng-13266	29	7	based	base	VERB
fumecheng-13266	29	8	methods	method	NOUN
fumecheng-13266	29	9	in	in	ADP
fumecheng-13266	29	10	contact	contact	NOUN
fumecheng-13266	29	11	mechanics	mechanic	NOUN
fumecheng-13266	29	12	.	.	PUNCT
fumecheng-13266	30	1	however	however	ADV
fumecheng-13266	30	2	,	,	PUNCT
fumecheng-13266	30	3	they	they	PRON
fumecheng-13266	30	4	primarily	primarily	ADV
fumecheng-13266	30	5	focus	focus	VERB
fumecheng-13266	30	6	on	on	ADP
fumecheng-13266	30	7	predicting	predict	VERB
fumecheng-13266	30	8	scalar	scalar	ADJ
fumecheng-13266	30	9	outputs	output	NOUN
fumecheng-13266	30	10	such	such	ADJ
fumecheng-13266	30	11	as	as	ADP
fumecheng-13266	30	12	the	the	DET
fumecheng-13266	30	13	total	total	ADJ
fumecheng-13266	30	14	real	real	ADJ
fumecheng-13266	30	15	contact	contact	NOUN
fumecheng-13266	30	16	area	area	NOUN
fumecheng-13266	30	17	or	or	CCONJ
fumecheng-13266	30	18	other	other	ADJ
fumecheng-13266	30	19	mechanical	mechanical	ADJ
fumecheng-13266	30	20	parameters	parameter	NOUN
fumecheng-13266	30	21	using	use	VERB
fumecheng-13266	30	22	pre	pre	ADJ
fumecheng-13266	30	23	-	-	ADJ
fumecheng-13266	30	24	calculated	calculated	ADJ
fumecheng-13266	30	25	scalar	scalar	ADJ
fumecheng-13266	30	26	surface	surface	NOUN
fumecheng-13266	30	27	topography	topography	NOUN
fumecheng-13266	30	28	parameters	parameter	NOUN
fumecheng-13266	30	29	and	and	CCONJ
fumecheng-13266	30	30	load	load	NOUN
fumecheng-13266	30	31	conditions	condition	NOUN
fumecheng-13266	30	32	as	as	ADP
fumecheng-13266	30	33	inputs	input	NOUN
fumecheng-13266	30	34	through	through	ADP
fumecheng-13266	30	35	standard	standard	ADJ
fumecheng-13266	30	36	or	or	CCONJ
fumecheng-13266	30	37	deep	deep	ADJ
fumecheng-13266	30	38	ann	ann	PROPN
fumecheng-13266	30	39	architectures	architecture	NOUN
fumecheng-13266	30	40	.	.	PUNCT
fumecheng-13266	31	1	for	for	ADP
fumecheng-13266	31	2	example	example	NOUN
fumecheng-13266	31	3	,	,	PUNCT
fumecheng-13266	31	4	kalliorinne	kalliorinne	AUX
fumecheng-13266	31	5	et	et	PROPN
fumecheng-13266	31	6	al	al	PROPN
fumecheng-13266	31	7	.	.	PROPN
fumecheng-13266	31	8	developed	develop	VERB
fumecheng-13266	31	9	an	an	DET
fumecheng-13266	31	10	ann	ann	PROPN
fumecheng-13266	31	11	model	model	NOUN
fumecheng-13266	31	12	that	that	PRON
fumecheng-13266	31	13	takes	take	VERB
fumecheng-13266	31	14	14	14	NUM
fumecheng-13266	31	15	areal	areal	NOUN
fumecheng-13266	31	16	roughness	roughness	NOUN
fumecheng-13266	31	17	parameters	parameter	NOUN
fumecheng-13266	31	18	,	,	PUNCT
fumecheng-13266	31	19	hardness	hardness	NOUN
fumecheng-13266	31	20	,	,	PUNCT
fumecheng-13266	31	21	and	and	CCONJ
fumecheng-13266	31	22	load	load	NOUN
fumecheng-13266	31	23	as	as	ADP
fumecheng-13266	31	24	input	input	NOUN
fumecheng-13266	31	25	to	to	PART
fumecheng-13266	31	26	predict	predict	VERB
fumecheng-13266	31	27	various	various	ADJ
fumecheng-13266	31	28	contact	contact	NOUN
fumecheng-13266	31	29	mechanical	mechanical	ADJ
fumecheng-13266	31	30	responses	response	NOUN
fumecheng-13266	31	31	,	,	PUNCT
fumecheng-13266	31	32	including	include	VERB
fumecheng-13266	31	33	the	the	DET
fumecheng-13266	31	34	real	real	ADJ
fumecheng-13266	31	35	area	area	NOUN
fumecheng-13266	31	36	of	of	ADP
fumecheng-13266	31	37	contact	contact	NOUN
fumecheng-13266	31	38	[	[	X
fumecheng-13266	31	39	17	17	NUM
fumecheng-13266	31	40	]	]	PUNCT
fumecheng-13266	31	41	.	.	PUNCT
fumecheng-13266	32	1	similarly	similarly	ADV
fumecheng-13266	32	2	,	,	PUNCT
fumecheng-13266	32	3	suman	suman	PROPN
fumecheng-13266	32	4	and	and	CCONJ
fumecheng-13266	32	5	prajapati	prajapati	PROPN
fumecheng-13266	32	6	proposed	propose	VERB
fumecheng-13266	32	7	an	an	DET
fumecheng-13266	32	8	optimized	optimize	VERB
fumecheng-13266	32	9	deep	deep	ADJ
fumecheng-13266	32	10	ann	ann	PROPN
fumecheng-13266	32	11	model	model	NOUN
fumecheng-13266	32	12	employing	employ	VERB
fumecheng-13266	32	13	parameters	parameter	NOUN
fumecheng-13266	32	14	such	such	ADJ
fumecheng-13266	32	15	as	as	ADP
fumecheng-13266	32	16	root	root	NOUN
fumecheng-13266	32	17	mean	mean	ADJ
fumecheng-13266	32	18	square	square	ADJ
fumecheng-13266	32	19	roughness	roughness	NOUN
fumecheng-13266	32	20	(	(	PUNCT
fumecheng-13266	32	21	sq	sq	ADJ
fumecheng-13266	32	22	)	)	PUNCT
fumecheng-13266	32	23	,	,	PUNCT
fumecheng-13266	32	24	skewness	skewness	NOUN
fumecheng-13266	32	25	(	(	PUNCT
fumecheng-13266	32	26	ssk	ssk	PROPN
fumecheng-13266	32	27	)	)	PUNCT
fumecheng-13266	32	28	,	,	PUNCT
fumecheng-13266	32	29	kurtosis	kurtosis	NOUN
fumecheng-13266	32	30	(	(	PUNCT
fumecheng-13266	32	31	sku	sku	NOUN
fumecheng-13266	32	32	)	)	PUNCT
fumecheng-13266	32	33	,	,	PUNCT
fumecheng-13266	32	34	pattern	pattern	NOUN
fumecheng-13266	32	35	ratio	ratio	NOUN
fumecheng-13266	32	36	,	,	PUNCT
fumecheng-13266	32	37	and	and	CCONJ
fumecheng-13266	32	38	applied	apply	VERB
fumecheng-13266	32	39	load	load	NOUN
fumecheng-13266	32	40	to	to	PART
fumecheng-13266	32	41	predict	predict	VERB
fumecheng-13266	32	42	the	the	DET
fumecheng-13266	32	43	total	total	ADJ
fumecheng-13266	32	44	real	real	ADJ
fumecheng-13266	32	45	contact	contact	NOUN
fumecheng-13266	32	46	area	area	NOUN
fumecheng-13266	32	47	[	[	X
fumecheng-13266	32	48	18	18	NUM
fumecheng-13266	32	49	]	]	PUNCT
fumecheng-13266	32	50	.	.	PUNCT
fumecheng-13266	33	1	in	in	ADP
fumecheng-13266	33	2	contrast	contrast	NOUN
fumecheng-13266	33	3	to	to	ADP
fumecheng-13266	33	4	these	these	DET
fumecheng-13266	33	5	parameter	parameter	NOUN
fumecheng-13266	33	6	-	-	PUNCT
fumecheng-13266	33	7	based	base	VERB
fumecheng-13266	33	8	prediction	prediction	NOUN
fumecheng-13266	33	9	of	of	ADP
fumecheng-13266	33	10	contact	contact	NOUN
fumecheng-13266	33	11	distribution	distribution	NOUN
fumecheng-13266	33	12	on	on	ADP
fumecheng-13266	33	13	rough	rough	ADJ
fumecheng-13266	33	14	surfaces	surface	NOUN
fumecheng-13266	33	15	using	use	VERB
fumecheng-13266	33	16	deep	deep	ADJ
fumecheng-13266	33	17	learning	learning	NOUN
fumecheng-13266	33	18	algorithms	algorithm	VERB
fumecheng-13266	33	19	759	759	NUM
fumecheng-13266	33	20	regression	regression	NOUN
fumecheng-13266	33	21	approaches	approach	NOUN
fumecheng-13266	33	22	,	,	PUNCT
fumecheng-13266	33	23	this	this	DET
fumecheng-13266	33	24	study	study	NOUN
fumecheng-13266	33	25	employs	employ	VERB
fumecheng-13266	33	26	a	a	DET
fumecheng-13266	33	27	distinct	distinct	ADJ
fumecheng-13266	33	28	deep	deep	ADJ
fumecheng-13266	33	29	learning	learning	NOUN
fumecheng-13266	33	30	strategy	strategy	NOUN
fumecheng-13266	33	31	leveraging	leverage	VERB
fumecheng-13266	33	32	cnns	cnn	NOUN
fumecheng-13266	33	33	to	to	PART
fumecheng-13266	33	34	predict	predict	VERB
fumecheng-13266	33	35	the	the	DET
fumecheng-13266	33	36	contact	contact	NOUN
fumecheng-13266	33	37	area	area	NOUN
fumecheng-13266	33	38	distribution	distribution	NOUN
fumecheng-13266	33	39	directly	directly	ADV
fumecheng-13266	33	40	from	from	ADP
fumecheng-13266	33	41	surface	surface	NOUN
fumecheng-13266	33	42	height	height	NOUN
fumecheng-13266	33	43	images	image	NOUN
fumecheng-13266	33	44	.	.	PUNCT
fumecheng-13266	34	1	this	this	DET
fumecheng-13266	34	2	study	study	NOUN
fumecheng-13266	34	3	employs	employ	VERB
fumecheng-13266	34	4	deep	deep	ADJ
fumecheng-13266	34	5	learning	learning	NOUN
fumecheng-13266	34	6	techniques	technique	NOUN
fumecheng-13266	34	7	to	to	PART
fumecheng-13266	34	8	predict	predict	VERB
fumecheng-13266	34	9	the	the	DET
fumecheng-13266	34	10	contact	contact	NOUN
fumecheng-13266	34	11	area	area	NOUN
fumecheng-13266	34	12	distributions	distribution	VERB
fumecheng-13266	34	13	on	on	ADP
fumecheng-13266	34	14	rough	rough	ADJ
fumecheng-13266	34	15	surfaces	surface	NOUN
fumecheng-13266	34	16	.	.	PUNCT
fumecheng-13266	35	1	by	by	ADP
fumecheng-13266	35	2	using	use	VERB
fumecheng-13266	35	3	the	the	DET
fumecheng-13266	35	4	surface	surface	NOUN
fumecheng-13266	35	5	height	height	NOUN
fumecheng-13266	35	6	information	information	NOUN
fumecheng-13266	35	7	as	as	ADP
fumecheng-13266	35	8	input	input	NOUN
fumecheng-13266	35	9	data	datum	NOUN
fumecheng-13266	35	10	and	and	CCONJ
fumecheng-13266	35	11	conceptualizing	conceptualize	VERB
fumecheng-13266	35	12	the	the	DET
fumecheng-13266	35	13	contact	contact	NOUN
fumecheng-13266	35	14	state	state	NOUN
fumecheng-13266	35	15	as	as	ADP
fumecheng-13266	35	16	a	a	DET
fumecheng-13266	35	17	classification	classification	NOUN
fumecheng-13266	35	18	problem	problem	NOUN
fumecheng-13266	35	19	for	for	ADP
fumecheng-13266	35	20	each	each	DET
fumecheng-13266	35	21	pixel	pixel	NOUN
fumecheng-13266	35	22	,	,	PUNCT
fumecheng-13266	35	23	the	the	DET
fumecheng-13266	35	24	task	task	NOUN
fumecheng-13266	35	25	can	can	AUX
fumecheng-13266	35	26	be	be	AUX
fumecheng-13266	35	27	cast	cast	VERB
fumecheng-13266	35	28	as	as	ADP
fumecheng-13266	35	29	an	an	DET
fumecheng-13266	35	30	image	image	NOUN
fumecheng-13266	35	31	segmentation	segmentation	NOUN
fumecheng-13266	35	32	task	task	NOUN
fumecheng-13266	35	33	.	.	PUNCT
fumecheng-13266	36	1	cnn	cnn	PROPN
fumecheng-13266	36	2	-	-	PUNCT
fumecheng-13266	36	3	based	base	VERB
fumecheng-13266	36	4	segmentation	segmentation	NOUN
fumecheng-13266	36	5	models	model	NOUN
fumecheng-13266	36	6	can	can	AUX
fumecheng-13266	36	7	then	then	ADV
fumecheng-13266	36	8	be	be	AUX
fumecheng-13266	36	9	employed	employ	VERB
fumecheng-13266	36	10	to	to	PART
fumecheng-13266	36	11	predict	predict	VERB
fumecheng-13266	36	12	the	the	DET
fumecheng-13266	36	13	contact	contact	NOUN
fumecheng-13266	36	14	areas	area	NOUN
fumecheng-13266	36	15	efficiently	efficiently	ADV
fumecheng-13266	36	16	and	and	CCONJ
fumecheng-13266	36	17	accurately	accurately	ADV
fumecheng-13266	36	18	.	.	PUNCT
fumecheng-13266	37	1	specifically	specifically	ADV
fumecheng-13266	37	2	,	,	PUNCT
fumecheng-13266	37	3	this	this	DET
fumecheng-13266	37	4	study	study	NOUN
fumecheng-13266	37	5	proposes	propose	VERB
fumecheng-13266	37	6	a	a	DET
fumecheng-13266	37	7	model	model	NOUN
fumecheng-13266	37	8	based	base	VERB
fumecheng-13266	37	9	on	on	ADP
fumecheng-13266	37	10	the	the	DET
fumecheng-13266	37	11	u	u	ADJ
fumecheng-13266	37	12	-	-	ADJ
fumecheng-13266	37	13	net	net	ADJ
fumecheng-13266	37	14	architecture	architecture	NOUN
fumecheng-13266	37	15	,	,	PUNCT
fumecheng-13266	37	16	which	which	PRON
fumecheng-13266	37	17	has	have	AUX
fumecheng-13266	37	18	demonstrated	demonstrate	VERB
fumecheng-13266	37	19	exceptional	exceptional	ADJ
fumecheng-13266	37	20	performance	performance	NOUN
fumecheng-13266	37	21	in	in	ADP
fumecheng-13266	37	22	medical	medical	ADJ
fumecheng-13266	37	23	image	image	NOUN
fumecheng-13266	37	24	analysis	analysis	NOUN
fumecheng-13266	37	25	[	[	X
fumecheng-13266	37	26	19,20	19,20	X
fumecheng-13266	37	27	]	]	PUNCT
fumecheng-13266	37	28	,	,	PUNCT
fumecheng-13266	37	29	to	to	PART
fumecheng-13266	37	30	predict	predict	VERB
fumecheng-13266	37	31	the	the	DET
fumecheng-13266	37	32	distribution	distribution	NOUN
fumecheng-13266	37	33	of	of	ADP
fumecheng-13266	37	34	contact	contact	NOUN
fumecheng-13266	37	35	areas	area	NOUN
fumecheng-13266	37	36	on	on	ADP
fumecheng-13266	37	37	rough	rough	ADJ
fumecheng-13266	37	38	surfaces	surface	NOUN
fumecheng-13266	37	39	.	.	PUNCT
fumecheng-13266	38	1	this	this	DET
fumecheng-13266	38	2	approach	approach	NOUN
fumecheng-13266	38	3	is	be	AUX
fumecheng-13266	38	4	designed	design	VERB
fumecheng-13266	38	5	to	to	PART
fumecheng-13266	38	6	overcome	overcome	VERB
fumecheng-13266	38	7	the	the	DET
fumecheng-13266	38	8	inherent	inherent	ADJ
fumecheng-13266	38	9	limitations	limitation	NOUN
fumecheng-13266	38	10	of	of	ADP
fumecheng-13266	38	11	the	the	DET
fumecheng-13266	38	12	conventional	conventional	ADJ
fumecheng-13266	38	13	numerical	numerical	ADJ
fumecheng-13266	38	14	methods	method	NOUN
fumecheng-13266	38	15	by	by	ADP
fumecheng-13266	38	16	providing	provide	VERB
fumecheng-13266	38	17	a	a	DET
fumecheng-13266	38	18	computationally	computationally	ADV
fumecheng-13266	38	19	efficient	efficient	ADJ
fumecheng-13266	38	20	and	and	CCONJ
fumecheng-13266	38	21	accurate	accurate	ADJ
fumecheng-13266	38	22	means	mean	NOUN
fumecheng-13266	38	23	of	of	ADP
fumecheng-13266	38	24	predicting	predict	VERB
fumecheng-13266	38	25	contact	contact	NOUN
fumecheng-13266	38	26	distributions	distribution	NOUN
fumecheng-13266	38	27	.	.	PUNCT
fumecheng-13266	39	1	the	the	DET
fumecheng-13266	39	2	deep	deep	ADJ
fumecheng-13266	39	3	learning	learning	NOUN
fumecheng-13266	39	4	algorithm	algorithm	NOUN
fumecheng-13266	39	5	developed	develop	VERB
fumecheng-13266	39	6	in	in	ADP
fumecheng-13266	39	7	this	this	DET
fumecheng-13266	39	8	study	study	NOUN
fumecheng-13266	39	9	offers	offer	VERB
fumecheng-13266	39	10	ease	ease	NOUN
fumecheng-13266	39	11	of	of	ADP
fumecheng-13266	39	12	application	application	NOUN
fumecheng-13266	39	13	because	because	SCONJ
fumecheng-13266	39	14	the	the	DET
fumecheng-13266	39	15	structures	structure	NOUN
fumecheng-13266	39	16	of	of	ADP
fumecheng-13266	39	17	existing	exist	VERB
fumecheng-13266	39	18	datasets	dataset	NOUN
fumecheng-13266	39	19	related	relate	VERB
fumecheng-13266	39	20	to	to	ADP
fumecheng-13266	39	21	rough	rough	ADJ
fumecheng-13266	39	22	surfaces	surface	NOUN
fumecheng-13266	39	23	and	and	CCONJ
fumecheng-13266	39	24	contact	contact	NOUN
fumecheng-13266	39	25	area	area	NOUN
fumecheng-13266	39	26	distributions	distribution	NOUN
fumecheng-13266	39	27	align	align	VERB
fumecheng-13266	39	28	well	well	ADV
fumecheng-13266	39	29	with	with	ADP
fumecheng-13266	39	30	the	the	DET
fumecheng-13266	39	31	proposed	propose	VERB
fumecheng-13266	39	32	model	model	NOUN
fumecheng-13266	39	33	.	.	PUNCT
fumecheng-13266	40	1	however	however	ADV
fumecheng-13266	40	2	,	,	PUNCT
fumecheng-13266	40	3	contact	contact	NOUN
fumecheng-13266	40	4	area	area	NOUN
fumecheng-13266	40	5	distributions	distribution	NOUN
fumecheng-13266	40	6	are	be	AUX
fumecheng-13266	40	7	inherently	inherently	ADV
fumecheng-13266	40	8	dependent	dependent	ADJ
fumecheng-13266	40	9	on	on	ADP
fumecheng-13266	40	10	the	the	DET
fumecheng-13266	40	11	spatial	spatial	ADJ
fumecheng-13266	40	12	resolution	resolution	NOUN
fumecheng-13266	40	13	,	,	PUNCT
fumecheng-13266	40	14	necessitating	necessitate	VERB
fumecheng-13266	40	15	the	the	DET
fumecheng-13266	40	16	acquisition	acquisition	NOUN
fumecheng-13266	40	17	of	of	ADP
fumecheng-13266	40	18	datasets	dataset	NOUN
fumecheng-13266	40	19	across	across	ADP
fumecheng-13266	40	20	multiple	multiple	ADJ
fumecheng-13266	40	21	scales	scale	NOUN
fumecheng-13266	40	22	.	.	PUNCT
fumecheng-13266	41	1	this	this	DET
fumecheng-13266	41	2	issue	issue	NOUN
fumecheng-13266	41	3	parallels	parallel	VERB
fumecheng-13266	41	4	the	the	DET
fumecheng-13266	41	5	super	super	ADJ
fumecheng-13266	41	6	-	-	ADJ
fumecheng-13266	41	7	resolution	resolution	ADJ
fumecheng-13266	41	8	problem	problem	NOUN
fumecheng-13266	41	9	[	[	X
fumecheng-13266	41	10	21	21	NUM
fumecheng-13266	41	11	]	]	X
fumecheng-13266	41	12	,	,	PUNCT
fumecheng-13266	41	13	a	a	DET
fumecheng-13266	41	14	well	well	ADV
fumecheng-13266	41	15	-	-	PUNCT
fumecheng-13266	41	16	known	know	VERB
fumecheng-13266	41	17	challenge	challenge	NOUN
fumecheng-13266	41	18	in	in	ADP
fumecheng-13266	41	19	deep	deep	ADJ
fumecheng-13266	41	20	learning	learning	NOUN
fumecheng-13266	41	21	research	research	NOUN
fumecheng-13266	41	22	.	.	PUNCT
fumecheng-13266	42	1	for	for	ADP
fumecheng-13266	42	2	simplicity	simplicity	NOUN
fumecheng-13266	42	3	,	,	PUNCT
fumecheng-13266	42	4	we	we	PRON
fumecheng-13266	42	5	did	do	AUX
fumecheng-13266	42	6	not	not	PART
fumecheng-13266	42	7	incorporate	incorporate	VERB
fumecheng-13266	42	8	cross	cross	ADJ
fumecheng-13266	42	9	-	-	ADJ
fumecheng-13266	42	10	scale	scale	ADJ
fumecheng-13266	42	11	correlations	correlation	NOUN
fumecheng-13266	42	12	.	.	PUNCT
fumecheng-13266	43	1	given	give	VERB
fumecheng-13266	43	2	the	the	DET
fumecheng-13266	43	3	rapid	rapid	ADJ
fumecheng-13266	43	4	advancements	advancement	NOUN
fumecheng-13266	43	5	in	in	ADP
fumecheng-13266	43	6	deep	deep	ADJ
fumecheng-13266	43	7	learning	learning	NOUN
fumecheng-13266	43	8	technologies	technology	NOUN
fumecheng-13266	43	9	and	and	CCONJ
fumecheng-13266	43	10	their	their	PRON
fumecheng-13266	43	11	potential	potential	ADJ
fumecheng-13266	43	12	applications	application	NOUN
fumecheng-13266	43	13	in	in	ADP
fumecheng-13266	43	14	tribology	tribology	NOUN
fumecheng-13266	43	15	,	,	PUNCT
fumecheng-13266	43	16	it	it	PRON
fumecheng-13266	43	17	is	be	AUX
fumecheng-13266	43	18	imperative	imperative	ADJ
fumecheng-13266	43	19	to	to	PART
fumecheng-13266	43	20	determine	determine	VERB
fumecheng-13266	43	21	whether	whether	SCONJ
fumecheng-13266	43	22	deep	deep	ADJ
fumecheng-13266	43	23	learning	learning	NOUN
fumecheng-13266	43	24	can	can	AUX
fumecheng-13266	43	25	effectively	effectively	ADV
fumecheng-13266	43	26	learn	learn	VERB
fumecheng-13266	43	27	the	the	DET
fumecheng-13266	43	28	complex	complex	ADJ
fumecheng-13266	43	29	nonlinear	nonlinear	ADJ
fumecheng-13266	43	30	relationships	relationship	NOUN
fumecheng-13266	43	31	inherent	inherent	ADJ
fumecheng-13266	43	32	in	in	ADP
fumecheng-13266	43	33	contact	contact	NOUN
fumecheng-13266	43	34	mechanics	mechanic	NOUN
fumecheng-13266	43	35	.	.	PUNCT
fumecheng-13266	44	1	should	should	AUX
fumecheng-13266	44	2	such	such	ADJ
fumecheng-13266	44	3	learning	learning	NOUN
fumecheng-13266	44	4	prove	prove	VERB
fumecheng-13266	44	5	feasible	feasible	ADJ
fumecheng-13266	44	6	,	,	PUNCT
fumecheng-13266	44	7	identifying	identify	VERB
fumecheng-13266	44	8	the	the	DET
fumecheng-13266	44	9	critical	critical	ADJ
fumecheng-13266	44	10	factors	factor	NOUN
fumecheng-13266	44	11	that	that	PRON
fumecheng-13266	44	12	facilitate	facilitate	VERB
fumecheng-13266	44	13	this	this	DET
fumecheng-13266	44	14	predictive	predictive	ADJ
fumecheng-13266	44	15	capability	capability	NOUN
fumecheng-13266	44	16	and	and	CCONJ
fumecheng-13266	44	17	understanding	understand	VERB
fumecheng-13266	44	18	the	the	DET
fumecheng-13266	44	19	limitations	limitation	NOUN
fumecheng-13266	44	20	of	of	ADP
fumecheng-13266	44	21	the	the	DET
fumecheng-13266	44	22	approach	approach	NOUN
fumecheng-13266	44	23	will	will	AUX
fumecheng-13266	44	24	be	be	AUX
fumecheng-13266	44	25	paramount	paramount	ADJ
fumecheng-13266	44	26	.	.	PUNCT
fumecheng-13266	45	1	therefore	therefore	ADV
fumecheng-13266	45	2	,	,	PUNCT
fumecheng-13266	45	3	this	this	DET
fumecheng-13266	45	4	study	study	NOUN
fumecheng-13266	45	5	investigated	investigate	VERB
fumecheng-13266	45	6	the	the	DET
fumecheng-13266	45	7	feasibility	feasibility	NOUN
fumecheng-13266	45	8	of	of	ADP
fumecheng-13266	45	9	employing	employ	VERB
fumecheng-13266	45	10	deep	deep	ADJ
fumecheng-13266	45	11	learning	learning	NOUN
fumecheng-13266	45	12	models	model	NOUN
fumecheng-13266	45	13	to	to	PART
fumecheng-13266	45	14	replace	replace	VERB
fumecheng-13266	45	15	the	the	DET
fumecheng-13266	45	16	preprocessing	preprocessing	NOUN
fumecheng-13266	45	17	and	and	CCONJ
fumecheng-13266	45	18	computational	computational	ADJ
fumecheng-13266	45	19	phases	phase	NOUN
fumecheng-13266	45	20	of	of	ADP
fumecheng-13266	45	21	numerical	numerical	ADJ
fumecheng-13266	45	22	analysis	analysis	NOUN
fumecheng-13266	45	23	for	for	ADP
fumecheng-13266	45	24	prediction	prediction	NOUN
fumecheng-13266	45	25	of	of	ADP
fumecheng-13266	45	26	contact	contact	NOUN
fumecheng-13266	45	27	phenomena	phenomenon	NOUN
fumecheng-13266	45	28	.	.	PUNCT
fumecheng-13266	46	1	furthermore	furthermore	ADV
fumecheng-13266	46	2	,	,	PUNCT
fumecheng-13266	46	3	we	we	PRON
fumecheng-13266	46	4	propose	propose	VERB
fumecheng-13266	46	5	a	a	DET
fumecheng-13266	46	6	deep	deep	ADJ
fumecheng-13266	46	7	learning	learning	NOUN
fumecheng-13266	46	8	architecture	architecture	NOUN
fumecheng-13266	46	9	capable	capable	ADJ
fumecheng-13266	46	10	of	of	ADP
fumecheng-13266	46	11	capturing	capture	VERB
fumecheng-13266	46	12	the	the	DET
fumecheng-13266	46	13	geometric	geometric	ADJ
fumecheng-13266	46	14	and	and	CCONJ
fumecheng-13266	46	15	contact	contact	NOUN
fumecheng-13266	46	16	characteristics	characteristic	NOUN
fumecheng-13266	46	17	of	of	ADP
fumecheng-13266	46	18	interacting	interact	VERB
fumecheng-13266	46	19	surfaces	surface	NOUN
fumecheng-13266	46	20	with	with	ADP
fumecheng-13266	46	21	the	the	DET
fumecheng-13266	46	22	ultimate	ultimate	ADJ
fumecheng-13266	46	23	goal	goal	NOUN
fumecheng-13266	46	24	of	of	ADP
fumecheng-13266	46	25	developing	develop	VERB
fumecheng-13266	46	26	a	a	DET
fumecheng-13266	46	27	model	model	NOUN
fumecheng-13266	46	28	that	that	PRON
fumecheng-13266	46	29	can	can	AUX
fumecheng-13266	46	30	predict	predict	VERB
fumecheng-13266	46	31	contact	contact	NOUN
fumecheng-13266	46	32	area	area	NOUN
fumecheng-13266	46	33	distributions	distribution	NOUN
fumecheng-13266	46	34	under	under	ADP
fumecheng-13266	46	35	diverse	diverse	ADJ
fumecheng-13266	46	36	conditions	condition	NOUN
fumecheng-13266	46	37	and	and	CCONJ
fumecheng-13266	46	38	environments	environment	NOUN
fumecheng-13266	46	39	.	.	PUNCT
fumecheng-13266	47	1	ultimately	ultimately	ADV
fumecheng-13266	47	2	,	,	PUNCT
fumecheng-13266	47	3	the	the	DET
fumecheng-13266	47	4	objective	objective	NOUN
fumecheng-13266	47	5	is	be	AUX
fumecheng-13266	47	6	to	to	PART
fumecheng-13266	47	7	address	address	VERB
fumecheng-13266	47	8	the	the	DET
fumecheng-13266	47	9	inherent	inherent	ADJ
fumecheng-13266	47	10	complexity	complexity	NOUN
fumecheng-13266	47	11	and	and	CCONJ
fumecheng-13266	47	12	convergence	convergence	NOUN
fumecheng-13266	47	13	issues	issue	NOUN
fumecheng-13266	47	14	associated	associate	VERB
fumecheng-13266	47	15	with	with	ADP
fumecheng-13266	47	16	numerical	numerical	ADJ
fumecheng-13266	47	17	analysis	analysis	NOUN
fumecheng-13266	47	18	,	,	PUNCT
fumecheng-13266	47	19	while	while	SCONJ
fumecheng-13266	47	20	offering	offer	VERB
fumecheng-13266	47	21	a	a	DET
fumecheng-13266	47	22	faster	fast	ADJ
fumecheng-13266	47	23	and	and	CCONJ
fumecheng-13266	47	24	more	more	ADV
fumecheng-13266	47	25	accurate	accurate	ADJ
fumecheng-13266	47	26	predictive	predictive	ADJ
fumecheng-13266	47	27	tool	tool	NOUN
fumecheng-13266	47	28	for	for	ADP
fumecheng-13266	47	29	contact	contact	NOUN
fumecheng-13266	47	30	area	area	NOUN
fumecheng-13266	47	31	distributions	distribution	NOUN
fumecheng-13266	47	32	.	.	PUNCT
fumecheng-13266	48	1	2	2	X
fumecheng-13266	48	2	.	.	X
fumecheng-13266	48	3	deep	deep	ADJ
fumecheng-13266	48	4	learning	learning	NOUN
fumecheng-13266	48	5	procedures	procedure	NOUN
fumecheng-13266	48	6	the	the	DET
fumecheng-13266	48	7	objective	objective	NOUN
fumecheng-13266	48	8	of	of	ADP
fumecheng-13266	48	9	this	this	DET
fumecheng-13266	48	10	study	study	NOUN
fumecheng-13266	48	11	is	be	AUX
fumecheng-13266	48	12	to	to	PART
fumecheng-13266	48	13	derive	derive	VERB
fumecheng-13266	48	14	the	the	DET
fumecheng-13266	48	15	contact	contact	NOUN
fumecheng-13266	48	16	area	area	NOUN
fumecheng-13266	48	17	distribution	distribution	NOUN
fumecheng-13266	48	18	from	from	ADP
fumecheng-13266	48	19	images	image	NOUN
fumecheng-13266	48	20	of	of	ADP
fumecheng-13266	48	21	rough	rough	ADJ
fumecheng-13266	48	22	surfaces	surface	NOUN
fumecheng-13266	48	23	.	.	PUNCT
fumecheng-13266	49	1	to	to	PART
fumecheng-13266	49	2	accomplish	accomplish	VERB
fumecheng-13266	49	3	this	this	PRON
fumecheng-13266	49	4	,	,	PUNCT
fumecheng-13266	49	5	information	information	NOUN
fumecheng-13266	49	6	regarding	regard	VERB
fumecheng-13266	49	7	the	the	DET
fumecheng-13266	49	8	contact	contact	NOUN
fumecheng-13266	49	9	pressure	pressure	NOUN
fumecheng-13266	49	10	distribution	distribution	NOUN
fumecheng-13266	49	11	and	and	CCONJ
fumecheng-13266	49	12	contact	contact	NOUN
fumecheng-13266	49	13	area	area	NOUN
fumecheng-13266	49	14	distribution	distribution	NOUN
fumecheng-13266	49	15	on	on	ADP
fumecheng-13266	49	16	rough	rough	ADJ
fumecheng-13266	49	17	surfaces	surface	NOUN
fumecheng-13266	49	18	is	be	AUX
fumecheng-13266	49	19	essential	essential	ADJ
fumecheng-13266	49	20	,	,	PUNCT
fumecheng-13266	49	21	along	along	ADP
fumecheng-13266	49	22	with	with	ADP
fumecheng-13266	49	23	a	a	DET
fumecheng-13266	49	24	detailed	detailed	ADJ
fumecheng-13266	49	25	methodology	methodology	NOUN
fumecheng-13266	49	26	for	for	ADP
fumecheng-13266	49	27	constructing	construct	VERB
fumecheng-13266	49	28	the	the	DET
fumecheng-13266	49	29	dataset	dataset	NOUN
fumecheng-13266	49	30	required	require	VERB
fumecheng-13266	49	31	to	to	PART
fumecheng-13266	49	32	train	train	VERB
fumecheng-13266	49	33	the	the	DET
fumecheng-13266	49	34	deep	deep	ADJ
fumecheng-13266	49	35	learning	learning	NOUN
fumecheng-13266	49	36	model	model	NOUN
fumecheng-13266	49	37	.	.	PUNCT
fumecheng-13266	50	1	this	this	DET
fumecheng-13266	50	2	dataset	dataset	NOUN
fumecheng-13266	50	3	will	will	AUX
fumecheng-13266	50	4	be	be	AUX
fumecheng-13266	50	5	used	use	VERB
fumecheng-13266	50	6	for	for	ADP
fumecheng-13266	50	7	the	the	DET
fumecheng-13266	50	8	design	design	NOUN
fumecheng-13266	50	9	and	and	CCONJ
fumecheng-13266	50	10	implementation	implementation	NOUN
fumecheng-13266	50	11	of	of	ADP
fumecheng-13266	50	12	the	the	DET
fumecheng-13266	50	13	deep	deep	ADJ
fumecheng-13266	50	14	learning	learning	NOUN
fumecheng-13266	50	15	architecture	architecture	NOUN
fumecheng-13266	50	16	to	to	PART
fumecheng-13266	50	17	predict	predict	VERB
fumecheng-13266	50	18	the	the	DET
fumecheng-13266	50	19	contact	contact	NOUN
fumecheng-13266	50	20	area	area	NOUN
fumecheng-13266	50	21	distribution	distribution	NOUN
fumecheng-13266	50	22	under	under	ADP
fumecheng-13266	50	23	given	give	VERB
fumecheng-13266	50	24	contact	contact	NOUN
fumecheng-13266	50	25	conditions	condition	NOUN
fumecheng-13266	50	26	.	.	PUNCT
fumecheng-13266	51	1	2.1	2.1	NUM
fumecheng-13266	51	2	.	.	PUNCT
fumecheng-13266	52	1	rough	rough	ADJ
fumecheng-13266	52	2	surface	surface	NOUN
fumecheng-13266	52	3	generation	generation	NOUN
fumecheng-13266	52	4	a	a	DET
fumecheng-13266	52	5	sufficient	sufficient	ADJ
fumecheng-13266	52	6	number	number	NOUN
fumecheng-13266	52	7	of	of	ADP
fumecheng-13266	52	8	rough	rough	ADJ
fumecheng-13266	52	9	surface	surface	NOUN
fumecheng-13266	52	10	contact	contact	NOUN
fumecheng-13266	52	11	pressure	pressure	NOUN
fumecheng-13266	52	12	datasets	dataset	NOUN
fumecheng-13266	52	13	are	be	AUX
fumecheng-13266	52	14	required	require	VERB
fumecheng-13266	52	15	to	to	PART
fumecheng-13266	52	16	train	train	VERB
fumecheng-13266	52	17	the	the	DET
fumecheng-13266	52	18	deep	deep	ADJ
fumecheng-13266	52	19	learning	learning	NOUN
fumecheng-13266	52	20	architecture	architecture	NOUN
fumecheng-13266	52	21	.	.	PUNCT
fumecheng-13266	53	1	because	because	SCONJ
fumecheng-13266	53	2	it	it	PRON
fumecheng-13266	53	3	takes	take	VERB
fumecheng-13266	53	4	considerable	considerable	ADJ
fumecheng-13266	53	5	time	time	NOUN
fumecheng-13266	53	6	to	to	PART
fumecheng-13266	53	7	measure	measure	VERB
fumecheng-13266	53	8	actual	actual	ADJ
fumecheng-13266	53	9	rough	rough	ADJ
fumecheng-13266	53	10	surfaces	surface	NOUN
fumecheng-13266	53	11	and	and	CCONJ
fumecheng-13266	53	12	calculate	calculate	VERB
fumecheng-13266	53	13	the	the	DET
fumecheng-13266	53	14	contact	contact	NOUN
fumecheng-13266	53	15	pressure	pressure	NOUN
fumecheng-13266	53	16	to	to	PART
fumecheng-13266	53	17	construct	construct	VERB
fumecheng-13266	53	18	such	such	DET
fumecheng-13266	53	19	a	a	DET
fumecheng-13266	53	20	dataset	dataset	NOUN
fumecheng-13266	53	21	,	,	PUNCT
fumecheng-13266	53	22	rough	rough	ADJ
fumecheng-13266	53	23	surface	surface	NOUN
fumecheng-13266	53	24	and	and	CCONJ
fumecheng-13266	53	25	760	760	NUM
fumecheng-13266	53	26	i.	i.	PROPN
fumecheng-13266	53	27	jang	jang	PROPN
fumecheng-13266	53	28	,	,	PUNCT
fumecheng-13266	53	29	y.h	y.h	PROPN
fumecheng-13266	53	30	.	.	PROPN
fumecheng-13266	53	31	jang	jang	PROPN
fumecheng-13266	53	32	contact	contact	PROPN
fumecheng-13266	53	33	pressure	pressure	NOUN
fumecheng-13266	53	34	datasets	dataset	NOUN
fumecheng-13266	53	35	were	be	AUX
fumecheng-13266	53	36	constructed	construct	VERB
fumecheng-13266	53	37	by	by	ADP
fumecheng-13266	53	38	implementing	implement	VERB
fumecheng-13266	53	39	a	a	DET
fumecheng-13266	53	40	surface	surface	NOUN
fumecheng-13266	53	41	based	base	VERB
fumecheng-13266	53	42	on	on	ADP
fumecheng-13266	53	43	fractal	fractal	ADJ
fumecheng-13266	53	44	theory	theory	NOUN
fumecheng-13266	53	45	and	and	CCONJ
fumecheng-13266	53	46	applying	apply	VERB
fumecheng-13266	53	47	a	a	DET
fumecheng-13266	53	48	method	method	NOUN
fumecheng-13266	53	49	that	that	PRON
fumecheng-13266	53	50	allows	allow	VERB
fumecheng-13266	53	51	quick	quick	ADJ
fumecheng-13266	53	52	computation	computation	NOUN
fumecheng-13266	53	53	to	to	PART
fumecheng-13266	53	54	efficiently	efficiently	ADV
fumecheng-13266	53	55	obtain	obtain	VERB
fumecheng-13266	53	56	the	the	DET
fumecheng-13266	53	57	dataset	dataset	NOUN
fumecheng-13266	53	58	.	.	PUNCT
fumecheng-13266	54	1	actual	actual	ADJ
fumecheng-13266	54	2	surfaces	surface	NOUN
fumecheng-13266	54	3	consist	consist	VERB
fumecheng-13266	54	4	of	of	ADP
fumecheng-13266	54	5	rough	rough	ADJ
fumecheng-13266	54	6	surfaces	surface	NOUN
fumecheng-13266	54	7	that	that	PRON
fumecheng-13266	54	8	exhibit	exhibit	VERB
fumecheng-13266	54	9	multiscale	multiscale	NOUN
fumecheng-13266	54	10	properties	property	NOUN
fumecheng-13266	54	11	that	that	PRON
fumecheng-13266	54	12	continuously	continuously	ADV
fumecheng-13266	54	13	change	change	VERB
fumecheng-13266	54	14	according	accord	VERB
fumecheng-13266	54	15	to	to	ADP
fumecheng-13266	54	16	the	the	DET
fumecheng-13266	54	17	resolution	resolution	NOUN
fumecheng-13266	54	18	of	of	ADP
fumecheng-13266	54	19	the	the	DET
fumecheng-13266	54	20	measurement	measurement	NOUN
fumecheng-13266	54	21	devices	device	NOUN
fumecheng-13266	54	22	as	as	ADP
fumecheng-13266	54	23	surface	surface	NOUN
fumecheng-13266	54	24	roughness	roughness	NOUN
fumecheng-13266	54	25	measuring	measure	VERB
fumecheng-13266	54	26	instruments	instrument	NOUN
fumecheng-13266	54	27	advance	advance	NOUN
fumecheng-13266	54	28	.	.	PUNCT
fumecheng-13266	55	1	these	these	DET
fumecheng-13266	55	2	rough	rough	ADJ
fumecheng-13266	55	3	surfaces	surface	NOUN
fumecheng-13266	55	4	exhibit	exhibit	VERB
fumecheng-13266	55	5	hierarchical	hierarchical	ADJ
fumecheng-13266	55	6	scales	scale	NOUN
fumecheng-13266	55	7	that	that	PRON
fumecheng-13266	55	8	persist	persist	VERB
fumecheng-13266	55	9	until	until	SCONJ
fumecheng-13266	55	10	a	a	DET
fumecheng-13266	55	11	resolution	resolution	NOUN
fumecheng-13266	55	12	limit	limit	NOUN
fumecheng-13266	55	13	is	be	AUX
fumecheng-13266	55	14	reached	reach	VERB
fumecheng-13266	55	15	[	[	PUNCT
fumecheng-13266	55	16	22	22	NUM
fumecheng-13266	55	17	-	-	SYM
fumecheng-13266	55	18	24	24	NUM
fumecheng-13266	55	19	]	]	PUNCT
fumecheng-13266	55	20	.	.	PUNCT
fumecheng-13266	56	1	in	in	ADP
fumecheng-13266	56	2	this	this	DET
fumecheng-13266	56	3	study	study	NOUN
fumecheng-13266	56	4	,	,	PUNCT
fumecheng-13266	56	5	the	the	DET
fumecheng-13266	56	6	rough	rough	ADJ
fumecheng-13266	56	7	surface	surface	NOUN
fumecheng-13266	56	8	was	be	AUX
fumecheng-13266	56	9	assumed	assume	VERB
fumecheng-13266	56	10	to	to	PART
fumecheng-13266	56	11	be	be	AUX
fumecheng-13266	56	12	a	a	DET
fumecheng-13266	56	13	self	self	NOUN
fumecheng-13266	56	14	-	-	PUNCT
fumecheng-13266	56	15	affine	affine	NOUN
fumecheng-13266	56	16	fractal	fractal	NOUN
fumecheng-13266	56	17	and	and	CCONJ
fumecheng-13266	56	18	generated	generate	VERB
fumecheng-13266	56	19	using	use	VERB
fumecheng-13266	56	20	the	the	DET
fumecheng-13266	56	21	random	random	ADJ
fumecheng-13266	56	22	midpoint	midpoint	NOUN
fumecheng-13266	56	23	displacement	displacement	NOUN
fumecheng-13266	56	24	(	(	PUNCT
fumecheng-13266	56	25	rmd	rmd	PROPN
fumecheng-13266	56	26	)	)	PUNCT
fumecheng-13266	56	27	method	method	NOUN
fumecheng-13266	56	28	[	[	X
fumecheng-13266	56	29	25	25	NUM
fumecheng-13266	56	30	]	]	PUNCT
fumecheng-13266	56	31	.	.	PUNCT
fumecheng-13266	57	1	rough	rough	ADJ
fumecheng-13266	57	2	surfaces	surface	NOUN
fumecheng-13266	57	3	were	be	AUX
fumecheng-13266	57	4	generated	generate	VERB
fumecheng-13266	57	5	as	as	ADP
fumecheng-13266	57	6	1	1	NUM
fumecheng-13266	57	7	×	×	NOUN
fumecheng-13266	57	8	1	1	NUM
fumecheng-13266	57	9	mm	mm	NOUN
fumecheng-13266	57	10	square	square	ADJ
fumecheng-13266	57	11	sections	section	NOUN
fumecheng-13266	57	12	,	,	PUNCT
fumecheng-13266	57	13	which	which	PRON
fumecheng-13266	57	14	were	be	AUX
fumecheng-13266	57	15	sufficient	sufficient	ADJ
fumecheng-13266	57	16	to	to	PART
fumecheng-13266	57	17	capture	capture	VERB
fumecheng-13266	57	18	the	the	DET
fumecheng-13266	57	19	representative	representative	ADJ
fumecheng-13266	57	20	roughness	roughness	NOUN
fumecheng-13266	57	21	characteristics	characteristic	NOUN
fumecheng-13266	57	22	.	.	PUNCT
fumecheng-13266	58	1	to	to	PART
fumecheng-13266	58	2	ensure	ensure	VERB
fumecheng-13266	58	3	the	the	DET
fumecheng-13266	58	4	similarity	similarity	NOUN
fumecheng-13266	58	5	between	between	ADP
fumecheng-13266	58	6	the	the	DET
fumecheng-13266	58	7	fractal	fractal	ADJ
fumecheng-13266	58	8	surface	surface	NOUN
fumecheng-13266	58	9	and	and	CCONJ
fumecheng-13266	58	10	the	the	DET
fumecheng-13266	58	11	actual	actual	ADJ
fumecheng-13266	58	12	surface	surface	NOUN
fumecheng-13266	58	13	,	,	PUNCT
fumecheng-13266	58	14	the	the	DET
fumecheng-13266	58	15	fractal	fractal	ADJ
fumecheng-13266	58	16	dimension	dimension	NOUN
fumecheng-13266	58	17	d	d	PROPN
fumecheng-13266	58	18	was	be	AUX
fumecheng-13266	58	19	limited	limit	VERB
fumecheng-13266	58	20	to	to	ADP
fumecheng-13266	58	21	2.5	2.5	NUM
fumecheng-13266	58	22	,	,	PUNCT
fumecheng-13266	58	23	and	and	CCONJ
fumecheng-13266	58	24	the	the	DET
fumecheng-13266	58	25	rough	rough	ADJ
fumecheng-13266	58	26	surface	surface	NOUN
fumecheng-13266	58	27	height	height	NOUN
fumecheng-13266	58	28	(	(	PUNCT
fumecheng-13266	58	29	h	h	NOUN
fumecheng-13266	58	30	)	)	PUNCT
fumecheng-13266	58	31	was	be	AUX
fumecheng-13266	58	32	constrained	constrain	VERB
fumecheng-13266	58	33	within	within	ADP
fumecheng-13266	58	34	a	a	DET
fumecheng-13266	58	35	specific	specific	ADJ
fumecheng-13266	58	36	range	range	NOUN
fumecheng-13266	58	37	of	of	ADP
fumecheng-13266	58	38	0	0	NUM
fumecheng-13266	58	39	to	to	ADP
fumecheng-13266	58	40	50	50	NUM
fumecheng-13266	58	41	μm	μm	NOUN
fumecheng-13266	58	42	.	.	PUNCT
fumecheng-13266	59	1	statistical	statistical	ADJ
fumecheng-13266	59	2	analysis	analysis	NOUN
fumecheng-13266	59	3	of	of	ADP
fumecheng-13266	59	4	the	the	DET
fumecheng-13266	59	5	generated	generate	VERB
fumecheng-13266	59	6	surfaces	surface	NOUN
fumecheng-13266	59	7	revealed	reveal	VERB
fumecheng-13266	59	8	an	an	DET
fumecheng-13266	59	9	arithmetic	arithmetic	ADJ
fumecheng-13266	59	10	average	average	ADJ
fumecheng-13266	59	11	roughness	roughness	NOUN
fumecheng-13266	59	12	(	(	PUNCT
fumecheng-13266	59	13	ra	ra	NOUN
fumecheng-13266	59	14	)	)	PUNCT
fumecheng-13266	59	15	of	of	ADP
fumecheng-13266	59	16	approximately	approximately	ADV
fumecheng-13266	59	17	7	7	NUM
fumecheng-13266	59	18	μm	μm	NUM
fumecheng-13266	59	19	,	,	PUNCT
fumecheng-13266	59	20	which	which	PRON
fumecheng-13266	59	21	falls	fall	VERB
fumecheng-13266	59	22	within	within	ADP
fumecheng-13266	59	23	typical	typical	ADJ
fumecheng-13266	59	24	engineering	engineering	NOUN
fumecheng-13266	59	25	surface	surface	NOUN
fumecheng-13266	59	26	roughness	roughness	NOUN
fumecheng-13266	59	27	values	value	NOUN
fumecheng-13266	59	28	.	.	PUNCT
fumecheng-13266	60	1	in	in	ADP
fumecheng-13266	60	2	the	the	DET
fumecheng-13266	60	3	rmd	rmd	PROPN
fumecheng-13266	60	4	method	method	NOUN
fumecheng-13266	60	5	,	,	PUNCT
fumecheng-13266	60	6	the	the	DET
fumecheng-13266	60	7	height	height	NOUN
fumecheng-13266	60	8	at	at	ADP
fumecheng-13266	60	9	the	the	DET
fumecheng-13266	60	10	midpoint	midpoint	NOUN
fumecheng-13266	60	11	between	between	ADP
fumecheng-13266	60	12	nodes	node	NOUN
fumecheng-13266	60	13	defined	define	VERB
fumecheng-13266	60	14	at	at	ADP
fumecheng-13266	60	15	the	the	DET
fumecheng-13266	60	16	previous	previous	ADJ
fumecheng-13266	60	17	scale	scale	NOUN
fumecheng-13266	60	18	is	be	AUX
fumecheng-13266	60	19	determined	determine	VERB
fumecheng-13266	60	20	by	by	ADP
fumecheng-13266	60	21	a	a	DET
fumecheng-13266	60	22	mean	mean	NOUN
fumecheng-13266	60	23	of	of	ADP
fumecheng-13266	60	24	zero	zero	NUM
fumecheng-13266	60	25	,	,	PUNCT
fumecheng-13266	60	26	and	and	CCONJ
fumecheng-13266	60	27	the	the	DET
fumecheng-13266	60	28	variance	variance	NOUN
fumecheng-13266	60	29	is	be	AUX
fumecheng-13266	60	30	influenced	influence	VERB
fumecheng-13266	60	31	by	by	ADP
fumecheng-13266	60	32	the	the	DET
fumecheng-13266	60	33	fractal	fractal	ADJ
fumecheng-13266	60	34	dimension	dimension	NOUN
fumecheng-13266	60	35	.	.	PUNCT
fumecheng-13266	61	1	according	accord	VERB
fumecheng-13266	61	2	to	to	ADP
fumecheng-13266	61	3	this	this	DET
fumecheng-13266	61	4	definition	definition	NOUN
fumecheng-13266	61	5	,	,	PUNCT
fumecheng-13266	61	6	the	the	DET
fumecheng-13266	61	7	surface	surface	NOUN
fumecheng-13266	61	8	becomes	become	VERB
fumecheng-13266	61	9	rougher	rough	ADJ
fumecheng-13266	61	10	as	as	ADP
fumecheng-13266	61	11	the	the	DET
fumecheng-13266	61	12	surface	surface	NOUN
fumecheng-13266	61	13	roughness	roughness	NOUN
fumecheng-13266	61	14	and	and	CCONJ
fumecheng-13266	61	15	variance	variance	NOUN
fumecheng-13266	61	16	increase	increase	NOUN
fumecheng-13266	61	17	.	.	PUNCT
fumecheng-13266	62	1	in	in	ADP
fumecheng-13266	62	2	this	this	DET
fumecheng-13266	62	3	study	study	NOUN
fumecheng-13266	62	4	,	,	PUNCT
fumecheng-13266	62	5	a	a	DET
fumecheng-13266	62	6	comprehensive	comprehensive	ADJ
fumecheng-13266	62	7	dataset	dataset	NOUN
fumecheng-13266	62	8	consisting	consist	VERB
fumecheng-13266	62	9	of	of	ADP
fumecheng-13266	62	10	100,000	100,000	NUM
fumecheng-13266	62	11	rough	rough	ADJ
fumecheng-13266	62	12	surface	surface	NOUN
fumecheng-13266	62	13	geometries	geometry	NOUN
fumecheng-13266	62	14	and	and	CCONJ
fumecheng-13266	62	15	their	their	PRON
fumecheng-13266	62	16	corresponding	corresponding	ADJ
fumecheng-13266	62	17	contact	contact	NOUN
fumecheng-13266	62	18	pressure	pressure	NOUN
fumecheng-13266	62	19	distributions	distribution	NOUN
fumecheng-13266	62	20	was	be	AUX
fumecheng-13266	62	21	constructed	construct	VERB
fumecheng-13266	62	22	to	to	PART
fumecheng-13266	62	23	train	train	VERB
fumecheng-13266	62	24	and	and	CCONJ
fumecheng-13266	62	25	test	test	VERB
fumecheng-13266	62	26	the	the	DET
fumecheng-13266	62	27	deep	deep	ADJ
fumecheng-13266	62	28	learning	learning	NOUN
fumecheng-13266	62	29	model	model	NOUN
fumecheng-13266	62	30	.	.	PUNCT
fumecheng-13266	63	1	the	the	DET
fumecheng-13266	63	2	generated	generate	VERB
fumecheng-13266	63	3	surfaces	surface	NOUN
fumecheng-13266	63	4	exhibited	exhibit	VERB
fumecheng-13266	63	5	consistent	consistent	ADJ
fumecheng-13266	63	6	statistical	statistical	ADJ
fumecheng-13266	63	7	properties	property	NOUN
fumecheng-13266	63	8	while	while	SCONJ
fumecheng-13266	63	9	maintaining	maintain	VERB
fumecheng-13266	63	10	the	the	DET
fumecheng-13266	63	11	specified	specify	VERB
fumecheng-13266	63	12	height	height	NOUN
fumecheng-13266	63	13	range	range	NOUN
fumecheng-13266	63	14	.	.	PUNCT
fumecheng-13266	64	1	rough	rough	ADJ
fumecheng-13266	64	2	surfaces	surface	NOUN
fumecheng-13266	64	3	were	be	AUX
fumecheng-13266	64	4	obtained	obtain	VERB
fumecheng-13266	64	5	according	accord	VERB
fumecheng-13266	64	6	to	to	ADP
fumecheng-13266	64	7	the	the	DET
fumecheng-13266	64	8	given	give	VERB
fumecheng-13266	64	9	scale	scale	NOUN
fumecheng-13266	64	10	𝐿/2𝑛	𝐿/2𝑛	PROPN
fumecheng-13266	64	11	,	,	PUNCT
fumecheng-13266	64	12	where	where	SCONJ
fumecheng-13266	64	13	each	each	DET
fumecheng-13266	64	14	mesh	mesh	NOUN
fumecheng-13266	64	15	element	element	NOUN
fumecheng-13266	64	16	had	have	VERB
fumecheng-13266	64	17	a	a	DET
fumecheng-13266	64	18	size	size	NOUN
fumecheng-13266	64	19	of	of	ADP
fumecheng-13266	64	20	𝐿/2𝑛	𝐿/2𝑛	ADJ
fumecheng-13266	64	21	×	×	NOUN
fumecheng-13266	64	22	𝐿/2𝑛	𝐿/2𝑛	NOUN
fumecheng-13266	64	23	(	(	PUNCT
fumecheng-13266	64	24	l	l	NOUN
fumecheng-13266	64	25	=	=	SYM
fumecheng-13266	64	26	1	1	NUM
fumecheng-13266	64	27	mm	mm	NOUN
fumecheng-13266	64	28	)	)	PUNCT
fumecheng-13266	64	29	.	.	PUNCT
fumecheng-13266	65	1	the	the	DET
fumecheng-13266	65	2	multiscale	multiscale	ADJ
fumecheng-13266	65	3	surfaces	surface	NOUN
fumecheng-13266	65	4	produced	produce	VERB
fumecheng-13266	65	5	results	result	NOUN
fumecheng-13266	65	6	at	at	ADP
fumecheng-13266	65	7	scales	scale	NOUN
fumecheng-13266	65	8	ranging	range	VERB
fumecheng-13266	65	9	from	from	ADP
fumecheng-13266	65	10	n=5	n=5	PRON
fumecheng-13266	65	11	to	to	ADP
fumecheng-13266	65	12	n=9	n=9	PROPN
fumecheng-13266	65	13	.	.	PUNCT
fumecheng-13266	66	1	2.2	2.2	NUM
fumecheng-13266	66	2	.	.	PUNCT
fumecheng-13266	67	1	contact	contact	NOUN
fumecheng-13266	67	2	analysis	analysis	NOUN
fumecheng-13266	67	3	by	by	ADP
fumecheng-13266	67	4	direct	direct	ADJ
fumecheng-13266	67	5	numerical	numerical	ADJ
fumecheng-13266	67	6	simulations	simulation	NOUN
fumecheng-13266	67	7	a	a	DET
fumecheng-13266	67	8	numerical	numerical	ADJ
fumecheng-13266	67	9	analysis	analysis	NOUN
fumecheng-13266	67	10	was	be	AUX
fumecheng-13266	67	11	required	require	VERB
fumecheng-13266	67	12	to	to	PART
fumecheng-13266	67	13	determine	determine	VERB
fumecheng-13266	67	14	the	the	DET
fumecheng-13266	67	15	contact	contact	NOUN
fumecheng-13266	67	16	area	area	NOUN
fumecheng-13266	67	17	distribution	distribution	NOUN
fumecheng-13266	67	18	on	on	ADP
fumecheng-13266	67	19	rough	rough	ADJ
fumecheng-13266	67	20	surfaces	surface	NOUN
fumecheng-13266	67	21	generated	generate	VERB
fumecheng-13266	67	22	using	use	VERB
fumecheng-13266	67	23	the	the	DET
fumecheng-13266	67	24	rmd	rmd	PROPN
fumecheng-13266	67	25	algorithm	algorithm	NOUN
fumecheng-13266	67	26	.	.	PUNCT
fumecheng-13266	68	1	the	the	DET
fumecheng-13266	68	2	contact	contact	NOUN
fumecheng-13266	68	3	problem	problem	NOUN
fumecheng-13266	68	4	addressed	address	VERB
fumecheng-13266	68	5	in	in	ADP
fumecheng-13266	68	6	this	this	DET
fumecheng-13266	68	7	study	study	NOUN
fumecheng-13266	68	8	was	be	AUX
fumecheng-13266	68	9	limited	limit	VERB
fumecheng-13266	68	10	to	to	ADP
fumecheng-13266	68	11	elastic	elastic	ADJ
fumecheng-13266	68	12	bodies	body	NOUN
fumecheng-13266	68	13	with	with	ADP
fumecheng-13266	68	14	frictionless	frictionless	ADJ
fumecheng-13266	68	15	contact	contact	NOUN
fumecheng-13266	68	16	.	.	PUNCT
fumecheng-13266	69	1	the	the	DET
fumecheng-13266	69	2	findings	finding	NOUN
fumecheng-13266	69	3	of	of	ADP
fumecheng-13266	69	4	this	this	DET
fumecheng-13266	69	5	study	study	NOUN
fumecheng-13266	69	6	can	can	AUX
fumecheng-13266	69	7	also	also	ADV
fumecheng-13266	69	8	serve	serve	VERB
fumecheng-13266	69	9	as	as	ADP
fumecheng-13266	69	10	fundamental	fundamental	ADJ
fumecheng-13266	69	11	information	information	NOUN
fumecheng-13266	69	12	for	for	ADP
fumecheng-13266	69	13	extending	extend	VERB
fumecheng-13266	69	14	the	the	DET
fumecheng-13266	69	15	problem	problem	NOUN
fumecheng-13266	69	16	to	to	PART
fumecheng-13266	69	17	include	include	VERB
fumecheng-13266	69	18	friction	friction	NOUN
fumecheng-13266	69	19	.	.	PUNCT
fumecheng-13266	70	1	the	the	DET
fumecheng-13266	70	2	contact	contact	NOUN
fumecheng-13266	70	3	conditions	condition	NOUN
fumecheng-13266	70	4	for	for	ADP
fumecheng-13266	70	5	the	the	DET
fumecheng-13266	70	6	frictionless	frictionless	NOUN
fumecheng-13266	70	7	case	case	NOUN
fumecheng-13266	70	8	are	be	AUX
fumecheng-13266	70	9	as	as	SCONJ
fumecheng-13266	70	10	follows	follow	VERB
fumecheng-13266	70	11	[	[	X
fumecheng-13266	70	12	26	26	NUM
fumecheng-13266	70	13	]	]	PUNCT
fumecheng-13266	70	14	.	.	PUNCT
fumecheng-13266	71	1	𝑢(𝑥	𝑢(𝑥	PROPN
fumecheng-13266	71	2	,	,	PUNCT
fumecheng-13266	71	3	𝑦	𝑦	NOUN
fumecheng-13266	71	4	)	)	PUNCT
fumecheng-13266	71	5	=	=	SYM
fumecheng-13266	71	6	δ	δ	PROPN
fumecheng-13266	71	7	−	−	ADP
fumecheng-13266	72	1	𝑔0(𝑥	𝑔0(𝑥	PROPN
fumecheng-13266	72	2	,	,	PUNCT
fumecheng-13266	72	3	𝑦	𝑦	NOUN
fumecheng-13266	72	4	)	)	PUNCT
fumecheng-13266	72	5	(	(	PUNCT
fumecheng-13266	72	6	𝑥	𝑥	PROPN
fumecheng-13266	72	7	,	,	PUNCT
fumecheng-13266	72	8	𝑦	𝑦	NOUN
fumecheng-13266	72	9	)	)	PUNCT
fumecheng-13266	72	10	∈	∈	PROPN
fumecheng-13266	72	11	𝐴	𝐴	PROPN
fumecheng-13266	72	12	(	(	PUNCT
fumecheng-13266	72	13	1	1	NUM
fumecheng-13266	72	14	)	)	PUNCT
fumecheng-13266	72	15	𝑢(𝑥	𝑢(𝑥	PROPN
fumecheng-13266	72	16	,	,	PUNCT
fumecheng-13266	72	17	𝑦	𝑦	NOUN
fumecheng-13266	72	18	)	)	PUNCT
fumecheng-13266	72	19	>	>	X
fumecheng-13266	72	20	δ	δ	X
fumecheng-13266	73	1	−	−	ADP
fumecheng-13266	73	2	𝑔0(𝑥	𝑔0(𝑥	PROPN
fumecheng-13266	73	3	,	,	PUNCT
fumecheng-13266	73	4	𝑦	𝑦	NOUN
fumecheng-13266	73	5	)	)	PUNCT
fumecheng-13266	73	6	(	(	PUNCT
fumecheng-13266	73	7	𝑥	𝑥	PROPN
fumecheng-13266	73	8	,	,	PUNCT
fumecheng-13266	73	9	𝑦	𝑦	NOUN
fumecheng-13266	73	10	)	)	PUNCT
fumecheng-13266	73	11	∉	∉	PROPN
fumecheng-13266	73	12	𝐴	𝐴	PROPN
fumecheng-13266	73	13	(	(	PUNCT
fumecheng-13266	73	14	2	2	NUM
fumecheng-13266	73	15	)	)	PUNCT
fumecheng-13266	73	16	𝑝(𝑥	𝑝(𝑥	PROPN
fumecheng-13266	73	17	,	,	PUNCT
fumecheng-13266	73	18	𝑦	𝑦	NOUN
fumecheng-13266	73	19	)	)	PUNCT
fumecheng-13266	73	20	>	>	X
fumecheng-13266	73	21	0	0	PUNCT
fumecheng-13266	74	1	(	(	PUNCT
fumecheng-13266	74	2	𝑥	𝑥	PROPN
fumecheng-13266	74	3	,	,	PUNCT
fumecheng-13266	74	4	𝑦	𝑦	NOUN
fumecheng-13266	74	5	)	)	PUNCT
fumecheng-13266	74	6	∈	∈	PROPN
fumecheng-13266	74	7	𝐴	𝐴	PROPN
fumecheng-13266	74	8	(	(	PUNCT
fumecheng-13266	74	9	3	3	NUM
fumecheng-13266	74	10	)	)	PUNCT
fumecheng-13266	74	11	𝑝(𝑥	𝑝(𝑥	PROPN
fumecheng-13266	74	12	,	,	PUNCT
fumecheng-13266	74	13	𝑦	𝑦	NOUN
fumecheng-13266	74	14	)	)	PUNCT
fumecheng-13266	74	15	=	=	SYM
fumecheng-13266	74	16	0	0	PUNCT
fumecheng-13266	74	17	(	(	PUNCT
fumecheng-13266	74	18	𝑥	𝑥	PROPN
fumecheng-13266	74	19	,	,	PUNCT
fumecheng-13266	74	20	𝑦	𝑦	NOUN
fumecheng-13266	74	21	)	)	PUNCT
fumecheng-13266	74	22	∉	∉	PROPN
fumecheng-13266	74	23	𝐴	𝐴	PROPN
fumecheng-13266	74	24	(	(	PUNCT
fumecheng-13266	74	25	4	4	NUM
fumecheng-13266	74	26	)	)	PUNCT
fumecheng-13266	75	1	where	where	SCONJ
fumecheng-13266	75	2	𝑢(𝑥	𝑢(𝑥	PROPN
fumecheng-13266	75	3	,	,	PUNCT
fumecheng-13266	75	4	𝑦	𝑦	NOUN
fumecheng-13266	75	5	)	)	PUNCT
fumecheng-13266	75	6	=	=	SYM
fumecheng-13266	75	7	1	1	NUM
fumecheng-13266	75	8	𝜋	𝜋	NOUN
fumecheng-13266	75	9	𝐸∗	𝐸∗	NOUN
fumecheng-13266	75	10	∬	∬	NOUN
fumecheng-13266	75	11	𝑝	𝑝	PROPN
fumecheng-13266	75	12	(	(	PUNCT
fumecheng-13266	75	13	𝜉,𝜂)𝑑𝜉𝑑𝜂	𝜉,𝜂)𝑑𝜉𝑑𝜂	ADJ
fumecheng-13266	75	14	√	√	PROPN
fumecheng-13266	75	15	(	(	PUNCT
fumecheng-13266	75	16	𝑥−𝜉)2	𝑥−𝜉)2	NUM
fumecheng-13266	75	17	+	+	ADJ
fumecheng-13266	75	18	(	(	PUNCT
fumecheng-13266	75	19	𝑦−𝜂)2𝐴	𝑦−𝜂)2𝐴	X
fumecheng-13266	75	20	,	,	PUNCT
fumecheng-13266	75	21	(	(	PUNCT
fumecheng-13266	75	22	5	5	NUM
fumecheng-13266	75	23	)	)	PUNCT
fumecheng-13266	75	24	where	where	SCONJ
fumecheng-13266	75	25	𝑔0(𝑥	𝑔0(𝑥	PROPN
fumecheng-13266	75	26	,	,	PUNCT
fumecheng-13266	75	27	𝑦	𝑦	NUM
fumecheng-13266	75	28	)	)	PUNCT
fumecheng-13266	75	29	is	be	AUX
fumecheng-13266	75	30	the	the	DET
fumecheng-13266	75	31	initial	initial	ADJ
fumecheng-13266	75	32	gap	gap	NOUN
fumecheng-13266	75	33	,	,	PUNCT
fumecheng-13266	75	34	δ	δ	PROPN
fumecheng-13266	75	35	is	be	AUX
fumecheng-13266	75	36	the	the	DET
fumecheng-13266	75	37	rigid	rigid	ADJ
fumecheng-13266	75	38	body	body	NOUN
fumecheng-13266	75	39	approach	approach	NOUN
fumecheng-13266	75	40	,	,	PUNCT
fumecheng-13266	75	41	and	and	CCONJ
fumecheng-13266	75	42	𝑝(𝑥	𝑝(𝑥	NOUN
fumecheng-13266	75	43	,	,	PUNCT
fumecheng-13266	75	44	𝑦	𝑦	NOUN
fumecheng-13266	75	45	)	)	PUNCT
fumecheng-13266	75	46	is	be	AUX
fumecheng-13266	75	47	the	the	DET
fumecheng-13266	75	48	contact	contact	NOUN
fumecheng-13266	75	49	pressure	pressure	NOUN
fumecheng-13266	75	50	.	.	PUNCT
fumecheng-13266	76	1	eqs	eqs	PROPN
fumecheng-13266	76	2	.	.	PUNCT
fumecheng-13266	76	3	(	(	PUNCT
fumecheng-13266	76	4	1)-(5	1)-(5	NUM
fumecheng-13266	76	5	)	)	PUNCT
fumecheng-13266	76	6	indicate	indicate	VERB
fumecheng-13266	76	7	that	that	SCONJ
fumecheng-13266	76	8	at	at	ADP
fumecheng-13266	76	9	the	the	DET
fumecheng-13266	76	10	rough	rough	ADJ
fumecheng-13266	76	11	surface	surface	NOUN
fumecheng-13266	76	12	,	,	PUNCT
fumecheng-13266	76	13	the	the	DET
fumecheng-13266	76	14	gap	gap	NOUN
fumecheng-13266	76	15	that	that	PRON
fumecheng-13266	76	16	includes	include	VERB
fumecheng-13266	76	17	the	the	DET
fumecheng-13266	76	18	surface	surface	NOUN
fumecheng-13266	76	19	displacement	displacement	NOUN
fumecheng-13266	76	20	is	be	AUX
fumecheng-13266	76	21	zero	zero	NUM
fumecheng-13266	76	22	,	,	PUNCT
fumecheng-13266	76	23	and	and	CCONJ
fumecheng-13266	76	24	the	the	DET
fumecheng-13266	76	25	contact	contact	NOUN
fumecheng-13266	76	26	pressure	pressure	NOUN
fumecheng-13266	76	27	is	be	AUX
fumecheng-13266	76	28	positive	positive	ADJ
fumecheng-13266	76	29	.	.	PUNCT
fumecheng-13266	77	1	in	in	ADP
fumecheng-13266	77	2	the	the	DET
fumecheng-13266	77	3	separation	separation	NOUN
fumecheng-13266	77	4	region	region	NOUN
fumecheng-13266	77	5	,	,	PUNCT
fumecheng-13266	77	6	the	the	DET
fumecheng-13266	77	7	gap	gap	NOUN
fumecheng-13266	77	8	was	be	AUX
fumecheng-13266	77	9	greater	great	ADJ
fumecheng-13266	77	10	than	than	ADP
fumecheng-13266	77	11	zero	zero	NUM
fumecheng-13266	77	12	,	,	PUNCT
fumecheng-13266	77	13	and	and	CCONJ
fumecheng-13266	77	14	the	the	DET
fumecheng-13266	77	15	contact	contact	NOUN
fumecheng-13266	77	16	pressure	pressure	NOUN
fumecheng-13266	77	17	was	be	AUX
fumecheng-13266	77	18	always	always	ADV
fumecheng-13266	77	19	zero	zero	NUM
fumecheng-13266	77	20	.	.	PUNCT
fumecheng-13266	78	1	additionally	additionally	ADV
fumecheng-13266	78	2	,	,	PUNCT
fumecheng-13266	78	3	the	the	DET
fumecheng-13266	78	4	term	term	NOUN
fumecheng-13266	78	5	1/𝐸∗	1/𝐸∗	NUM
fumecheng-13266	78	6	represents	represent	VERB
fumecheng-13266	78	7	(	(	PUNCT
fumecheng-13266	78	8	1	1	NUM
fumecheng-13266	78	9	−	−	NOUN
fumecheng-13266	78	10	𝜈1	𝜈1	NOUN
fumecheng-13266	78	11	2)/𝐸1	2)/𝐸1	NUM
fumecheng-13266	78	12	+	+	CCONJ
fumecheng-13266	78	13	(	(	PUNCT
fumecheng-13266	78	14	1	1	NUM
fumecheng-13266	78	15	−	−	PROPN
fumecheng-13266	78	16	𝜈2	𝜈2	NOUN
fumecheng-13266	78	17	2)/𝐸2	2)/𝐸2	NUM
fumecheng-13266	78	18	,	,	PUNCT
fumecheng-13266	78	19	where	where	SCONJ
fumecheng-13266	78	20	𝐸1	𝐸1	NOUN
fumecheng-13266	78	21	,	,	PUNCT
fumecheng-13266	78	22	𝜈1	𝜈1	NOUN
fumecheng-13266	78	23	and	and	CCONJ
fumecheng-13266	78	24	𝐸2	𝐸2	NOUN
fumecheng-13266	78	25	,	,	PUNCT
fumecheng-13266	78	26	𝜈2	𝜈2	NOUN
fumecheng-13266	78	27	are	be	AUX
fumecheng-13266	78	28	the	the	DET
fumecheng-13266	78	29	elastic	elastic	ADJ
fumecheng-13266	78	30	moduli	modulus	NOUN
fumecheng-13266	78	31	and	and	CCONJ
fumecheng-13266	78	32	poisson	poisson	NOUN
fumecheng-13266	78	33	’s	’s	PART
fumecheng-13266	78	34	ratios	ratio	NOUN
fumecheng-13266	78	35	of	of	ADP
fumecheng-13266	78	36	the	the	DET
fumecheng-13266	78	37	two	two	NUM
fumecheng-13266	78	38	contacting	contact	VERB
fumecheng-13266	78	39	bodies	body	NOUN
fumecheng-13266	78	40	,	,	PUNCT
fumecheng-13266	78	41	respectively	respectively	ADV
fumecheng-13266	78	42	.	.	PUNCT
fumecheng-13266	79	1	the	the	DET
fumecheng-13266	79	2	sum	sum	NOUN
fumecheng-13266	79	3	of	of	ADP
fumecheng-13266	79	4	the	the	DET
fumecheng-13266	79	5	contact	contact	NOUN
fumecheng-13266	79	6	pressures	pressure	NOUN
fumecheng-13266	79	7	obtained	obtain	VERB
fumecheng-13266	79	8	from	from	ADP
fumecheng-13266	79	9	these	these	DET
fumecheng-13266	79	10	contact	contact	NOUN
fumecheng-13266	79	11	conditions	condition	NOUN
fumecheng-13266	79	12	was	be	AUX
fumecheng-13266	79	13	in	in	ADP
fumecheng-13266	79	14	equilibrium	equilibrium	NOUN
fumecheng-13266	79	15	with	with	ADP
fumecheng-13266	79	16	the	the	DET
fumecheng-13266	79	17	applied	apply	VERB
fumecheng-13266	79	18	load	load	NOUN
fumecheng-13266	79	19	f.	f.	PROPN
fumecheng-13266	79	20	prediction	prediction	NOUN
fumecheng-13266	79	21	of	of	ADP
fumecheng-13266	79	22	contact	contact	NOUN
fumecheng-13266	79	23	distribution	distribution	NOUN
fumecheng-13266	79	24	on	on	ADP
fumecheng-13266	79	25	rough	rough	ADJ
fumecheng-13266	79	26	surfaces	surface	NOUN
fumecheng-13266	79	27	using	use	VERB
fumecheng-13266	79	28	deep	deep	ADJ
fumecheng-13266	79	29	learning	learning	NOUN
fumecheng-13266	79	30	algorithms	algorithms	ADJ
fumecheng-13266	79	31	761	761	NUM
fumecheng-13266	79	32	∬	∬	NOUN
fumecheng-13266	79	33	𝑝(𝑥	𝑝(𝑥	PROPN
fumecheng-13266	79	34	,	,	PUNCT
fumecheng-13266	79	35	𝑦)𝑑𝑥𝑑𝑦	𝑦)𝑑𝑥𝑑𝑦	PROPN
fumecheng-13266	79	36	𝐴	𝐴	PROPN
fumecheng-13266	79	37	=	=	SYM
fumecheng-13266	79	38	𝐹.	𝐹.	PROPN
fumecheng-13266	79	39	(	(	PUNCT
fumecheng-13266	79	40	6	6	NUM
fumecheng-13266	79	41	)	)	PUNCT
fumecheng-13266	79	42	deep	deep	ADJ
fumecheng-13266	79	43	learning	learning	NOUN
fumecheng-13266	79	44	improves	improve	VERB
fumecheng-13266	79	45	the	the	DET
fumecheng-13266	79	46	accuracy	accuracy	NOUN
fumecheng-13266	79	47	through	through	ADP
fumecheng-13266	79	48	repeated	repeat	VERB
fumecheng-13266	79	49	training	training	NOUN
fumecheng-13266	79	50	based	base	VERB
fumecheng-13266	79	51	on	on	ADP
fumecheng-13266	79	52	large	large	ADJ
fumecheng-13266	79	53	datasets	dataset	NOUN
fumecheng-13266	79	54	,	,	PUNCT
fumecheng-13266	79	55	making	make	VERB
fumecheng-13266	79	56	it	it	PRON
fumecheng-13266	79	57	essential	essential	ADJ
fumecheng-13266	79	58	to	to	PART
fumecheng-13266	79	59	secure	secure	VERB
fumecheng-13266	79	60	as	as	ADP
fumecheng-13266	79	61	many	many	ADJ
fumecheng-13266	79	62	datasets	dataset	NOUN
fumecheng-13266	79	63	as	as	ADP
fumecheng-13266	79	64	possible	possible	ADJ
fumecheng-13266	79	65	for	for	ADP
fumecheng-13266	79	66	effective	effective	ADJ
fumecheng-13266	79	67	learning	learning	NOUN
fumecheng-13266	79	68	.	.	PUNCT
fumecheng-13266	80	1	however	however	ADV
fumecheng-13266	80	2	,	,	PUNCT
fumecheng-13266	80	3	traditional	traditional	ADJ
fumecheng-13266	80	4	numerical	numerical	ADJ
fumecheng-13266	80	5	methods	method	NOUN
fumecheng-13266	80	6	such	such	ADJ
fumecheng-13266	80	7	as	as	ADP
fumecheng-13266	80	8	finite	finite	ADJ
fumecheng-13266	80	9	element	element	NOUN
fumecheng-13266	80	10	analysis	analysis	NOUN
fumecheng-13266	80	11	require	require	VERB
fumecheng-13266	80	12	a	a	DET
fumecheng-13266	80	13	significant	significant	ADJ
fumecheng-13266	80	14	amount	amount	NOUN
fumecheng-13266	80	15	of	of	ADP
fumecheng-13266	80	16	time	time	NOUN
fumecheng-13266	80	17	to	to	PART
fumecheng-13266	80	18	derive	derive	VERB
fumecheng-13266	80	19	the	the	DET
fumecheng-13266	80	20	contact	contact	NOUN
fumecheng-13266	80	21	area	area	NOUN
fumecheng-13266	80	22	distribution	distribution	NOUN
fumecheng-13266	80	23	on	on	ADP
fumecheng-13266	80	24	rough	rough	ADJ
fumecheng-13266	80	25	surfaces	surface	NOUN
fumecheng-13266	80	26	,	,	PUNCT
fumecheng-13266	80	27	making	make	VERB
fumecheng-13266	80	28	it	it	PRON
fumecheng-13266	80	29	extremely	extremely	ADV
fumecheng-13266	80	30	difficult	difficult	ADJ
fumecheng-13266	80	31	to	to	PART
fumecheng-13266	80	32	acquire	acquire	VERB
fumecheng-13266	80	33	sufficient	sufficient	ADJ
fumecheng-13266	80	34	datasets	dataset	NOUN
fumecheng-13266	80	35	.	.	PUNCT
fumecheng-13266	81	1	to	to	PART
fumecheng-13266	81	2	overcome	overcome	VERB
fumecheng-13266	81	3	this	this	DET
fumecheng-13266	81	4	issue	issue	NOUN
fumecheng-13266	81	5	,	,	PUNCT
fumecheng-13266	81	6	this	this	DET
fumecheng-13266	81	7	study	study	NOUN
fumecheng-13266	81	8	uses	use	VERB
fumecheng-13266	81	9	numerical	numerical	ADJ
fumecheng-13266	81	10	analysis	analysis	NOUN
fumecheng-13266	81	11	based	base	VERB
fumecheng-13266	81	12	on	on	ADP
fumecheng-13266	81	13	the	the	DET
fumecheng-13266	81	14	fast	fast	ADJ
fumecheng-13266	81	15	fourier	fourier	NOUN
fumecheng-13266	81	16	transform	transform	NOUN
fumecheng-13266	81	17	(	(	PUNCT
fumecheng-13266	81	18	fft	fft	PROPN
fumecheng-13266	81	19	)	)	PUNCT
fumecheng-13266	81	20	method	method	NOUN
fumecheng-13266	81	21	and	and	CCONJ
fumecheng-13266	81	22	multi	multi	ADJ
fumecheng-13266	81	23	-	-	ADJ
fumecheng-13266	81	24	level	level	ADJ
fumecheng-13266	81	25	multisummation	multisummation	NOUN
fumecheng-13266	81	26	(	(	PUNCT
fumecheng-13266	81	27	mlms	mlm	NOUN
fumecheng-13266	81	28	)	)	PUNCT
fumecheng-13266	81	29	technique	technique	NOUN
fumecheng-13266	81	30	[	[	X
fumecheng-13266	81	31	8,26	8,26	NOUN
fumecheng-13266	81	32	]	]	PUNCT
fumecheng-13266	81	33	,	,	PUNCT
fumecheng-13266	81	34	allowing	allow	VERB
fumecheng-13266	81	35	for	for	ADP
fumecheng-13266	81	36	the	the	DET
fumecheng-13266	81	37	rapid	rapid	ADJ
fumecheng-13266	81	38	derivation	derivation	NOUN
fumecheng-13266	81	39	of	of	ADP
fumecheng-13266	81	40	contact	contact	NOUN
fumecheng-13266	81	41	area	area	NOUN
fumecheng-13266	81	42	distributions	distribution	NOUN
fumecheng-13266	81	43	and	and	CCONJ
fumecheng-13266	81	44	the	the	DET
fumecheng-13266	81	45	collection	collection	NOUN
fumecheng-13266	81	46	of	of	ADP
fumecheng-13266	81	47	a	a	DET
fumecheng-13266	81	48	large	large	ADJ
fumecheng-13266	81	49	number	number	NOUN
fumecheng-13266	81	50	of	of	ADP
fumecheng-13266	81	51	datasets	dataset	NOUN
fumecheng-13266	81	52	.	.	PUNCT
fumecheng-13266	82	1	it	it	PRON
fumecheng-13266	82	2	is	be	AUX
fumecheng-13266	82	3	important	important	ADJ
fumecheng-13266	82	4	to	to	PART
fumecheng-13266	82	5	note	note	VERB
fumecheng-13266	82	6	that	that	SCONJ
fumecheng-13266	82	7	the	the	DET
fumecheng-13266	82	8	dataset	dataset	NOUN
fumecheng-13266	82	9	used	use	VERB
fumecheng-13266	82	10	for	for	ADP
fumecheng-13266	82	11	training	train	VERB
fumecheng-13266	82	12	our	our	PRON
fumecheng-13266	82	13	deep	deep	ADJ
fumecheng-13266	82	14	learning	learning	NOUN
fumecheng-13266	82	15	model	model	NOUN
fumecheng-13266	82	16	relies	rely	VERB
fumecheng-13266	82	17	on	on	ADP
fumecheng-13266	82	18	the	the	DET
fumecheng-13266	82	19	results	result	NOUN
fumecheng-13266	82	20	generated	generate	VERB
fumecheng-13266	82	21	by	by	ADP
fumecheng-13266	82	22	this	this	DET
fumecheng-13266	82	23	specific	specific	ADJ
fumecheng-13266	82	24	fft	fft	NOUN
fumecheng-13266	82	25	-	-	PUNCT
fumecheng-13266	82	26	based	base	VERB
fumecheng-13266	82	27	mlms	mlm	NOUN
fumecheng-13266	82	28	numerical	numerical	PROPN
fumecheng-13266	82	29	solver	solver	PROPN
fumecheng-13266	82	30	,	,	PUNCT
fumecheng-13266	82	31	chosen	choose	VERB
fumecheng-13266	82	32	primarily	primarily	ADV
fumecheng-13266	82	33	for	for	ADP
fumecheng-13266	82	34	its	its	PRON
fumecheng-13266	82	35	computational	computational	ADJ
fumecheng-13266	82	36	efficiency	efficiency	NOUN
fumecheng-13266	82	37	and	and	CCONJ
fumecheng-13266	82	38	accuracy	accuracy	NOUN
fumecheng-13266	82	39	balance	balance	NOUN
fumecheng-13266	82	40	,	,	PUNCT
fumecheng-13266	82	41	particularly	particularly	ADV
fumecheng-13266	82	42	for	for	ADP
fumecheng-13266	82	43	concentrated	concentrated	ADJ
fumecheng-13266	82	44	contact	contact	NOUN
fumecheng-13266	82	45	problems	problem	NOUN
fumecheng-13266	82	46	.	.	PUNCT
fumecheng-13266	83	1	this	this	DET
fumecheng-13266	83	2	efficiency	efficiency	NOUN
fumecheng-13266	83	3	enabled	enable	VERB
fumecheng-13266	83	4	the	the	DET
fumecheng-13266	83	5	generation	generation	NOUN
fumecheng-13266	83	6	of	of	ADP
fumecheng-13266	83	7	the	the	DET
fumecheng-13266	83	8	large	large	ADJ
fumecheng-13266	83	9	-	-	PUNCT
fumecheng-13266	83	10	scale	scale	NOUN
fumecheng-13266	83	11	dataset	dataset	NOUN
fumecheng-13266	83	12	(	(	PUNCT
fumecheng-13266	83	13	100,000	100,000	NUM
fumecheng-13266	83	14	samples	sample	NOUN
fumecheng-13266	83	15	)	)	PUNCT
fumecheng-13266	83	16	essential	essential	ADJ
fumecheng-13266	83	17	for	for	ADP
fumecheng-13266	83	18	deep	deep	ADJ
fumecheng-13266	83	19	learning	learning	NOUN
fumecheng-13266	83	20	within	within	ADP
fumecheng-13266	83	21	a	a	DET
fumecheng-13266	83	22	practical	practical	ADJ
fumecheng-13266	83	23	timeframe	timeframe	NOUN
fumecheng-13266	83	24	.	.	PUNCT
fumecheng-13266	84	1	while	while	SCONJ
fumecheng-13266	84	2	advantageous	advantageous	ADJ
fumecheng-13266	84	3	for	for	ADP
fumecheng-13266	84	4	speed	speed	NOUN
fumecheng-13266	84	5	and	and	CCONJ
fumecheng-13266	84	6	handling	handle	VERB
fumecheng-13266	84	7	non	non	ADJ
fumecheng-13266	84	8	-	-	ADJ
fumecheng-13266	84	9	periodic	periodic	ADJ
fumecheng-13266	84	10	issues	issue	NOUN
fumecheng-13266	84	11	better	well	ADJ
fumecheng-13266	84	12	than	than	ADP
fumecheng-13266	84	13	standard	standard	ADJ
fumecheng-13266	84	14	fft	fft	PROPN
fumecheng-13266	84	15	without	without	ADP
fumecheng-13266	84	16	extensive	extensive	ADJ
fumecheng-13266	84	17	zero	zero	NUM
fumecheng-13266	84	18	-	-	PUNCT
fumecheng-13266	84	19	padding	padding	NOUN
fumecheng-13266	84	20	[	[	X
fumecheng-13266	84	21	26	26	NUM
fumecheng-13266	84	22	]	]	PUNCT
fumecheng-13266	84	23	,	,	PUNCT
fumecheng-13266	84	24	this	this	DET
fumecheng-13266	84	25	method	method	NOUN
fumecheng-13266	84	26	,	,	PUNCT
fumecheng-13266	84	27	like	like	ADP
fumecheng-13266	84	28	any	any	DET
fumecheng-13266	84	29	numerical	numerical	ADJ
fumecheng-13266	84	30	technique	technique	NOUN
fumecheng-13266	84	31	,	,	PUNCT
fumecheng-13266	84	32	operates	operate	VERB
fumecheng-13266	84	33	under	under	ADP
fumecheng-13266	84	34	specific	specific	ADJ
fumecheng-13266	84	35	physical	physical	ADJ
fumecheng-13266	84	36	assumptions	assumption	NOUN
fumecheng-13266	84	37	(	(	PUNCT
fumecheng-13266	84	38	e.g.	e.g.	ADV
fumecheng-13266	84	39	,	,	PUNCT
fumecheng-13266	84	40	linear	linear	ADJ
fumecheng-13266	84	41	elasticity	elasticity	NOUN
fumecheng-13266	84	42	)	)	PUNCT
fumecheng-13266	84	43	and	and	CCONJ
fumecheng-13266	84	44	is	be	AUX
fumecheng-13266	84	45	subject	subject	ADJ
fumecheng-13266	84	46	to	to	ADP
fumecheng-13266	84	47	discretization	discretization	NOUN
fumecheng-13266	84	48	effects	effect	NOUN
fumecheng-13266	84	49	.	.	PUNCT
fumecheng-13266	85	1	consequently	consequently	ADV
fumecheng-13266	85	2	,	,	PUNCT
fumecheng-13266	85	3	the	the	DET
fumecheng-13266	85	4	training	training	NOUN
fumecheng-13266	85	5	data	datum	NOUN
fumecheng-13266	85	6	inherently	inherently	ADV
fumecheng-13266	85	7	reflects	reflect	VERB
fumecheng-13266	85	8	these	these	DET
fumecheng-13266	85	9	characteristics	characteristic	NOUN
fumecheng-13266	85	10	.	.	PUNCT
fumecheng-13266	86	1	we	we	PRON
fumecheng-13266	86	2	acknowledge	acknowledge	VERB
fumecheng-13266	86	3	the	the	DET
fumecheng-13266	86	4	existence	existence	NOUN
fumecheng-13266	86	5	of	of	ADP
fumecheng-13266	86	6	various	various	ADJ
fumecheng-13266	86	7	other	other	ADJ
fumecheng-13266	86	8	numerical	numerical	ADJ
fumecheng-13266	86	9	methods	method	NOUN
fumecheng-13266	86	10	(	(	PUNCT
fumecheng-13266	86	11	e.g.	e.g.	ADV
fumecheng-13266	86	12	,	,	PUNCT
fumecheng-13266	86	13	fem	fem	PROPN
fumecheng-13266	86	14	,	,	PUNCT
fumecheng-13266	86	15	bem	bem	PROPN
fumecheng-13266	86	16	,	,	PUNCT
fumecheng-13266	86	17	other	other	ADJ
fumecheng-13266	86	18	dfft	dfft	NOUN
fumecheng-13266	86	19	variants	variant	NOUN
fumecheng-13266	86	20	)	)	PUNCT
fumecheng-13266	86	21	which	which	PRON
fumecheng-13266	86	22	may	may	AUX
fumecheng-13266	86	23	possess	possess	VERB
fumecheng-13266	86	24	different	different	ADJ
fumecheng-13266	86	25	strengths	strength	NOUN
fumecheng-13266	86	26	,	,	PUNCT
fumecheng-13266	86	27	weaknesses	weakness	NOUN
fumecheng-13266	86	28	,	,	PUNCT
fumecheng-13266	86	29	and	and	CCONJ
fumecheng-13266	86	30	applicability	applicability	NOUN
fumecheng-13266	86	31	limits	limit	NOUN
fumecheng-13266	86	32	under	under	ADP
fumecheng-13266	86	33	various	various	ADJ
fumecheng-13266	86	34	conditions	condition	NOUN
fumecheng-13266	86	35	,	,	PUNCT
fumecheng-13266	86	36	as	as	SCONJ
fumecheng-13266	86	37	reviewed	review	VERB
fumecheng-13266	86	38	by	by	ADP
fumecheng-13266	86	39	müser	müser	PROPN
fumecheng-13266	86	40	et	et	PROPN
fumecheng-13266	86	41	al	al	PROPN
fumecheng-13266	86	42	.	.	PUNCT
fumecheng-13266	87	1	[	[	X
fumecheng-13266	87	2	27	27	NUM
fumecheng-13266	87	3	]	]	PUNCT
fumecheng-13266	87	4	.	.	PUNCT
fumecheng-13266	88	1	the	the	DET
fumecheng-13266	88	2	following	follow	VERB
fumecheng-13266	88	3	paragraph	paragraph	NOUN
fumecheng-13266	88	4	briefly	briefly	NOUN
fumecheng-13266	88	5	summarizes	summarize	VERB
fumecheng-13266	88	6	the	the	DET
fumecheng-13266	88	7	numerical	numerical	ADJ
fumecheng-13266	88	8	analysis	analysis	NOUN
fumecheng-13266	88	9	method	method	NOUN
fumecheng-13266	88	10	.	.	PUNCT
fumecheng-13266	89	1	for	for	ADP
fumecheng-13266	89	2	a	a	DET
fumecheng-13266	89	3	discrete	discrete	ADJ
fumecheng-13266	89	4	system	system	NOUN
fumecheng-13266	89	5	,	,	PUNCT
fumecheng-13266	89	6	in	in	ADP
fumecheng-13266	89	7	which	which	PRON
fumecheng-13266	89	8	the	the	DET
fumecheng-13266	89	9	𝑥	𝑥	NOUN
fumecheng-13266	89	10	and	and	CCONJ
fumecheng-13266	89	11	𝑦	𝑦	NOUN
fumecheng-13266	89	12	planar	planar	ADJ
fumecheng-13266	89	13	spaces	space	NOUN
fumecheng-13266	89	14	are	be	AUX
fumecheng-13266	89	15	divided	divide	VERB
fumecheng-13266	89	16	into	into	ADP
fumecheng-13266	89	17	(	(	PUNCT
fumecheng-13266	89	18	𝑁𝑥	𝑁𝑥	PROPN
fumecheng-13266	89	19	,	,	PUNCT
fumecheng-13266	89	20	𝑁𝑦	𝑁𝑦	PROPN
fumecheng-13266	89	21	)	)	PUNCT
fumecheng-13266	89	22	uniform	uniform	ADJ
fumecheng-13266	89	23	rectangular	rectangular	ADJ
fumecheng-13266	89	24	grids	grid	NOUN
fumecheng-13266	89	25	along	along	ADP
fumecheng-13266	89	26	each	each	DET
fumecheng-13266	89	27	axis	axis	NOUN
fumecheng-13266	89	28	,	,	PUNCT
fumecheng-13266	89	29	eq	eq	NOUN
fumecheng-13266	89	30	.	.	PUNCT
fumecheng-13266	89	31	(	(	PUNCT
fumecheng-13266	89	32	5	5	X
fumecheng-13266	89	33	)	)	PUNCT
fumecheng-13266	89	34	yields	yield	VERB
fumecheng-13266	89	35	the	the	DET
fumecheng-13266	89	36	following	follow	VERB
fumecheng-13266	89	37	displacement	displacement	NOUN
fumecheng-13266	89	38	:	:	PUNCT
fumecheng-13266	89	39	𝑢𝑖𝑗	𝑢𝑖𝑗	PROPN
fumecheng-13266	89	40	=	=	SYM
fumecheng-13266	90	1	−	−	PROPN
fumecheng-13266	90	2	∑	∑	INTJ
fumecheng-13266	90	3	∑	∑	PUNCT
fumecheng-13266	90	4	𝐾𝑖−𝑘,𝑗−𝑚𝑝𝑘𝑚	𝐾𝑖−𝑘,𝑗−𝑚𝑝𝑘𝑚	PROPN
fumecheng-13266	90	5	𝑁𝑦	𝑁𝑦	PROPN
fumecheng-13266	90	6	𝑚=1	𝑚=1	PUNCT
fumecheng-13266	90	7	𝑁𝑥	𝑁𝑥	PROPN
fumecheng-13266	91	1	𝑘=1	𝑘=1	ADJ
fumecheng-13266	91	2	,	,	PUNCT
fumecheng-13266	91	3	(	(	PUNCT
fumecheng-13266	91	4	7	7	X
fumecheng-13266	91	5	)	)	PUNCT
fumecheng-13266	91	6	where	where	SCONJ
fumecheng-13266	91	7	𝐾𝑖𝑗	𝐾𝑖𝑗	PROPN
fumecheng-13266	91	8	is	be	AUX
fumecheng-13266	91	9	the	the	DET
fumecheng-13266	91	10	influence	influence	NOUN
fumecheng-13266	91	11	coefficient	coefficient	NOUN
fumecheng-13266	91	12	reflecting	reflect	VERB
fumecheng-13266	91	13	eq	eq	X
fumecheng-13266	91	14	.	.	PUNCT
fumecheng-13266	92	1	(	(	PUNCT
fumecheng-13266	92	2	5	5	NUM
fumecheng-13266	92	3	)	)	PUNCT
fumecheng-13266	92	4	.	.	PUNCT
fumecheng-13266	93	1	the	the	DET
fumecheng-13266	93	2	coarse	coarse	ADJ
fumecheng-13266	93	3	and	and	CCONJ
fumecheng-13266	93	4	fine	fine	ADJ
fumecheng-13266	93	5	grids	grid	NOUN
fumecheng-13266	93	6	are	be	AUX
fumecheng-13266	93	7	represented	represent	VERB
fumecheng-13266	93	8	by	by	ADP
fumecheng-13266	93	9	(	(	PUNCT
fumecheng-13266	93	10	𝐼	𝐼	PROPN
fumecheng-13266	93	11	,	,	PUNCT
fumecheng-13266	93	12	𝐽	𝐽	PROPN
fumecheng-13266	93	13	)	)	PUNCT
fumecheng-13266	93	14	and	and	CCONJ
fumecheng-13266	93	15	(	(	PUNCT
fumecheng-13266	93	16	𝑖	𝑖	SYM
fumecheng-13266	93	17	,	,	PUNCT
fumecheng-13266	93	18	𝑗	𝑗	NOUN
fumecheng-13266	93	19	)	)	PUNCT
fumecheng-13266	93	20	,	,	PUNCT
fumecheng-13266	93	21	respectively	respectively	ADV
fumecheng-13266	93	22	.	.	PUNCT
fumecheng-13266	94	1	the	the	DET
fumecheng-13266	94	2	contact	contact	NOUN
fumecheng-13266	94	3	pressure	pressure	NOUN
fumecheng-13266	94	4	and	and	CCONJ
fumecheng-13266	94	5	displacement	displacement	NOUN
fumecheng-13266	94	6	are	be	AUX
fumecheng-13266	94	7	described	describe	VERB
fumecheng-13266	94	8	as	as	SCONJ
fumecheng-13266	94	9	follows	follow	VERB
fumecheng-13266	94	10	:	:	PUNCT
fumecheng-13266	94	11	𝑝𝐼,𝐽	𝑝𝐼,𝐽	NOUN
fumecheng-13266	94	12	=	=	SYM
fumecheng-13266	94	13	�	�	PROPN
fumecheng-13266	94	14	̂	̂	NOUN
fumecheng-13266	94	15	�	�	NOUN
fumecheng-13266	94	16	2𝑠𝑝𝑖𝑗	2𝑠𝑝𝑖𝑗	NUM
fumecheng-13266	94	17	,	,	PUNCT
fumecheng-13266	94	18	(	(	PUNCT
fumecheng-13266	94	19	8)	8)	NUM
fumecheng-13266	94	20	𝑢𝑖𝑗	𝑢𝑖𝑗	NOUN
fumecheng-13266	94	21	=	=	PUNCT
fumecheng-13266	94	22	𝐼2𝑠𝑢𝐼𝐽	𝐼2𝑠𝑢𝐼𝐽	PROPN
fumecheng-13266	94	23	+	+	CCONJ
fumecheng-13266	94	24	∑	∑	PROPN
fumecheng-13266	94	25	∑	∑	PART
fumecheng-13266	94	26	𝐶𝑘𝑚	𝐶𝑘𝑚	VERB
fumecheng-13266	94	27	2𝑠	2𝑠	NOUN
fumecheng-13266	94	28	𝑝𝑖−𝑘,𝑗−𝑚𝑚𝑘	𝑝𝑖−𝑘,𝑗−𝑚𝑚𝑘	NOUN
fumecheng-13266	94	29	,	,	PUNCT
fumecheng-13266	94	30	(	(	PUNCT
fumecheng-13266	94	31	9	9	X
fumecheng-13266	94	32	)	)	PUNCT
fumecheng-13266	94	33	where	where	SCONJ
fumecheng-13266	94	34	𝐼2𝑠	𝐼2𝑠	NOUN
fumecheng-13266	94	35	is	be	AUX
fumecheng-13266	94	36	the	the	DET
fumecheng-13266	94	37	interpolation	interpolation	NOUN
fumecheng-13266	94	38	operator	operator	NOUN
fumecheng-13266	94	39	of	of	ADP
fumecheng-13266	94	40	order	order	NOUN
fumecheng-13266	94	41	2𝑠	2𝑠	NOUN
fumecheng-13266	94	42	,	,	PUNCT
fumecheng-13266	94	43	and	and	CCONJ
fumecheng-13266	94	44	𝐶𝑘𝑚	𝐶𝑘𝑚	ADJ
fumecheng-13266	94	45	2𝑠	2𝑠	NOUN
fumecheng-13266	94	46	represents	represent	VERB
fumecheng-13266	94	47	the	the	DET
fumecheng-13266	94	48	correction	correction	NOUN
fumecheng-13266	94	49	coefficients	coefficient	NOUN
fumecheng-13266	94	50	.	.	PUNCT
fumecheng-13266	95	1	using	use	VERB
fumecheng-13266	95	2	this	this	DET
fumecheng-13266	95	3	relationship	relationship	NOUN
fumecheng-13266	95	4	,	,	PUNCT
fumecheng-13266	95	5	the	the	DET
fumecheng-13266	95	6	transformation	transformation	NOUN
fumecheng-13266	95	7	between	between	ADP
fumecheng-13266	95	8	the	the	DET
fumecheng-13266	95	9	coarse	coarse	ADJ
fumecheng-13266	95	10	and	and	CCONJ
fumecheng-13266	95	11	fine	fine	ADJ
fumecheng-13266	95	12	grids	grid	NOUN
fumecheng-13266	95	13	is	be	AUX
fumecheng-13266	95	14	performed	perform	VERB
fumecheng-13266	95	15	sequentially	sequentially	ADV
fumecheng-13266	95	16	.	.	PUNCT
fumecheng-13266	96	1	meanwhile	meanwhile	ADV
fumecheng-13266	96	2	,	,	PUNCT
fumecheng-13266	96	3	applying	apply	VERB
fumecheng-13266	96	4	the	the	DET
fumecheng-13266	96	5	fft	fft	NOUN
fumecheng-13266	96	6	technique	technique	NOUN
fumecheng-13266	96	7	to	to	ADP
fumecheng-13266	96	8	the	the	DET
fumecheng-13266	96	9	continuous	continuous	ADJ
fumecheng-13266	96	10	functions	function	NOUN
fumecheng-13266	96	11	defined	define	VERB
fumecheng-13266	96	12	in	in	ADP
fumecheng-13266	96	13	the	the	DET
fumecheng-13266	96	14	numerical	numerical	ADJ
fumecheng-13266	96	15	analysis	analysis	NOUN
fumecheng-13266	96	16	and	and	CCONJ
fumecheng-13266	96	17	their	their	PRON
fumecheng-13266	96	18	discretization	discretization	NOUN
fumecheng-13266	96	19	yields	yield	VERB
fumecheng-13266	96	20	the	the	DET
fumecheng-13266	96	21	following	following	ADJ
fumecheng-13266	96	22	result	result	NOUN
fumecheng-13266	96	23	for	for	ADP
fumecheng-13266	96	24	eq	eq	PROPN
fumecheng-13266	96	25	.	.	PUNCT
fumecheng-13266	97	1	(	(	PUNCT
fumecheng-13266	97	2	9	9	NUM
fumecheng-13266	97	3	):	):	PUNCT
fumecheng-13266	97	4	�	�	NOUN
fumecheng-13266	97	5	̂	̂	NOUN
fumecheng-13266	97	6	�	�	NOUN
fumecheng-13266	97	7	ℎ𝑙	ℎ𝑙	ADP
fumecheng-13266	97	8	=	=	SYM
fumecheng-13266	97	9	𝐾ℎ𝑙	𝐾ℎ𝑙	PROPN
fumecheng-13266	97	10	�	�	PROPN
fumecheng-13266	97	11	̂	̂	SYM
fumecheng-13266	97	12	�	�	NOUN
fumecheng-13266	97	13	ℎ𝑙	ℎ𝑙	NOUN
fumecheng-13266	97	14	(	(	PUNCT
fumecheng-13266	97	15	10	10	NUM
fumecheng-13266	97	16	)	)	PUNCT
fumecheng-13266	97	17	where	where	SCONJ
fumecheng-13266	97	18	�	�	PROPN
fumecheng-13266	97	19	̂	̂	SYM
fumecheng-13266	97	20	�	�	NOUN
fumecheng-13266	97	21	ℎ𝑙	ℎ𝑙	NOUN
fumecheng-13266	97	22	,	,	PUNCT
fumecheng-13266	97	23	𝐾ℎ𝑙	𝐾ℎ𝑙	PROPN
fumecheng-13266	97	24	,	,	PUNCT
fumecheng-13266	97	25	and	and	CCONJ
fumecheng-13266	97	26	�	�	PROPN
fumecheng-13266	97	27	̂	̂	NOUN
fumecheng-13266	97	28	�	�	NOUN
fumecheng-13266	97	29	ℎ𝑙	ℎ𝑙	NOUN
fumecheng-13266	97	30	are	be	AUX
fumecheng-13266	97	31	fourier	fourier	ADJ
fumecheng-13266	97	32	coefficients	coefficient	NOUN
fumecheng-13266	97	33	corresponding	correspond	VERB
fumecheng-13266	97	34	to	to	ADP
fumecheng-13266	97	35	𝑢𝑖𝑗	𝑢𝑖𝑗	NOUN
fumecheng-13266	97	36	,	,	PUNCT
fumecheng-13266	97	37	𝐾𝑖𝑗	𝐾𝑖𝑗	PROPN
fumecheng-13266	97	38	,	,	PUNCT
fumecheng-13266	97	39	and	and	CCONJ
fumecheng-13266	97	40	𝑝𝑖𝑗	𝑝𝑖𝑗	VERB
fumecheng-13266	97	41	.	.	PUNCT
fumecheng-13266	98	1	the	the	DET
fumecheng-13266	98	2	surface	surface	NOUN
fumecheng-13266	98	3	nodal	nodal	NOUN
fumecheng-13266	98	4	deflection	deflection	NOUN
fumecheng-13266	98	5	𝑢𝑖𝑗	𝑢𝑖𝑗	NOUN
fumecheng-13266	98	6	can	can	AUX
fumecheng-13266	98	7	be	be	AUX
fumecheng-13266	98	8	obtained	obtain	VERB
fumecheng-13266	98	9	from	from	ADP
fumecheng-13266	98	10	𝑢ℎ𝑙	𝑢ℎ𝑙	NOUN
fumecheng-13266	98	11	using	use	VERB
fumecheng-13266	98	12	the	the	DET
fumecheng-13266	98	13	inverse	inverse	NOUN
fumecheng-13266	98	14	fft	fft	PROPN
fumecheng-13266	98	15	.	.	PUNCT
fumecheng-13266	99	1	from	from	ADP
fumecheng-13266	99	2	the	the	DET
fumecheng-13266	99	3	above	above	ADJ
fumecheng-13266	99	4	contact	contact	NOUN
fumecheng-13266	99	5	analysis	analysis	NOUN
fumecheng-13266	99	6	,	,	PUNCT
fumecheng-13266	99	7	the	the	DET
fumecheng-13266	99	8	contact	contact	NOUN
fumecheng-13266	99	9	pressure	pressure	NOUN
fumecheng-13266	99	10	and	and	CCONJ
fumecheng-13266	99	11	micro	micro	NOUN
fumecheng-13266	99	12	-	-	NOUN
fumecheng-13266	99	13	contact	contact	ADJ
fumecheng-13266	99	14	area	area	NOUN
fumecheng-13266	99	15	distribution	distribution	NOUN
fumecheng-13266	99	16	were	be	AUX
fumecheng-13266	99	17	obtained	obtain	VERB
fumecheng-13266	99	18	.	.	PUNCT
fumecheng-13266	100	1	the	the	DET
fumecheng-13266	100	2	rough	rough	ADJ
fumecheng-13266	100	3	surface	surface	NOUN
fumecheng-13266	100	4	was	be	AUX
fumecheng-13266	100	5	in	in	ADP
fumecheng-13266	100	6	contact	contact	NOUN
fumecheng-13266	100	7	with	with	ADP
fumecheng-13266	100	8	a	a	DET
fumecheng-13266	100	9	flat	flat	ADJ
fumecheng-13266	100	10	opposing	oppose	VERB
fumecheng-13266	100	11	rough	rough	ADJ
fumecheng-13266	100	12	surface	surface	NOUN
fumecheng-13266	100	13	,	,	PUNCT
fumecheng-13266	100	14	and	and	CCONJ
fumecheng-13266	100	15	the	the	DET
fumecheng-13266	100	16	load	load	NOUN
fumecheng-13266	100	17	range	range	NOUN
fumecheng-13266	100	18	was	be	AUX
fumecheng-13266	100	19	𝐹=0	𝐹=0	PUNCT
fumecheng-13266	100	20	-	-	SYM
fumecheng-13266	100	21	50	50	NUM
fumecheng-13266	100	22	n.	n.	NOUN
fumecheng-13266	100	23	fig.1	fig.1	PROPN
fumecheng-13266	100	24	shows	show	VERB
fumecheng-13266	100	25	the	the	DET
fumecheng-13266	100	26	rough	rough	ADJ
fumecheng-13266	100	27	surface	surface	NOUN
fumecheng-13266	100	28	,	,	PUNCT
fumecheng-13266	100	29	contact	contact	NOUN
fumecheng-13266	100	30	pressure	pressure	NOUN
fumecheng-13266	100	31	,	,	PUNCT
fumecheng-13266	100	32	and	and	CCONJ
fumecheng-13266	100	33	contact	contact	NOUN
fumecheng-13266	100	34	spot	spot	NOUN
fumecheng-13266	100	35	distributions	distribution	NOUN
fumecheng-13266	100	36	for	for	ADP
fumecheng-13266	100	37	scales	scale	NOUN
fumecheng-13266	100	38	𝐿/27	𝐿/27	NUM
fumecheng-13266	100	39	and	and	CCONJ
fumecheng-13266	100	40	𝐿/28	𝐿/28	NUM
fumecheng-13266	100	41	.	.	PUNCT
fumecheng-13266	101	1	the	the	DET
fumecheng-13266	101	2	rough	rough	ADJ
fumecheng-13266	101	3	surfaces	surface	NOUN
fumecheng-13266	101	4	presented	present	VERB
fumecheng-13266	101	5	in	in	ADP
fumecheng-13266	101	6	762	762	NUM
fumecheng-13266	101	7	i.	i.	PROPN
fumecheng-13266	101	8	jang	jang	PROPN
fumecheng-13266	101	9	,	,	PUNCT
fumecheng-13266	101	10	y.h	y.h	PROPN
fumecheng-13266	101	11	.	.	PROPN
fumecheng-13266	101	12	jang	jang	PROPN
fumecheng-13266	101	13	fig	fig	PROPN
fumecheng-13266	101	14	.	.	PUNCT
fumecheng-13266	102	1	1	1	NUM
fumecheng-13266	102	2	are	be	AUX
fumecheng-13266	102	3	the	the	DET
fumecheng-13266	102	4	same	same	ADJ
fumecheng-13266	102	5	as	as	ADP
fumecheng-13266	102	6	those	those	PRON
fumecheng-13266	102	7	reconstructed	reconstruct	VERB
fumecheng-13266	102	8	according	accord	VERB
fumecheng-13266	102	9	to	to	ADP
fumecheng-13266	102	10	each	each	DET
fumecheng-13266	102	11	scale	scale	NOUN
fumecheng-13266	102	12	.	.	PUNCT
fumecheng-13266	103	1	as	as	SCONJ
fumecheng-13266	103	2	the	the	DET
fumecheng-13266	103	3	scale	scale	NOUN
fumecheng-13266	103	4	decreased	decrease	VERB
fumecheng-13266	103	5	,	,	PUNCT
fumecheng-13266	103	6	the	the	DET
fumecheng-13266	103	7	contact	contact	NOUN
fumecheng-13266	103	8	area	area	NOUN
fumecheng-13266	103	9	formed	form	VERB
fumecheng-13266	103	10	at	at	ADP
fumecheng-13266	103	11	larger	large	ADJ
fumecheng-13266	103	12	scales	scale	NOUN
fumecheng-13266	103	13	is	be	AUX
fumecheng-13266	103	14	divided	divide	VERB
fumecheng-13266	103	15	into	into	ADP
fumecheng-13266	103	16	smaller	small	ADJ
fumecheng-13266	103	17	contact	contact	NOUN
fumecheng-13266	103	18	spots	spot	NOUN
fumecheng-13266	103	19	.	.	PUNCT
fumecheng-13266	104	1	in	in	ADP
fumecheng-13266	104	2	addition	addition	NOUN
fumecheng-13266	104	3	,	,	PUNCT
fumecheng-13266	104	4	the	the	DET
fumecheng-13266	104	5	contact	contact	NOUN
fumecheng-13266	104	6	spots	spot	NOUN
fumecheng-13266	104	7	tended	tend	VERB
fumecheng-13266	104	8	to	to	PART
fumecheng-13266	104	9	form	form	VERB
fumecheng-13266	104	10	clusters	cluster	NOUN
fumecheng-13266	104	11	.	.	PUNCT
fumecheng-13266	105	1	the	the	DET
fumecheng-13266	105	2	contact	contact	NOUN
fumecheng-13266	105	3	pressure	pressure	NOUN
fumecheng-13266	105	4	at	at	ADP
fumecheng-13266	105	5	these	these	DET
fumecheng-13266	105	6	spots	spot	NOUN
fumecheng-13266	105	7	increased	increase	VERB
fumecheng-13266	105	8	as	as	SCONJ
fumecheng-13266	105	9	the	the	DET
fumecheng-13266	105	10	scale	scale	NOUN
fumecheng-13266	105	11	decreased	decrease	VERB
fumecheng-13266	105	12	.	.	PUNCT
fumecheng-13266	106	1	thus	thus	ADV
fumecheng-13266	106	2	far	far	ADV
fumecheng-13266	106	3	,	,	PUNCT
fumecheng-13266	106	4	the	the	DET
fumecheng-13266	106	5	contact	contact	NOUN
fumecheng-13266	106	6	area	area	NOUN
fumecheng-13266	106	7	distribution	distribution	NOUN
fumecheng-13266	106	8	under	under	ADP
fumecheng-13266	106	9	elastic	elastic	ADJ
fumecheng-13266	106	10	contact	contact	NOUN
fumecheng-13266	106	11	conditions	condition	NOUN
fumecheng-13266	106	12	has	have	AUX
fumecheng-13266	106	13	shown	show	VERB
fumecheng-13266	106	14	a	a	DET
fumecheng-13266	106	15	continuous	continuous	ADJ
fumecheng-13266	106	16	reduction	reduction	NOUN
fumecheng-13266	106	17	as	as	SCONJ
fumecheng-13266	106	18	the	the	DET
fumecheng-13266	106	19	scale	scale	NOUN
fumecheng-13266	106	20	decreased	decrease	VERB
fumecheng-13266	106	21	,	,	PUNCT
fumecheng-13266	106	22	demonstrating	demonstrate	VERB
fumecheng-13266	106	23	non	non	ADJ
fumecheng-13266	106	24	-	-	ADJ
fumecheng-13266	106	25	convergent	convergent	ADJ
fumecheng-13266	106	26	results	result	NOUN
fumecheng-13266	106	27	.	.	PUNCT
fumecheng-13266	107	1	to	to	PART
fumecheng-13266	107	2	address	address	VERB
fumecheng-13266	107	3	these	these	DET
fumecheng-13266	107	4	non	non	ADJ
fumecheng-13266	107	5	-	-	ADJ
fumecheng-13266	107	6	convergent	convergent	ADJ
fumecheng-13266	107	7	results	result	NOUN
fumecheng-13266	107	8	,	,	PUNCT
fumecheng-13266	107	9	attempts	attempt	NOUN
fumecheng-13266	107	10	have	have	AUX
fumecheng-13266	107	11	been	be	AUX
fumecheng-13266	107	12	made	make	VERB
fumecheng-13266	107	13	to	to	PART
fumecheng-13266	107	14	account	account	VERB
fumecheng-13266	107	15	for	for	ADP
fumecheng-13266	107	16	new	new	ADJ
fumecheng-13266	107	17	physical	physical	ADJ
fumecheng-13266	107	18	phenomena	phenomenon	NOUN
fumecheng-13266	107	19	associated	associate	VERB
fumecheng-13266	107	20	with	with	ADP
fumecheng-13266	107	21	scale	scale	NOUN
fumecheng-13266	107	22	changes	change	NOUN
fumecheng-13266	107	23	,	,	PUNCT
fumecheng-13266	107	24	such	such	ADJ
fumecheng-13266	107	25	as	as	ADP
fumecheng-13266	107	26	variations	variation	NOUN
fumecheng-13266	107	27	in	in	ADP
fumecheng-13266	107	28	material	material	NOUN
fumecheng-13266	107	29	properties	property	NOUN
fumecheng-13266	107	30	and	and	CCONJ
fumecheng-13266	107	31	adhesion	adhesion	NOUN
fumecheng-13266	107	32	effects	effect	NOUN
fumecheng-13266	107	33	[	[	X
fumecheng-13266	107	34	28	28	NUM
fumecheng-13266	107	35	-	-	SYM
fumecheng-13266	107	36	31	31	NUM
fumecheng-13266	107	37	]	]	PUNCT
fumecheng-13266	107	38	.	.	PUNCT
fumecheng-13266	108	1	however	however	ADV
fumecheng-13266	108	2	,	,	PUNCT
fumecheng-13266	108	3	in	in	ADP
fumecheng-13266	108	4	this	this	DET
fumecheng-13266	108	5	analysis	analysis	NOUN
fumecheng-13266	108	6	algorithm	algorithm	NOUN
fumecheng-13266	108	7	,	,	PUNCT
fumecheng-13266	108	8	no	no	DET
fumecheng-13266	108	9	new	new	ADJ
fumecheng-13266	108	10	physical	physical	ADJ
fumecheng-13266	108	11	phenomena	phenomena	NOUN
fumecheng-13266	108	12	other	other	ADJ
fumecheng-13266	108	13	than	than	ADP
fumecheng-13266	108	14	mechanical	mechanical	ADJ
fumecheng-13266	108	15	behavior	behavior	NOUN
fumecheng-13266	108	16	changes	change	NOUN
fumecheng-13266	108	17	with	with	ADP
fumecheng-13266	108	18	scale	scale	NOUN
fumecheng-13266	108	19	were	be	AUX
fumecheng-13266	108	20	considered	consider	VERB
fumecheng-13266	108	21	.	.	PUNCT
fumecheng-13266	109	1	only	only	ADV
fumecheng-13266	109	2	the	the	DET
fumecheng-13266	109	3	contact	contact	NOUN
fumecheng-13266	109	4	area	area	NOUN
fumecheng-13266	109	5	distribution	distribution	NOUN
fumecheng-13266	109	6	was	be	AUX
fumecheng-13266	109	7	used	use	VERB
fumecheng-13266	109	8	in	in	ADP
fumecheng-13266	109	9	the	the	DET
fumecheng-13266	109	10	deep	deep	ADJ
fumecheng-13266	109	11	learning	learning	NOUN
fumecheng-13266	109	12	process	process	NOUN
fumecheng-13266	109	13	.	.	PUNCT
fumecheng-13266	110	1	2.3	2.3	NUM
fumecheng-13266	110	2	.	.	PUNCT
fumecheng-13266	111	1	deep	deep	ADJ
fumecheng-13266	111	2	learning	learning	NOUN
fumecheng-13266	111	3	model	model	NOUN
fumecheng-13266	111	4	:	:	PUNCT
fumecheng-13266	111	5	u	u	NOUN
fumecheng-13266	111	6	-	-	NOUN
fumecheng-13266	111	7	net	net	ADJ
fumecheng-13266	111	8	the	the	DET
fumecheng-13266	111	9	contact	contact	NOUN
fumecheng-13266	111	10	area	area	NOUN
fumecheng-13266	111	11	distribution	distribution	NOUN
fumecheng-13266	111	12	prediction	prediction	NOUN
fumecheng-13266	111	13	problem	problem	NOUN
fumecheng-13266	111	14	addressed	address	VERB
fumecheng-13266	111	15	in	in	ADP
fumecheng-13266	111	16	this	this	DET
fumecheng-13266	111	17	study	study	NOUN
fumecheng-13266	111	18	is	be	AUX
fumecheng-13266	111	19	closely	closely	ADV
fumecheng-13266	111	20	related	relate	VERB
fumecheng-13266	111	21	to	to	ADP
fumecheng-13266	111	22	image	image	NOUN
fumecheng-13266	111	23	segmentation	segmentation	NOUN
fumecheng-13266	111	24	tasks	task	NOUN
fumecheng-13266	111	25	.	.	PUNCT
fumecheng-13266	112	1	this	this	PRON
fumecheng-13266	112	2	specifically	specifically	ADV
fumecheng-13266	112	3	pertains	pertain	VERB
fumecheng-13266	112	4	to	to	ADP
fumecheng-13266	112	5	the	the	DET
fumecheng-13266	112	6	classification	classification	NOUN
fumecheng-13266	112	7	of	of	ADP
fumecheng-13266	112	8	contact	contact	NOUN
fumecheng-13266	112	9	and	and	CCONJ
fumecheng-13266	112	10	noncontact	noncontact	ADJ
fumecheng-13266	112	11	regions	region	NOUN
fumecheng-13266	112	12	in	in	ADP
fumecheng-13266	112	13	the	the	DET
fumecheng-13266	112	14	field	field	NOUN
fumecheng-13266	112	15	of	of	ADP
fumecheng-13266	112	16	computer	computer	NOUN
fumecheng-13266	112	17	vision	vision	NOUN
fumecheng-13266	112	18	.	.	PUNCT
fumecheng-13266	113	1	the	the	DET
fumecheng-13266	113	2	goal	goal	NOUN
fumecheng-13266	113	3	is	be	AUX
fumecheng-13266	113	4	to	to	PART
fumecheng-13266	113	5	classify	classify	VERB
fumecheng-13266	113	6	each	each	DET
fumecheng-13266	113	7	pixel	pixel	NOUN
fumecheng-13266	113	8	as	as	ADP
fumecheng-13266	113	9	either	either	CCONJ
fumecheng-13266	113	10	a	a	DET
fumecheng-13266	113	11	contact	contact	NOUN
fumecheng-13266	113	12	or	or	CCONJ
fumecheng-13266	113	13	noncontact	noncontact	ADJ
fumecheng-13266	113	14	region	region	NOUN
fumecheng-13266	113	15	based	base	VERB
fumecheng-13266	113	16	on	on	ADP
fumecheng-13266	113	17	the	the	DET
fumecheng-13266	113	18	shape	shape	NOUN
fumecheng-13266	113	19	of	of	ADP
fumecheng-13266	113	20	the	the	DET
fumecheng-13266	113	21	surface	surface	NOUN
fumecheng-13266	113	22	.	.	PUNCT
fumecheng-13266	114	1	we	we	PRON
fumecheng-13266	114	2	adopted	adopt	VERB
fumecheng-13266	114	3	the	the	DET
fumecheng-13266	114	4	u	u	ADJ
fumecheng-13266	114	5	-	-	ADJ
fumecheng-13266	114	6	net	net	ADJ
fumecheng-13266	114	7	architecture	architecture	NOUN
fumecheng-13266	114	8	to	to	PART
fumecheng-13266	114	9	perform	perform	VERB
fumecheng-13266	114	10	this	this	DET
fumecheng-13266	114	11	task	task	NOUN
fumecheng-13266	114	12	[	[	X
fumecheng-13266	114	13	32	32	NUM
fumecheng-13266	114	14	]	]	PUNCT
fumecheng-13266	114	15	.	.	PUNCT
fumecheng-13266	115	1	this	this	DET
fumecheng-13266	115	2	model	model	NOUN
fumecheng-13266	115	3	demonstrated	demonstrate	VERB
fumecheng-13266	115	4	excellent	excellent	ADJ
fumecheng-13266	115	5	performance	performance	NOUN
fumecheng-13266	115	6	in	in	ADP
fumecheng-13266	115	7	medical	medical	ADJ
fumecheng-13266	115	8	image	image	NOUN
fumecheng-13266	115	9	segmentation	segmentation	NOUN
fumecheng-13266	115	10	.	.	PUNCT
fumecheng-13266	116	1	owing	owe	VERB
fumecheng-13266	116	2	to	to	ADP
fumecheng-13266	116	3	its	its	PRON
fumecheng-13266	116	4	structural	structural	ADJ
fumecheng-13266	116	5	characteristics	characteristic	NOUN
fumecheng-13266	116	6	,	,	PUNCT
fumecheng-13266	116	7	u	u	NOUN
fumecheng-13266	116	8	-	-	NOUN
fumecheng-13266	116	9	net	net	ADJ
fumecheng-13266	116	10	can	can	AUX
fumecheng-13266	116	11	effectively	effectively	ADV
fumecheng-13266	116	12	capture	capture	VERB
fumecheng-13266	116	13	the	the	DET
fumecheng-13266	116	14	multiscale	multiscale	ADJ
fumecheng-13266	116	15	nature	nature	NOUN
fumecheng-13266	116	16	of	of	ADP
fumecheng-13266	116	17	contact	contact	NOUN
fumecheng-13266	116	18	problems	problem	NOUN
fumecheng-13266	116	19	,	,	PUNCT
fumecheng-13266	116	20	making	make	VERB
fumecheng-13266	116	21	it	it	PRON
fumecheng-13266	116	22	highly	highly	ADV
fumecheng-13266	116	23	suitable	suitable	ADJ
fumecheng-13266	116	24	for	for	ADP
fumecheng-13266	116	25	the	the	DET
fumecheng-13266	116	26	objectives	objective	NOUN
fumecheng-13266	116	27	of	of	ADP
fumecheng-13266	116	28	this	this	DET
fumecheng-13266	116	29	study	study	NOUN
fumecheng-13266	116	30	.	.	PUNCT
fumecheng-13266	117	1	the	the	DET
fumecheng-13266	117	2	u	u	ADJ
fumecheng-13266	117	3	-	-	ADJ
fumecheng-13266	117	4	net	net	ADJ
fumecheng-13266	117	5	architecture	architecture	NOUN
fumecheng-13266	117	6	used	use	VERB
fumecheng-13266	117	7	in	in	ADP
fumecheng-13266	117	8	this	this	DET
fumecheng-13266	117	9	study	study	NOUN
fumecheng-13266	117	10	was	be	AUX
fumecheng-13266	117	11	designed	design	VERB
fumecheng-13266	117	12	to	to	PART
fumecheng-13266	117	13	take	take	VERB
fumecheng-13266	117	14	a	a	DET
fumecheng-13266	117	15	rough	rough	ADJ
fumecheng-13266	117	16	surface	surface	NOUN
fumecheng-13266	117	17	geometry	geometry	NOUN
fumecheng-13266	117	18	as	as	ADP
fumecheng-13266	117	19	the	the	DET
fumecheng-13266	117	20	input	input	NOUN
fumecheng-13266	117	21	and	and	CCONJ
fumecheng-13266	117	22	output	output	VERB
fumecheng-13266	117	23	the	the	DET
fumecheng-13266	117	24	corresponding	corresponding	ADJ
fumecheng-13266	117	25	contact	contact	NOUN
fumecheng-13266	117	26	area	area	NOUN
fumecheng-13266	117	27	distribution	distribution	NOUN
fumecheng-13266	117	28	,	,	PUNCT
fumecheng-13266	117	29	as	as	SCONJ
fumecheng-13266	117	30	shown	show	VERB
fumecheng-13266	117	31	in	in	ADP
fumecheng-13266	117	32	fig	fig	NOUN
fumecheng-13266	117	33	.	.	PUNCT
fumecheng-13266	118	1	2	2	X
fumecheng-13266	118	2	.	.	X
fumecheng-13266	118	3	specifically	specifically	ADV
fumecheng-13266	118	4	,	,	PUNCT
fumecheng-13266	118	5	the	the	DET
fumecheng-13266	118	6	network	network	NOUN
fumecheng-13266	118	7	was	be	AUX
fumecheng-13266	118	8	configured	configure	VERB
fumecheng-13266	118	9	to	to	PART
fumecheng-13266	118	10	process	process	VERB
fumecheng-13266	118	11	a	a	DET
fumecheng-13266	118	12	2d	2d	NUM
fumecheng-13266	118	13	input	input	NOUN
fumecheng-13266	118	14	image	image	NOUN
fumecheng-13266	118	15	of	of	ADP
fumecheng-13266	118	16	size	size	NOUN
fumecheng-13266	118	17	𝑁𝑥	𝑁𝑥	PROPN
fumecheng-13266	118	18	×	×	PROPN
fumecheng-13266	118	19	𝑁𝑦	𝑁𝑦	PROPN
fumecheng-13266	118	20	,	,	PUNCT
fumecheng-13266	118	21	where	where	SCONJ
fumecheng-13266	118	22	𝑁𝑥	𝑁𝑥	PROPN
fumecheng-13266	118	23	and	and	CCONJ
fumecheng-13266	118	24	𝑁𝑦	𝑁𝑦	PROPN
fumecheng-13266	118	25	represent	represent	VERB
fumecheng-13266	118	26	the	the	DET
fumecheng-13266	118	27	number	number	NOUN
fumecheng-13266	118	28	of	of	ADP
fumecheng-13266	118	29	grid	grid	NOUN
fumecheng-13266	118	30	points	point	NOUN
fumecheng-13266	118	31	of	of	ADP
fumecheng-13266	118	32	the	the	DET
fumecheng-13266	118	33	rough	rough	ADJ
fumecheng-13266	118	34	surface	surface	NOUN
fumecheng-13266	118	35	in	in	ADP
fumecheng-13266	118	36	the	the	DET
fumecheng-13266	118	37	horizontal	horizontal	ADJ
fumecheng-13266	118	38	and	and	CCONJ
fumecheng-13266	118	39	vertical	vertical	ADJ
fumecheng-13266	118	40	directions	direction	NOUN
fumecheng-13266	118	41	,	,	PUNCT
fumecheng-13266	118	42	respectively	respectively	ADV
fumecheng-13266	118	43	.	.	PUNCT
fumecheng-13266	119	1	the	the	DET
fumecheng-13266	119	2	input	input	NOUN
fumecheng-13266	119	3	image	image	NOUN
fumecheng-13266	119	4	size	size	NOUN
fumecheng-13266	119	5	was	be	AUX
fumecheng-13266	119	6	defined	define	VERB
fumecheng-13266	119	7	to	to	PART
fumecheng-13266	119	8	range	range	VERB
fumecheng-13266	119	9	from	from	ADP
fumecheng-13266	119	10	25	25	NUM
fumecheng-13266	119	11	×	×	NOUN
fumecheng-13266	119	12	25	25	NUM
fumecheng-13266	119	13	to	to	PART
fumecheng-13266	119	14	29	29	NUM
fumecheng-13266	119	15	×	×	NOUN
fumecheng-13266	119	16	29	29	NUM
fumecheng-13266	119	17	pixels	pixel	NOUN
fumecheng-13266	119	18	,	,	PUNCT
fumecheng-13266	119	19	depending	depend	VERB
fumecheng-13266	119	20	on	on	ADP
fumecheng-13266	119	21	the	the	DET
fumecheng-13266	119	22	scale	scale	NOUN
fumecheng-13266	119	23	.	.	PUNCT
fumecheng-13266	120	1	the	the	DET
fumecheng-13266	120	2	u	u	ADJ
fumecheng-13266	120	3	-	-	ADJ
fumecheng-13266	120	4	net	net	ADJ
fumecheng-13266	120	5	structure	structure	NOUN
fumecheng-13266	120	6	is	be	AUX
fumecheng-13266	120	7	divided	divide	VERB
fumecheng-13266	120	8	into	into	ADP
fumecheng-13266	120	9	two	two	NUM
fumecheng-13266	120	10	main	main	ADJ
fumecheng-13266	120	11	parts	part	NOUN
fumecheng-13266	120	12	:	:	PUNCT
fumecheng-13266	120	13	contracting	contracting	NOUN
fumecheng-13266	120	14	and	and	CCONJ
fumecheng-13266	120	15	expanding	expand	VERB
fumecheng-13266	120	16	paths	path	NOUN
fumecheng-13266	120	17	.	.	PUNCT
fumecheng-13266	121	1	these	these	DET
fumecheng-13266	121	2	two	two	NUM
fumecheng-13266	121	3	components	component	NOUN
fumecheng-13266	121	4	align	align	VERB
fumecheng-13266	121	5	well	well	ADV
fumecheng-13266	121	6	with	with	ADP
fumecheng-13266	121	7	the	the	DET
fumecheng-13266	121	8	characteristics	characteristic	NOUN
fumecheng-13266	121	9	of	of	ADP
fumecheng-13266	121	10	the	the	DET
fumecheng-13266	121	11	contact	contact	NOUN
fumecheng-13266	121	12	problems	problem	NOUN
fumecheng-13266	121	13	.	.	PUNCT
fumecheng-13266	122	1	the	the	DET
fumecheng-13266	122	2	contracting	contracting	NOUN
fumecheng-13266	122	3	path	path	NOUN
fumecheng-13266	122	4	progressively	progressively	ADV
fumecheng-13266	122	5	reduces	reduce	VERB
fumecheng-13266	122	6	the	the	DET
fumecheng-13266	122	7	spatial	spatial	ADJ
fumecheng-13266	122	8	dimensions	dimension	NOUN
fumecheng-13266	122	9	of	of	ADP
fumecheng-13266	122	10	the	the	DET
fumecheng-13266	122	11	input	input	NOUN
fumecheng-13266	122	12	image	image	NOUN
fumecheng-13266	122	13	through	through	ADP
fumecheng-13266	122	14	a	a	DET
fumecheng-13266	122	15	series	series	NOUN
fumecheng-13266	122	16	of	of	ADP
fumecheng-13266	122	17	convolution	convolution	NOUN
fumecheng-13266	122	18	operations	operation	NOUN
fumecheng-13266	122	19	and	and	CCONJ
fumecheng-13266	122	20	max	max	PROPN
fumecheng-13266	122	21	pooling	pooling	NOUN
fumecheng-13266	122	22	.	.	PUNCT
fumecheng-13266	123	1	this	this	DET
fumecheng-13266	123	2	reduction	reduction	NOUN
fumecheng-13266	123	3	process	process	NOUN
fumecheng-13266	123	4	allows	allow	VERB
fumecheng-13266	123	5	the	the	DET
fumecheng-13266	123	6	network	network	NOUN
fumecheng-13266	123	7	to	to	PART
fumecheng-13266	123	8	extract	extract	VERB
fumecheng-13266	123	9	high	high	ADJ
fumecheng-13266	123	10	-	-	PUNCT
fumecheng-13266	123	11	level	level	NOUN
fumecheng-13266	123	12	features	feature	NOUN
fumecheng-13266	123	13	[	[	X
fumecheng-13266	123	14	33,34	33,34	NOUN
fumecheng-13266	123	15	]	]	PUNCT
fumecheng-13266	123	16	.	.	PUNCT
fumecheng-13266	124	1	this	this	DET
fumecheng-13266	124	2	process	process	NOUN
fumecheng-13266	124	3	is	be	AUX
fumecheng-13266	124	4	crucial	crucial	ADJ
fumecheng-13266	124	5	for	for	ADP
fumecheng-13266	124	6	capturing	capture	VERB
fumecheng-13266	124	7	the	the	DET
fumecheng-13266	124	8	macroscopic	macroscopic	ADJ
fumecheng-13266	124	9	geometry	geometry	NOUN
fumecheng-13266	124	10	of	of	ADP
fumecheng-13266	124	11	the	the	DET
fumecheng-13266	124	12	rough	rough	ADJ
fumecheng-13266	124	13	surface	surface	NOUN
fumecheng-13266	124	14	and	and	CCONJ
fumecheng-13266	124	15	overall	overall	ADJ
fumecheng-13266	124	16	contact	contact	NOUN
fumecheng-13266	124	17	pattern	pattern	NOUN
fumecheng-13266	124	18	.	.	PUNCT
fumecheng-13266	125	1	specifically	specifically	ADV
fumecheng-13266	125	2	,	,	PUNCT
fumecheng-13266	125	3	the	the	DET
fumecheng-13266	125	4	contracting	contracting	NOUN
fumecheng-13266	125	5	path	path	NOUN
fumecheng-13266	125	6	comprises	comprise	VERB
fumecheng-13266	125	7	repeated	repeat	VERB
fumecheng-13266	125	8	applications	application	NOUN
fumecheng-13266	125	9	of	of	ADP
fumecheng-13266	125	10	the	the	DET
fumecheng-13266	125	11	following	follow	VERB
fumecheng-13266	125	12	layers	layer	NOUN
fumecheng-13266	125	13	.	.	PUNCT
fumecheng-13266	126	1	prediction	prediction	NOUN
fumecheng-13266	126	2	of	of	ADP
fumecheng-13266	126	3	contact	contact	NOUN
fumecheng-13266	126	4	distribution	distribution	NOUN
fumecheng-13266	126	5	on	on	ADP
fumecheng-13266	126	6	rough	rough	ADJ
fumecheng-13266	126	7	surfaces	surface	NOUN
fumecheng-13266	126	8	using	use	VERB
fumecheng-13266	126	9	deep	deep	ADJ
fumecheng-13266	126	10	learning	learning	NOUN
fumecheng-13266	126	11	algorithms	algorithms	NOUN
fumecheng-13266	126	12	763	763	NUM
fumecheng-13266	126	13	fig	fig	NOUN
fumecheng-13266	126	14	.	.	PUNCT
fumecheng-13266	127	1	1	1	NUM
fumecheng-13266	127	2	contact	contact	NOUN
fumecheng-13266	127	3	analysis	analysis	NOUN
fumecheng-13266	127	4	simulation	simulation	NOUN
fumecheng-13266	127	5	results	result	VERB
fumecheng-13266	127	6	for	for	ADP
fumecheng-13266	127	7	deep	deep	ADJ
fumecheng-13266	127	8	learning	learning	NOUN
fumecheng-13266	127	9	network	network	NOUN
fumecheng-13266	127	10	training	training	NOUN
fumecheng-13266	127	11	based	base	VERB
fumecheng-13266	127	12	on	on	ADP
fumecheng-13266	127	13	scale	scale	NOUN
fumecheng-13266	127	14	variation	variation	NOUN
fumecheng-13266	127	15	.	.	PUNCT
fumecheng-13266	128	1	rows	row	NOUN
fumecheng-13266	128	2	a	a	PRON
fumecheng-13266	128	3	)	)	PUNCT
fumecheng-13266	128	4	and	and	CCONJ
fumecheng-13266	128	5	b	b	X
fumecheng-13266	128	6	)	)	PUNCT
fumecheng-13266	128	7	show	show	VERB
fumecheng-13266	128	8	the	the	DET
fumecheng-13266	128	9	results	result	NOUN
fumecheng-13266	128	10	for	for	ADP
fumecheng-13266	128	11	scales	scale	NOUN
fumecheng-13266	128	12	𝐿/2𝑛	𝐿/2𝑛	ADJ
fumecheng-13266	128	13	with	with	ADP
fumecheng-13266	128	14	𝑛=7	𝑛=7	PROPN
fumecheng-13266	128	15	and	and	CCONJ
fumecheng-13266	128	16	𝑛=8	𝑛=8	PROPN
fumecheng-13266	128	17	,	,	PUNCT
fumecheng-13266	128	18	respectively	respectively	ADV
fumecheng-13266	128	19	.	.	PUNCT
fumecheng-13266	129	1	for	for	ADP
fumecheng-13266	129	2	each	each	DET
fumecheng-13266	129	3	scale	scale	NOUN
fumecheng-13266	129	4	,	,	PUNCT
fumecheng-13266	129	5	the	the	DET
fumecheng-13266	129	6	columns	column	NOUN
fumecheng-13266	129	7	represent	represent	VERB
fumecheng-13266	129	8	:	:	PUNCT
fumecheng-13266	129	9	a	a	X
fumecheng-13266	129	10	)	)	PUNCT
fumecheng-13266	129	11	rough	rough	ADJ
fumecheng-13266	129	12	surface	surface	NOUN
fumecheng-13266	129	13	information	information	NOUN
fumecheng-13266	129	14	,	,	PUNCT
fumecheng-13266	129	15	b	b	X
fumecheng-13266	129	16	)	)	PUNCT
fumecheng-13266	129	17	contact	contact	NOUN
fumecheng-13266	129	18	pressure	pressure	NOUN
fumecheng-13266	129	19	distribution	distribution	NOUN
fumecheng-13266	129	20	,	,	PUNCT
fumecheng-13266	129	21	and	and	CCONJ
fumecheng-13266	129	22	c	c	X
fumecheng-13266	129	23	)	)	PUNCT
fumecheng-13266	129	24	distribution	distribution	NOUN
fumecheng-13266	129	25	of	of	ADP
fumecheng-13266	129	26	contact	contact	NOUN
fumecheng-13266	129	27	spots	spot	NOUN
fumecheng-13266	129	28	.	.	PUNCT
fumecheng-13266	130	1	fig	fig	NOUN
fumecheng-13266	130	2	.	.	PUNCT
fumecheng-13266	131	1	2	2	NUM
fumecheng-13266	131	2	u	u	NOUN
fumecheng-13266	131	3	-	-	ADJ
fumecheng-13266	131	4	net	net	ADJ
fumecheng-13266	131	5	architecture	architecture	NOUN
fumecheng-13266	131	6	and	and	CCONJ
fumecheng-13266	131	7	network	network	NOUN
fumecheng-13266	131	8	configuration	configuration	NOUN
fumecheng-13266	131	9	for	for	ADP
fumecheng-13266	131	10	contact	contact	NOUN
fumecheng-13266	131	11	area	area	NOUN
fumecheng-13266	131	12	prediction	prediction	VERB
fumecheng-13266	131	13	the	the	DET
fumecheng-13266	131	14	convolutional	convolutional	ADJ
fumecheng-13266	131	15	layer	layer	NOUN
fumecheng-13266	131	16	applies	apply	VERB
fumecheng-13266	131	17	filters	filter	NOUN
fumecheng-13266	131	18	(	(	PUNCT
fumecheng-13266	131	19	or	or	CCONJ
fumecheng-13266	131	20	kernels	kernel	NOUN
fumecheng-13266	131	21	)	)	PUNCT
fumecheng-13266	131	22	to	to	ADP
fumecheng-13266	131	23	the	the	DET
fumecheng-13266	131	24	input	input	NOUN
fumecheng-13266	131	25	data	datum	NOUN
fumecheng-13266	131	26	to	to	PART
fumecheng-13266	131	27	extract	extract	VERB
fumecheng-13266	131	28	features	feature	NOUN
fumecheng-13266	131	29	.	.	PUNCT
fumecheng-13266	132	1	in	in	ADP
fumecheng-13266	132	2	this	this	DET
fumecheng-13266	132	3	study	study	NOUN
fumecheng-13266	132	4	,	,	PUNCT
fumecheng-13266	132	5	3	3	NUM
fumecheng-13266	132	6	×	×	NOUN
fumecheng-13266	132	7	3	3	NUM
fumecheng-13266	132	8	filters	filter	NOUN
fumecheng-13266	132	9	were	be	AUX
fumecheng-13266	132	10	used	use	VERB
fumecheng-13266	132	11	and	and	CCONJ
fumecheng-13266	132	12	the	the	DET
fumecheng-13266	132	13	number	number	NOUN
fumecheng-13266	132	14	of	of	ADP
fumecheng-13266	132	15	feature	feature	NOUN
fumecheng-13266	132	16	maps	map	NOUN
fumecheng-13266	132	17	doubled	double	VERB
fumecheng-13266	132	18	after	after	ADP
fumecheng-13266	132	19	each	each	DET
fumecheng-13266	132	20	764	764	NUM
fumecheng-13266	132	21	i.	i.	PROPN
fumecheng-13266	132	22	jang	jang	PROPN
fumecheng-13266	132	23	,	,	PUNCT
fumecheng-13266	132	24	y.h	y.h	PROPN
fumecheng-13266	132	25	.	.	PROPN
fumecheng-13266	132	26	jang	jang	PROPN
fumecheng-13266	132	27	convolution	convolution	PROPN
fumecheng-13266	132	28	operation	operation	NOUN
fumecheng-13266	132	29	.	.	PUNCT
fumecheng-13266	133	1	for	for	ADP
fumecheng-13266	133	2	example	example	NOUN
fumecheng-13266	133	3	,	,	PUNCT
fumecheng-13266	133	4	64	64	NUM
fumecheng-13266	133	5	feature	feature	NOUN
fumecheng-13266	133	6	maps	map	NOUN
fumecheng-13266	133	7	were	be	AUX
fumecheng-13266	133	8	generated	generate	VERB
fumecheng-13266	133	9	in	in	ADP
fumecheng-13266	133	10	the	the	DET
fumecheng-13266	133	11	first	first	ADJ
fumecheng-13266	133	12	stage	stage	NOUN
fumecheng-13266	133	13	,	,	PUNCT
fumecheng-13266	133	14	128	128	NUM
fumecheng-13266	133	15	in	in	ADP
fumecheng-13266	133	16	the	the	DET
fumecheng-13266	133	17	second	second	ADJ
fumecheng-13266	133	18	stage	stage	NOUN
fumecheng-13266	133	19	,	,	PUNCT
fumecheng-13266	133	20	and	and	CCONJ
fumecheng-13266	133	21	256	256	NUM
fumecheng-13266	133	22	in	in	ADP
fumecheng-13266	133	23	the	the	DET
fumecheng-13266	133	24	next	next	ADJ
fumecheng-13266	133	25	stage	stage	NOUN
fumecheng-13266	133	26	.	.	PUNCT
fumecheng-13266	134	1	this	this	DET
fumecheng-13266	134	2	process	process	NOUN
fumecheng-13266	134	3	enabled	enable	VERB
fumecheng-13266	134	4	the	the	DET
fumecheng-13266	134	5	network	network	NOUN
fumecheng-13266	134	6	to	to	PART
fumecheng-13266	134	7	gradually	gradually	ADV
fumecheng-13266	134	8	learn	learn	VERB
fumecheng-13266	134	9	more	more	ADV
fumecheng-13266	134	10	complex	complex	ADJ
fumecheng-13266	134	11	and	and	CCONJ
fumecheng-13266	134	12	abstract	abstract	ADJ
fumecheng-13266	134	13	features	feature	NOUN
fumecheng-13266	134	14	.	.	PUNCT
fumecheng-13266	135	1	after	after	ADP
fumecheng-13266	135	2	each	each	DET
fumecheng-13266	135	3	convolution	convolution	NOUN
fumecheng-13266	135	4	operation	operation	NOUN
fumecheng-13266	135	5	,	,	PUNCT
fumecheng-13266	135	6	a	a	DET
fumecheng-13266	135	7	rectified	rectified	ADJ
fumecheng-13266	135	8	linear	linear	NOUN
fumecheng-13266	135	9	unit	unit	NOUN
fumecheng-13266	135	10	(	(	PUNCT
fumecheng-13266	135	11	relu	relu	NOUN
fumecheng-13266	135	12	)	)	PUNCT
fumecheng-13266	135	13	activation	activation	NOUN
fumecheng-13266	135	14	function	function	NOUN
fumecheng-13266	135	15	was	be	AUX
fumecheng-13266	135	16	applied	apply	VERB
fumecheng-13266	135	17	to	to	PART
fumecheng-13266	135	18	introduce	introduce	VERB
fumecheng-13266	135	19	nonlinearity	nonlinearity	NOUN
fumecheng-13266	135	20	.	.	PUNCT
fumecheng-13266	136	1	the	the	DET
fumecheng-13266	136	2	relu	relu	NOUN
fumecheng-13266	136	3	function	function	NOUN
fumecheng-13266	136	4	is	be	AUX
fumecheng-13266	136	5	defined	define	VERB
fumecheng-13266	136	6	as	as	ADP
fumecheng-13266	136	7	𝑓(𝑥	𝑓(𝑥	NOUN
fumecheng-13266	136	8	)	)	PUNCT
fumecheng-13266	136	9	=	=	SYM
fumecheng-13266	136	10	max(0	max(0	NOUN
fumecheng-13266	136	11	,	,	PUNCT
fumecheng-13266	136	12	𝑥	𝑥	NOUN
fumecheng-13266	136	13	)	)	PUNCT
fumecheng-13266	136	14	,	,	PUNCT
fumecheng-13266	136	15	which	which	PRON
fumecheng-13266	136	16	converts	convert	VERB
fumecheng-13266	136	17	negative	negative	ADJ
fumecheng-13266	136	18	inputs	input	NOUN
fumecheng-13266	136	19	to	to	ADP
fumecheng-13266	136	20	zero	zero	NUM
fumecheng-13266	136	21	and	and	CCONJ
fumecheng-13266	136	22	allows	allow	VERB
fumecheng-13266	136	23	positive	positive	ADJ
fumecheng-13266	136	24	inputs	input	NOUN
fumecheng-13266	136	25	to	to	PART
fumecheng-13266	136	26	pass	pass	VERB
fumecheng-13266	136	27	.	.	PUNCT
fumecheng-13266	137	1	this	this	DET
fumecheng-13266	137	2	function	function	NOUN
fumecheng-13266	137	3	is	be	AUX
fumecheng-13266	137	4	widely	widely	ADV
fumecheng-13266	137	5	used	use	VERB
fumecheng-13266	137	6	in	in	ADP
fumecheng-13266	137	7	deep	deep	ADJ
fumecheng-13266	137	8	neural	neural	ADJ
fumecheng-13266	137	9	networks	network	NOUN
fumecheng-13266	137	10	because	because	SCONJ
fumecheng-13266	137	11	it	it	PRON
fumecheng-13266	137	12	is	be	AUX
fumecheng-13266	137	13	computationally	computationally	ADV
fumecheng-13266	137	14	simple	simple	ADJ
fumecheng-13266	137	15	and	and	CCONJ
fumecheng-13266	137	16	helps	help	VERB
fumecheng-13266	137	17	mitigate	mitigate	VERB
fumecheng-13266	137	18	the	the	DET
fumecheng-13266	137	19	vanishing	vanish	VERB
fumecheng-13266	137	20	gradient	gradient	NOUN
fumecheng-13266	137	21	problem	problem	NOUN
fumecheng-13266	137	22	.	.	PUNCT
fumecheng-13266	138	1	after	after	ADP
fumecheng-13266	138	2	applying	apply	VERB
fumecheng-13266	138	3	the	the	DET
fumecheng-13266	138	4	convolution	convolution	NOUN
fumecheng-13266	138	5	and	and	CCONJ
fumecheng-13266	138	6	activation	activation	NOUN
fumecheng-13266	138	7	functions	function	NOUN
fumecheng-13266	138	8	,	,	PUNCT
fumecheng-13266	138	9	a	a	DET
fumecheng-13266	138	10	2	2	NUM
fumecheng-13266	138	11	×	×	NOUN
fumecheng-13266	138	12	2	2	NUM
fumecheng-13266	138	13	max	max	NOUN
fumecheng-13266	138	14	pooling	pooling	NOUN
fumecheng-13266	138	15	operation	operation	NOUN
fumecheng-13266	138	16	was	be	AUX
fumecheng-13266	138	17	performed	perform	VERB
fumecheng-13266	138	18	.	.	PUNCT
fumecheng-13266	139	1	this	this	DET
fumecheng-13266	139	2	operation	operation	NOUN
fumecheng-13266	139	3	reduced	reduce	VERB
fumecheng-13266	139	4	the	the	DET
fumecheng-13266	139	5	spatial	spatial	ADJ
fumecheng-13266	139	6	dimensions	dimension	NOUN
fumecheng-13266	139	7	of	of	ADP
fumecheng-13266	139	8	the	the	DET
fumecheng-13266	139	9	feature	feature	NOUN
fumecheng-13266	139	10	map	map	NOUN
fumecheng-13266	139	11	by	by	ADP
fumecheng-13266	139	12	half	half	NOUN
fumecheng-13266	139	13	.	.	PUNCT
fumecheng-13266	140	1	this	this	DET
fumecheng-13266	140	2	operation	operation	NOUN
fumecheng-13266	140	3	selects	select	VERB
fumecheng-13266	140	4	the	the	DET
fumecheng-13266	140	5	largest	large	ADJ
fumecheng-13266	140	6	value	value	NOUN
fumecheng-13266	140	7	in	in	ADP
fumecheng-13266	140	8	each	each	DET
fumecheng-13266	140	9	2	2	NUM
fumecheng-13266	140	10	×	×	NOUN
fumecheng-13266	140	11	2	2	NUM
fumecheng-13266	140	12	region	region	NOUN
fumecheng-13266	140	13	to	to	PART
fumecheng-13266	140	14	create	create	VERB
fumecheng-13266	140	15	a	a	DET
fumecheng-13266	140	16	new	new	ADJ
fumecheng-13266	140	17	feature	feature	NOUN
fumecheng-13266	140	18	map	map	NOUN
fumecheng-13266	140	19	.	.	PUNCT
fumecheng-13266	141	1	max	max	PROPN
fumecheng-13266	141	2	pooling	pooling	NOUN
fumecheng-13266	141	3	reduces	reduce	VERB
fumecheng-13266	141	4	computation	computation	NOUN
fumecheng-13266	141	5	and	and	CCONJ
fumecheng-13266	141	6	increases	increase	VERB
fumecheng-13266	141	7	the	the	DET
fumecheng-13266	141	8	spatial	spatial	ADJ
fumecheng-13266	141	9	invariance	invariance	NOUN
fumecheng-13266	141	10	of	of	ADP
fumecheng-13266	141	11	the	the	DET
fumecheng-13266	141	12	features	feature	NOUN
fumecheng-13266	141	13	.	.	PUNCT
fumecheng-13266	142	1	this	this	DET
fumecheng-13266	142	2	contraction	contraction	NOUN
fumecheng-13266	142	3	process	process	NOUN
fumecheng-13266	142	4	is	be	AUX
fumecheng-13266	142	5	repeated	repeat	VERB
fumecheng-13266	142	6	four	four	NUM
fumecheng-13266	142	7	times	time	NOUN
fumecheng-13266	142	8	to	to	PART
fumecheng-13266	142	9	reduce	reduce	VERB
fumecheng-13266	142	10	the	the	DET
fumecheng-13266	142	11	input	input	NOUN
fumecheng-13266	142	12	image	image	NOUN
fumecheng-13266	142	13	size	size	NOUN
fumecheng-13266	142	14	to	to	ADP
fumecheng-13266	142	15	1/16	1/16	NUM
fumecheng-13266	142	16	of	of	ADP
fumecheng-13266	142	17	its	its	PRON
fumecheng-13266	142	18	original	original	ADJ
fumecheng-13266	142	19	dimensions	dimension	NOUN
fumecheng-13266	142	20	.	.	PUNCT
fumecheng-13266	143	1	this	this	DET
fumecheng-13266	143	2	process	process	NOUN
fumecheng-13266	143	3	allows	allow	VERB
fumecheng-13266	143	4	the	the	DET
fumecheng-13266	143	5	network	network	NOUN
fumecheng-13266	143	6	to	to	PART
fumecheng-13266	143	7	learn	learn	VERB
fumecheng-13266	143	8	the	the	DET
fumecheng-13266	143	9	macroscopic	macroscopic	ADJ
fumecheng-13266	143	10	features	feature	NOUN
fumecheng-13266	143	11	of	of	ADP
fumecheng-13266	143	12	the	the	DET
fumecheng-13266	143	13	rough	rough	ADJ
fumecheng-13266	143	14	surface	surface	NOUN
fumecheng-13266	143	15	and	and	CCONJ
fumecheng-13266	143	16	the	the	DET
fumecheng-13266	143	17	overall	overall	ADJ
fumecheng-13266	143	18	contact	contact	NOUN
fumecheng-13266	143	19	pattern	pattern	NOUN
fumecheng-13266	143	20	.	.	PUNCT
fumecheng-13266	144	1	however	however	ADV
fumecheng-13266	144	2	,	,	PUNCT
fumecheng-13266	144	3	the	the	DET
fumecheng-13266	144	4	expanding	expand	VERB
fumecheng-13266	144	5	path	path	NOUN
fumecheng-13266	144	6	progressively	progressively	ADV
fumecheng-13266	144	7	restores	restore	VERB
fumecheng-13266	144	8	the	the	DET
fumecheng-13266	144	9	spatial	spatial	ADJ
fumecheng-13266	144	10	dimensions	dimension	NOUN
fumecheng-13266	144	11	of	of	ADP
fumecheng-13266	144	12	the	the	DET
fumecheng-13266	144	13	feature	feature	NOUN
fumecheng-13266	144	14	maps	map	NOUN
fumecheng-13266	144	15	through	through	ADP
fumecheng-13266	144	16	up	up	ADV
fumecheng-13266	144	17	-	-	PUNCT
fumecheng-13266	144	18	sampling	sample	VERB
fumecheng-13266	144	19	and	and	CCONJ
fumecheng-13266	144	20	convolution	convolution	NOUN
fumecheng-13266	144	21	.	.	PUNCT
fumecheng-13266	145	1	it	it	PRON
fumecheng-13266	145	2	then	then	ADV
fumecheng-13266	145	3	combines	combine	VERB
fumecheng-13266	145	4	the	the	DET
fumecheng-13266	145	5	low	low	ADJ
fumecheng-13266	145	6	-	-	PUNCT
fumecheng-13266	145	7	level	level	NOUN
fumecheng-13266	145	8	features	feature	NOUN
fumecheng-13266	145	9	obtained	obtain	VERB
fumecheng-13266	145	10	from	from	ADP
fumecheng-13266	145	11	the	the	DET
fumecheng-13266	145	12	contracting	contracting	NOUN
fumecheng-13266	145	13	path	path	NOUN
fumecheng-13266	145	14	to	to	PART
fumecheng-13266	145	15	accurately	accurately	ADV
fumecheng-13266	145	16	predict	predict	VERB
fumecheng-13266	145	17	the	the	DET
fumecheng-13266	145	18	fine	fine	ADJ
fumecheng-13266	145	19	contact	contact	NOUN
fumecheng-13266	145	20	areas	area	NOUN
fumecheng-13266	145	21	.	.	PUNCT
fumecheng-13266	146	1	the	the	DET
fumecheng-13266	146	2	expanding	expand	VERB
fumecheng-13266	146	3	path	path	NOUN
fumecheng-13266	146	4	consists	consist	VERB
fumecheng-13266	146	5	of	of	ADP
fumecheng-13266	146	6	the	the	DET
fumecheng-13266	146	7	following	follow	VERB
fumecheng-13266	146	8	layers	layer	NOUN
fumecheng-13266	146	9	.	.	PUNCT
fumecheng-13266	147	1	in	in	ADP
fumecheng-13266	147	2	this	this	DET
fumecheng-13266	147	3	study	study	NOUN
fumecheng-13266	147	4	,	,	PUNCT
fumecheng-13266	147	5	up	up	ADV
fumecheng-13266	147	6	-	-	PUNCT
fumecheng-13266	147	7	sampling	sampling	NOUN
fumecheng-13266	147	8	doubled	double	VERB
fumecheng-13266	147	9	the	the	DET
fumecheng-13266	147	10	spatial	spatial	ADJ
fumecheng-13266	147	11	dimensions	dimension	NOUN
fumecheng-13266	147	12	of	of	ADP
fumecheng-13266	147	13	the	the	DET
fumecheng-13266	147	14	feature	feature	NOUN
fumecheng-13266	147	15	map	map	NOUN
fumecheng-13266	147	16	using	use	VERB
fumecheng-13266	147	17	the	the	DET
fumecheng-13266	147	18	transposed	transpose	VERB
fumecheng-13266	147	19	convolution	convolution	NOUN
fumecheng-13266	147	20	method	method	NOUN
fumecheng-13266	147	21	.	.	PUNCT
fumecheng-13266	148	1	this	this	DET
fumecheng-13266	148	2	process	process	NOUN
fumecheng-13266	148	3	can	can	AUX
fumecheng-13266	148	4	be	be	AUX
fumecheng-13266	148	5	considered	consider	VERB
fumecheng-13266	148	6	the	the	DET
fumecheng-13266	148	7	reverse	reverse	NOUN
fumecheng-13266	148	8	of	of	ADP
fumecheng-13266	148	9	max	max	PROPN
fumecheng-13266	148	10	pooling	pooling	NOUN
fumecheng-13266	148	11	,	,	PUNCT
fumecheng-13266	148	12	which	which	PRON
fumecheng-13266	148	13	converts	convert	VERB
fumecheng-13266	148	14	low	low	ADJ
fumecheng-13266	148	15	-	-	PUNCT
fumecheng-13266	148	16	resolution	resolution	NOUN
fumecheng-13266	148	17	features	feature	NOUN
fumecheng-13266	148	18	into	into	ADP
fumecheng-13266	148	19	high	high	ADJ
fumecheng-13266	148	20	-	-	PUNCT
fumecheng-13266	148	21	resolution	resolution	NOUN
fumecheng-13266	148	22	features	feature	NOUN
fumecheng-13266	148	23	.	.	PUNCT
fumecheng-13266	149	1	one	one	NUM
fumecheng-13266	149	2	of	of	ADP
fumecheng-13266	149	3	the	the	DET
fumecheng-13266	149	4	core	core	NOUN
fumecheng-13266	149	5	features	feature	NOUN
fumecheng-13266	149	6	of	of	ADP
fumecheng-13266	149	7	u	u	NOUN
fumecheng-13266	149	8	-	-	NOUN
fumecheng-13266	149	9	net	net	ADJ
fumecheng-13266	149	10	is	be	AUX
fumecheng-13266	149	11	the	the	DET
fumecheng-13266	149	12	skip	skip	ADJ
fumecheng-13266	149	13	connection	connection	NOUN
fumecheng-13266	149	14	,	,	PUNCT
fumecheng-13266	149	15	which	which	PRON
fumecheng-13266	149	16	is	be	AUX
fumecheng-13266	149	17	particularly	particularly	ADV
fumecheng-13266	149	18	important	important	ADJ
fumecheng-13266	149	19	for	for	ADP
fumecheng-13266	149	20	contact	contact	NOUN
fumecheng-13266	149	21	problems	problem	NOUN
fumecheng-13266	149	22	.	.	PUNCT
fumecheng-13266	150	1	skip	skip	ADJ
fumecheng-13266	150	2	connections	connection	NOUN
fumecheng-13266	150	3	help	help	AUX
fumecheng-13266	150	4	preserve	preserve	VERB
fumecheng-13266	150	5	important	important	ADJ
fumecheng-13266	150	6	spatial	spatial	ADJ
fumecheng-13266	150	7	information	information	NOUN
fumecheng-13266	150	8	that	that	PRON
fumecheng-13266	150	9	may	may	AUX
fumecheng-13266	150	10	be	be	AUX
fumecheng-13266	150	11	lost	lose	VERB
fumecheng-13266	150	12	during	during	ADP
fumecheng-13266	150	13	the	the	DET
fumecheng-13266	150	14	down	down	ADV
fumecheng-13266	150	15	-	-	PUNCT
fumecheng-13266	150	16	sampling	sample	VERB
fumecheng-13266	150	17	process	process	NOUN
fumecheng-13266	150	18	,	,	PUNCT
fumecheng-13266	150	19	which	which	PRON
fumecheng-13266	150	20	is	be	AUX
fumecheng-13266	150	21	critical	critical	ADJ
fumecheng-13266	150	22	for	for	ADP
fumecheng-13266	150	23	accurately	accurately	ADV
fumecheng-13266	150	24	identifying	identify	VERB
fumecheng-13266	150	25	contact	contact	NOUN
fumecheng-13266	150	26	areas	area	NOUN
fumecheng-13266	150	27	.	.	PUNCT
fumecheng-13266	151	1	by	by	ADP
fumecheng-13266	151	2	linking	link	VERB
fumecheng-13266	151	3	features	feature	NOUN
fumecheng-13266	151	4	from	from	ADP
fumecheng-13266	151	5	the	the	DET
fumecheng-13266	151	6	contracting	contracting	NOUN
fumecheng-13266	151	7	path	path	NOUN
fumecheng-13266	151	8	to	to	ADP
fumecheng-13266	151	9	the	the	DET
fumecheng-13266	151	10	expanding	expand	VERB
fumecheng-13266	151	11	path	path	NOUN
fumecheng-13266	151	12	,	,	PUNCT
fumecheng-13266	151	13	skip	skip	ADJ
fumecheng-13266	151	14	connections	connection	NOUN
fumecheng-13266	151	15	ensure	ensure	VERB
fumecheng-13266	151	16	that	that	SCONJ
fumecheng-13266	151	17	both	both	PRON
fumecheng-13266	151	18	low	low	ADJ
fumecheng-13266	151	19	-	-	PUNCT
fumecheng-13266	151	20	level	level	NOUN
fumecheng-13266	151	21	details	detail	NOUN
fumecheng-13266	151	22	and	and	CCONJ
fumecheng-13266	151	23	high	high	ADJ
fumecheng-13266	151	24	-	-	PUNCT
fumecheng-13266	151	25	level	level	NOUN
fumecheng-13266	151	26	context	context	NOUN
fumecheng-13266	151	27	are	be	AUX
fumecheng-13266	151	28	available	available	ADJ
fumecheng-13266	151	29	for	for	ADP
fumecheng-13266	151	30	precise	precise	ADJ
fumecheng-13266	151	31	contact	contact	NOUN
fumecheng-13266	151	32	predictions	prediction	NOUN
fumecheng-13266	151	33	.	.	PUNCT
fumecheng-13266	152	1	this	this	DET
fumecheng-13266	152	2	connection	connection	NOUN
fumecheng-13266	152	3	links	link	NOUN
fumecheng-13266	152	4	feature	feature	NOUN
fumecheng-13266	152	5	maps	map	NOUN
fumecheng-13266	152	6	obtained	obtain	VERB
fumecheng-13266	152	7	at	at	ADP
fumecheng-13266	152	8	each	each	DET
fumecheng-13266	152	9	stage	stage	NOUN
fumecheng-13266	152	10	of	of	ADP
fumecheng-13266	152	11	the	the	DET
fumecheng-13266	152	12	contracting	contracting	NOUN
fumecheng-13266	152	13	path	path	NOUN
fumecheng-13266	152	14	to	to	ADP
fumecheng-13266	152	15	the	the	DET
fumecheng-13266	152	16	corresponding	corresponding	ADJ
fumecheng-13266	152	17	layers	layer	NOUN
fumecheng-13266	152	18	of	of	ADP
fumecheng-13266	152	19	the	the	DET
fumecheng-13266	152	20	expanding	expand	VERB
fumecheng-13266	152	21	path	path	NOUN
fumecheng-13266	152	22	.	.	PUNCT
fumecheng-13266	153	1	this	this	PRON
fumecheng-13266	153	2	enables	enable	VERB
fumecheng-13266	153	3	the	the	DET
fumecheng-13266	153	4	network	network	NOUN
fumecheng-13266	153	5	to	to	PART
fumecheng-13266	153	6	leverage	leverage	VERB
fumecheng-13266	153	7	information	information	NOUN
fumecheng-13266	153	8	about	about	ADP
fumecheng-13266	153	9	the	the	DET
fumecheng-13266	153	10	fine	fine	ADJ
fumecheng-13266	153	11	surface	surface	NOUN
fumecheng-13266	153	12	structure	structure	NOUN
fumecheng-13266	153	13	(	(	PUNCT
fumecheng-13266	153	14	low	low	ADJ
fumecheng-13266	153	15	-	-	PUNCT
fumecheng-13266	153	16	level	level	NOUN
fumecheng-13266	153	17	features	feature	NOUN
fumecheng-13266	153	18	)	)	PUNCT
fumecheng-13266	153	19	and	and	CCONJ
fumecheng-13266	153	20	the	the	DET
fumecheng-13266	153	21	overall	overall	ADJ
fumecheng-13266	153	22	contact	contact	NOUN
fumecheng-13266	153	23	pattern	pattern	NOUN
fumecheng-13266	153	24	(	(	PUNCT
fumecheng-13266	153	25	high	high	ADJ
fumecheng-13266	153	26	-	-	PUNCT
fumecheng-13266	153	27	level	level	NOUN
fumecheng-13266	153	28	features	feature	NOUN
fumecheng-13266	153	29	)	)	PUNCT
fumecheng-13266	153	30	simultaneously	simultaneously	ADV
fumecheng-13266	153	31	.	.	PUNCT
fumecheng-13266	154	1	this	this	PRON
fumecheng-13266	154	2	is	be	AUX
fumecheng-13266	154	3	crucial	crucial	ADJ
fumecheng-13266	154	4	for	for	ADP
fumecheng-13266	154	5	accurately	accurately	ADV
fumecheng-13266	154	6	identifying	identify	VERB
fumecheng-13266	154	7	the	the	DET
fumecheng-13266	154	8	boundaries	boundary	NOUN
fumecheng-13266	154	9	of	of	ADP
fumecheng-13266	154	10	the	the	DET
fumecheng-13266	154	11	contact	contact	NOUN
fumecheng-13266	154	12	areas	area	NOUN
fumecheng-13266	154	13	and	and	CCONJ
fumecheng-13266	154	14	is	be	AUX
fumecheng-13266	154	15	essential	essential	ADJ
fumecheng-13266	154	16	for	for	ADP
fumecheng-13266	154	17	the	the	DET
fumecheng-13266	154	18	precise	precise	ADJ
fumecheng-13266	154	19	prediction	prediction	NOUN
fumecheng-13266	154	20	of	of	ADP
fumecheng-13266	154	21	the	the	DET
fumecheng-13266	154	22	contact	contact	NOUN
fumecheng-13266	154	23	area	area	NOUN
fumecheng-13266	154	24	and	and	CCONJ
fumecheng-13266	154	25	distribution	distribution	NOUN
fumecheng-13266	154	26	.	.	PUNCT
fumecheng-13266	155	1	a	a	DET
fumecheng-13266	155	2	3	3	NUM
fumecheng-13266	155	3	×	×	NOUN
fumecheng-13266	155	4	3	3	NUM
fumecheng-13266	155	5	convolution	convolution	NOUN
fumecheng-13266	155	6	and	and	CCONJ
fumecheng-13266	155	7	relu	relu	NOUN
fumecheng-13266	155	8	activation	activation	NOUN
fumecheng-13266	155	9	function	function	NOUN
fumecheng-13266	155	10	were	be	AUX
fumecheng-13266	155	11	applied	apply	VERB
fumecheng-13266	155	12	again	again	ADV
fumecheng-13266	155	13	to	to	ADP
fumecheng-13266	155	14	the	the	DET
fumecheng-13266	155	15	connected	connected	ADJ
fumecheng-13266	155	16	feature	feature	NOUN
fumecheng-13266	155	17	maps	map	NOUN
fumecheng-13266	155	18	.	.	PUNCT
fumecheng-13266	156	1	during	during	ADP
fumecheng-13266	156	2	this	this	DET
fumecheng-13266	156	3	process	process	NOUN
fumecheng-13266	156	4	,	,	PUNCT
fumecheng-13266	156	5	the	the	DET
fumecheng-13266	156	6	number	number	NOUN
fumecheng-13266	156	7	of	of	ADP
fumecheng-13266	156	8	feature	feature	NOUN
fumecheng-13266	156	9	maps	map	NOUN
fumecheng-13266	156	10	was	be	AUX
fumecheng-13266	156	11	gradually	gradually	ADV
fumecheng-13266	156	12	reduced	reduce	VERB
fumecheng-13266	156	13	,	,	PUNCT
fumecheng-13266	156	14	ultimately	ultimately	ADV
fumecheng-13266	156	15	reaching	reach	VERB
fumecheng-13266	156	16	the	the	DET
fumecheng-13266	156	17	desired	desire	VERB
fumecheng-13266	156	18	number	number	NOUN
fumecheng-13266	156	19	of	of	ADP
fumecheng-13266	156	20	output	output	NOUN
fumecheng-13266	156	21	channels	channel	NOUN
fumecheng-13266	156	22	(	(	PUNCT
fumecheng-13266	156	23	two	two	NUM
fumecheng-13266	156	24	in	in	ADP
fumecheng-13266	156	25	this	this	DET
fumecheng-13266	156	26	study	study	NOUN
fumecheng-13266	156	27	,	,	PUNCT
fumecheng-13266	156	28	representing	represent	VERB
fumecheng-13266	156	29	the	the	DET
fumecheng-13266	156	30	contact	contact	NOUN
fumecheng-13266	156	31	and	and	CCONJ
fumecheng-13266	156	32	noncontact	noncontact	ADJ
fumecheng-13266	156	33	areas	area	NOUN
fumecheng-13266	156	34	)	)	PUNCT
fumecheng-13266	156	35	.	.	PUNCT
fumecheng-13266	157	1	in	in	ADP
fumecheng-13266	157	2	the	the	DET
fumecheng-13266	157	3	final	final	ADJ
fumecheng-13266	157	4	layer	layer	NOUN
fumecheng-13266	157	5	of	of	ADP
fumecheng-13266	157	6	the	the	DET
fumecheng-13266	157	7	expanding	expand	VERB
fumecheng-13266	157	8	path	path	NOUN
fumecheng-13266	157	9	,	,	PUNCT
fumecheng-13266	157	10	a	a	DET
fumecheng-13266	157	11	1	1	NUM
fumecheng-13266	157	12	×	×	NOUN
fumecheng-13266	157	13	1	1	NUM
fumecheng-13266	157	14	convolution	convolution	NOUN
fumecheng-13266	157	15	is	be	AUX
fumecheng-13266	157	16	applied	apply	VERB
fumecheng-13266	157	17	to	to	PART
fumecheng-13266	157	18	generate	generate	VERB
fumecheng-13266	157	19	the	the	DET
fumecheng-13266	157	20	final	final	ADJ
fumecheng-13266	157	21	output	output	NOUN
fumecheng-13266	157	22	.	.	PUNCT
fumecheng-13266	158	1	this	this	DET
fumecheng-13266	158	2	output	output	NOUN
fumecheng-13266	158	3	takes	take	VERB
fumecheng-13266	158	4	the	the	DET
fumecheng-13266	158	5	form	form	NOUN
fumecheng-13266	158	6	of	of	ADP
fumecheng-13266	158	7	a	a	DET
fumecheng-13266	158	8	probability	probability	NOUN
fumecheng-13266	158	9	map	map	NOUN
fumecheng-13266	158	10	,	,	PUNCT
fumecheng-13266	158	11	in	in	ADP
fumecheng-13266	158	12	which	which	PRON
fumecheng-13266	158	13	each	each	DET
fumecheng-13266	158	14	pixel	pixel	NOUN
fumecheng-13266	158	15	represents	represent	VERB
fumecheng-13266	158	16	the	the	DET
fumecheng-13266	158	17	probability	probability	NOUN
fumecheng-13266	158	18	of	of	ADP
fumecheng-13266	158	19	belonging	belong	VERB
fumecheng-13266	158	20	to	to	ADP
fumecheng-13266	158	21	a	a	DET
fumecheng-13266	158	22	contact	contact	NOUN
fumecheng-13266	158	23	area	area	NOUN
fumecheng-13266	158	24	.	.	PUNCT
fumecheng-13266	159	1	each	each	DET
fumecheng-13266	159	2	convolutional	convolutional	ADJ
fumecheng-13266	159	3	layer	layer	NOUN
fumecheng-13266	159	4	in	in	ADP
fumecheng-13266	159	5	u	u	NOUN
fumecheng-13266	159	6	-	-	NOUN
fumecheng-13266	159	7	net	net	ADJ
fumecheng-13266	159	8	can	can	AUX
fumecheng-13266	159	9	be	be	AUX
fumecheng-13266	159	10	expressed	express	VERB
fumecheng-13266	159	11	as	as	SCONJ
fumecheng-13266	159	12	follows	follow	VERB
fumecheng-13266	159	13	:	:	PUNCT
fumecheng-13266	159	14	𝒚𝑐𝑜𝑛𝑣	𝒚𝑐𝑜𝑛𝑣	NOUN
fumecheng-13266	159	15	=	=	PUNCT
fumecheng-13266	159	16	𝜎(𝐵𝑁(𝒘𝑐𝑜𝑛𝑣	𝜎(𝐵𝑁(𝒘𝑐𝑜𝑛𝑣	NUM
fumecheng-13266	159	17	∗	∗	NOUN
fumecheng-13266	159	18	𝒙𝑐𝑜𝑛𝑣	𝒙𝑐𝑜𝑛𝑣	VERB
fumecheng-13266	159	19	)	)	PUNCT
fumecheng-13266	159	20	)	)	PUNCT
fumecheng-13266	159	21	,	,	PUNCT
fumecheng-13266	159	22	(	(	PUNCT
fumecheng-13266	159	23	11	11	NUM
fumecheng-13266	159	24	)	)	PUNCT
fumecheng-13266	159	25	where	where	SCONJ
fumecheng-13266	159	26	𝒙𝑐𝑜𝑛𝑣	𝒙𝑐𝑜𝑛𝑣	PROPN
fumecheng-13266	159	27	is	be	AUX
fumecheng-13266	159	28	the	the	DET
fumecheng-13266	159	29	input	input	NOUN
fumecheng-13266	159	30	feature	feature	NOUN
fumecheng-13266	159	31	map	map	NOUN
fumecheng-13266	159	32	,	,	PUNCT
fumecheng-13266	159	33	𝒘𝑐𝑜𝑛𝑣	𝒘𝑐𝑜𝑛𝑣	PROPN
fumecheng-13266	159	34	is	be	AUX
fumecheng-13266	159	35	the	the	DET
fumecheng-13266	159	36	convolution	convolution	NOUN
fumecheng-13266	159	37	kernel	kernel	NOUN
fumecheng-13266	159	38	,	,	PUNCT
fumecheng-13266	159	39	bn	bn	X
fumecheng-13266	159	40	is	be	AUX
fumecheng-13266	159	41	batch	batch	NOUN
fumecheng-13266	159	42	normalization	normalization	NOUN
fumecheng-13266	159	43	,	,	PUNCT
fumecheng-13266	159	44	𝜎	𝜎	PROPN
fumecheng-13266	159	45	is	be	AUX
fumecheng-13266	159	46	the	the	DET
fumecheng-13266	159	47	activation	activation	NOUN
fumecheng-13266	159	48	function	function	NOUN
fumecheng-13266	159	49	,	,	PUNCT
fumecheng-13266	159	50	and	and	CCONJ
fumecheng-13266	159	51	𝒚𝑐𝑜𝑛𝑣	𝒚𝑐𝑜𝑛𝑣	NOUN
fumecheng-13266	159	52	is	be	AUX
fumecheng-13266	159	53	the	the	DET
fumecheng-13266	159	54	output	output	NOUN
fumecheng-13266	159	55	feature	feature	NOUN
fumecheng-13266	159	56	map	map	NOUN
fumecheng-13266	159	57	.	.	PUNCT
fumecheng-13266	160	1	the	the	DET
fumecheng-13266	160	2	relu	relu	NOUN
fumecheng-13266	160	3	was	be	AUX
fumecheng-13266	160	4	used	use	VERB
fumecheng-13266	160	5	as	as	ADP
fumecheng-13266	160	6	the	the	DET
fumecheng-13266	160	7	activation	activation	NOUN
fumecheng-13266	160	8	function	function	NOUN
fumecheng-13266	160	9	and	and	CCONJ
fumecheng-13266	160	10	is	be	AUX
fumecheng-13266	160	11	defined	define	VERB
fumecheng-13266	160	12	as	as	SCONJ
fumecheng-13266	160	13	follows	follow	VERB
fumecheng-13266	160	14	:	:	PUNCT
fumecheng-13266	160	15	𝜎(𝒙	𝜎(𝒙	X
fumecheng-13266	160	16	)	)	PUNCT
fumecheng-13266	160	17	=	=	SYM
fumecheng-13266	161	1	max(0	max(0	NOUN
fumecheng-13266	161	2	,	,	PUNCT
fumecheng-13266	161	3	𝒙	𝒙	NOUN
fumecheng-13266	161	4	)	)	PUNCT
fumecheng-13266	161	5	.	.	PUNCT
fumecheng-13266	162	1	(	(	PUNCT
fumecheng-13266	162	2	12	12	NUM
fumecheng-13266	162	3	)	)	PUNCT
fumecheng-13266	162	4	prediction	prediction	NOUN
fumecheng-13266	162	5	of	of	ADP
fumecheng-13266	162	6	contact	contact	NOUN
fumecheng-13266	162	7	distribution	distribution	NOUN
fumecheng-13266	162	8	on	on	ADP
fumecheng-13266	162	9	rough	rough	ADJ
fumecheng-13266	162	10	surfaces	surface	NOUN
fumecheng-13266	162	11	using	use	VERB
fumecheng-13266	162	12	deep	deep	ADJ
fumecheng-13266	162	13	learning	learning	NOUN
fumecheng-13266	162	14	algorithms	algorithms	NOUN
fumecheng-13266	162	15	765	765	NUM
fumecheng-13266	162	16	the	the	DET
fumecheng-13266	162	17	use	use	NOUN
fumecheng-13266	162	18	of	of	ADP
fumecheng-13266	162	19	the	the	DET
fumecheng-13266	162	20	relu	relu	NOUN
fumecheng-13266	162	21	activation	activation	NOUN
fumecheng-13266	162	22	function	function	NOUN
fumecheng-13266	162	23	allows	allow	VERB
fumecheng-13266	162	24	the	the	DET
fumecheng-13266	162	25	network	network	NOUN
fumecheng-13266	162	26	to	to	PART
fumecheng-13266	162	27	effectively	effectively	ADV
fumecheng-13266	162	28	model	model	VERB
fumecheng-13266	162	29	the	the	DET
fumecheng-13266	162	30	nonlinearity	nonlinearity	NOUN
fumecheng-13266	162	31	of	of	ADP
fumecheng-13266	162	32	contact	contact	NOUN
fumecheng-13266	162	33	problems	problem	NOUN
fumecheng-13266	162	34	.	.	PUNCT
fumecheng-13266	163	1	additionally	additionally	ADV
fumecheng-13266	163	2	,	,	PUNCT
fumecheng-13266	163	3	the	the	DET
fumecheng-13266	163	4	application	application	NOUN
fumecheng-13266	163	5	of	of	ADP
fumecheng-13266	163	6	batch	batch	NOUN
fumecheng-13266	163	7	normalization	normalization	NOUN
fumecheng-13266	163	8	helps	help	VERB
fumecheng-13266	163	9	stabilize	stabilize	VERB
fumecheng-13266	163	10	the	the	DET
fumecheng-13266	163	11	large	large	ADJ
fumecheng-13266	163	12	variability	variability	NOUN
fumecheng-13266	163	13	in	in	ADP
fumecheng-13266	163	14	rough	rough	ADJ
fumecheng-13266	163	15	surface	surface	NOUN
fumecheng-13266	163	16	heights	height	NOUN
fumecheng-13266	163	17	and	and	CCONJ
fumecheng-13266	163	18	accelerates	accelerate	VERB
fumecheng-13266	163	19	the	the	DET
fumecheng-13266	163	20	model	model	NOUN
fumecheng-13266	163	21	training	training	NOUN
fumecheng-13266	163	22	process	process	NOUN
fumecheng-13266	163	23	.	.	PUNCT
fumecheng-13266	164	1	each	each	DET
fumecheng-13266	164	2	stage	stage	NOUN
fumecheng-13266	164	3	of	of	ADP
fumecheng-13266	164	4	the	the	DET
fumecheng-13266	164	5	u	u	ADJ
fumecheng-13266	164	6	-	-	ADJ
fumecheng-13266	164	7	net	net	ADJ
fumecheng-13266	164	8	addresses	address	NOUN
fumecheng-13266	164	9	specific	specific	ADJ
fumecheng-13266	164	10	aspects	aspect	NOUN
fumecheng-13266	164	11	of	of	ADP
fumecheng-13266	164	12	the	the	DET
fumecheng-13266	164	13	contact	contact	NOUN
fumecheng-13266	164	14	problem	problem	NOUN
fumecheng-13266	164	15	.	.	PUNCT
fumecheng-13266	165	1	the	the	DET
fumecheng-13266	165	2	initial	initial	ADJ
fumecheng-13266	165	3	layers	layer	NOUN
fumecheng-13266	165	4	capture	capture	VERB
fumecheng-13266	165	5	the	the	DET
fumecheng-13266	165	6	fine	fine	ADJ
fumecheng-13266	165	7	surface	surface	NOUN
fumecheng-13266	165	8	structure	structure	NOUN
fumecheng-13266	165	9	and	and	CCONJ
fumecheng-13266	165	10	local	local	ADJ
fumecheng-13266	165	11	features	feature	NOUN
fumecheng-13266	165	12	,	,	PUNCT
fumecheng-13266	165	13	which	which	PRON
fumecheng-13266	165	14	are	be	AUX
fumecheng-13266	165	15	essential	essential	ADJ
fumecheng-13266	165	16	for	for	ADP
fumecheng-13266	165	17	identifying	identify	VERB
fumecheng-13266	165	18	small	small	ADJ
fumecheng-13266	165	19	-	-	PUNCT
fumecheng-13266	165	20	scale	scale	NOUN
fumecheng-13266	165	21	contact	contact	NOUN
fumecheng-13266	165	22	points	point	NOUN
fumecheng-13266	165	23	.	.	PUNCT
fumecheng-13266	166	1	the	the	DET
fumecheng-13266	166	2	intermediate	intermediate	ADJ
fumecheng-13266	166	3	layers	layer	NOUN
fumecheng-13266	166	4	recognize	recognize	VERB
fumecheng-13266	166	5	mid	mid	ADJ
fumecheng-13266	166	6	-	-	NOUN
fumecheng-13266	166	7	scale	scale	ADJ
fumecheng-13266	166	8	patterns	pattern	NOUN
fumecheng-13266	166	9	and	and	CCONJ
fumecheng-13266	166	10	structures	structure	NOUN
fumecheng-13266	166	11	on	on	ADP
fumecheng-13266	166	12	the	the	DET
fumecheng-13266	166	13	rough	rough	ADJ
fumecheng-13266	166	14	surface	surface	NOUN
fumecheng-13266	166	15	,	,	PUNCT
fumecheng-13266	166	16	contributing	contribute	VERB
fumecheng-13266	166	17	to	to	ADP
fumecheng-13266	166	18	the	the	DET
fumecheng-13266	166	19	understanding	understanding	NOUN
fumecheng-13266	166	20	of	of	ADP
fumecheng-13266	166	21	contact	contact	NOUN
fumecheng-13266	166	22	cluster	cluster	NOUN
fumecheng-13266	166	23	formation	formation	NOUN
fumecheng-13266	166	24	.	.	PUNCT
fumecheng-13266	167	1	the	the	DET
fumecheng-13266	167	2	deeper	deep	ADJ
fumecheng-13266	167	3	layers	layer	NOUN
fumecheng-13266	167	4	capture	capture	VERB
fumecheng-13266	167	5	the	the	DET
fumecheng-13266	167	6	overall	overall	ADJ
fumecheng-13266	167	7	surface	surface	NOUN
fumecheng-13266	167	8	geometry	geometry	NOUN
fumecheng-13266	167	9	and	and	CCONJ
fumecheng-13266	167	10	large	large	ADJ
fumecheng-13266	167	11	-	-	PUNCT
fumecheng-13266	167	12	scale	scale	NOUN
fumecheng-13266	167	13	contact	contact	NOUN
fumecheng-13266	167	14	patterns	pattern	NOUN
fumecheng-13266	167	15	,	,	PUNCT
fumecheng-13266	167	16	aiding	aid	VERB
fumecheng-13266	167	17	in	in	ADP
fumecheng-13266	167	18	the	the	DET
fumecheng-13266	167	19	prediction	prediction	NOUN
fumecheng-13266	167	20	of	of	ADP
fumecheng-13266	167	21	the	the	DET
fumecheng-13266	167	22	overall	overall	ADJ
fumecheng-13266	167	23	contact	contact	NOUN
fumecheng-13266	167	24	area	area	NOUN
fumecheng-13266	167	25	distribution	distribution	NOUN
fumecheng-13266	167	26	.	.	PUNCT
fumecheng-13266	168	1	finally	finally	ADV
fumecheng-13266	168	2	,	,	PUNCT
fumecheng-13266	168	3	the	the	DET
fumecheng-13266	168	4	up	up	ADV
fumecheng-13266	168	5	-	-	PUNCT
fumecheng-13266	168	6	sampling	sample	VERB
fumecheng-13266	168	7	layers	layer	NOUN
fumecheng-13266	168	8	integrate	integrate	VERB
fumecheng-13266	168	9	these	these	DET
fumecheng-13266	168	10	multiscale	multiscale	ADJ
fumecheng-13266	168	11	features	feature	NOUN
fumecheng-13266	168	12	to	to	PART
fumecheng-13266	168	13	generate	generate	VERB
fumecheng-13266	168	14	a	a	DET
fumecheng-13266	168	15	high	high	ADJ
fumecheng-13266	168	16	-	-	PUNCT
fumecheng-13266	168	17	resolution	resolution	NOUN
fumecheng-13266	168	18	contact	contact	NOUN
fumecheng-13266	168	19	area	area	NOUN
fumecheng-13266	168	20	map	map	NOUN
fumecheng-13266	168	21	.	.	PUNCT
fumecheng-13266	169	1	the	the	DET
fumecheng-13266	169	2	u	u	ADJ
fumecheng-13266	169	3	-	-	ADJ
fumecheng-13266	169	4	net	net	ADJ
fumecheng-13266	169	5	model	model	NOUN
fumecheng-13266	169	6	used	use	VERB
fumecheng-13266	169	7	in	in	ADP
fumecheng-13266	169	8	this	this	DET
fumecheng-13266	169	9	study	study	NOUN
fumecheng-13266	169	10	consists	consist	VERB
fumecheng-13266	169	11	of	of	ADP
fumecheng-13266	169	12	23	23	NUM
fumecheng-13266	169	13	convolutional	convolutional	ADJ
fumecheng-13266	169	14	layers	layer	NOUN
fumecheng-13266	169	15	.	.	PUNCT
fumecheng-13266	170	1	this	this	DET
fumecheng-13266	170	2	number	number	NOUN
fumecheng-13266	170	3	of	of	ADP
fumecheng-13266	170	4	layers	layer	NOUN
fumecheng-13266	170	5	was	be	AUX
fumecheng-13266	170	6	selected	select	VERB
fumecheng-13266	170	7	to	to	PART
fumecheng-13266	170	8	provide	provide	VERB
fumecheng-13266	170	9	sufficient	sufficient	ADJ
fumecheng-13266	170	10	depth	depth	NOUN
fumecheng-13266	170	11	for	for	ADP
fumecheng-13266	170	12	capturing	capture	VERB
fumecheng-13266	170	13	both	both	CCONJ
fumecheng-13266	170	14	the	the	DET
fumecheng-13266	170	15	fine	fine	ADJ
fumecheng-13266	170	16	and	and	CCONJ
fumecheng-13266	170	17	coarse	coarse	ADJ
fumecheng-13266	170	18	details	detail	NOUN
fumecheng-13266	170	19	of	of	ADP
fumecheng-13266	170	20	the	the	DET
fumecheng-13266	170	21	rough	rough	ADJ
fumecheng-13266	170	22	surface	surface	NOUN
fumecheng-13266	170	23	,	,	PUNCT
fumecheng-13266	170	24	thus	thus	ADV
fumecheng-13266	170	25	enhancing	enhance	VERB
fumecheng-13266	170	26	the	the	DET
fumecheng-13266	170	27	ability	ability	NOUN
fumecheng-13266	170	28	of	of	ADP
fumecheng-13266	170	29	the	the	DET
fumecheng-13266	170	30	model	model	NOUN
fumecheng-13266	170	31	to	to	PART
fumecheng-13266	170	32	learn	learn	VERB
fumecheng-13266	170	33	the	the	DET
fumecheng-13266	170	34	complex	complex	ADJ
fumecheng-13266	170	35	relationships	relationship	NOUN
fumecheng-13266	170	36	necessary	necessary	ADJ
fumecheng-13266	170	37	for	for	ADP
fumecheng-13266	170	38	accurate	accurate	ADJ
fumecheng-13266	170	39	contact	contact	NOUN
fumecheng-13266	170	40	area	area	NOUN
fumecheng-13266	170	41	predictions	prediction	NOUN
fumecheng-13266	170	42	.	.	PUNCT
fumecheng-13266	171	1	this	this	DET
fumecheng-13266	171	2	deep	deep	ADJ
fumecheng-13266	171	3	structure	structure	NOUN
fumecheng-13266	171	4	allows	allow	VERB
fumecheng-13266	171	5	the	the	DET
fumecheng-13266	171	6	network	network	NOUN
fumecheng-13266	171	7	to	to	PART
fumecheng-13266	171	8	effectively	effectively	ADV
fumecheng-13266	171	9	model	model	VERB
fumecheng-13266	171	10	the	the	DET
fumecheng-13266	171	11	complex	complex	ADJ
fumecheng-13266	171	12	nonlinear	nonlinear	ADJ
fumecheng-13266	171	13	relationship	relationship	NOUN
fumecheng-13266	171	14	between	between	ADP
fumecheng-13266	171	15	the	the	DET
fumecheng-13266	171	16	rough	rough	ADJ
fumecheng-13266	171	17	surface	surface	NOUN
fumecheng-13266	171	18	geometry	geometry	NOUN
fumecheng-13266	171	19	and	and	CCONJ
fumecheng-13266	171	20	contact	contact	NOUN
fumecheng-13266	171	21	area	area	NOUN
fumecheng-13266	171	22	distribution	distribution	NOUN
fumecheng-13266	171	23	.	.	PUNCT
fumecheng-13266	172	1	these	these	DET
fumecheng-13266	172	2	characteristics	characteristic	NOUN
fumecheng-13266	172	3	of	of	ADP
fumecheng-13266	172	4	u	u	NOUN
fumecheng-13266	172	5	-	-	NOUN
fumecheng-13266	172	6	net	net	ADJ
fumecheng-13266	172	7	make	make	VERB
fumecheng-13266	172	8	it	it	PRON
fumecheng-13266	172	9	particularly	particularly	ADV
fumecheng-13266	172	10	suitable	suitable	ADJ
fumecheng-13266	172	11	for	for	ADP
fumecheng-13266	172	12	contact	contact	NOUN
fumecheng-13266	172	13	area	area	NOUN
fumecheng-13266	172	14	distribution	distribution	NOUN
fumecheng-13266	172	15	prediction	prediction	NOUN
fumecheng-13266	172	16	problems	problem	NOUN
fumecheng-13266	172	17	.	.	PUNCT
fumecheng-13266	173	1	it	it	PRON
fumecheng-13266	173	2	effectively	effectively	ADV
fumecheng-13266	173	3	handles	handle	VERB
fumecheng-13266	173	4	the	the	DET
fumecheng-13266	173	5	multiscale	multiscale	ADJ
fumecheng-13266	173	6	nature	nature	NOUN
fumecheng-13266	173	7	of	of	ADP
fumecheng-13266	173	8	rough	rough	ADJ
fumecheng-13266	173	9	surfaces	surface	NOUN
fumecheng-13266	173	10	,	,	PUNCT
fumecheng-13266	173	11	accurately	accurately	ADV
fumecheng-13266	173	12	identifies	identify	VERB
fumecheng-13266	173	13	the	the	DET
fumecheng-13266	173	14	boundaries	boundary	NOUN
fumecheng-13266	173	15	of	of	ADP
fumecheng-13266	173	16	the	the	DET
fumecheng-13266	173	17	contact	contact	NOUN
fumecheng-13266	173	18	areas	area	NOUN
fumecheng-13266	173	19	,	,	PUNCT
fumecheng-13266	173	20	and	and	CCONJ
fumecheng-13266	173	21	correctly	correctly	ADV
fumecheng-13266	173	22	predicts	predict	VERB
fumecheng-13266	173	23	the	the	DET
fumecheng-13266	173	24	overall	overall	ADJ
fumecheng-13266	173	25	contact	contact	NOUN
fumecheng-13266	173	26	pattern	pattern	NOUN
fumecheng-13266	173	27	.	.	PUNCT
fumecheng-13266	174	1	2.4	2.4	NUM
fumecheng-13266	174	2	.	.	PUNCT
fumecheng-13266	174	3	loss	loss	NOUN
fumecheng-13266	174	4	function	function	VERB
fumecheng-13266	174	5	the	the	DET
fumecheng-13266	174	6	choice	choice	NOUN
fumecheng-13266	174	7	of	of	ADP
fumecheng-13266	174	8	the	the	DET
fumecheng-13266	174	9	loss	loss	NOUN
fumecheng-13266	174	10	function	function	NOUN
fumecheng-13266	174	11	in	in	ADP
fumecheng-13266	174	12	the	the	DET
fumecheng-13266	174	13	training	training	NOUN
fumecheng-13266	174	14	process	process	NOUN
fumecheng-13266	174	15	of	of	ADP
fumecheng-13266	174	16	a	a	DET
fumecheng-13266	174	17	deep	deep	ADJ
fumecheng-13266	174	18	learning	learning	NOUN
fumecheng-13266	174	19	model	model	NOUN
fumecheng-13266	174	20	has	have	VERB
fumecheng-13266	174	21	a	a	DET
fumecheng-13266	174	22	significant	significant	ADJ
fumecheng-13266	174	23	impact	impact	NOUN
fumecheng-13266	174	24	on	on	ADP
fumecheng-13266	174	25	its	its	PRON
fumecheng-13266	174	26	performance	performance	NOUN
fumecheng-13266	174	27	and	and	CCONJ
fumecheng-13266	174	28	training	training	NOUN
fumecheng-13266	174	29	efficiency	efficiency	NOUN
fumecheng-13266	174	30	[	[	X
fumecheng-13266	174	31	35	35	NUM
fumecheng-13266	174	32	]	]	PUNCT
fumecheng-13266	174	33	.	.	PUNCT
fumecheng-13266	175	1	in	in	ADP
fumecheng-13266	175	2	this	this	DET
fumecheng-13266	175	3	study	study	NOUN
fumecheng-13266	175	4	,	,	PUNCT
fumecheng-13266	175	5	considering	consider	VERB
fumecheng-13266	175	6	the	the	DET
fumecheng-13266	175	7	characteristics	characteristic	NOUN
fumecheng-13266	175	8	of	of	ADP
fumecheng-13266	175	9	the	the	DET
fumecheng-13266	175	10	contact	contact	NOUN
fumecheng-13266	175	11	area	area	NOUN
fumecheng-13266	175	12	prediction	prediction	NOUN
fumecheng-13266	175	13	problem	problem	NOUN
fumecheng-13266	175	14	,	,	PUNCT
fumecheng-13266	175	15	a	a	DET
fumecheng-13266	175	16	combined	combine	VERB
fumecheng-13266	175	17	loss	loss	NOUN
fumecheng-13266	175	18	function	function	NOUN
fumecheng-13266	175	19	was	be	AUX
fumecheng-13266	175	20	used	use	VERB
fumecheng-13266	175	21	that	that	PRON
fumecheng-13266	175	22	combines	combine	VERB
fumecheng-13266	175	23	the	the	DET
fumecheng-13266	175	24	binary	binary	PROPN
fumecheng-13266	175	25	cross	cross	NOUN
fumecheng-13266	175	26	-	-	NOUN
fumecheng-13266	175	27	entropy	entropy	ADJ
fumecheng-13266	175	28	(	(	PUNCT
fumecheng-13266	175	29	bce	bce	PROPN
fumecheng-13266	175	30	)	)	PUNCT
fumecheng-13266	175	31	and	and	CCONJ
fumecheng-13266	175	32	dice	dice	NOUN
fumecheng-13266	175	33	losses	loss	NOUN
fumecheng-13266	175	34	.	.	PUNCT
fumecheng-13266	176	1	the	the	DET
fumecheng-13266	176	2	bce	bce	PROPN
fumecheng-13266	176	3	loss	loss	NOUN
fumecheng-13266	176	4	is	be	AUX
fumecheng-13266	176	5	one	one	NUM
fumecheng-13266	176	6	of	of	ADP
fumecheng-13266	176	7	the	the	DET
fumecheng-13266	176	8	most	most	ADV
fumecheng-13266	176	9	widely	widely	ADV
fumecheng-13266	176	10	used	use	VERB
fumecheng-13266	176	11	loss	loss	NOUN
fumecheng-13266	176	12	functions	function	NOUN
fumecheng-13266	176	13	for	for	ADP
fumecheng-13266	176	14	binary	binary	ADJ
fumecheng-13266	176	15	classification	classification	NOUN
fumecheng-13266	176	16	problems	problem	NOUN
fumecheng-13266	176	17	and	and	CCONJ
fumecheng-13266	176	18	is	be	AUX
fumecheng-13266	176	19	defined	define	VERB
fumecheng-13266	176	20	as	as	SCONJ
fumecheng-13266	176	21	follows	follow	VERB
fumecheng-13266	176	22	:	:	PUNCT
fumecheng-13266	176	23	bce	bce	PROPN
fumecheng-13266	176	24	=	=	PROPN
fumecheng-13266	176	25	−[𝑦	−[𝑦	PROPN
fumecheng-13266	176	26	log(𝑝	log(𝑝	PROPN
fumecheng-13266	176	27	)	)	PUNCT
fumecheng-13266	177	1	+	+	CCONJ
fumecheng-13266	177	2	(	(	PUNCT
fumecheng-13266	177	3	1	1	NUM
fumecheng-13266	177	4	−	−	PROPN
fumecheng-13266	177	5	𝑦	𝑦	NOUN
fumecheng-13266	177	6	)	)	PUNCT
fumecheng-13266	177	7	log(1	log(1	NOUN
fumecheng-13266	177	8	−	−	PROPN
fumecheng-13266	177	9	𝑝	𝑝	NOUN
fumecheng-13266	177	10	)	)	PUNCT
fumecheng-13266	177	11	]	]	PUNCT
fumecheng-13266	177	12	,	,	PUNCT
fumecheng-13266	177	13	(	(	PUNCT
fumecheng-13266	177	14	13	13	NUM
fumecheng-13266	177	15	)	)	PUNCT
fumecheng-13266	177	16	where	where	SCONJ
fumecheng-13266	177	17	𝑦	𝑦	NOUN
fumecheng-13266	177	18	represents	represent	VERB
fumecheng-13266	177	19	the	the	DET
fumecheng-13266	177	20	true	true	ADJ
fumecheng-13266	177	21	label	label	NOUN
fumecheng-13266	177	22	(	(	PUNCT
fumecheng-13266	177	23	0	0	NUM
fumecheng-13266	177	24	or	or	CCONJ
fumecheng-13266	177	25	1	1	NUM
fumecheng-13266	177	26	)	)	PUNCT
fumecheng-13266	177	27	and	and	CCONJ
fumecheng-13266	177	28	𝑝	𝑝	PROPN
fumecheng-13266	177	29	represents	represent	VERB
fumecheng-13266	177	30	the	the	DET
fumecheng-13266	177	31	predicted	predict	VERB
fumecheng-13266	177	32	probability	probability	NOUN
fumecheng-13266	177	33	.	.	PUNCT
fumecheng-13266	178	1	bce	bce	PROPN
fumecheng-13266	178	2	loss	loss	NOUN
fumecheng-13266	178	3	allows	allow	VERB
fumecheng-13266	178	4	predictions	prediction	NOUN
fumecheng-13266	178	5	to	to	PART
fumecheng-13266	178	6	be	be	AUX
fumecheng-13266	178	7	interpreted	interpret	VERB
fumecheng-13266	178	8	as	as	ADP
fumecheng-13266	178	9	probabilities	probability	NOUN
fumecheng-13266	178	10	and	and	CCONJ
fumecheng-13266	178	11	is	be	AUX
fumecheng-13266	178	12	statistically	statistically	ADV
fumecheng-13266	178	13	well	well	ADV
fumecheng-13266	178	14	defined	define	VERB
fumecheng-13266	178	15	,	,	PUNCT
fumecheng-13266	178	16	because	because	SCONJ
fumecheng-13266	178	17	it	it	PRON
fumecheng-13266	178	18	is	be	AUX
fumecheng-13266	178	19	based	base	VERB
fumecheng-13266	178	20	on	on	ADP
fumecheng-13266	178	21	information	information	NOUN
fumecheng-13266	178	22	theory	theory	NOUN
fumecheng-13266	178	23	and	and	CCONJ
fumecheng-13266	178	24	maximum	maximum	ADJ
fumecheng-13266	178	25	likelihood	likelihood	NOUN
fumecheng-13266	178	26	estimation	estimation	NOUN
fumecheng-13266	178	27	.	.	PUNCT
fumecheng-13266	179	1	it	it	PRON
fumecheng-13266	179	2	also	also	ADV
fumecheng-13266	179	3	has	have	VERB
fumecheng-13266	179	4	the	the	DET
fumecheng-13266	179	5	advantage	advantage	NOUN
fumecheng-13266	179	6	of	of	ADP
fumecheng-13266	179	7	providing	provide	VERB
fumecheng-13266	179	8	meaningful	meaningful	ADJ
fumecheng-13266	179	9	gradients	gradient	NOUN
fumecheng-13266	179	10	,	,	PUNCT
fumecheng-13266	179	11	even	even	ADV
fumecheng-13266	179	12	in	in	ADP
fumecheng-13266	179	13	extreme	extreme	ADJ
fumecheng-13266	179	14	predictions	prediction	NOUN
fumecheng-13266	179	15	,	,	PUNCT
fumecheng-13266	179	16	which	which	PRON
fumecheng-13266	179	17	stabilizes	stabilize	VERB
fumecheng-13266	179	18	the	the	DET
fumecheng-13266	179	19	learning	learning	NOUN
fumecheng-13266	179	20	process	process	NOUN
fumecheng-13266	179	21	.	.	PUNCT
fumecheng-13266	180	1	in	in	ADP
fumecheng-13266	180	2	contact	contact	NOUN
fumecheng-13266	180	3	problems	problem	NOUN
fumecheng-13266	180	4	,	,	PUNCT
fumecheng-13266	180	5	the	the	DET
fumecheng-13266	180	6	bce	bce	PROPN
fumecheng-13266	180	7	loss	loss	NOUN
fumecheng-13266	180	8	independently	independently	ADV
fumecheng-13266	180	9	calculates	calculate	VERB
fumecheng-13266	180	10	the	the	DET
fumecheng-13266	180	11	loss	loss	NOUN
fumecheng-13266	180	12	for	for	ADP
fumecheng-13266	180	13	each	each	DET
fumecheng-13266	180	14	pixel	pixel	NOUN
fumecheng-13266	180	15	,	,	PUNCT
fumecheng-13266	180	16	enabling	enable	VERB
fumecheng-13266	180	17	fine	fine	ADV
fumecheng-13266	180	18	-	-	PUNCT
fumecheng-13266	180	19	grained	grain	VERB
fumecheng-13266	180	20	predictions	prediction	NOUN
fumecheng-13266	180	21	at	at	ADP
fumecheng-13266	180	22	the	the	DET
fumecheng-13266	180	23	pixel	pixel	PROPN
fumecheng-13266	180	24	level	level	NOUN
fumecheng-13266	180	25	.	.	PUNCT
fumecheng-13266	181	1	however	however	ADV
fumecheng-13266	181	2	,	,	PUNCT
fumecheng-13266	181	3	the	the	DET
fumecheng-13266	181	4	bce	bce	PROPN
fumecheng-13266	181	5	loss	loss	NOUN
fumecheng-13266	181	6	is	be	AUX
fumecheng-13266	181	7	sensitive	sensitive	ADJ
fumecheng-13266	181	8	to	to	ADP
fumecheng-13266	181	9	class	class	NOUN
fumecheng-13266	181	10	imbalance	imbalance	NOUN
fumecheng-13266	181	11	.	.	PUNCT
fumecheng-13266	182	1	when	when	SCONJ
fumecheng-13266	182	2	the	the	DET
fumecheng-13266	182	3	contact	contact	NOUN
fumecheng-13266	182	4	area	area	NOUN
fumecheng-13266	182	5	occupies	occupy	VERB
fumecheng-13266	182	6	only	only	ADV
fumecheng-13266	182	7	a	a	DET
fumecheng-13266	182	8	small	small	ADJ
fumecheng-13266	182	9	portion	portion	NOUN
fumecheng-13266	182	10	of	of	ADP
fumecheng-13266	182	11	the	the	DET
fumecheng-13266	182	12	total	total	ADJ
fumecheng-13266	182	13	area	area	NOUN
fumecheng-13266	182	14	,	,	PUNCT
fumecheng-13266	182	15	the	the	DET
fumecheng-13266	182	16	model	model	NOUN
fumecheng-13266	182	17	can	can	AUX
fumecheng-13266	182	18	predict	predict	VERB
fumecheng-13266	182	19	all	all	DET
fumecheng-13266	182	20	pixels	pixel	NOUN
fumecheng-13266	182	21	as	as	ADV
fumecheng-13266	182	22	noncontact	noncontact	ADJ
fumecheng-13266	182	23	and	and	CCONJ
fumecheng-13266	182	24	achieve	achieve	VERB
fumecheng-13266	182	25	a	a	DET
fumecheng-13266	182	26	low	low	ADJ
fumecheng-13266	182	27	loss	loss	NOUN
fumecheng-13266	182	28	value	value	NOUN
fumecheng-13266	182	29	.	.	PUNCT
fumecheng-13266	183	1	this	this	PRON
fumecheng-13266	183	2	could	could	AUX
fumecheng-13266	183	3	result	result	VERB
fumecheng-13266	183	4	in	in	ADP
fumecheng-13266	183	5	the	the	DET
fumecheng-13266	183	6	model	model	NOUN
fumecheng-13266	183	7	failing	fail	VERB
fumecheng-13266	183	8	to	to	PART
fumecheng-13266	183	9	properly	properly	ADV
fumecheng-13266	183	10	predict	predict	VERB
fumecheng-13266	183	11	small	small	ADJ
fumecheng-13266	183	12	but	but	CCONJ
fumecheng-13266	183	13	important	important	ADJ
fumecheng-13266	183	14	contact	contact	NOUN
fumecheng-13266	183	15	areas	area	NOUN
fumecheng-13266	183	16	in	in	ADP
fumecheng-13266	183	17	contact	contact	NOUN
fumecheng-13266	183	18	problems	problem	NOUN
fumecheng-13266	183	19	.	.	PUNCT
fumecheng-13266	184	1	to	to	PART
fumecheng-13266	184	2	compensate	compensate	VERB
fumecheng-13266	184	3	for	for	ADP
fumecheng-13266	184	4	this	this	DET
fumecheng-13266	184	5	limitation	limitation	NOUN
fumecheng-13266	184	6	of	of	ADP
fumecheng-13266	184	7	bce	bce	PROPN
fumecheng-13266	184	8	loss	loss	PROPN
fumecheng-13266	184	9	,	,	PUNCT
fumecheng-13266	184	10	dice	dice	NOUN
fumecheng-13266	184	11	loss	loss	NOUN
fumecheng-13266	184	12	is	be	AUX
fumecheng-13266	184	13	also	also	ADV
fumecheng-13266	184	14	considered	consider	VERB
fumecheng-13266	184	15	.	.	PUNCT
fumecheng-13266	185	1	dice	dice	NOUN
fumecheng-13266	185	2	loss	loss	NOUN
fumecheng-13266	185	3	is	be	AUX
fumecheng-13266	185	4	based	base	VERB
fumecheng-13266	185	5	on	on	ADP
fumecheng-13266	185	6	the	the	DET
fumecheng-13266	185	7	dice	dice	NOUN
fumecheng-13266	185	8	coefficient	coefficient	NOUN
fumecheng-13266	185	9	,	,	PUNCT
fumecheng-13266	185	10	a	a	DET
fumecheng-13266	185	11	metric	metric	NOUN
fumecheng-13266	185	12	that	that	PRON
fumecheng-13266	185	13	directly	directly	ADV
fumecheng-13266	185	14	measures	measure	VERB
fumecheng-13266	185	15	the	the	DET
fumecheng-13266	185	16	similarity	similarity	NOUN
fumecheng-13266	185	17	between	between	ADP
fumecheng-13266	185	18	the	the	DET
fumecheng-13266	185	19	predicted	predict	VERB
fumecheng-13266	185	20	and	and	CCONJ
fumecheng-13266	185	21	actual	actual	ADJ
fumecheng-13266	185	22	contact	contact	NOUN
fumecheng-13266	185	23	areas	area	NOUN
fumecheng-13266	185	24	.	.	PUNCT
fumecheng-13266	186	1	to	to	PART
fumecheng-13266	186	2	understand	understand	VERB
fumecheng-13266	186	3	this	this	DET
fumecheng-13266	186	4	metric	metric	NOUN
fumecheng-13266	186	5	,	,	PUNCT
fumecheng-13266	186	6	we	we	PRON
fumecheng-13266	186	7	introduce	introduce	VERB
fumecheng-13266	186	8	the	the	DET
fumecheng-13266	186	9	concepts	concept	NOUN
fumecheng-13266	186	10	of	of	ADP
fumecheng-13266	186	11	true	true	ADJ
fumecheng-13266	186	12	positive	positive	ADJ
fumecheng-13266	186	13	(	(	PUNCT
fumecheng-13266	186	14	tp	tp	NOUN
fumecheng-13266	186	15	)	)	PUNCT
fumecheng-13266	186	16	,	,	PUNCT
fumecheng-13266	186	17	true	true	ADJ
fumecheng-13266	186	18	negative	negative	ADJ
fumecheng-13266	186	19	(	(	PUNCT
fumecheng-13266	186	20	tn	tn	NOUN
fumecheng-13266	186	21	)	)	PUNCT
fumecheng-13266	186	22	,	,	PUNCT
fumecheng-13266	186	23	false	false	ADJ
fumecheng-13266	186	24	positive	positive	ADJ
fumecheng-13266	186	25	(	(	PUNCT
fumecheng-13266	186	26	fp	fp	NOUN
fumecheng-13266	186	27	)	)	PUNCT
fumecheng-13266	186	28	,	,	PUNCT
fumecheng-13266	186	29	and	and	CCONJ
fumecheng-13266	186	30	false	false	ADJ
fumecheng-13266	186	31	negative	negative	ADJ
fumecheng-13266	186	32	(	(	PUNCT
fumecheng-13266	186	33	fn	fn	NOUN
fumecheng-13266	186	34	)	)	PUNCT
fumecheng-13266	186	35	.	.	PUNCT
fumecheng-13266	187	1	these	these	PRON
fumecheng-13266	187	2	are	be	AUX
fumecheng-13266	187	3	the	the	DET
fumecheng-13266	187	4	766	766	NUM
fumecheng-13266	187	5	i.	i.	PROPN
fumecheng-13266	187	6	jang	jang	PROPN
fumecheng-13266	187	7	,	,	PUNCT
fumecheng-13266	187	8	y.h	y.h	PROPN
fumecheng-13266	187	9	.	.	PROPN
fumecheng-13266	187	10	jang	jang	PROPN
fumecheng-13266	187	11	basic	basic	ADJ
fumecheng-13266	187	12	classification	classification	NOUN
fumecheng-13266	187	13	outcomes	outcome	NOUN
fumecheng-13266	187	14	defined	define	VERB
fumecheng-13266	187	15	by	by	ADP
fumecheng-13266	187	16	comparing	compare	VERB
fumecheng-13266	187	17	the	the	DET
fumecheng-13266	187	18	model	model	NOUN
fumecheng-13266	187	19	predictions	prediction	NOUN
fumecheng-13266	187	20	with	with	ADP
fumecheng-13266	187	21	the	the	DET
fumecheng-13266	187	22	actual	actual	ADJ
fumecheng-13266	187	23	values	value	NOUN
fumecheng-13266	187	24	.	.	PUNCT
fumecheng-13266	188	1	in	in	ADP
fumecheng-13266	188	2	the	the	DET
fumecheng-13266	188	3	context	context	NOUN
fumecheng-13266	188	4	of	of	ADP
fumecheng-13266	188	5	contact	contact	NOUN
fumecheng-13266	188	6	problems	problem	NOUN
fumecheng-13266	188	7	,	,	PUNCT
fumecheng-13266	188	8	these	these	DET
fumecheng-13266	188	9	outcomes	outcome	NOUN
fumecheng-13266	188	10	can	can	AUX
fumecheng-13266	188	11	be	be	AUX
fumecheng-13266	188	12	understood	understand	VERB
fumecheng-13266	188	13	as	as	SCONJ
fumecheng-13266	188	14	follows	follow	VERB
fumecheng-13266	188	15	:	:	PUNCT
fumecheng-13266	189	1	1	1	X
fumecheng-13266	189	2	.	.	X
fumecheng-13266	189	3	tp	tp	X
fumecheng-13266	189	4	:	:	PUNCT
fumecheng-13266	189	5	the	the	DET
fumecheng-13266	189	6	number	number	NOUN
fumecheng-13266	189	7	of	of	ADP
fumecheng-13266	189	8	pixels	pixel	NOUN
fumecheng-13266	189	9	predicted	predict	VERB
fumecheng-13266	189	10	as	as	ADP
fumecheng-13266	189	11	contact	contact	NOUN
fumecheng-13266	189	12	areas	area	NOUN
fumecheng-13266	189	13	that	that	PRON
fumecheng-13266	189	14	are	be	AUX
fumecheng-13266	189	15	indeed	indeed	ADV
fumecheng-13266	189	16	contact	contact	NOUN
fumecheng-13266	189	17	areas	area	NOUN
fumecheng-13266	189	18	.	.	PUNCT
fumecheng-13266	190	1	this	this	PRON
fumecheng-13266	190	2	indicates	indicate	VERB
fumecheng-13266	190	3	that	that	SCONJ
fumecheng-13266	190	4	the	the	DET
fumecheng-13266	190	5	model	model	NOUN
fumecheng-13266	190	6	correctly	correctly	ADV
fumecheng-13266	190	7	identified	identify	VERB
fumecheng-13266	190	8	the	the	DET
fumecheng-13266	190	9	contact	contact	NOUN
fumecheng-13266	190	10	areas	area	NOUN
fumecheng-13266	190	11	.	.	PUNCT
fumecheng-13266	191	1	2	2	X
fumecheng-13266	191	2	.	.	X
fumecheng-13266	191	3	tn	tn	PROPN
fumecheng-13266	191	4	:	:	PUNCT
fumecheng-13266	191	5	the	the	DET
fumecheng-13266	191	6	number	number	NOUN
fumecheng-13266	191	7	of	of	ADP
fumecheng-13266	191	8	pixels	pixel	NOUN
fumecheng-13266	191	9	predicted	predict	VERB
fumecheng-13266	191	10	as	as	ADP
fumecheng-13266	191	11	noncontact	noncontact	ADJ
fumecheng-13266	191	12	areas	area	NOUN
fumecheng-13266	191	13	.	.	PUNCT
fumecheng-13266	192	1	this	this	PRON
fumecheng-13266	192	2	indicates	indicate	VERB
fumecheng-13266	192	3	that	that	SCONJ
fumecheng-13266	192	4	the	the	DET
fumecheng-13266	192	5	model	model	NOUN
fumecheng-13266	192	6	correctly	correctly	ADV
fumecheng-13266	192	7	identified	identify	VERB
fumecheng-13266	192	8	the	the	DET
fumecheng-13266	192	9	noncontact	noncontact	ADJ
fumecheng-13266	192	10	areas	area	NOUN
fumecheng-13266	192	11	.	.	PUNCT
fumecheng-13266	193	1	3	3	X
fumecheng-13266	193	2	.	.	X
fumecheng-13266	193	3	fp	fp	X
fumecheng-13266	193	4	:	:	PUNCT
fumecheng-13266	193	5	the	the	DET
fumecheng-13266	193	6	number	number	NOUN
fumecheng-13266	193	7	of	of	ADP
fumecheng-13266	193	8	pixels	pixel	NOUN
fumecheng-13266	193	9	predicted	predict	VERB
fumecheng-13266	193	10	as	as	ADP
fumecheng-13266	193	11	contact	contact	NOUN
fumecheng-13266	193	12	areas	area	NOUN
fumecheng-13266	193	13	that	that	PRON
fumecheng-13266	193	14	are	be	AUX
fumecheng-13266	193	15	actually	actually	ADV
fumecheng-13266	193	16	noncontact	noncontact	ADJ
fumecheng-13266	193	17	areas	area	NOUN
fumecheng-13266	193	18	.	.	PUNCT
fumecheng-13266	194	1	this	this	PRON
fumecheng-13266	194	2	represents	represent	VERB
fumecheng-13266	194	3	a	a	DET
fumecheng-13266	194	4	case	case	NOUN
fumecheng-13266	194	5	in	in	ADP
fumecheng-13266	194	6	which	which	PRON
fumecheng-13266	194	7	the	the	DET
fumecheng-13266	194	8	model	model	NOUN
fumecheng-13266	194	9	incorrectly	incorrectly	ADV
fumecheng-13266	194	10	judged	judge	VERB
fumecheng-13266	194	11	noncontact	noncontact	ADJ
fumecheng-13266	194	12	areas	area	NOUN
fumecheng-13266	194	13	as	as	ADP
fumecheng-13266	194	14	contact	contact	NOUN
fumecheng-13266	194	15	areas	area	NOUN
fumecheng-13266	194	16	,	,	PUNCT
fumecheng-13266	194	17	indicating	indicate	VERB
fumecheng-13266	194	18	an	an	DET
fumecheng-13266	194	19	overestimation	overestimation	NOUN
fumecheng-13266	194	20	of	of	ADP
fumecheng-13266	194	21	the	the	DET
fumecheng-13266	194	22	contact	contact	NOUN
fumecheng-13266	194	23	area	area	NOUN
fumecheng-13266	194	24	.	.	PUNCT
fumecheng-13266	195	1	4	4	X
fumecheng-13266	195	2	.	.	X
fumecheng-13266	196	1	fn	fn	NOUN
fumecheng-13266	196	2	:	:	PUNCT
fumecheng-13266	196	3	the	the	DET
fumecheng-13266	196	4	number	number	NOUN
fumecheng-13266	196	5	of	of	ADP
fumecheng-13266	196	6	pixels	pixel	NOUN
fumecheng-13266	196	7	predicted	predict	VERB
fumecheng-13266	196	8	as	as	ADP
fumecheng-13266	196	9	noncontact	noncontact	ADJ
fumecheng-13266	196	10	areas	area	NOUN
fumecheng-13266	196	11	that	that	PRON
fumecheng-13266	196	12	are	be	AUX
fumecheng-13266	196	13	actually	actually	ADV
fumecheng-13266	196	14	contact	contact	NOUN
fumecheng-13266	196	15	areas	area	NOUN
fumecheng-13266	196	16	.	.	PUNCT
fumecheng-13266	197	1	this	this	PRON
fumecheng-13266	197	2	represents	represent	VERB
fumecheng-13266	197	3	a	a	DET
fumecheng-13266	197	4	case	case	NOUN
fumecheng-13266	197	5	in	in	ADP
fumecheng-13266	197	6	which	which	PRON
fumecheng-13266	197	7	the	the	DET
fumecheng-13266	197	8	model	model	NOUN
fumecheng-13266	197	9	incorrectly	incorrectly	ADV
fumecheng-13266	197	10	judged	judge	VERB
fumecheng-13266	197	11	contact	contact	NOUN
fumecheng-13266	197	12	areas	area	NOUN
fumecheng-13266	197	13	as	as	ADP
fumecheng-13266	197	14	noncontact	noncontact	ADJ
fumecheng-13266	197	15	areas	area	NOUN
fumecheng-13266	197	16	,	,	PUNCT
fumecheng-13266	197	17	indicating	indicate	VERB
fumecheng-13266	197	18	an	an	DET
fumecheng-13266	197	19	underestimation	underestimation	NOUN
fumecheng-13266	197	20	of	of	ADP
fumecheng-13266	197	21	the	the	DET
fumecheng-13266	197	22	contact	contact	NOUN
fumecheng-13266	197	23	area	area	NOUN
fumecheng-13266	197	24	.	.	PUNCT
fumecheng-13266	198	1	these	these	DET
fumecheng-13266	198	2	classification	classification	NOUN
fumecheng-13266	198	3	outcomes	outcome	NOUN
fumecheng-13266	198	4	are	be	AUX
fumecheng-13266	198	5	crucial	crucial	ADJ
fumecheng-13266	198	6	for	for	ADP
fumecheng-13266	198	7	contact	contact	NOUN
fumecheng-13266	198	8	problems	problem	NOUN
fumecheng-13266	198	9	.	.	PUNCT
fumecheng-13266	199	1	for	for	ADP
fumecheng-13266	199	2	example	example	NOUN
fumecheng-13266	199	3	,	,	PUNCT
fumecheng-13266	199	4	a	a	DET
fumecheng-13266	199	5	high	high	ADJ
fumecheng-13266	199	6	fp	fp	X
fumecheng-13266	199	7	indicates	indicate	VERB
fumecheng-13266	199	8	that	that	SCONJ
fumecheng-13266	199	9	the	the	DET
fumecheng-13266	199	10	model	model	NOUN
fumecheng-13266	199	11	overestimates	overestimate	VERB
fumecheng-13266	199	12	the	the	DET
fumecheng-13266	199	13	contact	contact	NOUN
fumecheng-13266	199	14	area	area	NOUN
fumecheng-13266	199	15	,	,	PUNCT
fumecheng-13266	199	16	predicting	predict	VERB
fumecheng-13266	199	17	that	that	SCONJ
fumecheng-13266	199	18	contact	contact	NOUN
fumecheng-13266	199	19	occurs	occur	VERB
fumecheng-13266	199	20	over	over	ADP
fumecheng-13266	199	21	a	a	DET
fumecheng-13266	199	22	larger	large	ADJ
fumecheng-13266	199	23	area	area	NOUN
fumecheng-13266	199	24	than	than	ADP
fumecheng-13266	199	25	that	that	PRON
fumecheng-13266	199	26	in	in	ADP
fumecheng-13266	199	27	reality	reality	NOUN
fumecheng-13266	199	28	.	.	PUNCT
fumecheng-13266	200	1	conversely	conversely	ADV
fumecheng-13266	200	2	,	,	PUNCT
fumecheng-13266	200	3	a	a	DET
fumecheng-13266	200	4	high	high	ADJ
fumecheng-13266	200	5	fn	fn	NOUN
fumecheng-13266	200	6	indicates	indicate	VERB
fumecheng-13266	200	7	that	that	SCONJ
fumecheng-13266	200	8	the	the	DET
fumecheng-13266	200	9	model	model	NOUN
fumecheng-13266	200	10	underestimates	underestimate	VERB
fumecheng-13266	200	11	the	the	DET
fumecheng-13266	200	12	contact	contact	NOUN
fumecheng-13266	200	13	area	area	NOUN
fumecheng-13266	200	14	,	,	PUNCT
fumecheng-13266	200	15	predicting	predict	VERB
fumecheng-13266	200	16	contact	contact	NOUN
fumecheng-13266	200	17	over	over	ADP
fumecheng-13266	200	18	a	a	DET
fumecheng-13266	200	19	smaller	small	ADJ
fumecheng-13266	200	20	area	area	NOUN
fumecheng-13266	200	21	than	than	ADP
fumecheng-13266	200	22	that	that	PRON
fumecheng-13266	200	23	in	in	ADP
fumecheng-13266	200	24	reality	reality	NOUN
fumecheng-13266	200	25	.	.	PUNCT
fumecheng-13266	201	1	the	the	DET
fumecheng-13266	201	2	dice	dice	NOUN
fumecheng-13266	201	3	coefficient	coefficient	NOUN
fumecheng-13266	201	4	measures	measure	VERB
fumecheng-13266	201	5	the	the	DET
fumecheng-13266	201	6	overlap	overlap	NOUN
fumecheng-13266	201	7	between	between	ADP
fumecheng-13266	201	8	the	the	DET
fumecheng-13266	201	9	predicted	predict	VERB
fumecheng-13266	201	10	and	and	CCONJ
fumecheng-13266	201	11	actual	actual	ADJ
fumecheng-13266	201	12	areas	area	NOUN
fumecheng-13266	201	13	,	,	PUNCT
fumecheng-13266	201	14	and	and	CCONJ
fumecheng-13266	201	15	is	be	AUX
fumecheng-13266	201	16	calculated	calculate	VERB
fumecheng-13266	201	17	as	as	SCONJ
fumecheng-13266	201	18	follows	follow	VERB
fumecheng-13266	201	19	:	:	PUNCT
fumecheng-13266	201	20	dice	dice	NOUN
fumecheng-13266	201	21	coefficient	coefficient	NOUN
fumecheng-13266	201	22	≡	≡	PROPN
fumecheng-13266	201	23	2tp	2tp	PROPN
fumecheng-13266	201	24	2tp	2tp	PROPN
fumecheng-13266	202	1	+	+	CCONJ
fumecheng-13266	202	2	fp	fp	PROPN
fumecheng-13266	203	1	+	+	X
fumecheng-13266	203	2	fn	fn	NOUN
fumecheng-13266	203	3	.	.	PUNCT
fumecheng-13266	204	1	(	(	PUNCT
fumecheng-13266	204	2	14	14	NUM
fumecheng-13266	204	3	)	)	PUNCT
fumecheng-13266	204	4	the	the	DET
fumecheng-13266	204	5	dice	dice	NOUN
fumecheng-13266	204	6	loss	loss	NOUN
fumecheng-13266	204	7	is	be	AUX
fumecheng-13266	204	8	then	then	ADV
fumecheng-13266	204	9	defined	define	VERB
fumecheng-13266	204	10	as	as	ADP
fumecheng-13266	204	11	:	:	PUNCT
fumecheng-13266	204	12	dice	dice	NOUN
fumecheng-13266	204	13	loss	loss	NOUN
fumecheng-13266	204	14	=	=	SYM
fumecheng-13266	204	15	1	1	NUM
fumecheng-13266	204	16	−	−	NOUN
fumecheng-13266	204	17	dice	dice	NOUN
fumecheng-13266	204	18	coefficient	coefficient	NOUN
fumecheng-13266	204	19	.	.	PUNCT
fumecheng-13266	205	1	(	(	PUNCT
fumecheng-13266	205	2	15	15	NUM
fumecheng-13266	205	3	)	)	PUNCT
fumecheng-13266	205	4	the	the	DET
fumecheng-13266	205	5	dice	dice	NOUN
fumecheng-13266	205	6	loss	loss	NOUN
fumecheng-13266	205	7	is	be	AUX
fumecheng-13266	205	8	less	less	ADV
fumecheng-13266	205	9	sensitive	sensitive	ADJ
fumecheng-13266	205	10	to	to	ADP
fumecheng-13266	205	11	class	class	NOUN
fumecheng-13266	205	12	imbalance	imbalance	NOUN
fumecheng-13266	205	13	,	,	PUNCT
fumecheng-13266	205	14	making	make	VERB
fumecheng-13266	205	15	it	it	PRON
fumecheng-13266	205	16	effective	effective	ADJ
fumecheng-13266	205	17	in	in	ADP
fumecheng-13266	205	18	predicting	predict	VERB
fumecheng-13266	205	19	small	small	ADJ
fumecheng-13266	205	20	contact	contact	NOUN
fumecheng-13266	205	21	areas	area	NOUN
fumecheng-13266	205	22	.	.	PUNCT
fumecheng-13266	206	1	additionally	additionally	ADV
fumecheng-13266	206	2	,	,	PUNCT
fumecheng-13266	206	3	it	it	PRON
fumecheng-13266	206	4	is	be	AUX
fumecheng-13266	206	5	particularly	particularly	ADV
fumecheng-13266	206	6	useful	useful	ADJ
fumecheng-13266	206	7	for	for	ADP
fumecheng-13266	206	8	accurately	accurately	ADV
fumecheng-13266	206	9	predicting	predict	VERB
fumecheng-13266	206	10	the	the	DET
fumecheng-13266	206	11	boundaries	boundary	NOUN
fumecheng-13266	206	12	of	of	ADP
fumecheng-13266	206	13	the	the	DET
fumecheng-13266	206	14	contact	contact	NOUN
fumecheng-13266	206	15	regions	region	NOUN
fumecheng-13266	206	16	,	,	PUNCT
fumecheng-13266	206	17	which	which	PRON
fumecheng-13266	206	18	is	be	AUX
fumecheng-13266	206	19	critical	critical	ADJ
fumecheng-13266	206	20	for	for	ADP
fumecheng-13266	206	21	accurately	accurately	ADV
fumecheng-13266	206	22	determining	determine	VERB
fumecheng-13266	206	23	the	the	DET
fumecheng-13266	206	24	contact	contact	NOUN
fumecheng-13266	206	25	area	area	NOUN
fumecheng-13266	206	26	and	and	CCONJ
fumecheng-13266	206	27	distribution	distribution	NOUN
fumecheng-13266	206	28	.	.	PUNCT
fumecheng-13266	207	1	dice	dice	NOUN
fumecheng-13266	207	2	loss	loss	NOUN
fumecheng-13266	207	3	is	be	AUX
fumecheng-13266	207	4	also	also	ADV
fumecheng-13266	207	5	differentiable	differentiable	ADJ
fumecheng-13266	207	6	,	,	PUNCT
fumecheng-13266	207	7	making	make	VERB
fumecheng-13266	207	8	it	it	PRON
fumecheng-13266	207	9	easy	easy	ADJ
fumecheng-13266	207	10	to	to	PART
fumecheng-13266	207	11	apply	apply	VERB
fumecheng-13266	207	12	in	in	ADP
fumecheng-13266	207	13	the	the	DET
fumecheng-13266	207	14	backpropagation	backpropagation	NOUN
fumecheng-13266	207	15	process	process	NOUN
fumecheng-13266	207	16	of	of	ADP
fumecheng-13266	207	17	deep	deep	ADJ
fumecheng-13266	207	18	learning	learning	NOUN
fumecheng-13266	207	19	models	model	NOUN
fumecheng-13266	207	20	,	,	PUNCT
fumecheng-13266	207	21	and	and	CCONJ
fumecheng-13266	207	22	ranges	range	VERB
fumecheng-13266	207	23	between	between	ADP
fumecheng-13266	207	24	0	0	NUM
fumecheng-13266	207	25	and	and	CCONJ
fumecheng-13266	207	26	1	1	NUM
fumecheng-13266	207	27	,	,	PUNCT
fumecheng-13266	207	28	offering	offer	VERB
fumecheng-13266	207	29	an	an	DET
fumecheng-13266	207	30	intuitive	intuitive	ADJ
fumecheng-13266	207	31	interpretation	interpretation	NOUN
fumecheng-13266	207	32	.	.	PUNCT
fumecheng-13266	208	1	moreover	moreover	ADV
fumecheng-13266	208	2	,	,	PUNCT
fumecheng-13266	208	3	it	it	PRON
fumecheng-13266	208	4	automatically	automatically	ADV
fumecheng-13266	208	5	assigns	assign	VERB
fumecheng-13266	208	6	larger	large	ADJ
fumecheng-13266	208	7	weights	weight	NOUN
fumecheng-13266	208	8	to	to	ADP
fumecheng-13266	208	9	difficult	difficult	ADJ
fumecheng-13266	208	10	samples	sample	NOUN
fumecheng-13266	208	11	(	(	PUNCT
fumecheng-13266	208	12	e.g.	e.g.	ADV
fumecheng-13266	208	13	,	,	PUNCT
fumecheng-13266	208	14	those	those	PRON
fumecheng-13266	208	15	with	with	ADP
fumecheng-13266	208	16	small	small	ADJ
fumecheng-13266	208	17	contact	contact	NOUN
fumecheng-13266	208	18	areas	area	NOUN
fumecheng-13266	208	19	)	)	PUNCT
fumecheng-13266	208	20	,	,	PUNCT
fumecheng-13266	208	21	which	which	PRON
fumecheng-13266	208	22	helps	help	VERB
fumecheng-13266	208	23	address	address	VERB
fumecheng-13266	208	24	class	class	NOUN
fumecheng-13266	208	25	imbalance	imbalance	NOUN
fumecheng-13266	208	26	.	.	PUNCT
fumecheng-13266	209	1	to	to	PART
fumecheng-13266	209	2	leverage	leverage	VERB
fumecheng-13266	209	3	the	the	DET
fumecheng-13266	209	4	strengths	strength	NOUN
fumecheng-13266	209	5	of	of	ADP
fumecheng-13266	209	6	the	the	DET
fumecheng-13266	209	7	bce	bce	NOUN
fumecheng-13266	209	8	and	and	CCONJ
fumecheng-13266	209	9	dice	dice	NOUN
fumecheng-13266	209	10	losses	loss	NOUN
fumecheng-13266	209	11	,	,	PUNCT
fumecheng-13266	209	12	this	this	DET
fumecheng-13266	209	13	study	study	NOUN
fumecheng-13266	209	14	uses	use	VERB
fumecheng-13266	209	15	a	a	DET
fumecheng-13266	209	16	combined	combine	VERB
fumecheng-13266	209	17	loss	loss	NOUN
fumecheng-13266	209	18	function	function	NOUN
fumecheng-13266	209	19	.	.	PUNCT
fumecheng-13266	210	1	the	the	DET
fumecheng-13266	210	2	combined	combine	VERB
fumecheng-13266	210	3	loss	loss	NOUN
fumecheng-13266	210	4	is	be	AUX
fumecheng-13266	210	5	defined	define	VERB
fumecheng-13266	210	6	as	as	ADP
fumecheng-13266	210	7	follows	follow	VERB
fumecheng-13266	210	8	:	:	PUNCT
fumecheng-13266	210	9	combined	combined	ADJ
fumecheng-13266	210	10	loss	loss	NOUN
fumecheng-13266	210	11	=	=	SYM
fumecheng-13266	210	12	𝛼	𝛼	NOUN
fumecheng-13266	210	13	⋅	⋅	PROPN
fumecheng-13266	210	14	bce	bce	PROPN
fumecheng-13266	210	15	+	+	X
fumecheng-13266	210	16	(	(	PUNCT
fumecheng-13266	210	17	1	1	NUM
fumecheng-13266	210	18	−	−	NOUN
fumecheng-13266	210	19	𝛼	𝛼	X
fumecheng-13266	210	20	)	)	PUNCT
fumecheng-13266	210	21	⋅	⋅	PROPN
fumecheng-13266	210	22	dice	dice	NOUN
fumecheng-13266	210	23	loss	loss	NOUN
fumecheng-13266	210	24	,	,	PUNCT
fumecheng-13266	210	25	(	(	PUNCT
fumecheng-13266	210	26	16	16	NUM
fumecheng-13266	210	27	)	)	PUNCT
fumecheng-13266	210	28	where	where	SCONJ
fumecheng-13266	210	29	𝛼	𝛼	NOUN
fumecheng-13266	210	30	is	be	AUX
fumecheng-13266	210	31	a	a	DET
fumecheng-13266	210	32	hyperparameter	hyperparameter	NOUN
fumecheng-13266	210	33	that	that	PRON
fumecheng-13266	210	34	controls	control	VERB
fumecheng-13266	210	35	the	the	DET
fumecheng-13266	210	36	balance	balance	NOUN
fumecheng-13266	210	37	between	between	ADP
fumecheng-13266	210	38	the	the	DET
fumecheng-13266	210	39	two	two	NUM
fumecheng-13266	210	40	losses	loss	NOUN
fumecheng-13266	210	41	.	.	PUNCT
fumecheng-13266	211	1	the	the	DET
fumecheng-13266	211	2	combined	combine	VERB
fumecheng-13266	211	3	loss	loss	NOUN
fumecheng-13266	211	4	enables	enable	VERB
fumecheng-13266	211	5	more	more	ADV
fumecheng-13266	211	6	balanced	balanced	ADJ
fumecheng-13266	211	7	learning	learning	NOUN
fumecheng-13266	211	8	by	by	ADP
fumecheng-13266	211	9	combining	combine	VERB
fumecheng-13266	211	10	the	the	DET
fumecheng-13266	211	11	pixel	pixel	ADJ
fumecheng-13266	211	12	-	-	PUNCT
fumecheng-13266	211	13	level	level	NOUN
fumecheng-13266	211	14	evaluation	evaluation	NOUN
fumecheng-13266	211	15	of	of	ADP
fumecheng-13266	211	16	the	the	DET
fumecheng-13266	211	17	bce	bce	NOUN
fumecheng-13266	211	18	with	with	ADP
fumecheng-13266	211	19	the	the	DET
fumecheng-13266	211	20	region	region	NOUN
fumecheng-13266	211	21	-	-	PUNCT
fumecheng-13266	211	22	level	level	NOUN
fumecheng-13266	211	23	evaluation	evaluation	NOUN
fumecheng-13266	211	24	of	of	ADP
fumecheng-13266	211	25	the	the	DET
fumecheng-13266	211	26	dice	dice	NOUN
fumecheng-13266	211	27	loss	loss	NOUN
fumecheng-13266	211	28	.	.	PUNCT
fumecheng-13266	212	1	the	the	DET
fumecheng-13266	212	2	bce	bce	PROPN
fumecheng-13266	212	3	captures	capture	VERB
fumecheng-13266	212	4	local	local	ADJ
fumecheng-13266	212	5	characteristics	characteristic	NOUN
fumecheng-13266	212	6	,	,	PUNCT
fumecheng-13266	212	7	whereas	whereas	SCONJ
fumecheng-13266	212	8	the	the	DET
fumecheng-13266	212	9	dice	dice	NOUN
fumecheng-13266	212	10	loss	loss	NOUN
fumecheng-13266	212	11	captures	capture	VERB
fumecheng-13266	212	12	global	global	ADJ
fumecheng-13266	212	13	characteristics	characteristic	NOUN
fumecheng-13266	212	14	,	,	PUNCT
fumecheng-13266	212	15	allowing	allow	VERB
fumecheng-13266	212	16	optimization	optimization	NOUN
fumecheng-13266	212	17	across	across	ADP
fumecheng-13266	212	18	multiple	multiple	ADJ
fumecheng-13266	212	19	scales	scale	NOUN
fumecheng-13266	212	20	.	.	PUNCT
fumecheng-13266	213	1	additionally	additionally	ADV
fumecheng-13266	213	2	,	,	PUNCT
fumecheng-13266	213	3	by	by	ADP
fumecheng-13266	213	4	adjusting	adjust	VERB
fumecheng-13266	213	5	the	the	DET
fumecheng-13266	213	6	value	value	NOUN
fumecheng-13266	213	7	of	of	ADP
fumecheng-13266	213	8	𝛼	𝛼	PROPN
fumecheng-13266	213	9	,	,	PUNCT
fumecheng-13266	213	10	the	the	DET
fumecheng-13266	213	11	relative	relative	ADJ
fumecheng-13266	213	12	importance	importance	NOUN
fumecheng-13266	213	13	of	of	ADP
fumecheng-13266	213	14	the	the	DET
fumecheng-13266	213	15	two	two	NUM
fumecheng-13266	213	16	losses	loss	NOUN
fumecheng-13266	213	17	can	can	AUX
fumecheng-13266	213	18	be	be	AUX
fumecheng-13266	213	19	adjusted	adjust	VERB
fumecheng-13266	213	20	depending	depend	VERB
fumecheng-13266	213	21	on	on	ADP
fumecheng-13266	213	22	the	the	DET
fumecheng-13266	213	23	problem	problem	NOUN
fumecheng-13266	213	24	characteristics	characteristic	NOUN
fumecheng-13266	213	25	,	,	PUNCT
fumecheng-13266	213	26	which	which	PRON
fumecheng-13266	213	27	provides	provide	VERB
fumecheng-13266	213	28	flexibility	flexibility	NOUN
fumecheng-13266	213	29	.	.	PUNCT
fumecheng-13266	214	1	the	the	DET
fumecheng-13266	214	2	combined	combined	ADJ
fumecheng-13266	214	3	use	use	NOUN
fumecheng-13266	214	4	of	of	ADP
fumecheng-13266	214	5	loss	loss	NOUN
fumecheng-13266	214	6	-	-	PUNCT
fumecheng-13266	214	7	of	of	ADP
fumecheng-13266	214	8	-	-	PUNCT
fumecheng-13266	214	9	contact	contact	NOUN
fumecheng-13266	214	10	problems	problem	NOUN
fumecheng-13266	214	11	is	be	AUX
fumecheng-13266	214	12	particularly	particularly	ADV
fumecheng-13266	214	13	beneficial	beneficial	ADJ
fumecheng-13266	214	14	.	.	PUNCT
fumecheng-13266	215	1	given	give	VERB
fumecheng-13266	215	2	the	the	DET
fumecheng-13266	215	3	nature	nature	NOUN
fumecheng-13266	215	4	of	of	ADP
fumecheng-13266	215	5	contact	contact	NOUN
fumecheng-13266	215	6	problems	problem	NOUN
fumecheng-13266	215	7	,	,	PUNCT
fumecheng-13266	215	8	where	where	SCONJ
fumecheng-13266	215	9	both	both	DET
fumecheng-13266	215	10	accurate	accurate	ADJ
fumecheng-13266	215	11	boundary	boundary	ADJ
fumecheng-13266	215	12	predictions	prediction	NOUN
fumecheng-13266	215	13	of	of	ADP
fumecheng-13266	215	14	the	the	DET
fumecheng-13266	215	15	contact	contact	NOUN
fumecheng-13266	215	16	area	area	NOUN
fumecheng-13266	215	17	and	and	CCONJ
fumecheng-13266	215	18	an	an	DET
fumecheng-13266	215	19	overall	overall	ADJ
fumecheng-13266	215	20	understanding	understanding	NOUN
fumecheng-13266	215	21	of	of	ADP
fumecheng-13266	215	22	the	the	DET
fumecheng-13266	215	23	contact	contact	NOUN
fumecheng-13266	215	24	area	area	NOUN
fumecheng-13266	215	25	are	be	AUX
fumecheng-13266	215	26	essential	essential	ADJ
fumecheng-13266	215	27	,	,	PUNCT
fumecheng-13266	215	28	combining	combine	VERB
fumecheng-13266	215	29	the	the	DET
fumecheng-13266	215	30	local	local	ADJ
fumecheng-13266	215	31	precision	precision	NOUN
fumecheng-13266	215	32	of	of	ADP
fumecheng-13266	215	33	the	the	DET
fumecheng-13266	215	34	bce	bce	PROPN
fumecheng-13266	215	35	with	with	ADP
fumecheng-13266	215	36	the	the	DET
fumecheng-13266	215	37	global	global	ADJ
fumecheng-13266	215	38	similarity	similarity	NOUN
fumecheng-13266	215	39	measurement	measurement	NOUN
fumecheng-13266	215	40	of	of	ADP
fumecheng-13266	215	41	the	the	DET
fumecheng-13266	215	42	dice	dice	NOUN
fumecheng-13266	215	43	loss	loss	NOUN
fumecheng-13266	215	44	can	can	AUX
fumecheng-13266	215	45	be	be	AUX
fumecheng-13266	215	46	highly	highly	ADV
fumecheng-13266	215	47	effective	effective	ADJ
fumecheng-13266	215	48	.	.	PUNCT
fumecheng-13266	216	1	prediction	prediction	NOUN
fumecheng-13266	216	2	of	of	ADP
fumecheng-13266	216	3	contact	contact	NOUN
fumecheng-13266	216	4	distribution	distribution	NOUN
fumecheng-13266	216	5	on	on	ADP
fumecheng-13266	216	6	rough	rough	ADJ
fumecheng-13266	216	7	surfaces	surface	NOUN
fumecheng-13266	216	8	using	use	VERB
fumecheng-13266	216	9	deep	deep	ADJ
fumecheng-13266	216	10	learning	learning	NOUN
fumecheng-13266	216	11	algorithms	algorithms	NOUN
fumecheng-13266	216	12	767	767	NUM
fumecheng-13266	216	13	2.5	2.5	NUM
fumecheng-13266	216	14	.	.	PUNCT
fumecheng-13266	217	1	evaluation	evaluation	NOUN
fumecheng-13266	217	2	metrics	metric	NOUN
fumecheng-13266	217	3	and	and	CCONJ
fumecheng-13266	217	4	implementation	implementation	NOUN
fumecheng-13266	217	5	to	to	PART
fumecheng-13266	217	6	evaluate	evaluate	VERB
fumecheng-13266	217	7	the	the	DET
fumecheng-13266	217	8	performance	performance	NOUN
fumecheng-13266	217	9	of	of	ADP
fumecheng-13266	217	10	the	the	DET
fumecheng-13266	217	11	contact	contact	NOUN
fumecheng-13266	217	12	area	area	NOUN
fumecheng-13266	217	13	prediction	prediction	NOUN
fumecheng-13266	217	14	using	use	VERB
fumecheng-13266	217	15	a	a	DET
fumecheng-13266	217	16	deep	deep	ADJ
fumecheng-13266	217	17	learning	learn	VERB
fumecheng-13266	217	18	cnn	cnn	PROPN
fumecheng-13266	217	19	model	model	NOUN
fumecheng-13266	217	20	,	,	PUNCT
fumecheng-13266	217	21	the	the	DET
fumecheng-13266	217	22	selection	selection	NOUN
fumecheng-13266	217	23	of	of	ADP
fumecheng-13266	217	24	appropriate	appropriate	ADJ
fumecheng-13266	217	25	evaluation	evaluation	NOUN
fumecheng-13266	217	26	metrics	metric	NOUN
fumecheng-13266	217	27	is	be	AUX
fumecheng-13266	217	28	crucial	crucial	ADJ
fumecheng-13266	217	29	.	.	PUNCT
fumecheng-13266	218	1	in	in	ADP
fumecheng-13266	218	2	this	this	DET
fumecheng-13266	218	3	study	study	NOUN
fumecheng-13266	218	4	,	,	PUNCT
fumecheng-13266	218	5	the	the	DET
fumecheng-13266	218	6	pixel	pixel	PROPN
fumecheng-13266	218	7	accuracy	accuracy	NOUN
fumecheng-13266	218	8	,	,	PUNCT
fumecheng-13266	218	9	jaccard	jaccard	ADJ
fumecheng-13266	218	10	index	index	NOUN
fumecheng-13266	218	11	(	(	PUNCT
fumecheng-13266	218	12	intersection	intersection	NOUN
fumecheng-13266	218	13	over	over	ADP
fumecheng-13266	218	14	union	union	NOUN
fumecheng-13266	218	15	(	(	PUNCT
fumecheng-13266	218	16	iou	iou	NOUN
fumecheng-13266	218	17	)	)	PUNCT
fumecheng-13266	218	18	)	)	PUNCT
fumecheng-13266	218	19	,	,	PUNCT
fumecheng-13266	218	20	dice	dice	NOUN
fumecheng-13266	218	21	coefficient	coefficient	NOUN
fumecheng-13266	218	22	,	,	PUNCT
fumecheng-13266	218	23	and	and	CCONJ
fumecheng-13266	218	24	bradford	bradford	PROPN
fumecheng-13266	218	25	factor	factor	NOUN
fumecheng-13266	218	26	(	(	PUNCT
fumecheng-13266	218	27	bf	bf	NOUN
fumecheng-13266	218	28	)	)	PUNCT
fumecheng-13266	218	29	score	score	NOUN
fumecheng-13266	218	30	were	be	AUX
fumecheng-13266	218	31	used	use	VERB
fumecheng-13266	218	32	as	as	ADP
fumecheng-13266	218	33	the	the	DET
fumecheng-13266	218	34	main	main	ADJ
fumecheng-13266	218	35	evaluation	evaluation	NOUN
fumecheng-13266	218	36	metrics	metric	NOUN
fumecheng-13266	219	1	[	[	X
fumecheng-13266	219	2	36,37	36,37	X
fumecheng-13266	219	3	]	]	PUNCT
fumecheng-13266	219	4	.	.	PUNCT
fumecheng-13266	220	1	these	these	DET
fumecheng-13266	220	2	metrics	metric	NOUN
fumecheng-13266	220	3	allow	allow	VERB
fumecheng-13266	220	4	the	the	DET
fumecheng-13266	220	5	performance	performance	NOUN
fumecheng-13266	220	6	of	of	ADP
fumecheng-13266	220	7	the	the	DET
fumecheng-13266	220	8	model	model	NOUN
fumecheng-13266	220	9	to	to	PART
fumecheng-13266	220	10	be	be	AUX
fumecheng-13266	220	11	assessed	assess	VERB
fumecheng-13266	220	12	from	from	ADP
fumecheng-13266	220	13	various	various	ADJ
fumecheng-13266	220	14	perspectives	perspective	NOUN
fumecheng-13266	220	15	,	,	PUNCT
fumecheng-13266	220	16	enabling	enable	VERB
fumecheng-13266	220	17	an	an	DET
fumecheng-13266	220	18	interpretation	interpretation	NOUN
fumecheng-13266	220	19	that	that	PRON
fumecheng-13266	220	20	considers	consider	VERB
fumecheng-13266	220	21	the	the	DET
fumecheng-13266	220	22	characteristics	characteristic	NOUN
fumecheng-13266	220	23	of	of	ADP
fumecheng-13266	220	24	the	the	DET
fumecheng-13266	220	25	contact	contact	NOUN
fumecheng-13266	220	26	problem	problem	NOUN
fumecheng-13266	220	27	.	.	PUNCT
fumecheng-13266	221	1	pixel	pixel	PROPN
fumecheng-13266	221	2	accuracy	accuracy	NOUN
fumecheng-13266	221	3	is	be	AUX
fumecheng-13266	221	4	the	the	DET
fumecheng-13266	221	5	most	most	ADV
fumecheng-13266	221	6	basic	basic	ADJ
fumecheng-13266	221	7	evaluation	evaluation	NOUN
fumecheng-13266	221	8	metric	metric	NOUN
fumecheng-13266	221	9	.	.	PUNCT
fumecheng-13266	222	1	it	it	PRON
fumecheng-13266	222	2	is	be	AUX
fumecheng-13266	222	3	calculated	calculate	VERB
fumecheng-13266	222	4	based	base	VERB
fumecheng-13266	222	5	on	on	ADP
fumecheng-13266	222	6	classification	classification	NOUN
fumecheng-13266	222	7	results	result	NOUN
fumecheng-13266	222	8	,	,	PUNCT
fumecheng-13266	222	9	represents	represent	VERB
fumecheng-13266	222	10	the	the	DET
fumecheng-13266	222	11	proportion	proportion	NOUN
fumecheng-13266	222	12	of	of	ADP
fumecheng-13266	222	13	correctly	correctly	ADV
fumecheng-13266	222	14	classified	classified	ADJ
fumecheng-13266	222	15	pixels	pixel	NOUN
fumecheng-13266	222	16	out	out	ADP
fumecheng-13266	222	17	of	of	ADP
fumecheng-13266	222	18	all	all	DET
fumecheng-13266	222	19	pixels	pixel	NOUN
fumecheng-13266	222	20	,	,	PUNCT
fumecheng-13266	222	21	and	and	CCONJ
fumecheng-13266	222	22	is	be	AUX
fumecheng-13266	222	23	defined	define	VERB
fumecheng-13266	222	24	as	as	SCONJ
fumecheng-13266	222	25	follows	follow	VERB
fumecheng-13266	222	26	:	:	PUNCT
fumecheng-13266	222	27	pixel	pixel	PROPN
fumecheng-13266	222	28	accuracy	accuracy	NOUN
fumecheng-13266	222	29	≡	≡	PROPN
fumecheng-13266	222	30	tp	tp	ADP
fumecheng-13266	222	31	+	+	CCONJ
fumecheng-13266	222	32	tn	tn	NOUN
fumecheng-13266	222	33	tp	tp	ADP
fumecheng-13266	222	34	+	+	CCONJ
fumecheng-13266	222	35	tn	tn	PROPN
fumecheng-13266	222	36	+	+	NUM
fumecheng-13266	222	37	fp	fp	PROPN
fumecheng-13266	222	38	+	+	X
fumecheng-13266	222	39	fn	fn	NOUN
fumecheng-13266	222	40	.	.	PUNCT
fumecheng-13266	223	1	(	(	PUNCT
fumecheng-13266	223	2	17	17	NUM
fumecheng-13266	223	3	)	)	PUNCT
fumecheng-13266	223	4	in	in	ADP
fumecheng-13266	223	5	contact	contact	NOUN
fumecheng-13266	223	6	problems	problem	NOUN
fumecheng-13266	223	7	,	,	PUNCT
fumecheng-13266	223	8	the	the	DET
fumecheng-13266	223	9	pixel	pixel	PROPN
fumecheng-13266	223	10	accuracy	accuracy	NOUN
fumecheng-13266	223	11	indicates	indicate	VERB
fumecheng-13266	223	12	the	the	DET
fumecheng-13266	223	13	proportion	proportion	NOUN
fumecheng-13266	223	14	of	of	ADP
fumecheng-13266	223	15	rough	rough	ADJ
fumecheng-13266	223	16	surfaces	surface	NOUN
fumecheng-13266	223	17	where	where	SCONJ
fumecheng-13266	223	18	contact	contact	NOUN
fumecheng-13266	223	19	/	/	SYM
fumecheng-13266	223	20	noncontact	noncontact	ADJ
fumecheng-13266	223	21	areas	area	NOUN
fumecheng-13266	223	22	are	be	AUX
fumecheng-13266	223	23	correctly	correctly	ADV
fumecheng-13266	223	24	predicted	predict	VERB
fumecheng-13266	223	25	,	,	PUNCT
fumecheng-13266	223	26	showing	show	VERB
fumecheng-13266	223	27	how	how	SCONJ
fumecheng-13266	223	28	well	well	ADV
fumecheng-13266	223	29	the	the	DET
fumecheng-13266	223	30	model	model	NOUN
fumecheng-13266	223	31	captures	capture	VERB
fumecheng-13266	223	32	the	the	DET
fumecheng-13266	223	33	overall	overall	ADJ
fumecheng-13266	223	34	contact	contact	NOUN
fumecheng-13266	223	35	pattern	pattern	NOUN
fumecheng-13266	223	36	.	.	PUNCT
fumecheng-13266	224	1	however	however	ADV
fumecheng-13266	224	2	,	,	PUNCT
fumecheng-13266	224	3	this	this	DET
fumecheng-13266	224	4	metric	metric	NOUN
fumecheng-13266	224	5	is	be	AUX
fumecheng-13266	224	6	vulnerable	vulnerable	ADJ
fumecheng-13266	224	7	to	to	ADP
fumecheng-13266	224	8	class	class	NOUN
fumecheng-13266	224	9	imbalance	imbalance	NOUN
fumecheng-13266	224	10	.	.	PUNCT
fumecheng-13266	225	1	for	for	ADP
fumecheng-13266	225	2	example	example	NOUN
fumecheng-13266	225	3	,	,	PUNCT
fumecheng-13266	225	4	if	if	SCONJ
fumecheng-13266	225	5	the	the	DET
fumecheng-13266	225	6	contact	contact	NOUN
fumecheng-13266	225	7	area	area	NOUN
fumecheng-13266	225	8	occupies	occupy	VERB
fumecheng-13266	225	9	a	a	DET
fumecheng-13266	225	10	very	very	ADV
fumecheng-13266	225	11	small	small	ADJ
fumecheng-13266	225	12	portion	portion	NOUN
fumecheng-13266	225	13	of	of	ADP
fumecheng-13266	225	14	the	the	DET
fumecheng-13266	225	15	total	total	ADJ
fumecheng-13266	225	16	surface	surface	NOUN
fumecheng-13266	225	17	,	,	PUNCT
fumecheng-13266	225	18	the	the	DET
fumecheng-13266	225	19	model	model	NOUN
fumecheng-13266	225	20	can	can	AUX
fumecheng-13266	225	21	achieve	achieve	VERB
fumecheng-13266	225	22	high	high	ADJ
fumecheng-13266	225	23	pixel	pixel	NOUN
fumecheng-13266	225	24	accuracy	accuracy	NOUN
fumecheng-13266	225	25	even	even	ADV
fumecheng-13266	225	26	by	by	ADP
fumecheng-13266	225	27	predicting	predict	VERB
fumecheng-13266	225	28	all	all	DET
fumecheng-13266	225	29	pixels	pixel	NOUN
fumecheng-13266	225	30	as	as	ADP
fumecheng-13266	225	31	noncontact	noncontact	ADJ
fumecheng-13266	225	32	.	.	PUNCT
fumecheng-13266	226	1	therefore	therefore	ADV
fumecheng-13266	226	2	,	,	PUNCT
fumecheng-13266	226	3	it	it	PRON
fumecheng-13266	226	4	can	can	AUX
fumecheng-13266	226	5	be	be	AUX
fumecheng-13266	226	6	difficult	difficult	ADJ
fumecheng-13266	226	7	to	to	PART
fumecheng-13266	226	8	evaluate	evaluate	VERB
fumecheng-13266	226	9	model	model	NOUN
fumecheng-13266	226	10	performance	performance	NOUN
fumecheng-13266	226	11	accurately	accurately	ADV
fumecheng-13266	226	12	using	use	VERB
fumecheng-13266	226	13	only	only	ADV
fumecheng-13266	226	14	pixel	pixel	PROPN
fumecheng-13266	226	15	accuracy	accuracy	NOUN
fumecheng-13266	226	16	,	,	PUNCT
fumecheng-13266	226	17	and	and	CCONJ
fumecheng-13266	226	18	this	this	PRON
fumecheng-13266	226	19	should	should	AUX
fumecheng-13266	226	20	be	be	AUX
fumecheng-13266	226	21	considered	consider	VERB
fumecheng-13266	226	22	alongside	alongside	ADP
fumecheng-13266	226	23	other	other	ADJ
fumecheng-13266	226	24	metrics	metric	NOUN
fumecheng-13266	226	25	.	.	PUNCT
fumecheng-13266	227	1	the	the	DET
fumecheng-13266	227	2	jaccard	jaccard	PROPN
fumecheng-13266	227	3	index	index	PROPN
fumecheng-13266	227	4	,	,	PUNCT
fumecheng-13266	227	5	or	or	CCONJ
fumecheng-13266	227	6	iou	iou	NOUN
fumecheng-13266	227	7	,	,	PUNCT
fumecheng-13266	227	8	is	be	AUX
fumecheng-13266	227	9	calculated	calculate	VERB
fumecheng-13266	227	10	as	as	ADP
fumecheng-13266	227	11	the	the	DET
fumecheng-13266	227	12	ratio	ratio	NOUN
fumecheng-13266	227	13	of	of	ADP
fumecheng-13266	227	14	the	the	DET
fumecheng-13266	227	15	intersection	intersection	NOUN
fumecheng-13266	227	16	to	to	ADP
fumecheng-13266	227	17	the	the	DET
fumecheng-13266	227	18	union	union	NOUN
fumecheng-13266	227	19	of	of	ADP
fumecheng-13266	227	20	the	the	DET
fumecheng-13266	227	21	predicted	predict	VERB
fumecheng-13266	227	22	and	and	CCONJ
fumecheng-13266	227	23	actual	actual	ADJ
fumecheng-13266	227	24	areas	area	NOUN
fumecheng-13266	227	25	:	:	PUNCT
fumecheng-13266	227	26	jaccard	jaccard	PROPN
fumecheng-13266	227	27	index	index	NOUN
fumecheng-13266	227	28	≡	≡	PROPN
fumecheng-13266	227	29	tp	tp	NOUN
fumecheng-13266	227	30	tp	tp	ADP
fumecheng-13266	227	31	+	+	CCONJ
fumecheng-13266	227	32	fp	fp	PROPN
fumecheng-13266	227	33	+	+	X
fumecheng-13266	227	34	fn	fn	NOUN
fumecheng-13266	227	35	.	.	PUNCT
fumecheng-13266	228	1	(	(	PUNCT
fumecheng-13266	228	2	18	18	NUM
fumecheng-13266	228	3	)	)	PUNCT
fumecheng-13266	228	4	this	this	DET
fumecheng-13266	228	5	metric	metric	ADJ
fumecheng-13266	228	6	ranges	range	VERB
fumecheng-13266	228	7	from	from	ADP
fumecheng-13266	228	8	0	0	NUM
fumecheng-13266	228	9	to	to	ADP
fumecheng-13266	228	10	1	1	NUM
fumecheng-13266	228	11	,	,	PUNCT
fumecheng-13266	228	12	with	with	ADP
fumecheng-13266	228	13	values	value	NOUN
fumecheng-13266	228	14	closer	close	ADV
fumecheng-13266	228	15	to	to	ADP
fumecheng-13266	228	16	1	1	NUM
fumecheng-13266	228	17	indicating	indicate	VERB
fumecheng-13266	228	18	more	more	ADV
fumecheng-13266	228	19	accurate	accurate	ADJ
fumecheng-13266	228	20	predictions	prediction	NOUN
fumecheng-13266	228	21	.	.	PUNCT
fumecheng-13266	229	1	in	in	ADP
fumecheng-13266	229	2	contact	contact	NOUN
fumecheng-13266	229	3	problems	problem	NOUN
fumecheng-13266	229	4	,	,	PUNCT
fumecheng-13266	229	5	the	the	DET
fumecheng-13266	229	6	jaccard	jaccard	ADJ
fumecheng-13266	229	7	index	index	NOUN
fumecheng-13266	229	8	intuitively	intuitively	ADV
fumecheng-13266	229	9	reflects	reflect	VERB
fumecheng-13266	229	10	the	the	DET
fumecheng-13266	229	11	overlap	overlap	NOUN
fumecheng-13266	229	12	between	between	ADP
fumecheng-13266	229	13	predicted	predict	VERB
fumecheng-13266	229	14	and	and	CCONJ
fumecheng-13266	229	15	actual	actual	ADJ
fumecheng-13266	229	16	contact	contact	NOUN
fumecheng-13266	229	17	areas	area	NOUN
fumecheng-13266	229	18	,	,	PUNCT
fumecheng-13266	229	19	making	make	VERB
fumecheng-13266	229	20	it	it	PRON
fumecheng-13266	229	21	particularly	particularly	ADV
fumecheng-13266	229	22	useful	useful	ADJ
fumecheng-13266	229	23	for	for	ADP
fumecheng-13266	229	24	evaluating	evaluate	VERB
fumecheng-13266	229	25	the	the	DET
fumecheng-13266	229	26	accuracy	accuracy	NOUN
fumecheng-13266	229	27	of	of	ADP
fumecheng-13266	229	28	contact	contact	NOUN
fumecheng-13266	229	29	boundaries	boundary	NOUN
fumecheng-13266	229	30	.	.	PUNCT
fumecheng-13266	230	1	the	the	DET
fumecheng-13266	230	2	dice	dice	NOUN
fumecheng-13266	230	3	coefficient	coefficient	NOUN
fumecheng-13266	230	4	measures	measure	VERB
fumecheng-13266	230	5	the	the	DET
fumecheng-13266	230	6	overlap	overlap	NOUN
fumecheng-13266	230	7	between	between	ADP
fumecheng-13266	230	8	the	the	DET
fumecheng-13266	230	9	predicted	predict	VERB
fumecheng-13266	230	10	and	and	CCONJ
fumecheng-13266	230	11	actual	actual	ADJ
fumecheng-13266	230	12	areas	area	NOUN
fumecheng-13266	230	13	as	as	SCONJ
fumecheng-13266	230	14	defined	define	VERB
fumecheng-13266	230	15	in	in	ADP
fumecheng-13266	230	16	eq	eq	ADP
fumecheng-13266	230	17	.	.	PUNCT
fumecheng-13266	231	1	(	(	PUNCT
fumecheng-13266	231	2	14	14	NUM
fumecheng-13266	231	3	)	)	PUNCT
fumecheng-13266	231	4	.	.	PUNCT
fumecheng-13266	232	1	similar	similar	ADJ
fumecheng-13266	232	2	to	to	ADP
fumecheng-13266	232	3	the	the	DET
fumecheng-13266	232	4	jaccard	jaccard	PROPN
fumecheng-13266	232	5	index	index	NOUN
fumecheng-13266	232	6	,	,	PUNCT
fumecheng-13266	232	7	it	it	PRON
fumecheng-13266	232	8	ranges	range	VERB
fumecheng-13266	232	9	from	from	ADP
fumecheng-13266	232	10	0	0	NUM
fumecheng-13266	232	11	to	to	ADP
fumecheng-13266	232	12	1	1	NUM
fumecheng-13266	232	13	,	,	PUNCT
fumecheng-13266	232	14	with	with	ADP
fumecheng-13266	232	15	values	value	NOUN
fumecheng-13266	232	16	closer	close	ADV
fumecheng-13266	232	17	to	to	ADP
fumecheng-13266	232	18	1	1	NUM
fumecheng-13266	232	19	indicating	indicate	VERB
fumecheng-13266	232	20	more	more	ADV
fumecheng-13266	232	21	accurate	accurate	ADJ
fumecheng-13266	232	22	predictions	prediction	NOUN
fumecheng-13266	232	23	.	.	PUNCT
fumecheng-13266	233	1	in	in	ADP
fumecheng-13266	233	2	contact	contact	NOUN
fumecheng-13266	233	3	problems	problem	NOUN
fumecheng-13266	233	4	,	,	PUNCT
fumecheng-13266	233	5	the	the	DET
fumecheng-13266	233	6	dice	dice	NOUN
fumecheng-13266	233	7	coefficient	coefficient	NOUN
fumecheng-13266	233	8	can	can	AUX
fumecheng-13266	233	9	be	be	AUX
fumecheng-13266	233	10	more	more	ADV
fumecheng-13266	233	11	sensitive	sensitive	ADJ
fumecheng-13266	233	12	than	than	ADP
fumecheng-13266	233	13	the	the	DET
fumecheng-13266	233	14	jaccard	jaccard	ADJ
fumecheng-13266	233	15	index	index	NOUN
fumecheng-13266	233	16	in	in	ADP
fumecheng-13266	233	17	predicting	predict	VERB
fumecheng-13266	233	18	small	small	ADJ
fumecheng-13266	233	19	contact	contact	NOUN
fumecheng-13266	233	20	areas	area	NOUN
fumecheng-13266	233	21	,	,	PUNCT
fumecheng-13266	233	22	making	make	VERB
fumecheng-13266	233	23	it	it	PRON
fumecheng-13266	233	24	useful	useful	ADJ
fumecheng-13266	233	25	for	for	ADP
fumecheng-13266	233	26	evaluating	evaluate	VERB
fumecheng-13266	233	27	finer	fine	ADJ
fumecheng-13266	233	28	contact	contact	NOUN
fumecheng-13266	233	29	patterns	pattern	NOUN
fumecheng-13266	233	30	.	.	PUNCT
fumecheng-13266	234	1	the	the	DET
fumecheng-13266	234	2	bf	bf	NOUN
fumecheng-13266	234	3	score	score	NOUN
fumecheng-13266	234	4	evaluates	evaluate	VERB
fumecheng-13266	234	5	the	the	DET
fumecheng-13266	234	6	accuracy	accuracy	NOUN
fumecheng-13266	234	7	of	of	ADP
fumecheng-13266	234	8	the	the	DET
fumecheng-13266	234	9	boundary	boundary	ADJ
fumecheng-13266	234	10	region	region	NOUN
fumecheng-13266	234	11	and	and	CCONJ
fumecheng-13266	234	12	is	be	AUX
fumecheng-13266	234	13	calculated	calculate	VERB
fumecheng-13266	234	14	as	as	ADP
fumecheng-13266	234	15	the	the	DET
fumecheng-13266	234	16	harmonic	harmonic	ADJ
fumecheng-13266	234	17	mean	mean	NOUN
fumecheng-13266	234	18	of	of	ADP
fumecheng-13266	234	19	precision	precision	NOUN
fumecheng-13266	234	20	and	and	CCONJ
fumecheng-13266	234	21	recall	recall	NOUN
fumecheng-13266	234	22	:	:	PUNCT
fumecheng-13266	234	23	bf	bf	NOUN
fumecheng-13266	234	24	score	score	NOUN
fumecheng-13266	234	25	≡	≡	PROPN
fumecheng-13266	234	26	2∗precision∗recall	2∗precision∗recall	PROPN
fumecheng-13266	234	27	precision+recall	precision+recall	PROPN
fumecheng-13266	234	28	,	,	PUNCT
fumecheng-13266	234	29	(	(	PUNCT
fumecheng-13266	234	30	19	19	NUM
fumecheng-13266	234	31	)	)	PUNCT
fumecheng-13266	234	32	where	where	SCONJ
fumecheng-13266	234	33	precision	precision	NOUN
fumecheng-13266	234	34	and	and	CCONJ
fumecheng-13266	234	35	recall	recall	NOUN
fumecheng-13266	234	36	are	be	AUX
fumecheng-13266	234	37	defined	define	VERB
fumecheng-13266	234	38	as	as	SCONJ
fumecheng-13266	234	39	follows	follow	VERB
fumecheng-13266	234	40	:	:	PUNCT
fumecheng-13266	234	41	precision	precision	NOUN
fumecheng-13266	234	42	=	=	PUNCT
fumecheng-13266	234	43	tp	tp	NOUN
fumecheng-13266	234	44	tp	tp	ADP
fumecheng-13266	234	45	+	+	CCONJ
fumecheng-13266	234	46	fp	fp	INTJ
fumecheng-13266	234	47	.	.	PUNCT
fumecheng-13266	235	1	(	(	PUNCT
fumecheng-13266	235	2	20	20	NUM
fumecheng-13266	235	3	)	)	PUNCT
fumecheng-13266	235	4	this	this	DET
fumecheng-13266	235	5	value	value	NOUN
fumecheng-13266	235	6	represents	represent	VERB
fumecheng-13266	235	7	the	the	DET
fumecheng-13266	235	8	proportion	proportion	NOUN
fumecheng-13266	235	9	of	of	ADP
fumecheng-13266	235	10	pixels	pixel	NOUN
fumecheng-13266	235	11	predicted	predict	VERB
fumecheng-13266	235	12	as	as	ADP
fumecheng-13266	235	13	contact	contact	NOUN
fumecheng-13266	235	14	areas	area	NOUN
fumecheng-13266	235	15	that	that	PRON
fumecheng-13266	235	16	are	be	AUX
fumecheng-13266	235	17	actually	actually	ADV
fumecheng-13266	235	18	in	in	ADP
fumecheng-13266	235	19	contact	contact	NOUN
fumecheng-13266	235	20	.	.	PUNCT
fumecheng-13266	236	1	additionally	additionally	ADV
fumecheng-13266	236	2	,	,	PUNCT
fumecheng-13266	236	3	recall	recall	NOUN
fumecheng-13266	236	4	=	=	VERB
fumecheng-13266	236	5	tp	tp	NOUN
fumecheng-13266	236	6	tp	tp	NOUN
fumecheng-13266	236	7	+	+	CCONJ
fumecheng-13266	236	8	fn	fn	INTJ
fumecheng-13266	236	9	.	.	PUNCT
fumecheng-13266	237	1	(	(	PUNCT
fumecheng-13266	237	2	21	21	NUM
fumecheng-13266	237	3	)	)	PUNCT
fumecheng-13266	237	4	768	768	NUM
fumecheng-13266	237	5	i.	i.	PROPN
fumecheng-13266	237	6	jang	jang	PROPN
fumecheng-13266	237	7	,	,	PUNCT
fumecheng-13266	237	8	y.h	y.h	PROPN
fumecheng-13266	237	9	.	.	PROPN
fumecheng-13266	237	10	jang	jang	PROPN
fumecheng-13266	237	11	this	this	DET
fumecheng-13266	237	12	value	value	NOUN
fumecheng-13266	237	13	represents	represent	VERB
fumecheng-13266	237	14	the	the	DET
fumecheng-13266	237	15	proportion	proportion	NOUN
fumecheng-13266	237	16	of	of	ADP
fumecheng-13266	237	17	actual	actual	ADJ
fumecheng-13266	237	18	contact	contact	NOUN
fumecheng-13266	237	19	area	area	NOUN
fumecheng-13266	237	20	pixels	pixel	NOUN
fumecheng-13266	237	21	that	that	PRON
fumecheng-13266	237	22	the	the	DET
fumecheng-13266	237	23	model	model	NOUN
fumecheng-13266	237	24	correctly	correctly	ADV
fumecheng-13266	237	25	predicted	predict	VERB
fumecheng-13266	237	26	as	as	ADP
fumecheng-13266	237	27	contact	contact	NOUN
fumecheng-13266	237	28	areas	area	NOUN
fumecheng-13266	237	29	.	.	PUNCT
fumecheng-13266	238	1	the	the	DET
fumecheng-13266	238	2	physical	physical	ADJ
fumecheng-13266	238	3	meaning	meaning	NOUN
fumecheng-13266	238	4	of	of	ADP
fumecheng-13266	238	5	the	the	DET
fumecheng-13266	238	6	bf	bf	NOUN
fumecheng-13266	238	7	score	score	NOUN
fumecheng-13266	238	8	indicates	indicate	VERB
fumecheng-13266	238	9	the	the	DET
fumecheng-13266	238	10	accuracy	accuracy	NOUN
fumecheng-13266	238	11	with	with	ADP
fumecheng-13266	238	12	which	which	PRON
fumecheng-13266	238	13	the	the	DET
fumecheng-13266	238	14	model	model	NOUN
fumecheng-13266	238	15	predicts	predict	VERB
fumecheng-13266	238	16	the	the	DET
fumecheng-13266	238	17	contact	contact	NOUN
fumecheng-13266	238	18	area	area	NOUN
fumecheng-13266	238	19	boundary	boundary	ADJ
fumecheng-13266	238	20	.	.	PUNCT
fumecheng-13266	239	1	this	this	PRON
fumecheng-13266	239	2	is	be	AUX
fumecheng-13266	239	3	particularly	particularly	ADV
fumecheng-13266	239	4	useful	useful	ADJ
fumecheng-13266	239	5	in	in	ADP
fumecheng-13266	239	6	problems	problem	NOUN
fumecheng-13266	239	7	in	in	ADP
fumecheng-13266	239	8	which	which	PRON
fumecheng-13266	239	9	the	the	DET
fumecheng-13266	239	10	shape	shape	NOUN
fumecheng-13266	239	11	,	,	PUNCT
fumecheng-13266	239	12	such	such	ADJ
fumecheng-13266	239	13	as	as	ADP
fumecheng-13266	239	14	the	the	DET
fumecheng-13266	239	15	contact	contact	NOUN
fumecheng-13266	239	16	area	area	NOUN
fumecheng-13266	239	17	,	,	PUNCT
fumecheng-13266	239	18	is	be	AUX
fumecheng-13266	239	19	important	important	ADJ
fumecheng-13266	239	20	.	.	PUNCT
fumecheng-13266	240	1	a	a	DET
fumecheng-13266	240	2	higher	high	ADJ
fumecheng-13266	240	3	bf	bf	NOUN
fumecheng-13266	240	4	score	score	NOUN
fumecheng-13266	240	5	indicates	indicate	VERB
fumecheng-13266	240	6	that	that	SCONJ
fumecheng-13266	240	7	the	the	DET
fumecheng-13266	240	8	model	model	NOUN
fumecheng-13266	240	9	accurately	accurately	ADV
fumecheng-13266	240	10	predicted	predict	VERB
fumecheng-13266	240	11	the	the	DET
fumecheng-13266	240	12	boundary	boundary	NOUN
fumecheng-13266	240	13	of	of	ADP
fumecheng-13266	240	14	the	the	DET
fumecheng-13266	240	15	contact	contact	NOUN
fumecheng-13266	240	16	area	area	NOUN
fumecheng-13266	240	17	.	.	PUNCT
fumecheng-13266	241	1	these	these	DET
fumecheng-13266	241	2	evaluation	evaluation	NOUN
fumecheng-13266	241	3	metrics	metric	NOUN
fumecheng-13266	241	4	can	can	AUX
fumecheng-13266	241	5	be	be	AUX
fumecheng-13266	241	6	used	use	VERB
fumecheng-13266	241	7	as	as	ADP
fumecheng-13266	241	8	loss	loss	NOUN
fumecheng-13266	241	9	functions	function	NOUN
fumecheng-13266	241	10	during	during	ADP
fumecheng-13266	241	11	the	the	DET
fumecheng-13266	241	12	model	model	NOUN
fumecheng-13266	241	13	training	training	NOUN
fumecheng-13266	241	14	process	process	NOUN
fumecheng-13266	241	15	or	or	CCONJ
fumecheng-13266	241	16	to	to	PART
fumecheng-13266	241	17	assess	assess	VERB
fumecheng-13266	241	18	the	the	DET
fumecheng-13266	241	19	performance	performance	NOUN
fumecheng-13266	241	20	of	of	ADP
fumecheng-13266	241	21	the	the	DET
fumecheng-13266	241	22	model	model	NOUN
fumecheng-13266	241	23	during	during	ADP
fumecheng-13266	241	24	the	the	DET
fumecheng-13266	241	25	validation	validation	NOUN
fumecheng-13266	241	26	and	and	CCONJ
fumecheng-13266	241	27	testing	testing	NOUN
fumecheng-13266	241	28	stages	stage	NOUN
fumecheng-13266	241	29	.	.	PUNCT
fumecheng-13266	242	1	because	because	SCONJ
fumecheng-13266	242	2	the	the	DET
fumecheng-13266	242	3	importance	importance	NOUN
fumecheng-13266	242	4	of	of	ADP
fumecheng-13266	242	5	each	each	DET
fumecheng-13266	242	6	metric	metric	NOUN
fumecheng-13266	242	7	may	may	AUX
fumecheng-13266	242	8	vary	vary	VERB
fumecheng-13266	242	9	depending	depend	VERB
fumecheng-13266	242	10	on	on	ADP
fumecheng-13266	242	11	the	the	DET
fumecheng-13266	242	12	nature	nature	NOUN
fumecheng-13266	242	13	of	of	ADP
fumecheng-13266	242	14	the	the	DET
fumecheng-13266	242	15	problem	problem	NOUN
fumecheng-13266	242	16	,	,	PUNCT
fumecheng-13266	242	17	it	it	PRON
fumecheng-13266	242	18	is	be	AUX
fumecheng-13266	242	19	important	important	ADJ
fumecheng-13266	242	20	to	to	PART
fumecheng-13266	242	21	select	select	VERB
fumecheng-13266	242	22	appropriate	appropriate	ADJ
fumecheng-13266	242	23	metrics	metric	NOUN
fumecheng-13266	242	24	or	or	CCONJ
fumecheng-13266	242	25	consider	consider	VERB
fumecheng-13266	242	26	multiple	multiple	ADJ
fumecheng-13266	242	27	metrics	metric	NOUN
fumecheng-13266	242	28	comprehensively	comprehensively	ADV
fumecheng-13266	242	29	,	,	PUNCT
fumecheng-13266	242	30	considering	consider	VERB
fumecheng-13266	242	31	the	the	DET
fumecheng-13266	242	32	specific	specific	ADJ
fumecheng-13266	242	33	characteristics	characteristic	NOUN
fumecheng-13266	242	34	of	of	ADP
fumecheng-13266	242	35	the	the	DET
fumecheng-13266	242	36	problem	problem	NOUN
fumecheng-13266	242	37	.	.	PUNCT
fumecheng-13266	243	1	2.6	2.6	NUM
fumecheng-13266	243	2	.	.	PUNCT
fumecheng-13266	243	3	training	train	VERB
fumecheng-13266	243	4	the	the	DET
fumecheng-13266	243	5	neural	neural	ADJ
fumecheng-13266	243	6	network	network	NOUN
fumecheng-13266	243	7	model	model	NOUN
fumecheng-13266	243	8	in	in	ADP
fumecheng-13266	243	9	this	this	DET
fumecheng-13266	243	10	study	study	NOUN
fumecheng-13266	243	11	,	,	PUNCT
fumecheng-13266	243	12	a	a	DET
fumecheng-13266	243	13	visualization	visualization	NOUN
fumecheng-13266	243	14	process	process	NOUN
fumecheng-13266	243	15	suitable	suitable	ADJ
fumecheng-13266	243	16	for	for	ADP
fumecheng-13266	243	17	contact	contact	NOUN
fumecheng-13266	243	18	mechanics	mechanic	NOUN
fumecheng-13266	243	19	was	be	AUX
fumecheng-13266	243	20	conducted	conduct	VERB
fumecheng-13266	243	21	to	to	PART
fumecheng-13266	243	22	utilize	utilize	VERB
fumecheng-13266	243	23	the	the	DET
fumecheng-13266	243	24	fractal	fractal	ADJ
fumecheng-13266	243	25	surfaces	surface	NOUN
fumecheng-13266	243	26	generated	generate	VERB
fumecheng-13266	243	27	by	by	ADP
fumecheng-13266	243	28	the	the	DET
fumecheng-13266	243	29	rmd	rmd	PROPN
fumecheng-13266	243	30	method	method	NOUN
fumecheng-13266	243	31	and	and	CCONJ
fumecheng-13266	243	32	the	the	DET
fumecheng-13266	243	33	contact	contact	NOUN
fumecheng-13266	243	34	area	area	NOUN
fumecheng-13266	243	35	data	datum	NOUN
fumecheng-13266	243	36	calculated	calculate	VERB
fumecheng-13266	243	37	by	by	ADP
fumecheng-13266	243	38	the	the	DET
fumecheng-13266	243	39	mlms	mlm	NOUN
fumecheng-13266	243	40	method	method	VERB
fumecheng-13266	243	41	to	to	PART
fumecheng-13266	243	42	train	train	VERB
fumecheng-13266	243	43	the	the	DET
fumecheng-13266	243	44	deep	deep	ADJ
fumecheng-13266	243	45	learning	learning	NOUN
fumecheng-13266	243	46	model	model	NOUN
fumecheng-13266	243	47	.	.	PUNCT
fumecheng-13266	244	1	the	the	DET
fumecheng-13266	244	2	complex	complex	ADJ
fumecheng-13266	244	3	geometry	geometry	NOUN
fumecheng-13266	244	4	of	of	ADP
fumecheng-13266	244	5	the	the	DET
fumecheng-13266	244	6	rough	rough	ADJ
fumecheng-13266	244	7	surfaces	surface	NOUN
fumecheng-13266	244	8	and	and	CCONJ
fumecheng-13266	244	9	the	the	DET
fumecheng-13266	244	10	resulting	result	VERB
fumecheng-13266	244	11	contact	contact	NOUN
fumecheng-13266	244	12	area	area	NOUN
fumecheng-13266	244	13	distribution	distribution	NOUN
fumecheng-13266	244	14	possess	possess	VERB
fumecheng-13266	244	15	inherent	inherent	ADJ
fumecheng-13266	244	16	statistical	statistical	ADJ
fumecheng-13266	244	17	characteristics	characteristic	NOUN
fumecheng-13266	244	18	,	,	PUNCT
fumecheng-13266	244	19	and	and	CCONJ
fumecheng-13266	244	20	to	to	PART
fumecheng-13266	244	21	effectively	effectively	ADV
fumecheng-13266	244	22	train	train	VERB
fumecheng-13266	244	23	the	the	DET
fumecheng-13266	244	24	model	model	NOUN
fumecheng-13266	244	25	,	,	PUNCT
fumecheng-13266	244	26	it	it	PRON
fumecheng-13266	244	27	is	be	AUX
fumecheng-13266	244	28	necessary	necessary	ADJ
fumecheng-13266	244	29	to	to	PART
fumecheng-13266	244	30	visually	visually	ADV
fumecheng-13266	244	31	represent	represent	VERB
fumecheng-13266	244	32	these	these	DET
fumecheng-13266	244	33	characteristics	characteristic	NOUN
fumecheng-13266	244	34	in	in	ADP
fumecheng-13266	244	35	the	the	DET
fumecheng-13266	244	36	data	datum	NOUN
fumecheng-13266	244	37	.	.	PUNCT
fumecheng-13266	245	1	the	the	DET
fumecheng-13266	245	2	process	process	NOUN
fumecheng-13266	245	3	of	of	ADP
fumecheng-13266	245	4	visualizing	visualize	VERB
fumecheng-13266	245	5	rough	rough	ADJ
fumecheng-13266	245	6	surface	surface	NOUN
fumecheng-13266	245	7	height	height	NOUN
fumecheng-13266	245	8	information	information	NOUN
fumecheng-13266	245	9	and	and	CCONJ
fumecheng-13266	245	10	contact	contact	NOUN
fumecheng-13266	245	11	area	area	NOUN
fumecheng-13266	245	12	distribution	distribution	NOUN
fumecheng-13266	245	13	data	datum	NOUN
fumecheng-13266	245	14	was	be	AUX
fumecheng-13266	245	15	designed	design	VERB
fumecheng-13266	245	16	to	to	PART
fumecheng-13266	245	17	preserve	preserve	VERB
fumecheng-13266	245	18	the	the	DET
fumecheng-13266	245	19	precision	precision	NOUN
fumecheng-13266	245	20	of	of	ADP
fumecheng-13266	245	21	the	the	DET
fumecheng-13266	245	22	numerical	numerical	ADJ
fumecheng-13266	245	23	data	data	PROPN
fumecheng-13266	245	24	while	while	SCONJ
fumecheng-13266	245	25	reflecting	reflect	VERB
fumecheng-13266	245	26	the	the	DET
fumecheng-13266	245	27	characteristics	characteristic	NOUN
fumecheng-13266	245	28	of	of	ADP
fumecheng-13266	245	29	contact	contact	NOUN
fumecheng-13266	245	30	mechanics	mechanic	NOUN
fumecheng-13266	245	31	.	.	PUNCT
fumecheng-13266	246	1	initially	initially	ADV
fumecheng-13266	246	2	,	,	PUNCT
fumecheng-13266	246	3	the	the	DET
fumecheng-13266	246	4	data	datum	NOUN
fumecheng-13266	246	5	were	be	AUX
fumecheng-13266	246	6	stored	store	VERB
fumecheng-13266	246	7	in	in	ADP
fumecheng-13266	246	8	a	a	DET
fumecheng-13266	246	9	tagged	tag	VERB
fumecheng-13266	246	10	image	image	NOUN
fumecheng-13266	246	11	file	file	NOUN
fumecheng-13266	246	12	format	format	NOUN
fumecheng-13266	246	13	(	(	PUNCT
fumecheng-13266	246	14	tiff	tiff	NOUN
fumecheng-13266	246	15	)	)	PUNCT
fumecheng-13266	246	16	;	;	PUNCT
fumecheng-13266	246	17	however	however	ADV
fumecheng-13266	246	18	,	,	PUNCT
fumecheng-13266	246	19	to	to	PART
fumecheng-13266	246	20	reduce	reduce	VERB
fumecheng-13266	246	21	video	video	NOUN
fumecheng-13266	246	22	memory	memory	NOUN
fumecheng-13266	246	23	usage	usage	NOUN
fumecheng-13266	246	24	and	and	CCONJ
fumecheng-13266	246	25	image	image	NOUN
fumecheng-13266	246	26	file	file	NOUN
fumecheng-13266	246	27	size	size	NOUN
fumecheng-13266	246	28	when	when	SCONJ
fumecheng-13266	246	29	representing	represent	VERB
fumecheng-13266	246	30	the	the	DET
fumecheng-13266	246	31	fine	fine	ADJ
fumecheng-13266	246	32	structure	structure	NOUN
fumecheng-13266	246	33	of	of	ADP
fumecheng-13266	246	34	the	the	DET
fumecheng-13266	246	35	fractal	fractal	ADJ
fumecheng-13266	246	36	surfaces	surface	NOUN
fumecheng-13266	246	37	,	,	PUNCT
fumecheng-13266	246	38	the	the	DET
fumecheng-13266	246	39	portable	portable	ADJ
fumecheng-13266	246	40	network	network	NOUN
fumecheng-13266	246	41	graphics	graphic	NOUN
fumecheng-13266	246	42	(	(	PUNCT
fumecheng-13266	246	43	png	png	NOUN
fumecheng-13266	246	44	)	)	PUNCT
fumecheng-13266	246	45	format	format	NOUN
fumecheng-13266	246	46	was	be	AUX
fumecheng-13266	246	47	ultimately	ultimately	ADV
fumecheng-13266	246	48	adopted	adopt	VERB
fumecheng-13266	246	49	.	.	PUNCT
fumecheng-13266	247	1	png	png	PROPN
fumecheng-13266	247	2	provides	provide	VERB
fumecheng-13266	247	3	lossless	lossless	NOUN
fumecheng-13266	247	4	compression	compression	NOUN
fumecheng-13266	247	5	and	and	CCONJ
fumecheng-13266	247	6	supports	support	VERB
fumecheng-13266	247	7	a	a	DET
fumecheng-13266	247	8	16	16	NUM
fumecheng-13266	247	9	-	-	PUNCT
fumecheng-13266	247	10	bit	bit	NOUN
fumecheng-13266	247	11	channel	channel	NOUN
fumecheng-13266	247	12	depth	depth	NOUN
fumecheng-13266	247	13	,	,	PUNCT
fumecheng-13266	247	14	allowing	allow	VERB
fumecheng-13266	247	15	precise	precise	ADJ
fumecheng-13266	247	16	representation	representation	NOUN
fumecheng-13266	247	17	of	of	ADP
fumecheng-13266	247	18	the	the	DET
fumecheng-13266	247	19	fine	fine	ADJ
fumecheng-13266	247	20	surface	surface	NOUN
fumecheng-13266	247	21	geometry	geometry	NOUN
fumecheng-13266	247	22	without	without	ADP
fumecheng-13266	247	23	loss	loss	NOUN
fumecheng-13266	247	24	of	of	ADP
fumecheng-13266	247	25	detail	detail	NOUN
fumecheng-13266	247	26	.	.	PUNCT
fumecheng-13266	248	1	the	the	DET
fumecheng-13266	248	2	following	follow	VERB
fumecheng-13266	248	3	steps	step	NOUN
fumecheng-13266	248	4	were	be	AUX
fumecheng-13266	248	5	performed	perform	VERB
fumecheng-13266	248	6	to	to	PART
fumecheng-13266	248	7	convert	convert	VERB
fumecheng-13266	248	8	the	the	DET
fumecheng-13266	248	9	surface	surface	NOUN
fumecheng-13266	248	10	height	height	NOUN
fumecheng-13266	248	11	information	information	NOUN
fumecheng-13266	248	12	into	into	ADP
fumecheng-13266	248	13	images	image	NOUN
fumecheng-13266	248	14	.	.	PUNCT
fumecheng-13266	249	1	first	first	ADV
fumecheng-13266	249	2	,	,	PUNCT
fumecheng-13266	249	3	the	the	DET
fumecheng-13266	249	4	fractal	fractal	ADJ
fumecheng-13266	249	5	surface	surface	NOUN
fumecheng-13266	249	6	data	datum	NOUN
fumecheng-13266	249	7	were	be	AUX
fumecheng-13266	249	8	normalized	normalize	VERB
fumecheng-13266	249	9	to	to	ADP
fumecheng-13266	249	10	the	the	DET
fumecheng-13266	249	11	range	range	NOUN
fumecheng-13266	249	12	[	[	X
fumecheng-13266	249	13	0	0	NUM
fumecheng-13266	249	14	,	,	PUNCT
fumecheng-13266	249	15	1	1	NUM
fumecheng-13266	249	16	]	]	PUNCT
fumecheng-13266	249	17	based	base	VERB
fumecheng-13266	249	18	on	on	ADP
fumecheng-13266	249	19	the	the	DET
fumecheng-13266	249	20	minimum	minimum	ADJ
fumecheng-13266	249	21	and	and	CCONJ
fumecheng-13266	249	22	maximum	maximum	ADJ
fumecheng-13266	249	23	heights	height	NOUN
fumecheng-13266	249	24	.	.	PUNCT
fumecheng-13266	250	1	this	this	DET
fumecheng-13266	250	2	normalization	normalization	NOUN
fumecheng-13266	250	3	ensures	ensure	VERB
fumecheng-13266	250	4	that	that	SCONJ
fumecheng-13266	250	5	the	the	DET
fumecheng-13266	250	6	statistical	statistical	ADJ
fumecheng-13266	250	7	characteristics	characteristic	NOUN
fumecheng-13266	250	8	of	of	ADP
fumecheng-13266	250	9	height	height	NOUN
fumecheng-13266	250	10	variation	variation	NOUN
fumecheng-13266	250	11	,	,	PUNCT
fumecheng-13266	250	12	which	which	PRON
fumecheng-13266	250	13	are	be	AUX
fumecheng-13266	250	14	crucial	crucial	ADJ
fumecheng-13266	250	15	in	in	ADP
fumecheng-13266	250	16	contact	contact	NOUN
fumecheng-13266	250	17	mechanics	mechanic	NOUN
fumecheng-13266	250	18	research	research	NOUN
fumecheng-13266	250	19	,	,	PUNCT
fumecheng-13266	250	20	are	be	AUX
fumecheng-13266	250	21	maintained	maintain	VERB
fumecheng-13266	250	22	while	while	SCONJ
fumecheng-13266	250	23	enabling	enable	VERB
fumecheng-13266	250	24	a	a	DET
fumecheng-13266	250	25	consistent	consistent	ADJ
fumecheng-13266	250	26	comparison	comparison	NOUN
fumecheng-13266	250	27	of	of	ADP
fumecheng-13266	250	28	all	all	DET
fumecheng-13266	250	29	data	datum	NOUN
fumecheng-13266	250	30	points	point	NOUN
fumecheng-13266	250	31	.	.	PUNCT
fumecheng-13266	251	1	the	the	DET
fumecheng-13266	251	2	normalized	normalize	VERB
fumecheng-13266	251	3	values	value	NOUN
fumecheng-13266	251	4	were	be	AUX
fumecheng-13266	251	5	then	then	ADV
fumecheng-13266	251	6	converted	convert	VERB
fumecheng-13266	251	7	to	to	ADP
fumecheng-13266	251	8	the	the	DET
fumecheng-13266	251	9	16bit	16bit	NOUN
fumecheng-13266	251	10	integer	integer	NOUN
fumecheng-13266	251	11	range	range	NOUN
fumecheng-13266	251	12	[	[	X
fumecheng-13266	251	13	0	0	NUM
fumecheng-13266	251	14	,	,	PUNCT
fumecheng-13266	251	15	65535	65535	NUM
fumecheng-13266	251	16	]	]	PUNCT
fumecheng-13266	251	17	.	.	PUNCT
fumecheng-13266	252	1	the	the	DET
fumecheng-13266	252	2	reason	reason	NOUN
fumecheng-13266	252	3	for	for	ADP
fumecheng-13266	252	4	selecting	select	VERB
fumecheng-13266	252	5	16	16	NUM
fumecheng-13266	252	6	-	-	PUNCT
fumecheng-13266	252	7	bit	bit	NOUN
fumecheng-13266	252	8	depth	depth	NOUN
fumecheng-13266	252	9	was	be	AUX
fumecheng-13266	252	10	to	to	PART
fumecheng-13266	252	11	accurately	accurately	ADV
fumecheng-13266	252	12	capture	capture	VERB
fumecheng-13266	252	13	the	the	DET
fumecheng-13266	252	14	complex	complex	ADJ
fumecheng-13266	252	15	fine	fine	ADJ
fumecheng-13266	252	16	structure	structure	NOUN
fumecheng-13266	252	17	of	of	ADP
fumecheng-13266	252	18	the	the	DET
fumecheng-13266	252	19	fractal	fractal	ADJ
fumecheng-13266	252	20	surface	surface	NOUN
fumecheng-13266	252	21	and	and	CCONJ
fumecheng-13266	252	22	the	the	DET
fumecheng-13266	252	23	corresponding	corresponding	ADJ
fumecheng-13266	252	24	contact	contact	NOUN
fumecheng-13266	252	25	mechanism	mechanism	NOUN
fumecheng-13266	252	26	.	.	PUNCT
fumecheng-13266	253	1	the	the	DET
fumecheng-13266	253	2	converted	converted	ADJ
fumecheng-13266	253	3	data	datum	NOUN
fumecheng-13266	253	4	were	be	AUX
fumecheng-13266	253	5	generated	generate	VERB
fumecheng-13266	253	6	as	as	ADP
fumecheng-13266	253	7	16	16	NUM
fumecheng-13266	253	8	-	-	PUNCT
fumecheng-13266	253	9	bit	bit	NOUN
fumecheng-13266	253	10	grayscale	grayscale	NOUN
fumecheng-13266	253	11	images	image	NOUN
fumecheng-13266	253	12	and	and	CCONJ
fumecheng-13266	253	13	stored	store	VERB
fumecheng-13266	253	14	in	in	ADP
fumecheng-13266	253	15	png	png	NOUN
fumecheng-13266	253	16	format	format	NOUN
fumecheng-13266	253	17	.	.	PUNCT
fumecheng-13266	254	1	the	the	DET
fumecheng-13266	254	2	lossless	lossless	ADJ
fumecheng-13266	254	3	compression	compression	NOUN
fumecheng-13266	254	4	of	of	ADP
fumecheng-13266	254	5	the	the	DET
fumecheng-13266	254	6	png	png	NOUN
fumecheng-13266	254	7	format	format	NOUN
fumecheng-13266	254	8	was	be	AUX
fumecheng-13266	254	9	used	use	VERB
fumecheng-13266	254	10	to	to	PART
fumecheng-13266	254	11	optimize	optimize	VERB
fumecheng-13266	254	12	the	the	DET
fumecheng-13266	254	13	balance	balance	NOUN
fumecheng-13266	254	14	between	between	ADP
fumecheng-13266	254	15	file	file	NOUN
fumecheng-13266	254	16	size	size	NOUN
fumecheng-13266	254	17	and	and	CCONJ
fumecheng-13266	254	18	precision	precision	NOUN
fumecheng-13266	254	19	.	.	PUNCT
fumecheng-13266	255	1	the	the	DET
fumecheng-13266	255	2	contact	contact	NOUN
fumecheng-13266	255	3	area	area	NOUN
fumecheng-13266	255	4	distribution	distribution	NOUN
fumecheng-13266	255	5	data	datum	NOUN
fumecheng-13266	255	6	were	be	AUX
fumecheng-13266	255	7	converted	convert	VERB
fumecheng-13266	255	8	into	into	ADP
fumecheng-13266	255	9	a	a	DET
fumecheng-13266	255	10	binary	binary	ADJ
fumecheng-13266	255	11	mask	mask	NOUN
fumecheng-13266	255	12	based	base	VERB
fumecheng-13266	255	13	on	on	ADP
fumecheng-13266	255	14	the	the	DET
fumecheng-13266	255	15	results	result	NOUN
fumecheng-13266	255	16	calculated	calculate	VERB
fumecheng-13266	255	17	using	use	VERB
fumecheng-13266	255	18	the	the	DET
fumecheng-13266	255	19	mlms	mlm	NOUN
fumecheng-13266	255	20	method	method	VERB
fumecheng-13266	255	21	.	.	PUNCT
fumecheng-13266	256	1	the	the	DET
fumecheng-13266	256	2	locations	location	NOUN
fumecheng-13266	256	3	where	where	SCONJ
fumecheng-13266	256	4	the	the	DET
fumecheng-13266	256	5	contact	contact	NOUN
fumecheng-13266	256	6	pressure	pressure	NOUN
fumecheng-13266	256	7	was	be	AUX
fumecheng-13266	256	8	greater	great	ADJ
fumecheng-13266	256	9	than	than	ADP
fumecheng-13266	256	10	zero	zero	NUM
fumecheng-13266	256	11	were	be	AUX
fumecheng-13266	256	12	defined	define	VERB
fumecheng-13266	256	13	as	as	ADP
fumecheng-13266	256	14	contact	contact	NOUN
fumecheng-13266	256	15	regions	region	NOUN
fumecheng-13266	256	16	,	,	PUNCT
fumecheng-13266	256	17	whereas	whereas	SCONJ
fumecheng-13266	256	18	the	the	DET
fumecheng-13266	256	19	other	other	ADJ
fumecheng-13266	256	20	locations	location	NOUN
fumecheng-13266	256	21	were	be	AUX
fumecheng-13266	256	22	defined	define	VERB
fumecheng-13266	256	23	as	as	ADP
fumecheng-13266	256	24	noncontact	noncontact	ADJ
fumecheng-13266	256	25	regions	region	NOUN
fumecheng-13266	256	26	.	.	PUNCT
fumecheng-13266	257	1	this	this	DET
fumecheng-13266	257	2	method	method	NOUN
fumecheng-13266	257	3	precisely	precisely	ADV
fumecheng-13266	257	4	represented	represent	VERB
fumecheng-13266	257	5	the	the	DET
fumecheng-13266	257	6	discrete	discrete	ADJ
fumecheng-13266	257	7	contact	contact	NOUN
fumecheng-13266	257	8	distribution	distribution	NOUN
fumecheng-13266	257	9	observed	observe	VERB
fumecheng-13266	257	10	in	in	ADP
fumecheng-13266	257	11	actual	actual	ADJ
fumecheng-13266	257	12	contact	contact	NOUN
fumecheng-13266	257	13	scenarios	scenario	NOUN
fumecheng-13266	257	14	.	.	PUNCT
fumecheng-13266	258	1	the	the	DET
fumecheng-13266	258	2	binary	binary	PROPN
fumecheng-13266	258	3	mask	mask	NOUN
fumecheng-13266	258	4	was	be	AUX
fumecheng-13266	258	5	saved	save	VERB
fumecheng-13266	258	6	in	in	ADP
fumecheng-13266	258	7	the	the	DET
fumecheng-13266	258	8	png	png	NOUN
fumecheng-13266	258	9	format	format	NOUN
fumecheng-13266	258	10	,	,	PUNCT
fumecheng-13266	258	11	where	where	SCONJ
fumecheng-13266	258	12	a	a	DET
fumecheng-13266	258	13	single	single	ADJ
fumecheng-13266	258	14	-	-	PUNCT
fumecheng-13266	258	15	bit	bit	NOUN
fumecheng-13266	258	16	depth	depth	NOUN
fumecheng-13266	258	17	was	be	AUX
fumecheng-13266	258	18	sufficient	sufficient	ADJ
fumecheng-13266	258	19	to	to	PART
fumecheng-13266	258	20	convey	convey	VERB
fumecheng-13266	258	21	meaningful	meaningful	ADJ
fumecheng-13266	258	22	information	information	NOUN
fumecheng-13266	258	23	.	.	PUNCT
fumecheng-13266	259	1	this	this	DET
fumecheng-13266	259	2	visualization	visualization	NOUN
fumecheng-13266	259	3	process	process	NOUN
fumecheng-13266	259	4	offered	offer	VERB
fumecheng-13266	259	5	several	several	ADJ
fumecheng-13266	259	6	advantages	advantage	NOUN
fumecheng-13266	259	7	.	.	PUNCT
fumecheng-13266	260	1	first	first	ADV
fumecheng-13266	260	2	,	,	PUNCT
fumecheng-13266	260	3	using	use	VERB
fumecheng-13266	260	4	a	a	DET
fumecheng-13266	260	5	16	16	NUM
fumecheng-13266	260	6	-	-	PUNCT
fumecheng-13266	260	7	bit	bit	NOUN
fumecheng-13266	260	8	depth	depth	NOUN
fumecheng-13266	260	9	,	,	PUNCT
fumecheng-13266	260	10	it	it	PRON
fumecheng-13266	260	11	is	be	AUX
fumecheng-13266	260	12	possible	possible	ADJ
fumecheng-13266	260	13	to	to	PART
fumecheng-13266	260	14	maintain	maintain	VERB
fumecheng-13266	260	15	high	high	ADJ
fumecheng-13266	260	16	-	-	PUNCT
fumecheng-13266	260	17	resolution	resolution	NOUN
fumecheng-13266	260	18	details	detail	NOUN
fumecheng-13266	260	19	of	of	ADP
fumecheng-13266	260	20	the	the	DET
fumecheng-13266	260	21	fine	fine	ADJ
fumecheng-13266	260	22	surface	surface	NOUN
fumecheng-13266	260	23	geometry	geometry	NOUN
fumecheng-13266	260	24	.	.	PUNCT
fumecheng-13266	261	1	in	in	ADP
fumecheng-13266	261	2	contact	contact	NOUN
fumecheng-13266	261	3	mechanics	mechanic	NOUN
fumecheng-13266	261	4	,	,	PUNCT
fumecheng-13266	261	5	fine	fine	ADJ
fumecheng-13266	261	6	surface	surface	NOUN
fumecheng-13266	261	7	variations	variation	NOUN
fumecheng-13266	261	8	significantly	significantly	ADV
fumecheng-13266	261	9	affect	affect	VERB
fumecheng-13266	261	10	contact	contact	NOUN
fumecheng-13266	261	11	strength	strength	NOUN
fumecheng-13266	261	12	,	,	PUNCT
fumecheng-13266	261	13	contact	contact	NOUN
fumecheng-13266	261	14	area	area	NOUN
fumecheng-13266	261	15	,	,	PUNCT
fumecheng-13266	261	16	and	and	CCONJ
fumecheng-13266	261	17	contact	contact	NOUN
fumecheng-13266	261	18	pressure	pressure	NOUN
fumecheng-13266	261	19	distribution	distribution	NOUN
fumecheng-13266	261	20	,	,	PUNCT
fumecheng-13266	261	21	making	make	VERB
fumecheng-13266	261	22	precise	precise	ADJ
fumecheng-13266	261	23	representation	representation	NOUN
fumecheng-13266	261	24	crucial	crucial	ADJ
fumecheng-13266	261	25	.	.	PUNCT
fumecheng-13266	262	1	the	the	DET
fumecheng-13266	262	2	use	use	NOUN
fumecheng-13266	262	3	of	of	ADP
fumecheng-13266	262	4	the	the	DET
fumecheng-13266	262	5	png	png	PROPN
fumecheng-13266	262	6	format	format	NOUN
fumecheng-13266	262	7	allows	allow	VERB
fumecheng-13266	262	8	effective	effective	ADJ
fumecheng-13266	262	9	data	datum	NOUN
fumecheng-13266	262	10	compression	compression	NOUN
fumecheng-13266	262	11	,	,	PUNCT
fumecheng-13266	262	12	saves	save	VERB
fumecheng-13266	262	13	storage	storage	NOUN
fumecheng-13266	262	14	space	space	NOUN
fumecheng-13266	262	15	,	,	PUNCT
fumecheng-13266	262	16	and	and	CCONJ
fumecheng-13266	262	17	enables	enable	VERB
fumecheng-13266	262	18	fast	fast	ADJ
fumecheng-13266	262	19	data	datum	NOUN
fumecheng-13266	262	20	prediction	prediction	NOUN
fumecheng-13266	262	21	of	of	ADP
fumecheng-13266	262	22	contact	contact	NOUN
fumecheng-13266	262	23	distribution	distribution	NOUN
fumecheng-13266	262	24	on	on	ADP
fumecheng-13266	262	25	rough	rough	ADJ
fumecheng-13266	262	26	surfaces	surface	NOUN
fumecheng-13266	262	27	using	use	VERB
fumecheng-13266	262	28	deep	deep	ADJ
fumecheng-13266	262	29	learning	learning	NOUN
fumecheng-13266	262	30	algorithms	algorithms	NOUN
fumecheng-13266	262	31	769	769	NUM
fumecheng-13266	262	32	loading	loading	NOUN
fumecheng-13266	262	33	in	in	ADP
fumecheng-13266	262	34	most	most	ADJ
fumecheng-13266	262	35	deep	deep	ADJ
fumecheng-13266	262	36	learning	learning	NOUN
fumecheng-13266	262	37	frameworks	framework	NOUN
fumecheng-13266	262	38	.	.	PUNCT
fumecheng-13266	263	1	this	this	PRON
fumecheng-13266	263	2	is	be	AUX
fumecheng-13266	263	3	an	an	DET
fumecheng-13266	263	4	important	important	ADJ
fumecheng-13266	263	5	factor	factor	NOUN
fumecheng-13266	263	6	in	in	ADP
fumecheng-13266	263	7	the	the	DET
fumecheng-13266	263	8	training	training	NOUN
fumecheng-13266	263	9	process	process	NOUN
fumecheng-13266	263	10	for	for	ADP
fumecheng-13266	263	11	large	large	ADJ
fumecheng-13266	263	12	-	-	PUNCT
fumecheng-13266	263	13	scale	scale	NOUN
fumecheng-13266	263	14	surface	surface	NOUN
fumecheng-13266	263	15	datasets	dataset	NOUN
fumecheng-13266	263	16	.	.	PUNCT
fumecheng-13266	264	1	fig	fig	NOUN
fumecheng-13266	264	2	.	.	PUNCT
fumecheng-13266	265	1	3	3	NUM
fumecheng-13266	265	2	example	example	NOUN
fumecheng-13266	265	3	of	of	ADP
fumecheng-13266	265	4	a	a	DET
fumecheng-13266	265	5	preprocessed	preprocesse	VERB
fumecheng-13266	265	6	dataset	dataset	NOUN
fumecheng-13266	265	7	for	for	ADP
fumecheng-13266	265	8	deep	deep	ADJ
fumecheng-13266	265	9	learning	learning	NOUN
fumecheng-13266	265	10	network	network	NOUN
fumecheng-13266	265	11	training	training	NOUN
fumecheng-13266	265	12	.	.	PUNCT
fumecheng-13266	266	1	rows	row	NOUN
fumecheng-13266	266	2	a	a	PRON
fumecheng-13266	266	3	)	)	PUNCT
fumecheng-13266	266	4	and	and	CCONJ
fumecheng-13266	266	5	b	b	X
fumecheng-13266	266	6	)	)	PUNCT
fumecheng-13266	266	7	show	show	VERB
fumecheng-13266	266	8	the	the	DET
fumecheng-13266	266	9	results	result	NOUN
fumecheng-13266	266	10	for	for	ADP
fumecheng-13266	266	11	scales	scale	NOUN
fumecheng-13266	266	12	𝐿/2𝑛	𝐿/2𝑛	ADJ
fumecheng-13266	266	13	with	with	ADP
fumecheng-13266	266	14	𝑛=7	𝑛=7	PROPN
fumecheng-13266	266	15	and	and	CCONJ
fumecheng-13266	266	16	𝑛=8	𝑛=8	PROPN
fumecheng-13266	266	17	,	,	PUNCT
fumecheng-13266	266	18	respectively	respectively	ADV
fumecheng-13266	266	19	.	.	PUNCT
fumecheng-13266	267	1	in	in	ADP
fumecheng-13266	267	2	each	each	DET
fumecheng-13266	267	3	scale	scale	NOUN
fumecheng-13266	267	4	,	,	PUNCT
fumecheng-13266	267	5	column	column	NOUN
fumecheng-13266	267	6	a	a	NOUN
fumecheng-13266	267	7	)	)	PUNCT
fumecheng-13266	267	8	shows	show	VERB
fumecheng-13266	267	9	the	the	DET
fumecheng-13266	267	10	height	height	NOUN
fumecheng-13266	267	11	information	information	NOUN
fumecheng-13266	267	12	of	of	ADP
fumecheng-13266	267	13	the	the	DET
fumecheng-13266	267	14	rough	rough	ADJ
fumecheng-13266	267	15	surface	surface	NOUN
fumecheng-13266	267	16	converted	convert	VERB
fumecheng-13266	267	17	to	to	ADP
fumecheng-13266	267	18	a	a	DET
fumecheng-13266	267	19	16	16	NUM
fumecheng-13266	267	20	-	-	PUNCT
fumecheng-13266	267	21	bit	bit	NOUN
fumecheng-13266	267	22	grayscale	grayscale	NOUN
fumecheng-13266	267	23	png	png	PROPN
fumecheng-13266	267	24	,	,	PUNCT
fumecheng-13266	267	25	column	column	NOUN
fumecheng-13266	267	26	b	b	X
fumecheng-13266	267	27	)	)	PUNCT
fumecheng-13266	267	28	shows	show	VERB
fumecheng-13266	267	29	the	the	DET
fumecheng-13266	267	30	contact	contact	NOUN
fumecheng-13266	267	31	area	area	NOUN
fumecheng-13266	267	32	distribution	distribution	NOUN
fumecheng-13266	267	33	represented	represent	VERB
fumecheng-13266	267	34	as	as	ADP
fumecheng-13266	267	35	a	a	DET
fumecheng-13266	267	36	binary	binary	ADJ
fumecheng-13266	267	37	mask	mask	NOUN
fumecheng-13266	267	38	,	,	PUNCT
fumecheng-13266	267	39	and	and	CCONJ
fumecheng-13266	267	40	column	column	NOUN
fumecheng-13266	267	41	c	c	NOUN
fumecheng-13266	267	42	)	)	PUNCT
fumecheng-13266	267	43	shows	show	VERB
fumecheng-13266	267	44	a	a	DET
fumecheng-13266	267	45	zoomed	zoom	VERB
fumecheng-13266	267	46	-	-	PUNCT
fumecheng-13266	267	47	in	in	ADP
fumecheng-13266	267	48	section	section	NOUN
fumecheng-13266	267	49	of	of	ADP
fumecheng-13266	267	50	the	the	DET
fumecheng-13266	267	51	contact	contact	NOUN
fumecheng-13266	267	52	area	area	NOUN
fumecheng-13266	267	53	distribution	distribution	NOUN
fumecheng-13266	267	54	.	.	PUNCT
fumecheng-13266	268	1	this	this	DET
fumecheng-13266	268	2	dataset	dataset	NOUN
fumecheng-13266	268	3	includes	include	VERB
fumecheng-13266	268	4	fractal	fractal	ADJ
fumecheng-13266	268	5	surfaces	surface	NOUN
fumecheng-13266	268	6	generated	generate	VERB
fumecheng-13266	268	7	by	by	ADP
fumecheng-13266	268	8	the	the	DET
fumecheng-13266	268	9	rmd	rmd	PROPN
fumecheng-13266	268	10	method	method	NOUN
fumecheng-13266	268	11	and	and	CCONJ
fumecheng-13266	268	12	contact	contact	NOUN
fumecheng-13266	268	13	area	area	NOUN
fumecheng-13266	268	14	information	information	NOUN
fumecheng-13266	268	15	calculated	calculate	VERB
fumecheng-13266	268	16	using	use	VERB
fumecheng-13266	268	17	the	the	DET
fumecheng-13266	268	18	mlms	mlm	NOUN
fumecheng-13266	268	19	technique	technique	NOUN
fumecheng-13266	268	20	.	.	PUNCT
fumecheng-13266	269	1	moreover	moreover	ADV
fumecheng-13266	269	2	,	,	PUNCT
fumecheng-13266	269	3	visualized	visualized	ADJ
fumecheng-13266	269	4	data	datum	NOUN
fumecheng-13266	269	5	are	be	AUX
fumecheng-13266	269	6	easy	easy	ADJ
fumecheng-13266	269	7	to	to	PART
fumecheng-13266	269	8	analyze	analyze	VERB
fumecheng-13266	269	9	.	.	PUNCT
fumecheng-13266	270	1	converting	convert	VERB
fumecheng-13266	270	2	the	the	DET
fumecheng-13266	270	3	surface	surface	NOUN
fumecheng-13266	270	4	height	height	NOUN
fumecheng-13266	270	5	map	map	NOUN
fumecheng-13266	270	6	and	and	CCONJ
fumecheng-13266	270	7	contact	contact	NOUN
fumecheng-13266	270	8	area	area	NOUN
fumecheng-13266	270	9	distribution	distribution	NOUN
fumecheng-13266	270	10	into	into	ADP
fumecheng-13266	270	11	images	image	NOUN
fumecheng-13266	270	12	allows	allow	VERB
fumecheng-13266	270	13	researchers	researcher	NOUN
fumecheng-13266	270	14	to	to	PART
fumecheng-13266	270	15	intuitively	intuitively	ADV
fumecheng-13266	270	16	understand	understand	VERB
fumecheng-13266	270	17	the	the	DET
fumecheng-13266	270	18	changes	change	NOUN
fumecheng-13266	270	19	in	in	ADP
fumecheng-13266	270	20	the	the	DET
fumecheng-13266	270	21	contact	contact	NOUN
fumecheng-13266	270	22	conditions	condition	NOUN
fumecheng-13266	270	23	.	.	PUNCT
fumecheng-13266	271	1	this	this	PRON
fumecheng-13266	271	2	is	be	AUX
fumecheng-13266	271	3	advantageous	advantageous	ADJ
fumecheng-13266	271	4	for	for	ADP
fumecheng-13266	271	5	clearly	clearly	ADV
fumecheng-13266	271	6	analyzing	analyze	VERB
fumecheng-13266	271	7	the	the	DET
fumecheng-13266	271	8	effects	effect	NOUN
fumecheng-13266	271	9	of	of	ADP
fumecheng-13266	271	10	the	the	DET
fumecheng-13266	271	11	surface	surface	NOUN
fumecheng-13266	271	12	roughness	roughness	NOUN
fumecheng-13266	271	13	or	or	CCONJ
fumecheng-13266	271	14	geometric	geometric	ADJ
fumecheng-13266	271	15	changes	change	NOUN
fumecheng-13266	271	16	on	on	ADP
fumecheng-13266	271	17	the	the	DET
fumecheng-13266	271	18	contact	contact	NOUN
fumecheng-13266	271	19	properties	property	NOUN
fumecheng-13266	271	20	.	.	PUNCT
fumecheng-13266	272	1	in	in	ADP
fumecheng-13266	272	2	addition	addition	NOUN
fumecheng-13266	272	3	,	,	PUNCT
fumecheng-13266	272	4	imagebased	imagebase	VERB
fumecheng-13266	272	5	data	datum	NOUN
fumecheng-13266	272	6	facilitate	facilitate	VERB
fumecheng-13266	272	7	the	the	DET
fumecheng-13266	272	8	application	application	NOUN
fumecheng-13266	272	9	of	of	ADP
fumecheng-13266	272	10	data	datum	NOUN
fumecheng-13266	272	11	augmentation	augmentation	NOUN
fumecheng-13266	272	12	techniques	technique	NOUN
fumecheng-13266	272	13	for	for	ADP
fumecheng-13266	272	14	training	train	VERB
fumecheng-13266	272	15	deep	deep	ADJ
fumecheng-13266	272	16	learning	learning	NOUN
fumecheng-13266	272	17	models	model	NOUN
fumecheng-13266	272	18	.	.	PUNCT
fumecheng-13266	273	1	thus	thus	ADV
fumecheng-13266	273	2	,	,	PUNCT
fumecheng-13266	273	3	the	the	DET
fumecheng-13266	273	4	proposed	propose	VERB
fumecheng-13266	273	5	visualization	visualization	NOUN
fumecheng-13266	273	6	process	process	NOUN
fumecheng-13266	273	7	can	can	AUX
fumecheng-13266	273	8	be	be	AUX
fumecheng-13266	273	9	considered	consider	VERB
fumecheng-13266	273	10	an	an	DET
fumecheng-13266	273	11	effective	effective	ADJ
fumecheng-13266	273	12	data	datum	NOUN
fumecheng-13266	273	13	preprocessing	preprocessing	NOUN
fumecheng-13266	273	14	method	method	NOUN
fumecheng-13266	273	15	that	that	PRON
fumecheng-13266	273	16	reflects	reflect	VERB
fumecheng-13266	273	17	the	the	DET
fumecheng-13266	273	18	characteristics	characteristic	NOUN
fumecheng-13266	273	19	of	of	ADP
fumecheng-13266	273	20	contact	contact	NOUN
fumecheng-13266	273	21	mechanics	mechanic	NOUN
fumecheng-13266	273	22	.	.	PUNCT
fumecheng-13266	274	1	the	the	DET
fumecheng-13266	274	2	dataset	dataset	NOUN
fumecheng-13266	274	3	generated	generate	VERB
fumecheng-13266	274	4	through	through	ADP
fumecheng-13266	274	5	this	this	DET
fumecheng-13266	274	6	preprocessing	preprocessing	NOUN
fumecheng-13266	274	7	was	be	AUX
fumecheng-13266	274	8	directly	directly	ADV
fumecheng-13266	274	9	used	use	VERB
fumecheng-13266	274	10	to	to	PART
fumecheng-13266	274	11	train	train	VERB
fumecheng-13266	274	12	the	the	DET
fumecheng-13266	274	13	deep	deep	ADJ
fumecheng-13266	274	14	learning	learning	NOUN
fumecheng-13266	274	15	model	model	NOUN
fumecheng-13266	274	16	.	.	PUNCT
fumecheng-13266	275	1	a	a	DET
fumecheng-13266	275	2	height	height	NOUN
fumecheng-13266	275	3	map	map	NOUN
fumecheng-13266	275	4	image	image	NOUN
fumecheng-13266	275	5	was	be	AUX
fumecheng-13266	275	6	used	use	VERB
fumecheng-13266	275	7	as	as	ADP
fumecheng-13266	275	8	the	the	DET
fumecheng-13266	275	9	model	model	NOUN
fumecheng-13266	275	10	input	input	NOUN
fumecheng-13266	275	11	,	,	PUNCT
fumecheng-13266	275	12	and	and	CCONJ
fumecheng-13266	275	13	the	the	DET
fumecheng-13266	275	14	binary	binary	PROPN
fumecheng-13266	275	15	mask	mask	NOUN
fumecheng-13266	275	16	of	of	ADP
fumecheng-13266	275	17	the	the	DET
fumecheng-13266	275	18	contact	contact	NOUN
fumecheng-13266	275	19	area	area	NOUN
fumecheng-13266	275	20	was	be	AUX
fumecheng-13266	275	21	used	use	VERB
fumecheng-13266	275	22	as	as	ADP
fumecheng-13266	275	23	the	the	DET
fumecheng-13266	275	24	label	label	NOUN
fumecheng-13266	275	25	for	for	ADP
fumecheng-13266	275	26	the	the	DET
fumecheng-13266	275	27	direct	direct	PROPN
fumecheng-13266	275	28	numerical	numerical	PROPN
fumecheng-13266	275	29	simulation	simulation	PROPN
fumecheng-13266	275	30	.	.	PUNCT
fumecheng-13266	276	1	examples	example	NOUN
fumecheng-13266	276	2	of	of	ADP
fumecheng-13266	276	3	the	the	DET
fumecheng-13266	276	4	visualized	visualize	VERB
fumecheng-13266	276	5	rough	rough	ADJ
fumecheng-13266	276	6	surface	surface	NOUN
fumecheng-13266	276	7	height	height	NOUN
fumecheng-13266	276	8	map	map	NOUN
fumecheng-13266	276	9	and	and	CCONJ
fumecheng-13266	276	10	the	the	DET
fumecheng-13266	276	11	binary	binary	PROPN
fumecheng-13266	276	12	mask	mask	NOUN
fumecheng-13266	276	13	of	of	ADP
fumecheng-13266	276	14	the	the	DET
fumecheng-13266	276	15	contact	contact	NOUN
fumecheng-13266	276	16	area	area	NOUN
fumecheng-13266	276	17	used	use	VERB
fumecheng-13266	276	18	to	to	PART
fumecheng-13266	276	19	build	build	VERB
fumecheng-13266	276	20	the	the	DET
fumecheng-13266	276	21	training	training	NOUN
fumecheng-13266	276	22	dataset	dataset	NOUN
fumecheng-13266	276	23	are	be	AUX
fumecheng-13266	276	24	shown	show	VERB
fumecheng-13266	276	25	in	in	ADP
fumecheng-13266	276	26	fig	fig	NOUN
fumecheng-13266	276	27	.	.	PUNCT
fumecheng-13266	277	1	3	3	X
fumecheng-13266	277	2	.	.	X
fumecheng-13266	277	3	in	in	ADP
fumecheng-13266	277	4	this	this	DET
fumecheng-13266	277	5	study	study	NOUN
fumecheng-13266	277	6	,	,	PUNCT
fumecheng-13266	277	7	data	datum	NOUN
fumecheng-13266	277	8	augmentation	augmentation	NOUN
fumecheng-13266	277	9	techniques	technique	NOUN
fumecheng-13266	277	10	were	be	AUX
fumecheng-13266	277	11	applied	apply	VERB
fumecheng-13266	277	12	to	to	PART
fumecheng-13266	277	13	help	help	VERB
fumecheng-13266	277	14	the	the	DET
fumecheng-13266	277	15	deep	deep	ADJ
fumecheng-13266	277	16	learning	learning	NOUN
fumecheng-13266	277	17	model	model	NOUN
fumecheng-13266	277	18	learn	learn	VERB
fumecheng-13266	277	19	the	the	DET
fumecheng-13266	277	20	complex	complex	ADJ
fumecheng-13266	277	21	characteristics	characteristic	NOUN
fumecheng-13266	277	22	of	of	ADP
fumecheng-13266	277	23	contact	contact	NOUN
fumecheng-13266	277	24	mechanics	mechanic	NOUN
fumecheng-13266	277	25	more	more	ADV
fumecheng-13266	277	26	effectively	effectively	ADV
fumecheng-13266	277	27	.	.	PUNCT
fumecheng-13266	278	1	the	the	DET
fumecheng-13266	278	2	shape	shape	NOUN
fumecheng-13266	278	3	770	770	NUM
fumecheng-13266	278	4	i.	i.	PROPN
fumecheng-13266	278	5	jang	jang	PROPN
fumecheng-13266	278	6	,	,	PUNCT
fumecheng-13266	278	7	y.h	y.h	PROPN
fumecheng-13266	278	8	.	.	PROPN
fumecheng-13266	278	9	jang	jang	PROPN
fumecheng-13266	278	10	of	of	ADP
fumecheng-13266	278	11	the	the	DET
fumecheng-13266	278	12	rough	rough	ADJ
fumecheng-13266	278	13	surface	surface	NOUN
fumecheng-13266	278	14	and	and	CCONJ
fumecheng-13266	278	15	distribution	distribution	NOUN
fumecheng-13266	278	16	of	of	ADP
fumecheng-13266	278	17	the	the	DET
fumecheng-13266	278	18	contact	contact	NOUN
fumecheng-13266	278	19	areas	area	NOUN
fumecheng-13266	278	20	exhibited	exhibit	VERB
fumecheng-13266	278	21	nonlinear	nonlinear	ADJ
fumecheng-13266	278	22	and	and	CCONJ
fumecheng-13266	278	23	complex	complex	ADJ
fumecheng-13266	278	24	patterns	pattern	NOUN
fumecheng-13266	278	25	,	,	PUNCT
fumecheng-13266	278	26	making	make	VERB
fumecheng-13266	278	27	data	datum	NOUN
fumecheng-13266	278	28	augmentation	augmentation	NOUN
fumecheng-13266	278	29	necessary	necessary	ADJ
fumecheng-13266	278	30	to	to	PART
fumecheng-13266	278	31	enable	enable	VERB
fumecheng-13266	278	32	the	the	DET
fumecheng-13266	278	33	model	model	NOUN
fumecheng-13266	278	34	to	to	PART
fumecheng-13266	278	35	capture	capture	VERB
fumecheng-13266	278	36	this	this	DET
fumecheng-13266	278	37	complexity	complexity	NOUN
fumecheng-13266	278	38	.	.	PUNCT
fumecheng-13266	279	1	data	datum	NOUN
fumecheng-13266	279	2	augmentation	augmentation	NOUN
fumecheng-13266	279	3	prevents	prevent	VERB
fumecheng-13266	279	4	the	the	DET
fumecheng-13266	279	5	model	model	NOUN
fumecheng-13266	279	6	from	from	ADP
fumecheng-13266	279	7	overfitting	overfitte	VERB
fumecheng-13266	279	8	to	to	ADP
fumecheng-13266	279	9	specific	specific	ADJ
fumecheng-13266	279	10	data	datum	NOUN
fumecheng-13266	279	11	patterns	pattern	NOUN
fumecheng-13266	279	12	and	and	CCONJ
fumecheng-13266	279	13	improves	improve	VERB
fumecheng-13266	279	14	its	its	PRON
fumecheng-13266	279	15	generalization	generalization	NOUN
fumecheng-13266	279	16	performance	performance	NOUN
fumecheng-13266	279	17	in	in	ADP
fumecheng-13266	279	18	predicting	predict	VERB
fumecheng-13266	279	19	contact	contact	NOUN
fumecheng-13266	279	20	areas	area	NOUN
fumecheng-13266	279	21	[	[	X
fumecheng-13266	279	22	38	38	NUM
fumecheng-13266	279	23	]	]	PUNCT
fumecheng-13266	279	24	.	.	PUNCT
fumecheng-13266	280	1	an	an	DET
fumecheng-13266	280	2	important	important	ADJ
fumecheng-13266	280	3	characteristic	characteristic	NOUN
fumecheng-13266	280	4	of	of	ADP
fumecheng-13266	280	5	the	the	DET
fumecheng-13266	280	6	data	datum	NOUN
fumecheng-13266	280	7	used	use	VERB
fumecheng-13266	280	8	in	in	ADP
fumecheng-13266	280	9	contact	contact	NOUN
fumecheng-13266	280	10	mechanics	mechanic	NOUN
fumecheng-13266	280	11	is	be	AUX
fumecheng-13266	280	12	that	that	SCONJ
fumecheng-13266	280	13	they	they	PRON
fumecheng-13266	280	14	are	be	AUX
fumecheng-13266	280	15	independent	independent	ADJ
fumecheng-13266	280	16	of	of	ADP
fumecheng-13266	280	17	orientation	orientation	NOUN
fumecheng-13266	280	18	.	.	PUNCT
fumecheng-13266	281	1	the	the	DET
fumecheng-13266	281	2	roughness	roughness	NOUN
fumecheng-13266	281	3	or	or	CCONJ
fumecheng-13266	281	4	shape	shape	NOUN
fumecheng-13266	281	5	of	of	ADP
fumecheng-13266	281	6	a	a	DET
fumecheng-13266	281	7	rough	rough	ADJ
fumecheng-13266	281	8	surface	surface	NOUN
fumecheng-13266	281	9	is	be	AUX
fumecheng-13266	281	10	statistically	statistically	ADV
fumecheng-13266	281	11	isotropic	isotropic	ADJ
fumecheng-13266	281	12	;	;	PUNCT
fumecheng-13266	281	13	thus	thus	ADV
fumecheng-13266	281	14	,	,	PUNCT
fumecheng-13266	281	15	the	the	DET
fumecheng-13266	281	16	distribution	distribution	NOUN
fumecheng-13266	281	17	of	of	ADP
fumecheng-13266	281	18	the	the	DET
fumecheng-13266	281	19	contact	contact	NOUN
fumecheng-13266	281	20	areas	area	NOUN
fumecheng-13266	281	21	also	also	ADV
fumecheng-13266	281	22	exhibits	exhibit	VERB
fumecheng-13266	281	23	orientation	orientation	NOUN
fumecheng-13266	281	24	-	-	PUNCT
fumecheng-13266	281	25	independent	independent	ADJ
fumecheng-13266	281	26	characteristics	characteristic	NOUN
fumecheng-13266	281	27	.	.	PUNCT
fumecheng-13266	282	1	accordingly	accordingly	ADV
fumecheng-13266	282	2	,	,	PUNCT
fumecheng-13266	282	3	flipping	flip	VERB
fumecheng-13266	282	4	(	(	PUNCT
fumecheng-13266	282	5	vertical	vertical	ADJ
fumecheng-13266	282	6	and	and	CCONJ
fumecheng-13266	282	7	horizontal	horizontal	ADJ
fumecheng-13266	282	8	)	)	PUNCT
fumecheng-13266	282	9	and	and	CCONJ
fumecheng-13266	282	10	rotation	rotation	NOUN
fumecheng-13266	282	11	transformations	transformation	NOUN
fumecheng-13266	282	12	were	be	AUX
fumecheng-13266	282	13	applied	apply	VERB
fumecheng-13266	282	14	to	to	ADP
fumecheng-13266	282	15	the	the	DET
fumecheng-13266	282	16	images	image	NOUN
fumecheng-13266	282	17	.	.	PUNCT
fumecheng-13266	283	1	these	these	DET
fumecheng-13266	283	2	transformations	transformation	NOUN
fumecheng-13266	283	3	increase	increase	VERB
fumecheng-13266	283	4	the	the	DET
fumecheng-13266	283	5	diversity	diversity	NOUN
fumecheng-13266	283	6	of	of	ADP
fumecheng-13266	283	7	the	the	DET
fumecheng-13266	283	8	data	datum	NOUN
fumecheng-13266	283	9	while	while	SCONJ
fumecheng-13266	283	10	preserving	preserve	VERB
fumecheng-13266	283	11	the	the	DET
fumecheng-13266	283	12	physical	physical	ADJ
fumecheng-13266	283	13	contact	contact	NOUN
fumecheng-13266	283	14	properties	property	NOUN
fumecheng-13266	283	15	.	.	PUNCT
fumecheng-13266	284	1	vertical	vertical	ADJ
fumecheng-13266	284	2	and	and	CCONJ
fumecheng-13266	284	3	horizontal	horizontal	ADJ
fumecheng-13266	284	4	flipping	flipping	NOUN
fumecheng-13266	284	5	was	be	AUX
fumecheng-13266	284	6	applied	apply	VERB
fumecheng-13266	284	7	with	with	ADP
fumecheng-13266	284	8	a	a	DET
fumecheng-13266	284	9	probability	probability	NOUN
fumecheng-13266	284	10	of	of	ADP
fumecheng-13266	284	11	50	50	NUM
fumecheng-13266	284	12	%	%	NOUN
fumecheng-13266	284	13	,	,	PUNCT
fumecheng-13266	284	14	and	and	CCONJ
fumecheng-13266	284	15	image	image	NOUN
fumecheng-13266	284	16	rotations	rotation	NOUN
fumecheng-13266	284	17	were	be	AUX
fumecheng-13266	284	18	performed	perform	VERB
fumecheng-13266	284	19	at	at	ADP
fumecheng-13266	284	20	90	90	NUM
fumecheng-13266	284	21	,	,	PUNCT
fumecheng-13266	284	22	180	180	NUM
fumecheng-13266	284	23	,	,	PUNCT
fumecheng-13266	284	24	and	and	CCONJ
fumecheng-13266	284	25	270	270	NUM
fumecheng-13266	284	26	degrees	degree	NOUN
fumecheng-13266	284	27	.	.	PUNCT
fumecheng-13266	285	1	these	these	DET
fumecheng-13266	285	2	transformations	transformation	NOUN
fumecheng-13266	285	3	generate	generate	VERB
fumecheng-13266	285	4	a	a	DET
fumecheng-13266	285	5	variety	variety	NOUN
fumecheng-13266	285	6	of	of	ADP
fumecheng-13266	285	7	training	training	NOUN
fumecheng-13266	285	8	samples	sample	NOUN
fumecheng-13266	285	9	without	without	ADP
fumecheng-13266	285	10	altering	alter	VERB
fumecheng-13266	285	11	the	the	DET
fumecheng-13266	285	12	statistical	statistical	ADJ
fumecheng-13266	285	13	characteristics	characteristic	NOUN
fumecheng-13266	285	14	of	of	ADP
fumecheng-13266	285	15	the	the	DET
fumecheng-13266	285	16	contact	contact	NOUN
fumecheng-13266	285	17	area	area	NOUN
fumecheng-13266	285	18	distribution	distribution	NOUN
fumecheng-13266	285	19	,	,	PUNCT
fumecheng-13266	285	20	contact	contact	NOUN
fumecheng-13266	285	21	stiffness	stiffness	NOUN
fumecheng-13266	285	22	,	,	PUNCT
fumecheng-13266	285	23	or	or	CCONJ
fumecheng-13266	285	24	contact	contact	NOUN
fumecheng-13266	285	25	pressure	pressure	NOUN
fumecheng-13266	285	26	,	,	PUNCT
fumecheng-13266	285	27	thereby	thereby	ADV
fumecheng-13266	285	28	allowing	allow	VERB
fumecheng-13266	285	29	the	the	DET
fumecheng-13266	285	30	model	model	NOUN
fumecheng-13266	285	31	to	to	PART
fumecheng-13266	285	32	learn	learn	VERB
fumecheng-13266	285	33	a	a	DET
fumecheng-13266	285	34	wider	wide	ADJ
fumecheng-13266	285	35	range	range	NOUN
fumecheng-13266	285	36	of	of	ADP
fumecheng-13266	285	37	contact	contact	NOUN
fumecheng-13266	285	38	scenarios	scenario	NOUN
fumecheng-13266	285	39	.	.	PUNCT
fumecheng-13266	286	1	for	for	ADP
fumecheng-13266	286	2	example	example	NOUN
fumecheng-13266	286	3	,	,	PUNCT
fumecheng-13266	286	4	eight	eight	NUM
fumecheng-13266	286	5	training	training	NOUN
fumecheng-13266	286	6	samples	sample	NOUN
fumecheng-13266	286	7	,	,	PUNCT
fumecheng-13266	286	8	including	include	VERB
fumecheng-13266	286	9	the	the	DET
fumecheng-13266	286	10	original	original	ADJ
fumecheng-13266	286	11	image	image	NOUN
fumecheng-13266	286	12	,	,	PUNCT
fumecheng-13266	286	13	were	be	AUX
fumecheng-13266	286	14	generated	generate	VERB
fumecheng-13266	286	15	by	by	ADP
fumecheng-13266	286	16	applying	apply	VERB
fumecheng-13266	286	17	vertical	vertical	ADJ
fumecheng-13266	286	18	flipping	flipping	NOUN
fumecheng-13266	286	19	,	,	PUNCT
fumecheng-13266	286	20	horizontal	horizontal	ADJ
fumecheng-13266	286	21	flipping	flipping	NOUN
fumecheng-13266	286	22	,	,	PUNCT
fumecheng-13266	286	23	and	and	CCONJ
fumecheng-13266	286	24	three	three	NUM
fumecheng-13266	286	25	rotations	rotation	NOUN
fumecheng-13266	286	26	to	to	ADP
fumecheng-13266	286	27	a	a	DET
fumecheng-13266	286	28	rough	rough	ADJ
fumecheng-13266	286	29	surface	surface	NOUN
fumecheng-13266	286	30	image	image	NOUN
fumecheng-13266	286	31	.	.	PUNCT
fumecheng-13266	287	1	this	this	PRON
fumecheng-13266	287	2	effectively	effectively	ADV
fumecheng-13266	287	3	increases	increase	VERB
fumecheng-13266	287	4	the	the	DET
fumecheng-13266	287	5	dataset	dataset	NOUN
fumecheng-13266	287	6	size	size	NOUN
fumecheng-13266	287	7	by	by	ADP
fumecheng-13266	287	8	eight	eight	NUM
fumecheng-13266	287	9	times	time	NOUN
fumecheng-13266	287	10	,	,	PUNCT
fumecheng-13266	287	11	which	which	PRON
fumecheng-13266	287	12	is	be	AUX
fumecheng-13266	287	13	particularly	particularly	ADV
fumecheng-13266	287	14	useful	useful	ADJ
fumecheng-13266	287	15	when	when	SCONJ
fumecheng-13266	287	16	there	there	PRON
fumecheng-13266	287	17	is	be	VERB
fumecheng-13266	287	18	a	a	DET
fumecheng-13266	287	19	limited	limited	ADJ
fumecheng-13266	287	20	amount	amount	NOUN
fumecheng-13266	287	21	of	of	ADP
fumecheng-13266	287	22	training	training	NOUN
fumecheng-13266	287	23	data	datum	NOUN
fumecheng-13266	287	24	.	.	PUNCT
fumecheng-13266	288	1	the	the	DET
fumecheng-13266	288	2	data	data	NOUN
fumecheng-13266	288	3	augmentation	augmentation	NOUN
fumecheng-13266	288	4	technique	technique	NOUN
fumecheng-13266	288	5	in	in	ADP
fumecheng-13266	288	6	contact	contact	NOUN
fumecheng-13266	288	7	mechanics	mechanic	NOUN
fumecheng-13266	288	8	helps	help	VERB
fumecheng-13266	288	9	the	the	DET
fumecheng-13266	288	10	deep	deep	ADJ
fumecheng-13266	288	11	learning	learning	NOUN
fumecheng-13266	288	12	model	model	NOUN
fumecheng-13266	288	13	effectively	effectively	ADV
fumecheng-13266	288	14	learn	learn	VERB
fumecheng-13266	288	15	the	the	DET
fumecheng-13266	288	16	nonlinear	nonlinear	ADJ
fumecheng-13266	288	17	behavior	behavior	NOUN
fumecheng-13266	288	18	that	that	PRON
fumecheng-13266	288	19	occurs	occur	VERB
fumecheng-13266	288	20	in	in	ADP
fumecheng-13266	288	21	various	various	ADJ
fumecheng-13266	288	22	contact	contact	NOUN
fumecheng-13266	288	23	situations	situation	NOUN
fumecheng-13266	288	24	.	.	PUNCT
fumecheng-13266	289	1	because	because	SCONJ
fumecheng-13266	289	2	the	the	DET
fumecheng-13266	289	3	irregular	irregular	ADJ
fumecheng-13266	289	4	distribution	distribution	NOUN
fumecheng-13266	289	5	of	of	ADP
fumecheng-13266	289	6	contact	contact	NOUN
fumecheng-13266	289	7	areas	area	NOUN
fumecheng-13266	289	8	and	and	CCONJ
fumecheng-13266	289	9	the	the	DET
fumecheng-13266	289	10	complex	complex	ADJ
fumecheng-13266	289	11	surface	surface	NOUN
fumecheng-13266	289	12	geometry	geometry	NOUN
fumecheng-13266	289	13	pose	pose	VERB
fumecheng-13266	289	14	challenges	challenge	NOUN
fumecheng-13266	289	15	to	to	ADP
fumecheng-13266	289	16	the	the	DET
fumecheng-13266	289	17	generalization	generalization	NOUN
fumecheng-13266	289	18	ability	ability	NOUN
fumecheng-13266	289	19	of	of	ADP
fumecheng-13266	289	20	the	the	DET
fumecheng-13266	289	21	model	model	NOUN
fumecheng-13266	289	22	,	,	PUNCT
fumecheng-13266	289	23	data	datum	NOUN
fumecheng-13266	289	24	augmentation	augmentation	NOUN
fumecheng-13266	289	25	plays	play	VERB
fumecheng-13266	289	26	a	a	DET
fumecheng-13266	289	27	key	key	ADJ
fumecheng-13266	289	28	role	role	NOUN
fumecheng-13266	289	29	in	in	ADP
fumecheng-13266	289	30	mitigating	mitigate	VERB
fumecheng-13266	289	31	these	these	DET
fumecheng-13266	289	32	issues	issue	NOUN
fumecheng-13266	289	33	.	.	PUNCT
fumecheng-13266	290	1	in	in	ADP
fumecheng-13266	290	2	real	real	ADJ
fumecheng-13266	290	3	-	-	PUNCT
fumecheng-13266	290	4	world	world	NOUN
fumecheng-13266	290	5	scenarios	scenario	NOUN
fumecheng-13266	290	6	,	,	PUNCT
fumecheng-13266	290	7	various	various	ADJ
fumecheng-13266	290	8	surface	surface	NOUN
fumecheng-13266	290	9	conditions	condition	NOUN
fumecheng-13266	290	10	and	and	CCONJ
fumecheng-13266	290	11	orientations	orientation	NOUN
fumecheng-13266	290	12	exist	exist	VERB
fumecheng-13266	290	13	,	,	PUNCT
fumecheng-13266	290	14	making	make	VERB
fumecheng-13266	290	15	it	it	PRON
fumecheng-13266	290	16	essential	essential	ADJ
fumecheng-13266	290	17	for	for	SCONJ
fumecheng-13266	290	18	the	the	DET
fumecheng-13266	290	19	model	model	NOUN
fumecheng-13266	290	20	to	to	PART
fumecheng-13266	290	21	learn	learn	VERB
fumecheng-13266	290	22	how	how	SCONJ
fumecheng-13266	290	23	to	to	PART
fumecheng-13266	290	24	handle	handle	VERB
fumecheng-13266	290	25	such	such	ADJ
fumecheng-13266	290	26	variability	variability	NOUN
fumecheng-13266	290	27	robustly	robustly	ADV
fumecheng-13266	290	28	.	.	PUNCT
fumecheng-13266	291	1	consequently	consequently	ADV
fumecheng-13266	291	2	,	,	PUNCT
fumecheng-13266	291	3	through	through	ADP
fumecheng-13266	291	4	a	a	DET
fumecheng-13266	291	5	data	data	NOUN
fumecheng-13266	291	6	augmentation	augmentation	NOUN
fumecheng-13266	291	7	technique	technique	NOUN
fumecheng-13266	291	8	that	that	PRON
fumecheng-13266	291	9	reflects	reflect	VERB
fumecheng-13266	291	10	the	the	DET
fumecheng-13266	291	11	complex	complex	ADJ
fumecheng-13266	291	12	characteristics	characteristic	NOUN
fumecheng-13266	291	13	of	of	ADP
fumecheng-13266	291	14	contact	contact	NOUN
fumecheng-13266	291	15	mechanics	mechanic	NOUN
fumecheng-13266	291	16	,	,	PUNCT
fumecheng-13266	291	17	the	the	DET
fumecheng-13266	291	18	proposed	propose	VERB
fumecheng-13266	291	19	model	model	NOUN
fumecheng-13266	291	20	is	be	AUX
fumecheng-13266	291	21	equipped	equip	VERB
fumecheng-13266	291	22	with	with	ADP
fumecheng-13266	291	23	more	more	ADV
fumecheng-13266	291	24	reliable	reliable	ADJ
fumecheng-13266	291	25	and	and	CCONJ
fumecheng-13266	291	26	practical	practical	ADJ
fumecheng-13266	291	27	contact	contact	NOUN
fumecheng-13266	291	28	area	area	NOUN
fumecheng-13266	291	29	prediction	prediction	NOUN
fumecheng-13266	291	30	capabilities	capability	NOUN
fumecheng-13266	291	31	.	.	PUNCT
fumecheng-13266	292	1	a	a	DET
fumecheng-13266	292	2	total	total	NOUN
fumecheng-13266	292	3	of	of	ADP
fumecheng-13266	292	4	100,000	100,000	NUM
fumecheng-13266	292	5	datasets	dataset	NOUN
fumecheng-13266	292	6	containing	contain	VERB
fumecheng-13266	292	7	rough	rough	ADJ
fumecheng-13266	292	8	surface	surface	NOUN
fumecheng-13266	292	9	geometries	geometry	NOUN
fumecheng-13266	292	10	and	and	CCONJ
fumecheng-13266	292	11	contact	contact	NOUN
fumecheng-13266	292	12	area	area	NOUN
fumecheng-13266	292	13	distributions	distribution	NOUN
fumecheng-13266	292	14	were	be	AUX
fumecheng-13266	292	15	used	use	VERB
fumecheng-13266	292	16	to	to	PART
fumecheng-13266	292	17	train	train	VERB
fumecheng-13266	292	18	the	the	DET
fumecheng-13266	292	19	u	u	NOUN
fumecheng-13266	292	20	-	-	ADJ
fumecheng-13266	292	21	net	net	ADJ
fumecheng-13266	292	22	model	model	NOUN
fumecheng-13266	292	23	.	.	PUNCT
fumecheng-13266	293	1	of	of	ADP
fumecheng-13266	293	2	these	these	PRON
fumecheng-13266	293	3	,	,	PUNCT
fumecheng-13266	293	4	80	80	NUM
fumecheng-13266	293	5	%	%	NOUN
fumecheng-13266	293	6	were	be	AUX
fumecheng-13266	293	7	used	use	VERB
fumecheng-13266	293	8	as	as	ADP
fumecheng-13266	293	9	training	training	NOUN
fumecheng-13266	293	10	data	datum	NOUN
fumecheng-13266	293	11	and	and	CCONJ
fumecheng-13266	293	12	20	20	NUM
fumecheng-13266	293	13	%	%	NOUN
fumecheng-13266	293	14	were	be	AUX
fumecheng-13266	293	15	used	use	VERB
fumecheng-13266	293	16	as	as	ADP
fumecheng-13266	293	17	testing	test	VERB
fumecheng-13266	293	18	data	datum	NOUN
fumecheng-13266	293	19	.	.	PUNCT
fumecheng-13266	294	1	the	the	DET
fumecheng-13266	294	2	batch	batch	NOUN
fumecheng-13266	294	3	size	size	NOUN
fumecheng-13266	294	4	was	be	AUX
fumecheng-13266	294	5	set	set	VERB
fumecheng-13266	294	6	to	to	ADP
fumecheng-13266	294	7	32	32	NUM
fumecheng-13266	294	8	during	during	ADP
fumecheng-13266	294	9	training	training	NOUN
fumecheng-13266	294	10	and	and	CCONJ
fumecheng-13266	294	11	the	the	DET
fumecheng-13266	294	12	model	model	NOUN
fumecheng-13266	294	13	was	be	AUX
fumecheng-13266	294	14	trained	train	VERB
fumecheng-13266	294	15	for	for	ADP
fumecheng-13266	294	16	100	100	NUM
fumecheng-13266	294	17	epochs	epoch	NOUN
fumecheng-13266	294	18	.	.	PUNCT
fumecheng-13266	295	1	during	during	ADP
fumecheng-13266	295	2	the	the	DET
fumecheng-13266	295	3	training	training	NOUN
fumecheng-13266	295	4	process	process	NOUN
fumecheng-13266	295	5	,	,	PUNCT
fumecheng-13266	295	6	the	the	DET
fumecheng-13266	295	7	adam	adam	PROPN
fumecheng-13266	295	8	optimizer	optimizer	NOUN
fumecheng-13266	295	9	was	be	AUX
fumecheng-13266	295	10	used	use	VERB
fumecheng-13266	295	11	to	to	PART
fumecheng-13266	295	12	optimize	optimize	VERB
fumecheng-13266	295	13	the	the	DET
fumecheng-13266	295	14	model	model	NOUN
fumecheng-13266	295	15	parameters	parameter	NOUN
fumecheng-13266	295	16	[	[	X
fumecheng-13266	295	17	39	39	NUM
fumecheng-13266	295	18	]	]	PUNCT
fumecheng-13266	295	19	.	.	PUNCT
fumecheng-13266	296	1	the	the	DET
fumecheng-13266	296	2	initial	initial	ADJ
fumecheng-13266	296	3	learning	learning	NOUN
fumecheng-13266	296	4	rate	rate	NOUN
fumecheng-13266	296	5	was	be	AUX
fumecheng-13266	296	6	set	set	VERB
fumecheng-13266	296	7	to	to	ADP
fumecheng-13266	296	8	0.001	0.001	NUM
fumecheng-13266	296	9	and	and	CCONJ
fumecheng-13266	296	10	a	a	DET
fumecheng-13266	296	11	strategy	strategy	NOUN
fumecheng-13266	296	12	was	be	AUX
fumecheng-13266	296	13	applied	apply	VERB
fumecheng-13266	296	14	to	to	PART
fumecheng-13266	296	15	reduce	reduce	VERB
fumecheng-13266	296	16	the	the	DET
fumecheng-13266	296	17	learning	learning	NOUN
fumecheng-13266	296	18	rate	rate	NOUN
fumecheng-13266	296	19	by	by	ADP
fumecheng-13266	296	20	20	20	NUM
fumecheng-13266	296	21	%	%	NOUN
fumecheng-13266	296	22	if	if	SCONJ
fumecheng-13266	296	23	the	the	DET
fumecheng-13266	296	24	validation	validation	NOUN
fumecheng-13266	296	25	loss	loss	NOUN
fumecheng-13266	296	26	did	do	AUX
fumecheng-13266	296	27	not	not	PART
fumecheng-13266	296	28	improve	improve	VERB
fumecheng-13266	296	29	for	for	ADP
fumecheng-13266	296	30	10	10	NUM
fumecheng-13266	296	31	consecutive	consecutive	ADJ
fumecheng-13266	296	32	epochs	epoch	NOUN
fumecheng-13266	296	33	.	.	PUNCT
fumecheng-13266	297	1	additionally	additionally	ADV
fumecheng-13266	297	2	,	,	PUNCT
fumecheng-13266	297	3	an	an	DET
fumecheng-13266	297	4	early	early	ADJ
fumecheng-13266	297	5	stopping	stopping	NOUN
fumecheng-13266	297	6	strategy	strategy	NOUN
fumecheng-13266	297	7	was	be	AUX
fumecheng-13266	297	8	employed	employ	VERB
fumecheng-13266	297	9	to	to	PART
fumecheng-13266	297	10	prevent	prevent	VERB
fumecheng-13266	297	11	overfitting	overfitting	NOUN
fumecheng-13266	297	12	and	and	CCONJ
fumecheng-13266	297	13	determine	determine	VERB
fumecheng-13266	297	14	the	the	DET
fumecheng-13266	297	15	optimal	optimal	ADJ
fumecheng-13266	297	16	parameters	parameter	NOUN
fumecheng-13266	297	17	.	.	PUNCT
fumecheng-13266	298	1	specifically	specifically	ADV
fumecheng-13266	298	2	,	,	PUNCT
fumecheng-13266	298	3	training	training	NOUN
fumecheng-13266	298	4	was	be	AUX
fumecheng-13266	298	5	halted	halt	VERB
fumecheng-13266	298	6	if	if	SCONJ
fumecheng-13266	298	7	the	the	DET
fumecheng-13266	298	8	validation	validation	NOUN
fumecheng-13266	298	9	loss	loss	NOUN
fumecheng-13266	298	10	did	do	AUX
fumecheng-13266	298	11	not	not	PART
fumecheng-13266	298	12	improve	improve	VERB
fumecheng-13266	298	13	for	for	ADP
fumecheng-13266	298	14	20	20	NUM
fumecheng-13266	298	15	consecutive	consecutive	ADJ
fumecheng-13266	298	16	epochs	epoch	NOUN
fumecheng-13266	298	17	,	,	PUNCT
fumecheng-13266	298	18	or	or	CCONJ
fumecheng-13266	298	19	if	if	SCONJ
fumecheng-13266	298	20	the	the	DET
fumecheng-13266	298	21	learning	learning	NOUN
fumecheng-13266	298	22	rate	rate	NOUN
fumecheng-13266	298	23	dropped	drop	VERB
fumecheng-13266	298	24	below	below	ADP
fumecheng-13266	298	25	0.0001	0.0001	NUM
fumecheng-13266	298	26	.	.	PUNCT
fumecheng-13266	299	1	at	at	ADP
fumecheng-13266	299	2	the	the	DET
fumecheng-13266	299	3	end	end	NOUN
fumecheng-13266	299	4	of	of	ADP
fumecheng-13266	299	5	each	each	DET
fumecheng-13266	299	6	epoch	epoch	NOUN
fumecheng-13266	299	7	,	,	PUNCT
fumecheng-13266	299	8	the	the	DET
fumecheng-13266	299	9	model	model	NOUN
fumecheng-13266	299	10	weights	weight	NOUN
fumecheng-13266	299	11	were	be	AUX
fumecheng-13266	299	12	saved	save	VERB
fumecheng-13266	299	13	,	,	PUNCT
fumecheng-13266	299	14	and	and	CCONJ
fumecheng-13266	299	15	the	the	DET
fumecheng-13266	299	16	performance	performance	NOUN
fumecheng-13266	299	17	metrics	metric	NOUN
fumecheng-13266	299	18	(	(	PUNCT
fumecheng-13266	299	19	dice	dice	NOUN
fumecheng-13266	299	20	coefficient	coefficient	NOUN
fumecheng-13266	299	21	,	,	PUNCT
fumecheng-13266	299	22	jaccard	jaccard	PROPN
fumecheng-13266	299	23	index	index	PROPN
fumecheng-13266	299	24	,	,	PUNCT
fumecheng-13266	299	25	bf	bf	NOUN
fumecheng-13266	299	26	score	score	NOUN
fumecheng-13266	299	27	,	,	PUNCT
fumecheng-13266	299	28	pixel	pixel	PROPN
fumecheng-13266	299	29	accuracy	accuracy	NOUN
fumecheng-13266	299	30	)	)	PUNCT
fumecheng-13266	299	31	for	for	ADP
fumecheng-13266	299	32	both	both	DET
fumecheng-13266	299	33	training	training	NOUN
fumecheng-13266	299	34	and	and	CCONJ
fumecheng-13266	299	35	validation	validation	NOUN
fumecheng-13266	299	36	were	be	AUX
fumecheng-13266	299	37	recorded	record	VERB
fumecheng-13266	299	38	.	.	PUNCT
fumecheng-13266	300	1	all	all	DET
fumecheng-13266	300	2	experiments	experiment	NOUN
fumecheng-13266	300	3	in	in	ADP
fumecheng-13266	300	4	this	this	DET
fumecheng-13266	300	5	study	study	NOUN
fumecheng-13266	300	6	were	be	AUX
fumecheng-13266	300	7	conducted	conduct	VERB
fumecheng-13266	300	8	in	in	ADP
fumecheng-13266	300	9	a	a	DET
fumecheng-13266	300	10	python	python	NOUN
fumecheng-13266	300	11	3.11	3.11	NUM
fumecheng-13266	300	12	environment	environment	NOUN
fumecheng-13266	300	13	and	and	CCONJ
fumecheng-13266	300	14	implemented	implement	VERB
fumecheng-13266	300	15	using	use	VERB
fumecheng-13266	300	16	the	the	DET
fumecheng-13266	300	17	pytorch	pytorch	NOUN
fumecheng-13266	300	18	library	library	NOUN
fumecheng-13266	300	19	(	(	PUNCT
fumecheng-13266	300	20	version	version	NOUN
fumecheng-13266	300	21	2.1.2	2.1.2	NUM
fumecheng-13266	300	22	)	)	PUNCT
fumecheng-13266	300	23	.	.	PUNCT
fumecheng-13266	301	1	the	the	DET
fumecheng-13266	301	2	hardware	hardware	NOUN
fumecheng-13266	301	3	was	be	AUX
fumecheng-13266	301	4	a	a	DET
fumecheng-13266	301	5	workstation	workstation	NOUN
fumecheng-13266	301	6	equipped	equip	VERB
fumecheng-13266	301	7	with	with	ADP
fumecheng-13266	301	8	an	an	DET
fumecheng-13266	301	9	amd	amd	ADJ
fumecheng-13266	301	10	epyc	epyc	NOUN
fumecheng-13266	301	11	7502	7502	NUM
fumecheng-13266	301	12	cpu	cpu	PROPN
fumecheng-13266	301	13	,	,	PUNCT
fumecheng-13266	301	14	256	256	NUM
fumecheng-13266	301	15	gb	gb	NOUN
fumecheng-13266	301	16	of	of	ADP
fumecheng-13266	301	17	ram	ram	NOUN
fumecheng-13266	301	18	,	,	PUNCT
fumecheng-13266	301	19	and	and	CCONJ
fumecheng-13266	301	20	an	an	DET
fumecheng-13266	301	21	nvidia	nvidia	PROPN
fumecheng-13266	301	22	geforce	geforce	NOUN
fumecheng-13266	301	23	rtx	rtx	PROPN
fumecheng-13266	301	24	3090	3090	NUM
fumecheng-13266	301	25	gpu	gpu	PROPN
fumecheng-13266	301	26	.	.	PROPN
fumecheng-13266	301	27	prediction	prediction	NOUN
fumecheng-13266	301	28	of	of	ADP
fumecheng-13266	301	29	contact	contact	NOUN
fumecheng-13266	301	30	distribution	distribution	NOUN
fumecheng-13266	301	31	on	on	ADP
fumecheng-13266	301	32	rough	rough	ADJ
fumecheng-13266	301	33	surfaces	surface	NOUN
fumecheng-13266	301	34	using	use	VERB
fumecheng-13266	301	35	deep	deep	ADJ
fumecheng-13266	301	36	learning	learning	NOUN
fumecheng-13266	301	37	algorithms	algorithm	NOUN
fumecheng-13266	301	38	771	771	NUM
fumecheng-13266	301	39	3	3	NUM
fumecheng-13266	301	40	.	.	PUNCT
fumecheng-13266	301	41	results	result	NOUN
fumecheng-13266	301	42	3.1	3.1	NUM
fumecheng-13266	301	43	.	.	PUNCT
fumecheng-13266	302	1	evaluation	evaluation	NOUN
fumecheng-13266	302	2	of	of	ADP
fumecheng-13266	302	3	the	the	DET
fumecheng-13266	302	4	performance	performance	NOUN
fumecheng-13266	302	5	of	of	ADP
fumecheng-13266	302	6	the	the	DET
fumecheng-13266	302	7	deep	deep	ADJ
fumecheng-13266	302	8	learning	learning	NOUN
fumecheng-13266	302	9	model	model	NOUN
fumecheng-13266	302	10	the	the	DET
fumecheng-13266	302	11	results	result	NOUN
fumecheng-13266	302	12	of	of	ADP
fumecheng-13266	302	13	the	the	DET
fumecheng-13266	302	14	contact	contact	NOUN
fumecheng-13266	302	15	area	area	NOUN
fumecheng-13266	302	16	distribution	distribution	NOUN
fumecheng-13266	302	17	predictions	prediction	NOUN
fumecheng-13266	302	18	based	base	VERB
fumecheng-13266	302	19	on	on	ADP
fumecheng-13266	302	20	the	the	DET
fumecheng-13266	302	21	changes	change	NOUN
fumecheng-13266	302	22	in	in	ADP
fumecheng-13266	302	23	load	load	NOUN
fumecheng-13266	302	24	and	and	CCONJ
fumecheng-13266	302	25	scale	scale	NOUN
fumecheng-13266	302	26	are	be	AUX
fumecheng-13266	302	27	presented	present	VERB
fumecheng-13266	302	28	.	.	PUNCT
fumecheng-13266	303	1	to	to	PART
fumecheng-13266	303	2	evaluate	evaluate	VERB
fumecheng-13266	303	3	the	the	DET
fumecheng-13266	303	4	performance	performance	NOUN
fumecheng-13266	303	5	of	of	ADP
fumecheng-13266	303	6	the	the	DET
fumecheng-13266	303	7	model	model	NOUN
fumecheng-13266	303	8	,	,	PUNCT
fumecheng-13266	303	9	the	the	DET
fumecheng-13266	303	10	accuracy	accuracy	NOUN
fumecheng-13266	303	11	of	of	ADP
fumecheng-13266	303	12	the	the	DET
fumecheng-13266	303	13	results	result	NOUN
fumecheng-13266	303	14	was	be	AUX
fumecheng-13266	303	15	analyzed	analyze	VERB
fumecheng-13266	303	16	using	use	VERB
fumecheng-13266	303	17	various	various	ADJ
fumecheng-13266	303	18	previously	previously	ADV
fumecheng-13266	303	19	introduced	introduce	VERB
fumecheng-13266	303	20	metrics	metric	NOUN
fumecheng-13266	303	21	.	.	PUNCT
fumecheng-13266	304	1	first	first	ADV
fumecheng-13266	304	2	,	,	PUNCT
fumecheng-13266	304	3	the	the	DET
fumecheng-13266	304	4	accuracy	accuracy	NOUN
fumecheng-13266	304	5	of	of	ADP
fumecheng-13266	304	6	the	the	DET
fumecheng-13266	304	7	predictions	prediction	NOUN
fumecheng-13266	304	8	made	make	VERB
fumecheng-13266	304	9	by	by	ADP
fumecheng-13266	304	10	the	the	DET
fumecheng-13266	304	11	deep	deep	ADJ
fumecheng-13266	304	12	learning	learning	NOUN
fumecheng-13266	304	13	model	model	NOUN
fumecheng-13266	304	14	trained	train	VERB
fumecheng-13266	304	15	at	at	ADP
fumecheng-13266	304	16	different	different	ADJ
fumecheng-13266	304	17	scales	scale	NOUN
fumecheng-13266	304	18	was	be	AUX
fumecheng-13266	304	19	verified	verify	VERB
fumecheng-13266	304	20	.	.	PUNCT
fumecheng-13266	305	1	fig	fig	NOUN
fumecheng-13266	305	2	.	.	PUNCT
fumecheng-13266	306	1	4	4	NUM
fumecheng-13266	306	2	shows	show	VERB
fumecheng-13266	306	3	an	an	DET
fumecheng-13266	306	4	example	example	NOUN
fumecheng-13266	306	5	comparing	compare	VERB
fumecheng-13266	306	6	the	the	DET
fumecheng-13266	306	7	direct	direct	ADJ
fumecheng-13266	306	8	numerical	numerical	PROPN
fumecheng-13266	306	9	model	model	PROPN
fumecheng-13266	306	10	results	result	NOUN
fumecheng-13266	306	11	and	and	CCONJ
fumecheng-13266	306	12	predictions	prediction	NOUN
fumecheng-13266	306	13	made	make	VERB
fumecheng-13266	306	14	by	by	ADP
fumecheng-13266	306	15	the	the	DET
fumecheng-13266	306	16	deep	deep	ADJ
fumecheng-13266	306	17	learning	learning	NOUN
fumecheng-13266	306	18	model	model	NOUN
fumecheng-13266	306	19	for	for	ADP
fumecheng-13266	306	20	the	the	DET
fumecheng-13266	306	21	contact	contact	NOUN
fumecheng-13266	306	22	area	area	NOUN
fumecheng-13266	306	23	distribution	distribution	NOUN
fumecheng-13266	306	24	at	at	ADP
fumecheng-13266	306	25	different	different	ADJ
fumecheng-13266	306	26	scales	scale	NOUN
fumecheng-13266	306	27	in	in	ADP
fumecheng-13266	306	28	the	the	DET
fumecheng-13266	306	29	test	test	NOUN
fumecheng-13266	306	30	field	field	NOUN
fumecheng-13266	306	31	.	.	PUNCT
fumecheng-13266	307	1	in	in	ADP
fumecheng-13266	307	2	this	this	DET
fumecheng-13266	307	3	case	case	NOUN
fumecheng-13266	307	4	,	,	PUNCT
fumecheng-13266	307	5	the	the	DET
fumecheng-13266	307	6	applied	apply	VERB
fumecheng-13266	307	7	force	force	NOUN
fumecheng-13266	307	8	was	be	AUX
fumecheng-13266	307	9	30	30	NUM
fumecheng-13266	307	10	n.	n.	PROPN
fumecheng-13266	307	11	numerical	numerical	ADJ
fumecheng-13266	307	12	analysis	analysis	NOUN
fumecheng-13266	307	13	results	result	NOUN
fumecheng-13266	307	14	indicated	indicate	VERB
fumecheng-13266	307	15	that	that	SCONJ
fumecheng-13266	307	16	as	as	SCONJ
fumecheng-13266	307	17	the	the	DET
fumecheng-13266	307	18	scale	scale	NOUN
fumecheng-13266	307	19	became	become	VERB
fumecheng-13266	307	20	finer	fine	ADJ
fumecheng-13266	307	21	,	,	PUNCT
fumecheng-13266	307	22	the	the	DET
fumecheng-13266	307	23	contact	contact	NOUN
fumecheng-13266	307	24	area	area	NOUN
fumecheng-13266	307	25	was	be	AUX
fumecheng-13266	307	26	subdivided	subdivide	VERB
fumecheng-13266	307	27	into	into	ADP
fumecheng-13266	307	28	smaller	small	ADJ
fumecheng-13266	307	29	contact	contact	NOUN
fumecheng-13266	307	30	regions	region	NOUN
fumecheng-13266	307	31	,	,	PUNCT
fumecheng-13266	307	32	which	which	PRON
fumecheng-13266	307	33	subsequently	subsequently	ADV
fumecheng-13266	307	34	formed	form	VERB
fumecheng-13266	307	35	clusters	cluster	NOUN
fumecheng-13266	307	36	.	.	PUNCT
fumecheng-13266	308	1	additionally	additionally	ADV
fumecheng-13266	308	2	,	,	PUNCT
fumecheng-13266	308	3	it	it	PRON
fumecheng-13266	308	4	shows	show	VERB
fumecheng-13266	308	5	that	that	SCONJ
fumecheng-13266	308	6	new	new	ADJ
fumecheng-13266	308	7	contact	contact	NOUN
fumecheng-13266	308	8	spots	spot	NOUN
fumecheng-13266	308	9	emerged	emerge	VERB
fumecheng-13266	308	10	at	at	ADP
fumecheng-13266	308	11	coarser	coarse	ADJ
fumecheng-13266	308	12	scales	scale	NOUN
fumecheng-13266	308	13	,	,	PUNCT
fumecheng-13266	308	14	which	which	PRON
fumecheng-13266	308	15	were	be	AUX
fumecheng-13266	308	16	not	not	PART
fumecheng-13266	308	17	previously	previously	ADV
fumecheng-13266	308	18	present	present	ADJ
fumecheng-13266	308	19	.	.	PUNCT
fumecheng-13266	309	1	to	to	PART
fumecheng-13266	309	2	quantify	quantify	VERB
fumecheng-13266	309	3	the	the	DET
fumecheng-13266	309	4	accuracy	accuracy	NOUN
fumecheng-13266	309	5	of	of	ADP
fumecheng-13266	309	6	the	the	DET
fumecheng-13266	309	7	contact	contact	NOUN
fumecheng-13266	309	8	area	area	NOUN
fumecheng-13266	309	9	predictions	prediction	NOUN
fumecheng-13266	309	10	made	make	VERB
fumecheng-13266	309	11	by	by	ADP
fumecheng-13266	309	12	the	the	DET
fumecheng-13266	309	13	deep	deep	ADJ
fumecheng-13266	309	14	learning	learning	NOUN
fumecheng-13266	309	15	model	model	NOUN
fumecheng-13266	309	16	in	in	ADP
fumecheng-13266	309	17	the	the	DET
fumecheng-13266	309	18	test	test	NOUN
fumecheng-13266	309	19	field	field	NOUN
fumecheng-13266	309	20	,	,	PUNCT
fumecheng-13266	309	21	evaluation	evaluation	NOUN
fumecheng-13266	309	22	metrics	metric	NOUN
fumecheng-13266	309	23	,	,	PUNCT
fumecheng-13266	309	24	such	such	ADJ
fumecheng-13266	309	25	as	as	ADP
fumecheng-13266	309	26	the	the	DET
fumecheng-13266	309	27	dice	dice	NOUN
fumecheng-13266	309	28	coefficient	coefficient	NOUN
fumecheng-13266	309	29	,	,	PUNCT
fumecheng-13266	309	30	jaccard	jaccard	PROPN
fumecheng-13266	309	31	index	index	PROPN
fumecheng-13266	309	32	,	,	PUNCT
fumecheng-13266	309	33	bf	bf	NOUN
fumecheng-13266	309	34	score	score	NOUN
fumecheng-13266	309	35	,	,	PUNCT
fumecheng-13266	309	36	and	and	CCONJ
fumecheng-13266	309	37	pixel	pixel	PROPN
fumecheng-13266	309	38	accuracy	accuracy	NOUN
fumecheng-13266	309	39	,	,	PUNCT
fumecheng-13266	309	40	are	be	AUX
fumecheng-13266	309	41	presented	present	VERB
fumecheng-13266	309	42	in	in	ADP
fumecheng-13266	309	43	table	table	NOUN
fumecheng-13266	309	44	1	1	NUM
fumecheng-13266	309	45	.	.	PUNCT
fumecheng-13266	310	1	these	these	DET
fumecheng-13266	310	2	evaluation	evaluation	NOUN
fumecheng-13266	310	3	metrics	metric	NOUN
fumecheng-13266	310	4	represent	represent	VERB
fumecheng-13266	310	5	the	the	DET
fumecheng-13266	310	6	average	average	ADJ
fumecheng-13266	310	7	values	value	NOUN
fumecheng-13266	310	8	calculated	calculate	VERB
fumecheng-13266	310	9	from	from	ADP
fumecheng-13266	310	10	the	the	DET
fumecheng-13266	310	11	predictions	prediction	NOUN
fumecheng-13266	310	12	on	on	ADP
fumecheng-13266	310	13	4,000	4,000	NUM
fumecheng-13266	310	14	test	test	NOUN
fumecheng-13266	310	15	datasets	dataset	NOUN
fumecheng-13266	310	16	,	,	PUNCT
fumecheng-13266	310	17	which	which	PRON
fumecheng-13266	310	18	consisted	consist	VERB
fumecheng-13266	310	19	of	of	ADP
fumecheng-13266	310	20	samples	sample	NOUN
fumecheng-13266	310	21	at	at	ADP
fumecheng-13266	310	22	various	various	ADJ
fumecheng-13266	310	23	scales	scale	NOUN
fumecheng-13266	310	24	under	under	ADP
fumecheng-13266	310	25	a	a	DET
fumecheng-13266	310	26	fixed	fix	VERB
fumecheng-13266	310	27	applied	applied	ADJ
fumecheng-13266	310	28	force	force	NOUN
fumecheng-13266	310	29	of	of	ADP
fumecheng-13266	310	30	30	30	NUM
fumecheng-13266	310	31	n.	n.	NOUN
fumecheng-13266	310	32	the	the	DET
fumecheng-13266	310	33	predicted	predict	VERB
fumecheng-13266	310	34	results	result	NOUN
fumecheng-13266	310	35	for	for	ADP
fumecheng-13266	310	36	each	each	DET
fumecheng-13266	310	37	scale	scale	NOUN
fumecheng-13266	310	38	showed	show	VERB
fumecheng-13266	310	39	a	a	DET
fumecheng-13266	310	40	dice	dice	NOUN
fumecheng-13266	310	41	coefficient	coefficient	NOUN
fumecheng-13266	310	42	of	of	ADP
fumecheng-13266	310	43	approximately	approximately	ADV
fumecheng-13266	310	44	0.9156	0.9156	NUM
fumecheng-13266	310	45	,	,	PUNCT
fumecheng-13266	310	46	jaccard	jaccard	ADJ
fumecheng-13266	310	47	index	index	NOUN
fumecheng-13266	310	48	of	of	ADP
fumecheng-13266	310	49	0.8464	0.8464	NUM
fumecheng-13266	310	50	,	,	PUNCT
fumecheng-13266	310	51	bf	bf	PRON
fumecheng-13266	310	52	score	score	NOUN
fumecheng-13266	310	53	of	of	ADP
fumecheng-13266	310	54	0.9521	0.9521	NUM
fumecheng-13266	310	55	,	,	PUNCT
fumecheng-13266	310	56	and	and	CCONJ
fumecheng-13266	310	57	pixel	pixel	PROPN
fumecheng-13266	310	58	accuracy	accuracy	NOUN
fumecheng-13266	310	59	of	of	ADP
fumecheng-13266	310	60	0.9587	0.9587	NUM
fumecheng-13266	310	61	.	.	PUNCT
fumecheng-13266	311	1	these	these	DET
fumecheng-13266	311	2	values	value	NOUN
fumecheng-13266	311	3	indicate	indicate	VERB
fumecheng-13266	311	4	that	that	SCONJ
fumecheng-13266	311	5	the	the	DET
fumecheng-13266	311	6	deep	deep	ADJ
fumecheng-13266	311	7	learning	learning	NOUN
fumecheng-13266	311	8	prediction	prediction	NOUN
fumecheng-13266	311	9	model	model	NOUN
fumecheng-13266	311	10	demonstrates	demonstrate	VERB
fumecheng-13266	311	11	excellent	excellent	ADJ
fumecheng-13266	311	12	overall	overall	ADJ
fumecheng-13266	311	13	performance	performance	NOUN
fumecheng-13266	311	14	in	in	ADP
fumecheng-13266	311	15	segmentation	segmentation	NOUN
fumecheng-13266	311	16	and	and	CCONJ
fumecheng-13266	311	17	prediction	prediction	NOUN
fumecheng-13266	311	18	.	.	PUNCT
fumecheng-13266	312	1	the	the	DET
fumecheng-13266	312	2	high	high	ADJ
fumecheng-13266	312	3	dice	dice	NOUN
fumecheng-13266	312	4	coefficient	coefficient	NOUN
fumecheng-13266	312	5	and	and	CCONJ
fumecheng-13266	312	6	jaccard	jaccard	ADJ
fumecheng-13266	312	7	index	index	NOUN
fumecheng-13266	312	8	values	value	NOUN
fumecheng-13266	312	9	indicate	indicate	VERB
fumecheng-13266	312	10	that	that	SCONJ
fumecheng-13266	312	11	the	the	DET
fumecheng-13266	312	12	model	model	NOUN
fumecheng-13266	312	13	accurately	accurately	ADV
fumecheng-13266	312	14	identified	identify	VERB
fumecheng-13266	312	15	and	and	CCONJ
fumecheng-13266	312	16	segmented	segment	VERB
fumecheng-13266	312	17	the	the	DET
fumecheng-13266	312	18	contact	contact	NOUN
fumecheng-13266	312	19	area	area	NOUN
fumecheng-13266	312	20	distribution	distribution	NOUN
fumecheng-13266	312	21	.	.	PUNCT
fumecheng-13266	313	1	additionally	additionally	ADV
fumecheng-13266	313	2	,	,	PUNCT
fumecheng-13266	313	3	the	the	DET
fumecheng-13266	313	4	high	high	ADJ
fumecheng-13266	313	5	bf	bf	NOUN
fumecheng-13266	313	6	score	score	NOUN
fumecheng-13266	313	7	suggests	suggest	VERB
fumecheng-13266	313	8	that	that	SCONJ
fumecheng-13266	313	9	the	the	DET
fumecheng-13266	313	10	model	model	NOUN
fumecheng-13266	313	11	predicts	predict	VERB
fumecheng-13266	313	12	the	the	DET
fumecheng-13266	313	13	boundaries	boundary	NOUN
fumecheng-13266	313	14	of	of	ADP
fumecheng-13266	313	15	the	the	DET
fumecheng-13266	313	16	contact	contact	NOUN
fumecheng-13266	313	17	area	area	NOUN
fumecheng-13266	313	18	distribution	distribution	NOUN
fumecheng-13266	313	19	with	with	ADP
fumecheng-13266	313	20	precision	precision	NOUN
fumecheng-13266	313	21	,	,	PUNCT
fumecheng-13266	313	22	whereas	whereas	SCONJ
fumecheng-13266	313	23	the	the	DET
fumecheng-13266	313	24	pixel	pixel	PROPN
fumecheng-13266	313	25	accuracy	accuracy	NOUN
fumecheng-13266	313	26	indicates	indicate	VERB
fumecheng-13266	313	27	that	that	SCONJ
fumecheng-13266	313	28	there	there	PRON
fumecheng-13266	313	29	is	be	VERB
fumecheng-13266	313	30	minimal	minimal	ADJ
fumecheng-13266	313	31	difference	difference	NOUN
fumecheng-13266	313	32	between	between	ADP
fumecheng-13266	313	33	the	the	DET
fumecheng-13266	313	34	predicted	predict	VERB
fumecheng-13266	313	35	and	and	CCONJ
fumecheng-13266	313	36	actual	actual	ADJ
fumecheng-13266	313	37	contact	contact	NOUN
fumecheng-13266	313	38	areas	area	NOUN
fumecheng-13266	313	39	,	,	PUNCT
fumecheng-13266	313	40	because	because	SCONJ
fumecheng-13266	313	41	the	the	DET
fumecheng-13266	313	42	pixels	pixel	NOUN
fumecheng-13266	313	43	between	between	ADP
fumecheng-13266	313	44	the	the	DET
fumecheng-13266	313	45	distribution	distribution	NOUN
fumecheng-13266	313	46	of	of	ADP
fumecheng-13266	313	47	the	the	DET
fumecheng-13266	313	48	deep	deep	ADJ
fumecheng-13266	313	49	learning	learning	NOUN
fumecheng-13266	313	50	model	model	NOUN
fumecheng-13266	313	51	and	and	CCONJ
fumecheng-13266	313	52	direct	direct	PROPN
fumecheng-13266	313	53	numerical	numerical	PROPN
fumecheng-13266	313	54	simulation	simulation	PROPN
fumecheng-13266	313	55	are	be	AUX
fumecheng-13266	313	56	classified	classify	VERB
fumecheng-13266	313	57	correctly	correctly	ADV
fumecheng-13266	313	58	.	.	PUNCT
fumecheng-13266	314	1	second	second	ADJ
fumecheng-13266	314	2	,	,	PUNCT
fumecheng-13266	314	3	an	an	DET
fumecheng-13266	314	4	example	example	NOUN
fumecheng-13266	314	5	comparing	compare	VERB
fumecheng-13266	314	6	the	the	DET
fumecheng-13266	314	7	numerical	numerical	ADJ
fumecheng-13266	314	8	analysis	analysis	NOUN
fumecheng-13266	314	9	results	result	NOUN
fumecheng-13266	314	10	and	and	CCONJ
fumecheng-13266	314	11	predictions	prediction	NOUN
fumecheng-13266	314	12	made	make	VERB
fumecheng-13266	314	13	by	by	ADP
fumecheng-13266	314	14	the	the	DET
fumecheng-13266	314	15	deep	deep	ADJ
fumecheng-13266	314	16	learning	learning	NOUN
fumecheng-13266	314	17	model	model	NOUN
fumecheng-13266	314	18	for	for	ADP
fumecheng-13266	314	19	the	the	DET
fumecheng-13266	314	20	contact	contact	NOUN
fumecheng-13266	314	21	area	area	NOUN
fumecheng-13266	314	22	distribution	distribution	NOUN
fumecheng-13266	314	23	at	at	ADP
fumecheng-13266	314	24	different	different	ADJ
fumecheng-13266	314	25	loads	load	NOUN
fumecheng-13266	314	26	is	be	AUX
fumecheng-13266	314	27	shown	show	VERB
fumecheng-13266	314	28	in	in	ADP
fumecheng-13266	314	29	fig	fig	NOUN
fumecheng-13266	314	30	.	.	PUNCT
fumecheng-13266	315	1	5	5	X
fumecheng-13266	315	2	.	.	PUNCT
fumecheng-13266	315	3	the	the	DET
fumecheng-13266	315	4	results	result	NOUN
fumecheng-13266	315	5	demonstrated	demonstrate	VERB
fumecheng-13266	315	6	that	that	SCONJ
fumecheng-13266	315	7	as	as	SCONJ
fumecheng-13266	315	8	the	the	DET
fumecheng-13266	315	9	load	load	NOUN
fumecheng-13266	315	10	increased	increase	VERB
fumecheng-13266	315	11	,	,	PUNCT
fumecheng-13266	315	12	the	the	DET
fumecheng-13266	315	13	contact	contact	NOUN
fumecheng-13266	315	14	area	area	NOUN
fumecheng-13266	315	15	expanded	expand	VERB
fumecheng-13266	315	16	and	and	CCONJ
fumecheng-13266	315	17	a	a	DET
fumecheng-13266	315	18	larger	large	ADJ
fumecheng-13266	315	19	number	number	NOUN
fumecheng-13266	315	20	of	of	ADP
fumecheng-13266	315	21	new	new	ADJ
fumecheng-13266	315	22	contact	contact	NOUN
fumecheng-13266	315	23	spots	spot	NOUN
fumecheng-13266	315	24	appeared	appear	VERB
fumecheng-13266	315	25	across	across	ADP
fumecheng-13266	315	26	the	the	DET
fumecheng-13266	315	27	entire	entire	ADJ
fumecheng-13266	315	28	contact	contact	NOUN
fumecheng-13266	315	29	region	region	NOUN
fumecheng-13266	315	30	under	under	ADP
fumecheng-13266	315	31	higher	high	ADJ
fumecheng-13266	315	32	loads	load	NOUN
fumecheng-13266	315	33	than	than	ADP
fumecheng-13266	315	34	under	under	ADP
fumecheng-13266	315	35	lower	low	ADJ
fumecheng-13266	315	36	loads	load	NOUN
fumecheng-13266	315	37	.	.	PUNCT
fumecheng-13266	316	1	the	the	DET
fumecheng-13266	316	2	metrics	metric	NOUN
fumecheng-13266	316	3	used	use	VERB
fumecheng-13266	316	4	to	to	PART
fumecheng-13266	316	5	evaluate	evaluate	VERB
fumecheng-13266	316	6	the	the	DET
fumecheng-13266	316	7	performance	performance	NOUN
fumecheng-13266	316	8	of	of	ADP
fumecheng-13266	316	9	the	the	DET
fumecheng-13266	316	10	deep	deep	ADJ
fumecheng-13266	316	11	learning	learning	NOUN
fumecheng-13266	316	12	model	model	NOUN
fumecheng-13266	316	13	in	in	ADP
fumecheng-13266	316	14	predicting	predict	VERB
fumecheng-13266	316	15	the	the	DET
fumecheng-13266	316	16	contact	contact	NOUN
fumecheng-13266	316	17	area	area	NOUN
fumecheng-13266	316	18	distribution	distribution	NOUN
fumecheng-13266	316	19	across	across	ADP
fumecheng-13266	316	20	different	different	ADJ
fumecheng-13266	316	21	loads	load	NOUN
fumecheng-13266	316	22	are	be	AUX
fumecheng-13266	316	23	presented	present	VERB
fumecheng-13266	316	24	in	in	ADP
fumecheng-13266	316	25	table	table	NOUN
fumecheng-13266	316	26	2	2	NUM
fumecheng-13266	316	27	.	.	PUNCT
fumecheng-13266	317	1	these	these	DET
fumecheng-13266	317	2	evaluation	evaluation	NOUN
fumecheng-13266	317	3	metrics	metric	NOUN
fumecheng-13266	317	4	represent	represent	VERB
fumecheng-13266	317	5	the	the	DET
fumecheng-13266	317	6	average	average	ADJ
fumecheng-13266	317	7	values	value	NOUN
fumecheng-13266	317	8	calculated	calculate	VERB
fumecheng-13266	317	9	from	from	ADP
fumecheng-13266	317	10	predictions	prediction	NOUN
fumecheng-13266	317	11	on	on	ADP
fumecheng-13266	317	12	4,000	4,000	NUM
fumecheng-13266	317	13	test	test	NOUN
fumecheng-13266	317	14	datasets	dataset	NOUN
fumecheng-13266	317	15	,	,	PUNCT
fumecheng-13266	317	16	which	which	PRON
fumecheng-13266	317	17	consisted	consist	VERB
fumecheng-13266	317	18	of	of	ADP
fumecheng-13266	317	19	samples	sample	NOUN
fumecheng-13266	317	20	at	at	ADP
fumecheng-13266	317	21	a	a	DET
fumecheng-13266	317	22	fixed	fix	VERB
fumecheng-13266	317	23	scale	scale	NOUN
fumecheng-13266	317	24	of	of	ADP
fumecheng-13266	317	25	l/2⁷	l/2⁷	NOUN
fumecheng-13266	317	26	and	and	CCONJ
fumecheng-13266	317	27	varying	vary	VERB
fumecheng-13266	317	28	loads	load	NOUN
fumecheng-13266	317	29	.	.	PUNCT
fumecheng-13266	318	1	the	the	DET
fumecheng-13266	318	2	predicted	predict	VERB
fumecheng-13266	318	3	results	result	NOUN
fumecheng-13266	318	4	for	for	ADP
fumecheng-13266	318	5	each	each	DET
fumecheng-13266	318	6	load	load	NOUN
fumecheng-13266	318	7	exhibited	exhibit	VERB
fumecheng-13266	318	8	a	a	DET
fumecheng-13266	318	9	dice	dice	NOUN
fumecheng-13266	318	10	coefficient	coefficient	NOUN
fumecheng-13266	318	11	of	of	ADP
fumecheng-13266	318	12	approximately	approximately	ADV
fumecheng-13266	318	13	0.9289	0.9289	NUM
fumecheng-13266	318	14	,	,	PUNCT
fumecheng-13266	318	15	a	a	DET
fumecheng-13266	318	16	jaccard	jaccard	ADJ
fumecheng-13266	318	17	index	index	NOUN
fumecheng-13266	318	18	of	of	ADP
fumecheng-13266	318	19	0.8679	0.8679	NUM
fumecheng-13266	318	20	,	,	PUNCT
fumecheng-13266	318	21	a	a	DET
fumecheng-13266	318	22	bf	bf	NOUN
fumecheng-13266	318	23	score	score	NOUN
fumecheng-13266	318	24	of	of	ADP
fumecheng-13266	318	25	0.9864	0.9864	NUM
fumecheng-13266	318	26	,	,	PUNCT
fumecheng-13266	318	27	and	and	CCONJ
fumecheng-13266	318	28	a	a	DET
fumecheng-13266	318	29	pixel	pixel	ADJ
fumecheng-13266	318	30	accuracy	accuracy	NOUN
fumecheng-13266	318	31	of	of	ADP
fumecheng-13266	318	32	0.9948	0.9948	NUM
fumecheng-13266	318	33	.	.	PUNCT
fumecheng-13266	319	1	compared	compare	VERB
fumecheng-13266	319	2	with	with	ADP
fumecheng-13266	319	3	the	the	DET
fumecheng-13266	319	4	results	result	NOUN
fumecheng-13266	319	5	from	from	ADP
fumecheng-13266	319	6	table	table	NOUN
fumecheng-13266	319	7	1	1	NUM
fumecheng-13266	319	8	,	,	PUNCT
fumecheng-13266	319	9	which	which	PRON
fumecheng-13266	319	10	analyzed	analyze	VERB
fumecheng-13266	319	11	scale	scale	NOUN
fumecheng-13266	319	12	variations	variation	NOUN
fumecheng-13266	319	13	,	,	PUNCT
fumecheng-13266	319	14	the	the	DET
fumecheng-13266	319	15	overall	overall	ADJ
fumecheng-13266	319	16	results	result	NOUN
fumecheng-13266	319	17	were	be	AUX
fumecheng-13266	319	18	similar	similar	ADJ
fumecheng-13266	319	19	,	,	PUNCT
fumecheng-13266	319	20	indicating	indicate	VERB
fumecheng-13266	319	21	the	the	DET
fumecheng-13266	319	22	excellent	excellent	ADJ
fumecheng-13266	319	23	performance	performance	NOUN
fumecheng-13266	319	24	of	of	ADP
fumecheng-13266	319	25	the	the	DET
fumecheng-13266	319	26	prediction	prediction	NOUN
fumecheng-13266	319	27	model	model	NOUN
fumecheng-13266	319	28	.	.	PUNCT
fumecheng-13266	320	1	notably	notably	ADV
fumecheng-13266	320	2	,	,	PUNCT
fumecheng-13266	320	3	the	the	DET
fumecheng-13266	320	4	dice	dice	NOUN
fumecheng-13266	320	5	coefficient	coefficient	NOUN
fumecheng-13266	320	6	tended	tend	VERB
fumecheng-13266	320	7	to	to	PART
fumecheng-13266	320	8	be	be	AUX
fumecheng-13266	320	9	relatively	relatively	ADV
fumecheng-13266	320	10	high	high	ADJ
fumecheng-13266	320	11	when	when	SCONJ
fumecheng-13266	320	12	the	the	DET
fumecheng-13266	320	13	load	load	NOUN
fumecheng-13266	320	14	was	be	AUX
fumecheng-13266	320	15	𝐹	𝐹	PROPN
fumecheng-13266	320	16	=	=	SYM
fumecheng-13266	320	17	30	30	NUM
fumecheng-13266	320	18	n.	n.	NOUN
fumecheng-13266	320	19	772	772	NUM
fumecheng-13266	320	20	i.	i.	PROPN
fumecheng-13266	320	21	jang	jang	PROPN
fumecheng-13266	320	22	,	,	PUNCT
fumecheng-13266	320	23	y.h	y.h	PROPN
fumecheng-13266	320	24	.	.	PROPN
fumecheng-13266	320	25	jang	jang	PROPN
fumecheng-13266	320	26	fig	fig	PROPN
fumecheng-13266	320	27	.	.	PUNCT
fumecheng-13266	321	1	4	4	NUM
fumecheng-13266	321	2	comparison	comparison	NOUN
fumecheng-13266	321	3	of	of	ADP
fumecheng-13266	321	4	contact	contact	NOUN
fumecheng-13266	321	5	area	area	NOUN
fumecheng-13266	321	6	distribution	distribution	NOUN
fumecheng-13266	321	7	according	accord	VERB
fumecheng-13266	321	8	to	to	ADP
fumecheng-13266	321	9	scale	scale	NOUN
fumecheng-13266	321	10	variation	variation	NOUN
fumecheng-13266	321	11	𝐿/2𝑛	𝐿/2𝑛	PROPN
fumecheng-13266	321	12	,	,	PUNCT
fumecheng-13266	321	13	(	(	PUNCT
fumecheng-13266	321	14	𝑛=5,9	𝑛=5,9	NOUN
fumecheng-13266	321	15	)	)	PUNCT
fumecheng-13266	321	16	.	.	PUNCT
fumecheng-13266	322	1	column	column	NOUN
fumecheng-13266	322	2	(	(	PUNCT
fumecheng-13266	322	3	a	a	X
fumecheng-13266	322	4	)	)	PUNCT
fumecheng-13266	322	5	shows	show	VERB
fumecheng-13266	322	6	the	the	DET
fumecheng-13266	322	7	rough	rough	ADJ
fumecheng-13266	322	8	surface	surface	NOUN
fumecheng-13266	322	9	image	image	NOUN
fumecheng-13266	322	10	as	as	ADP
fumecheng-13266	322	11	a	a	DET
fumecheng-13266	322	12	16	16	NUM
fumecheng-13266	322	13	-	-	PUNCT
fumecheng-13266	322	14	bit	bit	NOUN
fumecheng-13266	322	15	grayscale	grayscale	NOUN
fumecheng-13266	322	16	png	png	PROPN
fumecheng-13266	322	17	,	,	PUNCT
fumecheng-13266	322	18	(	(	PUNCT
fumecheng-13266	322	19	b	b	X
fumecheng-13266	322	20	)	)	PUNCT
fumecheng-13266	322	21	the	the	DET
fumecheng-13266	322	22	contact	contact	NOUN
fumecheng-13266	322	23	area	area	NOUN
fumecheng-13266	322	24	distribution	distribution	NOUN
fumecheng-13266	322	25	from	from	ADP
fumecheng-13266	322	26	the	the	DET
fumecheng-13266	322	27	direct	direct	ADJ
fumecheng-13266	322	28	numerical	numerical	ADJ
fumecheng-13266	322	29	analysis	analysis	NOUN
fumecheng-13266	322	30	,	,	PUNCT
fumecheng-13266	322	31	(	(	PUNCT
fumecheng-13266	322	32	c	c	X
fumecheng-13266	322	33	)	)	PUNCT
fumecheng-13266	322	34	the	the	DET
fumecheng-13266	322	35	contact	contact	NOUN
fumecheng-13266	322	36	area	area	NOUN
fumecheng-13266	322	37	distribution	distribution	NOUN
fumecheng-13266	322	38	from	from	ADP
fumecheng-13266	322	39	the	the	DET
fumecheng-13266	322	40	deep	deep	ADJ
fumecheng-13266	322	41	learning	learning	NOUN
fumecheng-13266	322	42	model	model	NOUN
fumecheng-13266	322	43	,	,	PUNCT
fumecheng-13266	322	44	and	and	CCONJ
fumecheng-13266	322	45	(	(	PUNCT
fumecheng-13266	322	46	d	d	X
fumecheng-13266	322	47	)	)	PUNCT
fumecheng-13266	322	48	a	a	DET
fumecheng-13266	322	49	comparison	comparison	NOUN
fumecheng-13266	322	50	of	of	ADP
fumecheng-13266	322	51	radial	radial	ADJ
fumecheng-13266	322	52	average	average	ADJ
fumecheng-13266	322	53	magnitudes	magnitude	NOUN
fumecheng-13266	322	54	by	by	ADP
fumecheng-13266	322	55	frequency	frequency	NOUN
fumecheng-13266	322	56	(	(	PUNCT
fumecheng-13266	322	57	the	the	DET
fumecheng-13266	322	58	blue	blue	ADJ
fumecheng-13266	322	59	line	line	NOUN
fumecheng-13266	322	60	represents	represent	VERB
fumecheng-13266	322	61	the	the	DET
fumecheng-13266	322	62	numerical	numerical	ADJ
fumecheng-13266	322	63	analysis	analysis	NOUN
fumecheng-13266	322	64	results	result	NOUN
fumecheng-13266	322	65	,	,	PUNCT
fumecheng-13266	322	66	and	and	CCONJ
fumecheng-13266	322	67	the	the	DET
fumecheng-13266	322	68	red	red	ADJ
fumecheng-13266	322	69	dashed	dash	VERB
fumecheng-13266	322	70	line	line	NOUN
fumecheng-13266	322	71	represents	represent	VERB
fumecheng-13266	322	72	the	the	DET
fumecheng-13266	322	73	predicted	predict	VERB
fumecheng-13266	322	74	results	result	NOUN
fumecheng-13266	322	75	)	)	PUNCT
fumecheng-13266	322	76	.	.	PUNCT
fumecheng-13266	323	1	table	table	NOUN
fumecheng-13266	323	2	1	1	NUM
fumecheng-13266	323	3	evaluation	evaluation	NOUN
fumecheng-13266	323	4	metrics	metric	NOUN
fumecheng-13266	323	5	such	such	ADJ
fumecheng-13266	323	6	as	as	ADP
fumecheng-13266	323	7	dice	dice	NOUN
fumecheng-13266	323	8	coefficient	coefficient	NOUN
fumecheng-13266	323	9	,	,	PUNCT
fumecheng-13266	323	10	jaccard	jaccard	PROPN
fumecheng-13266	323	11	index	index	PROPN
fumecheng-13266	323	12	,	,	PUNCT
fumecheng-13266	323	13	bf	bf	NOUN
fumecheng-13266	323	14	score	score	NOUN
fumecheng-13266	323	15	,	,	PUNCT
fumecheng-13266	323	16	and	and	CCONJ
fumecheng-13266	323	17	pixel	pixel	PROPN
fumecheng-13266	323	18	accuracy	accuracy	NOUN
fumecheng-13266	323	19	for	for	ADP
fumecheng-13266	323	20	the	the	DET
fumecheng-13266	323	21	predictions	prediction	NOUN
fumecheng-13266	323	22	by	by	ADP
fumecheng-13266	323	23	the	the	DET
fumecheng-13266	323	24	trained	train	VERB
fumecheng-13266	323	25	deep	deep	ADJ
fumecheng-13266	323	26	learning	learning	NOUN
fumecheng-13266	323	27	model	model	NOUN
fumecheng-13266	323	28	at	at	ADP
fumecheng-13266	323	29	different	different	ADJ
fumecheng-13266	323	30	scales	scale	NOUN
fumecheng-13266	323	31	scale	scale	NOUN
fumecheng-13266	323	32	dice	dice	NOUN
fumecheng-13266	323	33	coefficient	coefficient	NOUN
fumecheng-13266	323	34	jaccard	jaccard	PROPN
fumecheng-13266	323	35	index	index	NOUN
fumecheng-13266	323	36	bf	bf	NOUN
fumecheng-13266	323	37	score	score	NOUN
fumecheng-13266	323	38	pixel	pixel	PROPN
fumecheng-13266	323	39	accuracy	accuracy	PROPN
fumecheng-13266	323	40	𝐿/25	𝐿/25	NUM
fumecheng-13266	323	41	0.9169	0.9169	NUM
fumecheng-13266	323	42	0.8478	0.8478	NUM
fumecheng-13266	323	43	0.9019	0.9019	NUM
fumecheng-13266	323	44	0.9647	0.9647	NUM
fumecheng-13266	323	45	𝐿/26	𝐿/26	NUM
fumecheng-13266	323	46	0.9129	0.9129	NUM
fumecheng-13266	323	47	0.8419	0.8419	NUM
fumecheng-13266	323	48	0.8849	0.8849	NUM
fumecheng-13266	323	49	0.9520	0.9520	NUM
fumecheng-13266	323	50	𝐿/27	𝐿/27	NUM
fumecheng-13266	323	51	0.9188	0.9188	NUM
fumecheng-13266	323	52	0.8517	0.8517	NUM
fumecheng-13266	324	1	0.9844	0.9844	NUM
fumecheng-13266	324	2	0.9515	0.9515	NUM
fumecheng-13266	324	3	𝐿/28	𝐿/28	NUM
fumecheng-13266	324	4	0.9138	0.9138	NUM
fumecheng-13266	324	5	0.8441	0.8441	NUM
fumecheng-13266	324	6	0.9917	0.9917	NUM
fumecheng-13266	324	7	0.9605	0.9605	NUM
fumecheng-13266	324	8	𝐿/29	𝐿/29	NUM
fumecheng-13266	324	9	0.9154	0.9154	NUM
fumecheng-13266	324	10	0.8467	0.8467	NUM
fumecheng-13266	324	11	0.9977	0.9977	NUM
fumecheng-13266	324	12	0.9647	0.9647	NUM
fumecheng-13266	324	13	prediction	prediction	NOUN
fumecheng-13266	324	14	of	of	ADP
fumecheng-13266	324	15	contact	contact	NOUN
fumecheng-13266	324	16	distribution	distribution	NOUN
fumecheng-13266	324	17	on	on	ADP
fumecheng-13266	324	18	rough	rough	ADJ
fumecheng-13266	324	19	surfaces	surface	NOUN
fumecheng-13266	324	20	using	use	VERB
fumecheng-13266	324	21	deep	deep	ADJ
fumecheng-13266	324	22	learning	learning	NOUN
fumecheng-13266	324	23	algorithms	algorithm	NOUN
fumecheng-13266	324	24	773	773	NUM
fumecheng-13266	324	25	a	a	DET
fumecheng-13266	324	26	two	two	NUM
fumecheng-13266	324	27	-	-	PUNCT
fumecheng-13266	324	28	dimensional	dimensional	ADJ
fumecheng-13266	324	29	fast	fast	ADJ
fumecheng-13266	324	30	fourier	fourier	NOUN
fumecheng-13266	324	31	transform	transform	NOUN
fumecheng-13266	324	32	(	(	PUNCT
fumecheng-13266	324	33	2d	2d	NUM
fumecheng-13266	324	34	fft	fft	NOUN
fumecheng-13266	324	35	)	)	PUNCT
fumecheng-13266	324	36	technique	technique	NOUN
fumecheng-13266	324	37	was	be	AUX
fumecheng-13266	324	38	used	use	VERB
fumecheng-13266	324	39	to	to	PART
fumecheng-13266	324	40	analyze	analyze	VERB
fumecheng-13266	324	41	the	the	DET
fumecheng-13266	324	42	structural	structural	ADJ
fumecheng-13266	324	43	similarity	similarity	NOUN
fumecheng-13266	324	44	between	between	ADP
fumecheng-13266	324	45	the	the	DET
fumecheng-13266	324	46	predicted	predict	VERB
fumecheng-13266	324	47	and	and	CCONJ
fumecheng-13266	324	48	actual	actual	ADJ
fumecheng-13266	324	49	contact	contact	NOUN
fumecheng-13266	324	50	areas	area	NOUN
fumecheng-13266	324	51	[	[	X
fumecheng-13266	324	52	40	40	NUM
fumecheng-13266	324	53	]	]	PUNCT
fumecheng-13266	324	54	.	.	PUNCT
fumecheng-13266	325	1	for	for	ADP
fumecheng-13266	325	2	a	a	DET
fumecheng-13266	325	3	discrete	discrete	ADJ
fumecheng-13266	325	4	2d	2d	NOUN
fumecheng-13266	325	5	image	image	NOUN
fumecheng-13266	325	6	𝑓(𝑥	𝑓(𝑥	NOUN
fumecheng-13266	325	7	,	,	PUNCT
fumecheng-13266	325	8	𝑦	𝑦	NOUN
fumecheng-13266	325	9	)	)	PUNCT
fumecheng-13266	325	10	of	of	ADP
fumecheng-13266	325	11	size	size	NOUN
fumecheng-13266	325	12	𝑀	𝑀	PROPN
fumecheng-13266	325	13	×	×	NOUN
fumecheng-13266	325	14	𝑁	𝑁	PROPN
fumecheng-13266	325	15	,	,	PUNCT
fumecheng-13266	325	16	the	the	DET
fumecheng-13266	325	17	2d	2d	NUM
fumecheng-13266	325	18	fft	fft	PROPN
fumecheng-13266	325	19	𝐹(𝑢	𝐹(𝑢	PROPN
fumecheng-13266	325	20	,	,	PUNCT
fumecheng-13266	325	21	𝑣	𝑣	NOUN
fumecheng-13266	325	22	)	)	PUNCT
fumecheng-13266	325	23	is	be	AUX
fumecheng-13266	325	24	defined	define	VERB
fumecheng-13266	325	25	as	as	SCONJ
fumecheng-13266	325	26	follows	follow	VERB
fumecheng-13266	325	27	:	:	PUNCT
fumecheng-13266	326	1	𝐹(𝑢	𝐹(𝑢	NUM
fumecheng-13266	326	2	,	,	PUNCT
fumecheng-13266	326	3	𝑣	𝑣	NOUN
fumecheng-13266	326	4	)	)	PUNCT
fumecheng-13266	326	5	=	=	SYM
fumecheng-13266	326	6	∑	∑	PUNCT
fumecheng-13266	326	7	∑	∑	PART
fumecheng-13266	326	8	𝑓(𝑥	𝑓(𝑥	NOUN
fumecheng-13266	326	9	,	,	PUNCT
fumecheng-13266	326	10	𝑦)𝑒−𝑗2𝜋	𝑦)𝑒−𝑗2𝜋	PROPN
fumecheng-13266	326	11	(	(	PUNCT
fumecheng-13266	326	12	𝑢𝑥	𝑢𝑥	ADP
fumecheng-13266	326	13	𝑀	𝑀	PROPN
fumecheng-13266	326	14	+	+	CCONJ
fumecheng-13266	326	15	𝑣𝑦	𝑣𝑦	PROPN
fumecheng-13266	326	16	𝑁	𝑁	ADJ
fumecheng-13266	326	17	)	)	PUNCT
fumecheng-13266	326	18	𝑁−1	𝑁−1	NOUN
fumecheng-13266	326	19	𝑦=0	𝑦=0	NUM
fumecheng-13266	326	20	𝑀−1	𝑀−1	PROPN
fumecheng-13266	326	21	𝑥=0	𝑥=0	NUM
fumecheng-13266	326	22	,	,	PUNCT
fumecheng-13266	326	23	(	(	PUNCT
fumecheng-13266	326	24	22	22	NUM
fumecheng-13266	326	25	)	)	PUNCT
fumecheng-13266	326	26	where	where	SCONJ
fumecheng-13266	326	27	𝑥	𝑥	NOUN
fumecheng-13266	326	28	=	=	SYM
fumecheng-13266	326	29	0	0	NUM
fumecheng-13266	326	30	,	,	PUNCT
fumecheng-13266	326	31	1	1	NUM
fumecheng-13266	326	32	,	,	PUNCT
fumecheng-13266	326	33	…	…	PUNCT
fumecheng-13266	326	34	,	,	PUNCT
fumecheng-13266	326	35	𝑀	𝑀	PROPN
fumecheng-13266	326	36	−	−	PROPN
fumecheng-13266	326	37	1	1	NUM
fumecheng-13266	326	38	and	and	CCONJ
fumecheng-13266	326	39	𝑦	𝑦	NOUN
fumecheng-13266	326	40	=	=	SYM
fumecheng-13266	326	41	0	0	NUM
fumecheng-13266	326	42	,	,	PUNCT
fumecheng-13266	326	43	1	1	NUM
fumecheng-13266	326	44	,	,	PUNCT
fumecheng-13266	326	45	…	…	PUNCT
fumecheng-13266	326	46	,	,	PUNCT
fumecheng-13266	326	47	𝑁	𝑁	NOUN
fumecheng-13266	326	48	−	−	NOUN
fumecheng-13266	326	49	1	1	NUM
fumecheng-13266	326	50	represent	represent	VERB
fumecheng-13266	326	51	the	the	DET
fumecheng-13266	326	52	spatial	spatial	ADJ
fumecheng-13266	326	53	coordinates	coordinate	NOUN
fumecheng-13266	326	54	of	of	ADP
fumecheng-13266	326	55	the	the	DET
fumecheng-13266	326	56	image	image	NOUN
fumecheng-13266	326	57	,	,	PUNCT
fumecheng-13266	326	58	indicating	indicate	VERB
fumecheng-13266	326	59	the	the	DET
fumecheng-13266	326	60	pixel	pixel	PROPN
fumecheng-13266	326	61	positions	position	NOUN
fumecheng-13266	326	62	and	and	CCONJ
fumecheng-13266	326	63	sampled	sample	VERB
fumecheng-13266	326	64	values	value	NOUN
fumecheng-13266	326	65	of	of	ADP
fumecheng-13266	326	66	the	the	DET
fumecheng-13266	326	67	original	original	ADJ
fumecheng-13266	326	68	image	image	NOUN
fumecheng-13266	326	69	,	,	PUNCT
fumecheng-13266	326	70	respectively	respectively	ADV
fumecheng-13266	326	71	.	.	PUNCT
fumecheng-13266	327	1	in	in	ADP
fumecheng-13266	327	2	contrast	contrast	NOUN
fumecheng-13266	327	3	,	,	PUNCT
fumecheng-13266	327	4	𝑢	𝑢	X
fumecheng-13266	327	5	=	=	SYM
fumecheng-13266	327	6	0	0	NUM
fumecheng-13266	327	7	,	,	PUNCT
fumecheng-13266	327	8	1	1	NUM
fumecheng-13266	327	9	,	,	PUNCT
fumecheng-13266	327	10	…	…	PUNCT
fumecheng-13266	327	11	,	,	PUNCT
fumecheng-13266	327	12	𝑀	𝑀	PROPN
fumecheng-13266	327	13	−	−	PROPN
fumecheng-13266	327	14	1	1	NUM
fumecheng-13266	327	15	and	and	CCONJ
fumecheng-13266	327	16	𝑣	𝑣	X
fumecheng-13266	327	17	=	=	SYM
fumecheng-13266	327	18	0	0	NUM
fumecheng-13266	327	19	,	,	PUNCT
fumecheng-13266	327	20	1	1	NUM
fumecheng-13266	327	21	,	,	PUNCT
fumecheng-13266	327	22	…	…	PUNCT
fumecheng-13266	327	23	,	,	PUNCT
fumecheng-13266	327	24	𝑁	𝑁	PROPN
fumecheng-13266	327	25	−	−	NOUN
fumecheng-13266	327	26	1	1	NUM
fumecheng-13266	327	27	are	be	AUX
fumecheng-13266	327	28	the	the	DET
fumecheng-13266	327	29	frequency	frequency	NOUN
fumecheng-13266	327	30	coordinates	coordinate	NOUN
fumecheng-13266	327	31	in	in	ADP
fumecheng-13266	327	32	the	the	DET
fumecheng-13266	327	33	horizontal	horizontal	ADJ
fumecheng-13266	327	34	and	and	CCONJ
fumecheng-13266	327	35	vertical	vertical	ADJ
fumecheng-13266	327	36	directions	direction	NOUN
fumecheng-13266	327	37	,	,	PUNCT
fumecheng-13266	327	38	respectively	respectively	ADV
fumecheng-13266	327	39	,	,	PUNCT
fumecheng-13266	327	40	representing	represent	VERB
fumecheng-13266	327	41	the	the	DET
fumecheng-13266	327	42	magnitude	magnitude	NOUN
fumecheng-13266	327	43	and	and	CCONJ
fumecheng-13266	327	44	phase	phase	NOUN
fumecheng-13266	327	45	of	of	ADP
fumecheng-13266	327	46	each	each	DET
fumecheng-13266	327	47	frequency	frequency	NOUN
fumecheng-13266	327	48	component	component	NOUN
fumecheng-13266	327	49	in	in	ADP
fumecheng-13266	327	50	the	the	DET
fumecheng-13266	327	51	transformed	transform	VERB
fumecheng-13266	327	52	domain	domain	NOUN
fumecheng-13266	327	53	.	.	PUNCT
fumecheng-13266	328	1	both	both	DET
fumecheng-13266	328	2	sets	set	NOUN
fumecheng-13266	328	3	of	of	ADP
fumecheng-13266	328	4	coordinates	coordinate	NOUN
fumecheng-13266	328	5	must	must	AUX
fumecheng-13266	328	6	be	be	AUX
fumecheng-13266	328	7	integers	integer	NOUN
fumecheng-13266	328	8	because	because	SCONJ
fumecheng-13266	328	9	this	this	PRON
fumecheng-13266	328	10	is	be	AUX
fumecheng-13266	328	11	inherent	inherent	ADJ
fumecheng-13266	328	12	in	in	ADP
fumecheng-13266	328	13	the	the	DET
fumecheng-13266	328	14	nature	nature	NOUN
fumecheng-13266	328	15	of	of	ADP
fumecheng-13266	328	16	discrete	discrete	ADJ
fumecheng-13266	328	17	signals	signal	NOUN
fumecheng-13266	328	18	and	and	CCONJ
fumecheng-13266	328	19	the	the	DET
fumecheng-13266	328	20	discrete	discrete	ADJ
fumecheng-13266	328	21	fourier	fourier	NOUN
fumecheng-13266	328	22	transform	transform	NOUN
fumecheng-13266	328	23	.	.	PUNCT
fumecheng-13266	329	1	the	the	DET
fumecheng-13266	329	2	periodic	periodic	ADJ
fumecheng-13266	329	3	patterns	pattern	NOUN
fumecheng-13266	329	4	and	and	CCONJ
fumecheng-13266	329	5	structural	structural	ADJ
fumecheng-13266	329	6	characteristics	characteristic	NOUN
fumecheng-13266	329	7	of	of	ADP
fumecheng-13266	329	8	the	the	DET
fumecheng-13266	329	9	images	image	NOUN
fumecheng-13266	329	10	were	be	AUX
fumecheng-13266	329	11	effectively	effectively	ADV
fumecheng-13266	329	12	analyzed	analyze	VERB
fumecheng-13266	329	13	by	by	ADP
fumecheng-13266	329	14	transforming	transform	VERB
fumecheng-13266	329	15	the	the	DET
fumecheng-13266	329	16	spatial	spatial	ADJ
fumecheng-13266	329	17	domain	domain	NOUN
fumecheng-13266	329	18	images	image	NOUN
fumecheng-13266	329	19	into	into	ADP
fumecheng-13266	329	20	the	the	DET
fumecheng-13266	329	21	frequency	frequency	NOUN
fumecheng-13266	329	22	domain	domain	NOUN
fumecheng-13266	329	23	using	use	VERB
fumecheng-13266	329	24	a	a	DET
fumecheng-13266	329	25	2d	2d	NUM
fumecheng-13266	329	26	fft	fft	NOUN
fumecheng-13266	329	27	.	.	PUNCT
fumecheng-13266	330	1	the	the	DET
fumecheng-13266	330	2	power	power	NOUN
fumecheng-13266	330	3	spectrum	spectrum	NOUN
fumecheng-13266	330	4	𝑃(𝑢	𝑃(𝑢	NOUN
fumecheng-13266	330	5	,	,	PUNCT
fumecheng-13266	330	6	𝑣	𝑣	NOUN
fumecheng-13266	330	7	)	)	PUNCT
fumecheng-13266	330	8	is	be	AUX
fumecheng-13266	330	9	computed	compute	VERB
fumecheng-13266	330	10	as	as	ADP
fumecheng-13266	330	11	follows	follow	VERB
fumecheng-13266	330	12	,	,	PUNCT
fumecheng-13266	330	13	𝑃(𝑢	𝑃(𝑢	PRON
fumecheng-13266	330	14	,	,	PUNCT
fumecheng-13266	330	15	𝑣	𝑣	NOUN
fumecheng-13266	330	16	)	)	PUNCT
fumecheng-13266	330	17	=	=	SYM
fumecheng-13266	330	18	|𝐹(𝑢	|𝐹(𝑢	NOUN
fumecheng-13266	330	19	,	,	PUNCT
fumecheng-13266	330	20	𝑣)|2	𝑣)|2	NOUN
fumecheng-13266	330	21	.	.	PUNCT
fumecheng-13266	331	1	(	(	PUNCT
fumecheng-13266	331	2	23	23	NUM
fumecheng-13266	331	3	)	)	PUNCT
fumecheng-13266	331	4	to	to	PART
fumecheng-13266	331	5	facilitate	facilitate	VERB
fumecheng-13266	331	6	interpretation	interpretation	NOUN
fumecheng-13266	331	7	and	and	CCONJ
fumecheng-13266	331	8	visualization	visualization	NOUN
fumecheng-13266	331	9	,	,	PUNCT
fumecheng-13266	331	10	a	a	DET
fumecheng-13266	331	11	frequency	frequency	NOUN
fumecheng-13266	331	12	shift	shift	NOUN
fumecheng-13266	331	13	operation	operation	NOUN
fumecheng-13266	331	14	was	be	AUX
fumecheng-13266	331	15	performed	perform	VERB
fumecheng-13266	331	16	on	on	ADP
fumecheng-13266	331	17	the	the	DET
fumecheng-13266	331	18	transformed	transform	VERB
fumecheng-13266	331	19	frequency	frequency	NOUN
fumecheng-13266	331	20	spectrum	spectrum	NOUN
fumecheng-13266	331	21	by	by	ADP
fumecheng-13266	331	22	moving	move	VERB
fumecheng-13266	331	23	the	the	DET
fumecheng-13266	331	24	low	low	ADJ
fumecheng-13266	331	25	-	-	PUNCT
fumecheng-13266	331	26	frequency	frequency	NOUN
fumecheng-13266	331	27	components	component	NOUN
fumecheng-13266	331	28	to	to	ADP
fumecheng-13266	331	29	the	the	DET
fumecheng-13266	331	30	center	center	NOUN
fumecheng-13266	331	31	of	of	ADP
fumecheng-13266	331	32	the	the	DET
fumecheng-13266	331	33	spectrum	spectrum	NOUN
fumecheng-13266	331	34	.	.	PUNCT
fumecheng-13266	332	1	this	this	DET
fumecheng-13266	332	2	shift	shift	NOUN
fumecheng-13266	332	3	can	can	AUX
fumecheng-13266	332	4	be	be	AUX
fumecheng-13266	332	5	mathematically	mathematically	ADV
fumecheng-13266	332	6	expressed	express	VERB
fumecheng-13266	332	7	as	as	ADP
fumecheng-13266	332	8	𝐹𝑐(𝑢	𝐹𝑐(𝑢	NOUN
fumecheng-13266	332	9	,	,	PUNCT
fumecheng-13266	332	10	𝑣	𝑣	NOUN
fumecheng-13266	332	11	)	)	PUNCT
fumecheng-13266	332	12	=	=	SYM
fumecheng-13266	332	13	𝐹	𝐹	PROPN
fumecheng-13266	332	14	(	(	PUNCT
fumecheng-13266	332	15	(	(	PUNCT
fumecheng-13266	332	16	𝑢	𝑢	X
fumecheng-13266	332	17	+	+	X
fumecheng-13266	332	18	𝑀	𝑀	PROPN
fumecheng-13266	332	19	2	2	NUM
fumecheng-13266	332	20	)	)	PUNCT
fumecheng-13266	332	21	mod	mod	PROPN
fumecheng-13266	332	22	𝑀	𝑀	PROPN
fumecheng-13266	332	23	,	,	PUNCT
fumecheng-13266	332	24	(	(	PUNCT
fumecheng-13266	332	25	𝑣	𝑣	X
fumecheng-13266	332	26	+	+	CCONJ
fumecheng-13266	332	27	𝑁	𝑁	PROPN
fumecheng-13266	332	28	2	2	NUM
fumecheng-13266	332	29	)	)	PUNCT
fumecheng-13266	332	30	mod	mod	NOUN
fumecheng-13266	332	31	𝑁	𝑁	PROPN
fumecheng-13266	332	32	)	)	PUNCT
fumecheng-13266	332	33	,	,	PUNCT
fumecheng-13266	332	34	(	(	PUNCT
fumecheng-13266	332	35	24	24	NUM
fumecheng-13266	332	36	)	)	PUNCT
fumecheng-13266	332	37	where	where	SCONJ
fumecheng-13266	332	38	the	the	DET
fumecheng-13266	332	39	mod	mod	PROPN
fumecheng-13266	332	40	function	function	NOUN
fumecheng-13266	332	41	is	be	AUX
fumecheng-13266	332	42	the	the	DET
fumecheng-13266	332	43	modulus	modulus	ADJ
fumecheng-13266	332	44	operator	operator	NOUN
fumecheng-13266	332	45	,	,	PUNCT
fumecheng-13266	332	46	which	which	PRON
fumecheng-13266	332	47	returns	return	VERB
fumecheng-13266	332	48	the	the	DET
fumecheng-13266	332	49	remainder	remainder	NOUN
fumecheng-13266	332	50	or	or	CCONJ
fumecheng-13266	332	51	signed	sign	VERB
fumecheng-13266	332	52	remainder	remainder	NOUN
fumecheng-13266	332	53	of	of	ADP
fumecheng-13266	332	54	a	a	DET
fumecheng-13266	332	55	division	division	NOUN
fumecheng-13266	332	56	after	after	ADP
fumecheng-13266	332	57	dividing	divide	VERB
fumecheng-13266	332	58	one	one	NUM
fumecheng-13266	332	59	number	number	NOUN
fumecheng-13266	332	60	by	by	ADP
fumecheng-13266	332	61	another	another	PRON
fumecheng-13266	332	62	.	.	PUNCT
fumecheng-13266	333	1	the	the	DET
fumecheng-13266	333	2	radial	radial	ADJ
fumecheng-13266	333	3	average	average	NOUN
fumecheng-13266	333	4	𝑅(𝑟	𝑅(𝑟	PRON
fumecheng-13266	333	5	)	)	PUNCT
fumecheng-13266	333	6	is	be	AUX
fumecheng-13266	333	7	then	then	ADV
fumecheng-13266	333	8	calculated	calculate	VERB
fumecheng-13266	333	9	by	by	ADP
fumecheng-13266	333	10	averaging	average	VERB
fumecheng-13266	333	11	the	the	DET
fumecheng-13266	333	12	power	power	NOUN
fumecheng-13266	333	13	spectrum	spectrum	NOUN
fumecheng-13266	333	14	over	over	ADP
fumecheng-13266	333	15	the	the	DET
fumecheng-13266	333	16	concentric	concentric	ADJ
fumecheng-13266	333	17	circles	circle	NOUN
fumecheng-13266	333	18	,	,	PUNCT
fumecheng-13266	333	19	as	as	SCONJ
fumecheng-13266	333	20	follows	follow	VERB
fumecheng-13266	333	21	:	:	PUNCT
fumecheng-13266	333	22	𝑅(𝑟	𝑅(𝑟	NUM
fumecheng-13266	333	23	)	)	PUNCT
fumecheng-13266	333	24	=	=	SYM
fumecheng-13266	333	25	1	1	NUM
fumecheng-13266	333	26	𝑁𝑟	𝑁𝑟	PROPN
fumecheng-13266	333	27	∑	∑	PUNCT
fumecheng-13266	333	28	𝑃(𝑢	𝑃(𝑢	NUM
fumecheng-13266	333	29	,	,	PUNCT
fumecheng-13266	333	30	𝑣	𝑣	NOUN
fumecheng-13266	333	31	)	)	PUNCT
fumecheng-13266	333	32	𝑢,𝑣	𝑢,𝑣	NOUN
fumecheng-13266	333	33	:	:	PUNCT
fumecheng-13266	333	34	√𝑢2+𝑣2	√𝑢2+𝑣2	NOUN
fumecheng-13266	333	35	=	=	NOUN
fumecheng-13266	333	36	𝑟	𝑟	NOUN
fumecheng-13266	333	37	,	,	PUNCT
fumecheng-13266	333	38	(	(	PUNCT
fumecheng-13266	333	39	25	25	NUM
fumecheng-13266	333	40	)	)	PUNCT
fumecheng-13266	333	41	where	where	SCONJ
fumecheng-13266	333	42	𝑁𝑟	𝑁𝑟	PROPN
fumecheng-13266	333	43	is	be	AUX
fumecheng-13266	333	44	the	the	DET
fumecheng-13266	333	45	number	number	NOUN
fumecheng-13266	333	46	of	of	ADP
fumecheng-13266	333	47	frequency	frequency	NOUN
fumecheng-13266	333	48	components	component	NOUN
fumecheng-13266	333	49	at	at	ADP
fumecheng-13266	333	50	radius	radius	NOUN
fumecheng-13266	333	51	𝑟	𝑟	NOUN
fumecheng-13266	333	52	,	,	PUNCT
fumecheng-13266	333	53	and	and	CCONJ
fumecheng-13266	333	54	𝑟	𝑟	X
fumecheng-13266	333	55	=	=	SYM
fumecheng-13266	333	56	√𝑢2	√𝑢2	PROPN
fumecheng-13266	334	1	+	+	CCONJ
fumecheng-13266	334	2	𝑣2	𝑣2	PROPN
fumecheng-13266	334	3	represents	represent	VERB
fumecheng-13266	334	4	the	the	DET
fumecheng-13266	334	5	radial	radial	ADJ
fumecheng-13266	334	6	frequency	frequency	NOUN
fumecheng-13266	334	7	.	.	PUNCT
fumecheng-13266	335	1	radial	radial	ADJ
fumecheng-13266	335	2	averaging	averaging	NOUN
fumecheng-13266	335	3	reduces	reduce	VERB
fumecheng-13266	335	4	the	the	DET
fumecheng-13266	335	5	two	two	NUM
fumecheng-13266	335	6	-	-	PUNCT
fumecheng-13266	335	7	dimensional	dimensional	ADJ
fumecheng-13266	335	8	(	(	PUNCT
fumecheng-13266	335	9	2d	2d	NOUN
fumecheng-13266	335	10	)	)	PUNCT
fumecheng-13266	335	11	frequency	frequency	NOUN
fumecheng-13266	335	12	spectrum	spectrum	NOUN
fumecheng-13266	335	13	to	to	ADP
fumecheng-13266	335	14	a	a	DET
fumecheng-13266	335	15	one	one	NUM
fumecheng-13266	335	16	-	-	PUNCT
fumecheng-13266	335	17	dimensional	dimensional	ADJ
fumecheng-13266	335	18	(	(	PUNCT
fumecheng-13266	335	19	1d	1d	NUM
fumecheng-13266	335	20	)	)	PUNCT
fumecheng-13266	335	21	representation	representation	NOUN
fumecheng-13266	335	22	,	,	PUNCT
fumecheng-13266	335	23	allowing	allow	VERB
fumecheng-13266	335	24	for	for	ADP
fumecheng-13266	335	25	a	a	DET
fumecheng-13266	335	26	more	more	ADV
fumecheng-13266	335	27	straightforward	straightforward	ADJ
fumecheng-13266	335	28	analysis	analysis	NOUN
fumecheng-13266	335	29	of	of	ADP
fumecheng-13266	335	30	the	the	DET
fumecheng-13266	335	31	frequency	frequency	NOUN
fumecheng-13266	335	32	characteristics	characteristic	NOUN
fumecheng-13266	335	33	.	.	PUNCT
fumecheng-13266	336	1	frequency	frequency	NOUN
fumecheng-13266	336	2	analysis	analysis	NOUN
fumecheng-13266	336	3	revealed	reveal	VERB
fumecheng-13266	336	4	distinct	distinct	ADJ
fumecheng-13266	336	5	characteristics	characteristic	NOUN
fumecheng-13266	336	6	in	in	ADP
fumecheng-13266	336	7	different	different	ADJ
fumecheng-13266	336	8	frequency	frequency	NOUN
fumecheng-13266	336	9	ranges	range	NOUN
fumecheng-13266	336	10	.	.	PUNCT
fumecheng-13266	337	1	in	in	ADP
fumecheng-13266	337	2	the	the	DET
fumecheng-13266	337	3	low	low	ADJ
fumecheng-13266	337	4	-	-	PUNCT
fumecheng-13266	337	5	frequency	frequency	NOUN
fumecheng-13266	337	6	domain	domain	NOUN
fumecheng-13266	337	7	,	,	PUNCT
fumecheng-13266	337	8	the	the	DET
fumecheng-13266	337	9	spectrum	spectrum	NOUN
fumecheng-13266	337	10	primarily	primarily	ADV
fumecheng-13266	337	11	reflected	reflect	VERB
fumecheng-13266	337	12	the	the	DET
fumecheng-13266	337	13	overall	overall	ADJ
fumecheng-13266	337	14	shape	shape	NOUN
fumecheng-13266	337	15	and	and	CCONJ
fumecheng-13266	337	16	size	size	NOUN
fumecheng-13266	337	17	of	of	ADP
fumecheng-13266	337	18	the	the	DET
fumecheng-13266	337	19	contact	contact	NOUN
fumecheng-13266	337	20	clusters	cluster	NOUN
fumecheng-13266	337	21	.	.	PUNCT
fumecheng-13266	338	1	the	the	DET
fumecheng-13266	338	2	magnitudes	magnitude	NOUN
fumecheng-13266	338	3	of	of	ADP
fumecheng-13266	338	4	these	these	DET
fumecheng-13266	338	5	low	low	ADJ
fumecheng-13266	338	6	-	-	PUNCT
fumecheng-13266	338	7	frequency	frequency	NOUN
fumecheng-13266	338	8	components	component	NOUN
fumecheng-13266	338	9	are	be	AUX
fumecheng-13266	338	10	correlated	correlate	VERB
fumecheng-13266	338	11	with	with	ADP
fumecheng-13266	338	12	the	the	DET
fumecheng-13266	338	13	macroscopic	macroscopic	ADJ
fumecheng-13266	338	14	contact	contact	NOUN
fumecheng-13266	338	15	distribution	distribution	NOUN
fumecheng-13266	338	16	.	.	PUNCT
fumecheng-13266	339	1	conversely	conversely	ADV
fumecheng-13266	339	2	,	,	PUNCT
fumecheng-13266	339	3	in	in	ADP
fumecheng-13266	339	4	the	the	DET
fumecheng-13266	339	5	high	high	ADJ
fumecheng-13266	339	6	-	-	PUNCT
fumecheng-13266	339	7	frequency	frequency	NOUN
fumecheng-13266	339	8	domain	domain	NOUN
fumecheng-13266	339	9	,	,	PUNCT
fumecheng-13266	339	10	the	the	DET
fumecheng-13266	339	11	spectrum	spectrum	NOUN
fumecheng-13266	339	12	captured	capture	VERB
fumecheng-13266	339	13	the	the	DET
fumecheng-13266	339	14	fine	fine	ADJ
fumecheng-13266	339	15	features	feature	NOUN
fumecheng-13266	339	16	and	and	CCONJ
fumecheng-13266	339	17	boundaries	boundary	NOUN
fumecheng-13266	339	18	of	of	ADP
fumecheng-13266	339	19	individual	individual	ADJ
fumecheng-13266	339	20	contact	contact	NOUN
fumecheng-13266	339	21	areas	area	NOUN
fumecheng-13266	339	22	.	.	PUNCT
fumecheng-13266	340	1	as	as	SCONJ
fumecheng-13266	340	2	shown	show	VERB
fumecheng-13266	340	3	in	in	ADP
fumecheng-13266	340	4	figs	fig	NOUN
fumecheng-13266	340	5	.	.	PUNCT
fumecheng-13266	341	1	4	4	NUM
fumecheng-13266	341	2	and	and	CCONJ
fumecheng-13266	341	3	5	5	NUM
fumecheng-13266	341	4	,	,	PUNCT
fumecheng-13266	341	5	in	in	ADP
fumecheng-13266	341	6	the	the	DET
fumecheng-13266	341	7	cases	case	NOUN
fumecheng-13266	341	8	with	with	ADP
fumecheng-13266	341	9	high	high	ADJ
fumecheng-13266	341	10	prediction	prediction	NOUN
fumecheng-13266	341	11	performance	performance	NOUN
fumecheng-13266	341	12	,	,	PUNCT
fumecheng-13266	341	13	the	the	DET
fumecheng-13266	341	14	frequency	frequency	NOUN
fumecheng-13266	341	15	spectra	spectra	NOUN
fumecheng-13266	341	16	of	of	ADP
fumecheng-13266	341	17	the	the	DET
fumecheng-13266	341	18	predicted	predict	VERB
fumecheng-13266	341	19	and	and	CCONJ
fumecheng-13266	341	20	actual	actual	ADJ
fumecheng-13266	341	21	contact	contact	NOUN
fumecheng-13266	341	22	areas	area	NOUN
fumecheng-13266	341	23	exhibited	exhibit	VERB
fumecheng-13266	341	24	highly	highly	ADV
fumecheng-13266	341	25	similar	similar	ADJ
fumecheng-13266	341	26	patterns	pattern	NOUN
fumecheng-13266	341	27	across	across	ADP
fumecheng-13266	341	28	the	the	DET
fumecheng-13266	341	29	entire	entire	ADJ
fumecheng-13266	341	30	frequency	frequency	NOUN
fumecheng-13266	341	31	range	range	NOUN
fumecheng-13266	341	32	.	.	PUNCT
fumecheng-13266	342	1	774	774	NUM
fumecheng-13266	342	2	i.	i.	PROPN
fumecheng-13266	342	3	jang	jang	PROPN
fumecheng-13266	342	4	,	,	PUNCT
fumecheng-13266	342	5	y.h	y.h	PROPN
fumecheng-13266	342	6	.	.	PROPN
fumecheng-13266	342	7	jang	jang	PROPN
fumecheng-13266	342	8	fig	fig	PROPN
fumecheng-13266	342	9	.	.	PUNCT
fumecheng-13266	343	1	5	5	NUM
fumecheng-13266	343	2	contact	contact	NOUN
fumecheng-13266	343	3	area	area	NOUN
fumecheng-13266	343	4	distribution	distribution	NOUN
fumecheng-13266	343	5	according	accord	VERB
fumecheng-13266	343	6	to	to	ADP
fumecheng-13266	343	7	load	load	NOUN
fumecheng-13266	343	8	variation	variation	NOUN
fumecheng-13266	343	9	.	.	PUNCT
fumecheng-13266	344	1	column	column	PROPN
fumecheng-13266	344	2	a	a	PRON
fumecheng-13266	344	3	)	)	PUNCT
fumecheng-13266	344	4	numerical	numerical	ADJ
fumecheng-13266	344	5	analysis	analysis	NOUN
fumecheng-13266	344	6	results	result	NOUN
fumecheng-13266	344	7	,	,	PUNCT
fumecheng-13266	344	8	b	b	X
fumecheng-13266	344	9	)	)	PUNCT
fumecheng-13266	344	10	prediction	prediction	NOUN
fumecheng-13266	344	11	results	result	NOUN
fumecheng-13266	344	12	by	by	ADP
fumecheng-13266	344	13	the	the	DET
fumecheng-13266	344	14	deep	deep	ADJ
fumecheng-13266	344	15	learning	learning	NOUN
fumecheng-13266	344	16	model	model	NOUN
fumecheng-13266	344	17	,	,	PUNCT
fumecheng-13266	344	18	and	and	CCONJ
fumecheng-13266	344	19	c	c	X
fumecheng-13266	344	20	)	)	PUNCT
fumecheng-13266	344	21	comparison	comparison	NOUN
fumecheng-13266	344	22	of	of	ADP
fumecheng-13266	344	23	radial	radial	ADJ
fumecheng-13266	344	24	average	average	ADJ
fumecheng-13266	344	25	magnitudes	magnitude	NOUN
fumecheng-13266	344	26	by	by	ADP
fumecheng-13266	344	27	frequency	frequency	NOUN
fumecheng-13266	344	28	(	(	PUNCT
fumecheng-13266	344	29	the	the	DET
fumecheng-13266	344	30	blue	blue	ADJ
fumecheng-13266	344	31	and	and	CCONJ
fumecheng-13266	344	32	red	red	ADJ
fumecheng-13266	344	33	dashed	dash	VERB
fumecheng-13266	344	34	lines	line	NOUN
fumecheng-13266	344	35	represent	represent	VERB
fumecheng-13266	344	36	the	the	DET
fumecheng-13266	344	37	numerical	numerical	ADJ
fumecheng-13266	344	38	analysis	analysis	NOUN
fumecheng-13266	344	39	and	and	CCONJ
fumecheng-13266	344	40	the	the	DET
fumecheng-13266	344	41	predicted	predict	VERB
fumecheng-13266	344	42	results	result	NOUN
fumecheng-13266	344	43	,	,	PUNCT
fumecheng-13266	344	44	respectively	respectively	ADV
fumecheng-13266	344	45	)	)	PUNCT
fumecheng-13266	344	46	.	.	PUNCT
fumecheng-13266	345	1	table	table	NOUN
fumecheng-13266	345	2	2	2	NUM
fumecheng-13266	345	3	.	.	PUNCT
fumecheng-13266	345	4	evaluation	evaluation	NOUN
fumecheng-13266	345	5	metrics	metric	NOUN
fumecheng-13266	345	6	such	such	ADJ
fumecheng-13266	345	7	as	as	ADP
fumecheng-13266	345	8	dice	dice	NOUN
fumecheng-13266	345	9	coefficient	coefficient	NOUN
fumecheng-13266	345	10	,	,	PUNCT
fumecheng-13266	345	11	jaccard	jaccard	PROPN
fumecheng-13266	345	12	index	index	PROPN
fumecheng-13266	345	13	,	,	PUNCT
fumecheng-13266	345	14	bf	bf	NOUN
fumecheng-13266	345	15	score	score	NOUN
fumecheng-13266	345	16	,	,	PUNCT
fumecheng-13266	345	17	and	and	CCONJ
fumecheng-13266	345	18	pixel	pixel	PROPN
fumecheng-13266	345	19	accuracy	accuracy	NOUN
fumecheng-13266	345	20	for	for	ADP
fumecheng-13266	345	21	the	the	DET
fumecheng-13266	345	22	predictions	prediction	NOUN
fumecheng-13266	345	23	by	by	ADP
fumecheng-13266	345	24	the	the	DET
fumecheng-13266	345	25	trained	train	VERB
fumecheng-13266	345	26	deep	deep	ADJ
fumecheng-13266	345	27	learning	learning	NOUN
fumecheng-13266	345	28	model	model	NOUN
fumecheng-13266	345	29	at	at	ADP
fumecheng-13266	345	30	different	different	ADJ
fumecheng-13266	345	31	load	load	NOUN
fumecheng-13266	345	32	variations	variation	NOUN
fumecheng-13266	345	33	force	force	NOUN
fumecheng-13266	345	34	(	(	PUNCT
fumecheng-13266	345	35	n	n	CCONJ
fumecheng-13266	345	36	)	)	PUNCT
fumecheng-13266	345	37	dice	dice	NOUN
fumecheng-13266	345	38	coefficient	coefficient	NOUN
fumecheng-13266	345	39	jaccard	jaccard	PROPN
fumecheng-13266	345	40	index	index	NOUN
fumecheng-13266	345	41	bf	bf	NOUN
fumecheng-13266	345	42	score	score	NOUN
fumecheng-13266	345	43	pixel	pixel	PROPN
fumecheng-13266	345	44	accuracy	accuracy	NOUN
fumecheng-13266	345	45	10	10	NUM
fumecheng-13266	345	46	0.9002	0.9002	NUM
fumecheng-13266	345	47	0.8186	0.8186	NUM
fumecheng-13266	345	48	0.9868	0.9868	NUM
fumecheng-13266	345	49	0.9976	0.9976	NUM
fumecheng-13266	345	50	20	20	NUM
fumecheng-13266	345	51	0.9384	0.9384	NUM
fumecheng-13266	345	52	0.8840	0.8840	NUM
fumecheng-13266	345	53	0.9868	0.9868	NUM
fumecheng-13266	345	54	0.9971	0.9971	NUM
fumecheng-13266	345	55	30	30	NUM
fumecheng-13266	345	56	0.9535	0.9535	NUM
fumecheng-13266	345	57	0.9112	0.9112	NUM
fumecheng-13266	345	58	0.9890	0.9890	NUM
fumecheng-13266	345	59	0.9964	0.9964	NUM
fumecheng-13266	345	60	40	40	NUM
fumecheng-13266	345	61	0.9406	0.9406	NUM
fumecheng-13266	345	62	0.8880	0.8880	NUM
fumecheng-13266	345	63	0.9887	0.9887	NUM
fumecheng-13266	345	64	0.9938	0.9938	NUM
fumecheng-13266	345	65	50	50	NUM
fumecheng-13266	345	66	0.9117	0.9117	NUM
fumecheng-13266	345	67	0.8377	0.8377	NUM
fumecheng-13266	345	68	0.9809	0.9809	NUM
fumecheng-13266	345	69	0.9890	0.9890	NUM
fumecheng-13266	345	70	prediction	prediction	NOUN
fumecheng-13266	345	71	of	of	ADP
fumecheng-13266	345	72	contact	contact	NOUN
fumecheng-13266	345	73	distribution	distribution	NOUN
fumecheng-13266	345	74	on	on	ADP
fumecheng-13266	345	75	rough	rough	ADJ
fumecheng-13266	345	76	surfaces	surface	NOUN
fumecheng-13266	345	77	using	use	VERB
fumecheng-13266	345	78	deep	deep	ADJ
fumecheng-13266	345	79	learning	learning	NOUN
fumecheng-13266	345	80	algorithms	algorithms	NOUN
fumecheng-13266	345	81	775	775	NUM
fumecheng-13266	345	82	the	the	DET
fumecheng-13266	345	83	similarity	similarity	NOUN
fumecheng-13266	345	84	in	in	ADP
fumecheng-13266	345	85	the	the	DET
fumecheng-13266	345	86	low	low	ADJ
fumecheng-13266	345	87	-	-	PUNCT
fumecheng-13266	345	88	frequency	frequency	NOUN
fumecheng-13266	345	89	range	range	NOUN
fumecheng-13266	345	90	indicated	indicate	VERB
fumecheng-13266	345	91	that	that	SCONJ
fumecheng-13266	345	92	the	the	DET
fumecheng-13266	345	93	overall	overall	ADJ
fumecheng-13266	345	94	shape	shape	NOUN
fumecheng-13266	345	95	and	and	CCONJ
fumecheng-13266	345	96	size	size	NOUN
fumecheng-13266	345	97	of	of	ADP
fumecheng-13266	345	98	the	the	DET
fumecheng-13266	345	99	contact	contact	NOUN
fumecheng-13266	345	100	area	area	NOUN
fumecheng-13266	345	101	were	be	AUX
fumecheng-13266	345	102	accurately	accurately	ADV
fumecheng-13266	345	103	predicted	predict	VERB
fumecheng-13266	345	104	,	,	PUNCT
fumecheng-13266	345	105	whereas	whereas	SCONJ
fumecheng-13266	345	106	the	the	DET
fumecheng-13266	345	107	match	match	NOUN
fumecheng-13266	345	108	in	in	ADP
fumecheng-13266	345	109	the	the	DET
fumecheng-13266	345	110	high	high	ADJ
fumecheng-13266	345	111	-	-	PUNCT
fumecheng-13266	345	112	frequency	frequency	NOUN
fumecheng-13266	345	113	range	range	NOUN
fumecheng-13266	345	114	suggested	suggest	VERB
fumecheng-13266	345	115	that	that	SCONJ
fumecheng-13266	345	116	the	the	DET
fumecheng-13266	345	117	detailed	detailed	ADJ
fumecheng-13266	345	118	features	feature	NOUN
fumecheng-13266	345	119	and	and	CCONJ
fumecheng-13266	345	120	boundaries	boundary	NOUN
fumecheng-13266	345	121	were	be	AUX
fumecheng-13266	345	122	precisely	precisely	ADV
fumecheng-13266	345	123	reproduced	reproduce	VERB
fumecheng-13266	345	124	.	.	PUNCT
fumecheng-13266	346	1	this	this	PRON
fumecheng-13266	346	2	indicates	indicate	VERB
fumecheng-13266	346	3	that	that	SCONJ
fumecheng-13266	346	4	the	the	DET
fumecheng-13266	346	5	model	model	NOUN
fumecheng-13266	346	6	accurately	accurately	ADV
fumecheng-13266	346	7	captured	capture	VERB
fumecheng-13266	346	8	both	both	CCONJ
fumecheng-13266	346	9	the	the	DET
fumecheng-13266	346	10	large	large	ADJ
fumecheng-13266	346	11	-	-	PUNCT
fumecheng-13266	346	12	scale	scale	NOUN
fumecheng-13266	346	13	structure	structure	NOUN
fumecheng-13266	346	14	and	and	CCONJ
fumecheng-13266	346	15	the	the	DET
fumecheng-13266	346	16	fine	fine	ADJ
fumecheng-13266	346	17	details	detail	NOUN
fumecheng-13266	346	18	of	of	ADP
fumecheng-13266	346	19	the	the	DET
fumecheng-13266	346	20	contact	contact	NOUN
fumecheng-13266	346	21	area	area	NOUN
fumecheng-13266	346	22	.	.	PUNCT
fumecheng-13266	347	1	this	this	DET
fumecheng-13266	347	2	similarity	similarity	NOUN
fumecheng-13266	347	3	aligns	align	VERB
fumecheng-13266	347	4	with	with	ADP
fumecheng-13266	347	5	the	the	DET
fumecheng-13266	347	6	dice	dice	NOUN
fumecheng-13266	347	7	coefficient	coefficient	NOUN
fumecheng-13266	347	8	values	value	NOUN
fumecheng-13266	347	9	in	in	ADP
fumecheng-13266	347	10	the	the	DET
fumecheng-13266	347	11	range	range	NOUN
fumecheng-13266	347	12	of	of	ADP
fumecheng-13266	347	13	0.95	0.95	NUM
fumecheng-13266	347	14	-	-	SYM
fumecheng-13266	347	15	0.96	0.96	NUM
fumecheng-13266	347	16	for	for	ADP
fumecheng-13266	347	17	contact	contact	NOUN
fumecheng-13266	347	18	area	area	NOUN
fumecheng-13266	347	19	distribution	distribution	NOUN
fumecheng-13266	347	20	across	across	ADP
fumecheng-13266	347	21	all	all	DET
fumecheng-13266	347	22	scales	scale	NOUN
fumecheng-13266	347	23	,	,	PUNCT
fumecheng-13266	347	24	and	and	CCONJ
fumecheng-13266	347	25	0.91	0.91	NUM
fumecheng-13266	347	26	-	-	SYM
fumecheng-13266	347	27	0.95	0.95	NUM
fumecheng-13266	347	28	range	range	NOUN
fumecheng-13266	347	29	for	for	ADP
fumecheng-13266	347	30	contact	contact	NOUN
fumecheng-13266	347	31	area	area	NOUN
fumecheng-13266	347	32	distribution	distribution	NOUN
fumecheng-13266	347	33	across	across	ADP
fumecheng-13266	347	34	all	all	DET
fumecheng-13266	347	35	loads	load	NOUN
fumecheng-13266	347	36	,	,	PUNCT
fumecheng-13266	347	37	as	as	SCONJ
fumecheng-13266	347	38	presented	present	VERB
fumecheng-13266	347	39	in	in	ADP
fumecheng-13266	347	40	figs	fig	NOUN
fumecheng-13266	347	41	.	.	PUNCT
fumecheng-13266	348	1	4	4	NUM
fumecheng-13266	348	2	and	and	CCONJ
fumecheng-13266	348	3	5	5	NUM
fumecheng-13266	348	4	,	,	PUNCT
fumecheng-13266	348	5	respectively	respectively	ADV
fumecheng-13266	348	6	.	.	PUNCT
fumecheng-13266	349	1	to	to	PART
fumecheng-13266	349	2	quantitatively	quantitatively	ADV
fumecheng-13266	349	3	evaluate	evaluate	VERB
fumecheng-13266	349	4	the	the	DET
fumecheng-13266	349	5	prediction	prediction	NOUN
fumecheng-13266	349	6	performance	performance	NOUN
fumecheng-13266	349	7	of	of	ADP
fumecheng-13266	349	8	the	the	DET
fumecheng-13266	349	9	contact	contact	NOUN
fumecheng-13266	349	10	area	area	NOUN
fumecheng-13266	349	11	across	across	ADP
fumecheng-13266	349	12	the	the	DET
fumecheng-13266	349	13	entire	entire	ADJ
fumecheng-13266	349	14	test	test	NOUN
fumecheng-13266	349	15	set	set	NOUN
fumecheng-13266	349	16	of	of	ADP
fumecheng-13266	349	17	20,000	20,000	NUM
fumecheng-13266	349	18	samples	sample	NOUN
fumecheng-13266	349	19	,	,	PUNCT
fumecheng-13266	349	20	we	we	PRON
fumecheng-13266	349	21	compared	compare	VERB
fumecheng-13266	349	22	the	the	DET
fumecheng-13266	349	23	actual	actual	ADJ
fumecheng-13266	349	24	contact	contact	NOUN
fumecheng-13266	349	25	areas	area	NOUN
fumecheng-13266	349	26	calculated	calculate	VERB
fumecheng-13266	349	27	through	through	ADP
fumecheng-13266	349	28	numerical	numerical	ADJ
fumecheng-13266	349	29	analysis	analysis	NOUN
fumecheng-13266	349	30	with	with	ADP
fumecheng-13266	349	31	those	those	PRON
fumecheng-13266	349	32	predicted	predict	VERB
fumecheng-13266	349	33	by	by	ADP
fumecheng-13266	349	34	the	the	DET
fumecheng-13266	349	35	deep	deep	ADJ
fumecheng-13266	349	36	-	-	PUNCT
fumecheng-13266	349	37	learning	learn	VERB
fumecheng-13266	349	38	model	model	NOUN
fumecheng-13266	349	39	,	,	PUNCT
fumecheng-13266	349	40	as	as	SCONJ
fumecheng-13266	349	41	shown	show	VERB
fumecheng-13266	349	42	in	in	ADP
fumecheng-13266	349	43	fig	fig	NOUN
fumecheng-13266	349	44	.	.	PUNCT
fumecheng-13266	350	1	6	6	NUM
fumecheng-13266	350	2	.	.	PUNCT
fumecheng-13266	350	3	this	this	DET
fumecheng-13266	350	4	comparison	comparison	NOUN
fumecheng-13266	350	5	demonstrated	demonstrate	VERB
fumecheng-13266	350	6	the	the	DET
fumecheng-13266	350	7	overall	overall	ADJ
fumecheng-13266	350	8	prediction	prediction	NOUN
fumecheng-13266	350	9	accuracy	accuracy	NOUN
fumecheng-13266	350	10	and	and	CCONJ
fumecheng-13266	350	11	characteristics	characteristic	NOUN
fumecheng-13266	350	12	of	of	ADP
fumecheng-13266	350	13	the	the	DET
fumecheng-13266	350	14	model	model	NOUN
fumecheng-13266	350	15	.	.	PUNCT
fumecheng-13266	351	1	the	the	DET
fumecheng-13266	351	2	average	average	ADJ
fumecheng-13266	351	3	error	error	NOUN
fumecheng-13266	351	4	rate	rate	NOUN
fumecheng-13266	351	5	across	across	ADP
fumecheng-13266	351	6	the	the	DET
fumecheng-13266	351	7	complete	complete	ADJ
fumecheng-13266	351	8	dataset	dataset	NOUN
fumecheng-13266	351	9	was	be	AUX
fumecheng-13266	351	10	12.60	12.60	NUM
fumecheng-13266	351	11	%	%	NOUN
fumecheng-13266	351	12	,	,	PUNCT
fumecheng-13266	351	13	with	with	ADP
fumecheng-13266	351	14	a	a	DET
fumecheng-13266	351	15	notable	notable	ADJ
fumecheng-13266	351	16	trend	trend	NOUN
fumecheng-13266	351	17	of	of	ADP
fumecheng-13266	351	18	decreasing	decrease	VERB
fumecheng-13266	351	19	relative	relative	ADJ
fumecheng-13266	351	20	error	error	NOUN
fumecheng-13266	351	21	as	as	SCONJ
fumecheng-13266	351	22	the	the	DET
fumecheng-13266	351	23	contact	contact	NOUN
fumecheng-13266	351	24	area	area	NOUN
fumecheng-13266	351	25	increased	increase	VERB
fumecheng-13266	351	26	.	.	PUNCT
fumecheng-13266	352	1	a	a	DET
fumecheng-13266	352	2	significant	significant	ADJ
fumecheng-13266	352	3	observation	observation	NOUN
fumecheng-13266	352	4	is	be	AUX
fumecheng-13266	352	5	that	that	SCONJ
fumecheng-13266	352	6	the	the	DET
fumecheng-13266	352	7	data	data	NOUN
fumecheng-13266	352	8	points	point	NOUN
fumecheng-13266	352	9	are	be	AUX
fumecheng-13266	352	10	predominantly	predominantly	ADV
fumecheng-13266	352	11	distributed	distribute	VERB
fumecheng-13266	352	12	below	below	ADP
fumecheng-13266	352	13	the	the	DET
fumecheng-13266	352	14	ideal	ideal	ADJ
fumecheng-13266	352	15	prediction	prediction	NOUN
fumecheng-13266	352	16	line	line	NOUN
fumecheng-13266	352	17	(	(	PUNCT
fumecheng-13266	352	18	dashed	dash	VERB
fumecheng-13266	352	19	line	line	NOUN
fumecheng-13266	352	20	)	)	PUNCT
fumecheng-13266	352	21	.	.	PUNCT
fumecheng-13266	353	1	this	this	PRON
fumecheng-13266	353	2	indicates	indicate	VERB
fumecheng-13266	353	3	that	that	SCONJ
fumecheng-13266	353	4	the	the	DET
fumecheng-13266	353	5	model	model	NOUN
fumecheng-13266	353	6	tends	tend	VERB
fumecheng-13266	353	7	to	to	PART
fumecheng-13266	353	8	underestimate	underestimate	VERB
fumecheng-13266	353	9	the	the	DET
fumecheng-13266	353	10	actual	actual	ADJ
fumecheng-13266	353	11	contact	contact	NOUN
fumecheng-13266	353	12	area	area	NOUN
fumecheng-13266	353	13	.	.	PUNCT
fumecheng-13266	354	1	the	the	DET
fumecheng-13266	354	2	causes	cause	NOUN
fumecheng-13266	354	3	and	and	CCONJ
fumecheng-13266	354	4	implications	implication	NOUN
fumecheng-13266	354	5	of	of	ADP
fumecheng-13266	354	6	this	this	DET
fumecheng-13266	354	7	systematic	systematic	ADJ
fumecheng-13266	354	8	underprediction	underprediction	NOUN
fumecheng-13266	354	9	are	be	AUX
fumecheng-13266	354	10	discussed	discuss	VERB
fumecheng-13266	354	11	in	in	ADP
fumecheng-13266	354	12	detail	detail	NOUN
fumecheng-13266	354	13	in	in	ADP
fumecheng-13266	354	14	the	the	DET
fumecheng-13266	354	15	following	follow	VERB
fumecheng-13266	354	16	section	section	NOUN
fumecheng-13266	354	17	.	.	PUNCT
fumecheng-13266	355	1	the	the	DET
fumecheng-13266	355	2	dense	dense	ADJ
fumecheng-13266	355	3	distribution	distribution	NOUN
fumecheng-13266	355	4	of	of	ADP
fumecheng-13266	355	5	data	datum	NOUN
fumecheng-13266	355	6	points	point	NOUN
fumecheng-13266	355	7	around	around	ADP
fumecheng-13266	355	8	the	the	DET
fumecheng-13266	355	9	ideal	ideal	ADJ
fumecheng-13266	355	10	prediction	prediction	NOUN
fumecheng-13266	355	11	line	line	NOUN
fumecheng-13266	355	12	indicates	indicate	VERB
fumecheng-13266	355	13	consistent	consistent	ADJ
fumecheng-13266	355	14	model	model	NOUN
fumecheng-13266	355	15	performance	performance	NOUN
fumecheng-13266	355	16	across	across	ADP
fumecheng-13266	355	17	various	various	ADJ
fumecheng-13266	355	18	contact	contact	NOUN
fumecheng-13266	355	19	conditions	condition	NOUN
fumecheng-13266	355	20	.	.	PUNCT
fumecheng-13266	356	1	in	in	ADP
fumecheng-13266	356	2	particular	particular	ADJ
fumecheng-13266	356	3	,	,	PUNCT
fumecheng-13266	356	4	in	in	ADP
fumecheng-13266	356	5	regions	region	NOUN
fumecheng-13266	356	6	where	where	SCONJ
fumecheng-13266	356	7	the	the	DET
fumecheng-13266	356	8	contact	contact	NOUN
fumecheng-13266	356	9	area	area	NOUN
fumecheng-13266	356	10	exceeds	exceed	VERB
fumecheng-13266	356	11	0.3	0.3	NUM
fumecheng-13266	356	12	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	356	13	,	,	PUNCT
fumecheng-13266	356	14	the	the	DET
fumecheng-13266	356	15	scatter	scatter	NOUN
fumecheng-13266	356	16	between	between	ADP
fumecheng-13266	356	17	the	the	DET
fumecheng-13266	356	18	predicted	predict	VERB
fumecheng-13266	356	19	and	and	CCONJ
fumecheng-13266	356	20	actual	actual	ADJ
fumecheng-13266	356	21	values	value	NOUN
fumecheng-13266	356	22	decreases	decrease	VERB
fumecheng-13266	356	23	,	,	PUNCT
fumecheng-13266	356	24	demonstrating	demonstrate	VERB
fumecheng-13266	356	25	enhanced	enhanced	ADJ
fumecheng-13266	356	26	model	model	NOUN
fumecheng-13266	356	27	reliability	reliability	NOUN
fumecheng-13266	356	28	in	in	ADP
fumecheng-13266	356	29	this	this	DET
fumecheng-13266	356	30	range	range	NOUN
fumecheng-13266	356	31	.	.	PUNCT
fumecheng-13266	357	1	fig	fig	NOUN
fumecheng-13266	357	2	.	.	PUNCT
fumecheng-13266	358	1	6	6	NUM
fumecheng-13266	358	2	comparison	comparison	NOUN
fumecheng-13266	358	3	of	of	ADP
fumecheng-13266	358	4	contact	contact	NOUN
fumecheng-13266	358	5	area	area	NOUN
fumecheng-13266	358	6	between	between	ADP
fumecheng-13266	358	7	numerical	numerical	ADJ
fumecheng-13266	358	8	analysis	analysis	NOUN
fumecheng-13266	358	9	and	and	CCONJ
fumecheng-13266	358	10	deep	deep	ADJ
fumecheng-13266	358	11	learning	learning	NOUN
fumecheng-13266	358	12	predictions	prediction	NOUN
fumecheng-13266	358	13	for	for	ADP
fumecheng-13266	358	14	the	the	DET
fumecheng-13266	358	15	entire	entire	ADJ
fumecheng-13266	358	16	test	test	NOUN
fumecheng-13266	358	17	dataset	dataset	NOUN
fumecheng-13266	358	18	(	(	PUNCT
fumecheng-13266	358	19	20,000	20,000	NUM
fumecheng-13266	358	20	samples	sample	NOUN
fumecheng-13266	358	21	)	)	PUNCT
fumecheng-13266	358	22	.	.	PUNCT
fumecheng-13266	359	1	the	the	DET
fumecheng-13266	359	2	dashed	dash	VERB
fumecheng-13266	359	3	line	line	NOUN
fumecheng-13266	359	4	represents	represent	VERB
fumecheng-13266	359	5	perfect	perfect	ADJ
fumecheng-13266	359	6	prediction	prediction	NOUN
fumecheng-13266	359	7	.	.	PUNCT
fumecheng-13266	360	1	776	776	NUM
fumecheng-13266	360	2	i.	i.	PROPN
fumecheng-13266	360	3	jang	jang	PROPN
fumecheng-13266	360	4	,	,	PUNCT
fumecheng-13266	360	5	y.h	y.h	PROPN
fumecheng-13266	360	6	.	.	PROPN
fumecheng-13266	360	7	jang	jang	PROPN
fumecheng-13266	360	8	3.2	3.2	NUM
fumecheng-13266	360	9	.	.	PUNCT
fumecheng-13266	360	10	evaluation	evaluation	NOUN
fumecheng-13266	360	11	of	of	ADP
fumecheng-13266	360	12	the	the	DET
fumecheng-13266	360	13	accuracy	accuracy	NOUN
fumecheng-13266	360	14	of	of	ADP
fumecheng-13266	360	15	the	the	DET
fumecheng-13266	360	16	deep	deep	ADJ
fumecheng-13266	360	17	learning	learning	NOUN
fumecheng-13266	360	18	model	model	NOUN
fumecheng-13266	360	19	from	from	ADP
fumecheng-13266	360	20	a	a	DET
fumecheng-13266	360	21	contact	contact	NOUN
fumecheng-13266	360	22	mechanics	mechanic	NOUN
fumecheng-13266	360	23	perspective	perspective	VERB
fumecheng-13266	360	24	the	the	DET
fumecheng-13266	360	25	elastic	elastic	ADJ
fumecheng-13266	360	26	contact	contact	NOUN
fumecheng-13266	360	27	problem	problem	NOUN
fumecheng-13266	360	28	involving	involve	VERB
fumecheng-13266	360	29	rough	rough	ADJ
fumecheng-13266	360	30	surfaces	surface	NOUN
fumecheng-13266	360	31	under	under	ADP
fumecheng-13266	360	32	normal	normal	ADJ
fumecheng-13266	360	33	loads	load	NOUN
fumecheng-13266	360	34	typically	typically	ADV
fumecheng-13266	360	35	shows	show	VERB
fumecheng-13266	360	36	that	that	SCONJ
fumecheng-13266	360	37	the	the	DET
fumecheng-13266	360	38	contact	contact	NOUN
fumecheng-13266	360	39	area	area	NOUN
fumecheng-13266	360	40	decreases	decrease	VERB
fumecheng-13266	360	41	,	,	PUNCT
fumecheng-13266	360	42	following	follow	VERB
fumecheng-13266	360	43	a	a	DET
fumecheng-13266	360	44	power	power	NOUN
fumecheng-13266	360	45	law	law	NOUN
fumecheng-13266	360	46	relationship	relationship	NOUN
fumecheng-13266	360	47	,	,	PUNCT
fumecheng-13266	360	48	as	as	SCONJ
fumecheng-13266	360	49	the	the	DET
fumecheng-13266	360	50	scale	scale	NOUN
fumecheng-13266	360	51	becomes	become	VERB
fumecheng-13266	360	52	finer	fine	ADJ
fumecheng-13266	360	53	.	.	PUNCT
fumecheng-13266	361	1	as	as	SCONJ
fumecheng-13266	361	2	shown	show	VERB
fumecheng-13266	361	3	in	in	ADP
fumecheng-13266	361	4	fig	fig	NOUN
fumecheng-13266	361	5	.	.	PUNCT
fumecheng-13266	362	1	7(a	7(a	NUM
fumecheng-13266	362	2	)	)	PUNCT
fumecheng-13266	362	3	,	,	PUNCT
fumecheng-13266	362	4	the	the	DET
fumecheng-13266	362	5	contact	contact	NOUN
fumecheng-13266	362	6	area	area	NOUN
fumecheng-13266	362	7	decreased	decrease	VERB
fumecheng-13266	362	8	in	in	ADP
fumecheng-13266	362	9	accordance	accordance	NOUN
fumecheng-13266	362	10	with	with	ADP
fumecheng-13266	362	11	the	the	DET
fumecheng-13266	362	12	power	power	NOUN
fumecheng-13266	362	13	law	law	NOUN
fumecheng-13266	362	14	relationship	relationship	NOUN
fumecheng-13266	362	15	as	as	SCONJ
fumecheng-13266	362	16	the	the	DET
fumecheng-13266	362	17	scale	scale	NOUN
fumecheng-13266	362	18	decreased	decrease	VERB
fumecheng-13266	362	19	.	.	PUNCT
fumecheng-13266	363	1	for	for	ADP
fumecheng-13266	363	2	the	the	DET
fumecheng-13266	363	3	rough	rough	ADJ
fumecheng-13266	363	4	surfaces	surface	NOUN
fumecheng-13266	363	5	presented	present	VERB
fumecheng-13266	363	6	in	in	ADP
fumecheng-13266	363	7	fig	fig	NOUN
fumecheng-13266	363	8	.	.	PUNCT
fumecheng-13266	364	1	4	4	NUM
fumecheng-13266	364	2	,	,	PUNCT
fumecheng-13266	364	3	the	the	DET
fumecheng-13266	364	4	contact	contact	NOUN
fumecheng-13266	364	5	area	area	NOUN
fumecheng-13266	364	6	predicted	predict	VERB
fumecheng-13266	364	7	by	by	ADP
fumecheng-13266	364	8	the	the	DET
fumecheng-13266	364	9	deep	deep	ADJ
fumecheng-13266	364	10	learning	learning	NOUN
fumecheng-13266	364	11	model	model	NOUN
fumecheng-13266	364	12	shows	show	VERB
fumecheng-13266	364	13	a	a	DET
fumecheng-13266	364	14	similar	similar	ADJ
fumecheng-13266	364	15	trend	trend	NOUN
fumecheng-13266	364	16	compared	compare	VERB
fumecheng-13266	364	17	to	to	ADP
fumecheng-13266	364	18	the	the	DET
fumecheng-13266	364	19	numerical	numerical	ADJ
fumecheng-13266	364	20	analysis	analysis	NOUN
fumecheng-13266	364	21	results	result	NOUN
fumecheng-13266	364	22	,	,	PUNCT
fumecheng-13266	364	23	but	but	CCONJ
fumecheng-13266	364	24	it	it	PRON
fumecheng-13266	364	25	tends	tend	VERB
fumecheng-13266	364	26	to	to	PART
fumecheng-13266	364	27	underpredict	underpredict	VERB
fumecheng-13266	364	28	by	by	ADP
fumecheng-13266	364	29	an	an	DET
fumecheng-13266	364	30	average	average	NOUN
fumecheng-13266	364	31	of	of	ADP
fumecheng-13266	364	32	approximately	approximately	ADV
fumecheng-13266	364	33	10	10	NUM
fumecheng-13266	364	34	%	%	NOUN
fumecheng-13266	364	35	.	.	PUNCT
fumecheng-13266	365	1	the	the	DET
fumecheng-13266	365	2	relationship	relationship	NOUN
fumecheng-13266	365	3	between	between	ADP
fumecheng-13266	365	4	the	the	DET
fumecheng-13266	365	5	applied	apply	VERB
fumecheng-13266	365	6	load	load	NOUN
fumecheng-13266	365	7	and	and	CCONJ
fumecheng-13266	365	8	contact	contact	NOUN
fumecheng-13266	365	9	area	area	NOUN
fumecheng-13266	365	10	was	be	AUX
fumecheng-13266	365	11	also	also	ADV
fumecheng-13266	365	12	investigated	investigate	VERB
fumecheng-13266	365	13	.	.	PUNCT
fumecheng-13266	366	1	an	an	DET
fumecheng-13266	366	2	analysis	analysis	NOUN
fumecheng-13266	366	3	of	of	ADP
fumecheng-13266	366	4	fig	fig	NOUN
fumecheng-13266	366	5	.	.	PUNCT
fumecheng-13266	367	1	8(a	8(a	NUM
fumecheng-13266	367	2	)	)	PUNCT
fumecheng-13266	367	3	reveals	reveal	VERB
fumecheng-13266	367	4	that	that	SCONJ
fumecheng-13266	367	5	the	the	DET
fumecheng-13266	367	6	deep	deep	ADJ
fumecheng-13266	367	7	learning	learning	NOUN
fumecheng-13266	367	8	model	model	NOUN
fumecheng-13266	367	9	captures	capture	VERB
fumecheng-13266	367	10	the	the	DET
fumecheng-13266	367	11	fundamental	fundamental	ADJ
fumecheng-13266	367	12	characteristic	characteristic	NOUN
fumecheng-13266	367	13	of	of	ADP
fumecheng-13266	367	14	elastic	elastic	ADJ
fumecheng-13266	367	15	contact	contact	NOUN
fumecheng-13266	367	16	mechanics	mechanic	NOUN
fumecheng-13266	367	17	:	:	PUNCT
fumecheng-13266	367	18	the	the	DET
fumecheng-13266	367	19	linear	linear	ADJ
fumecheng-13266	367	20	proportionality	proportionality	NOUN
fumecheng-13266	367	21	between	between	ADP
fumecheng-13266	367	22	the	the	DET
fumecheng-13266	367	23	normal	normal	ADJ
fumecheng-13266	367	24	load	load	NOUN
fumecheng-13266	367	25	and	and	CCONJ
fumecheng-13266	367	26	the	the	DET
fumecheng-13266	367	27	true	true	ADJ
fumecheng-13266	367	28	contact	contact	NOUN
fumecheng-13266	367	29	area	area	NOUN
fumecheng-13266	367	30	.	.	PUNCT
fumecheng-13266	368	1	when	when	SCONJ
fumecheng-13266	368	2	examining	examine	VERB
fumecheng-13266	368	3	the	the	DET
fumecheng-13266	368	4	quantitative	quantitative	ADJ
fumecheng-13266	368	5	accuracy	accuracy	NOUN
fumecheng-13266	368	6	across	across	ADP
fumecheng-13266	368	7	different	different	ADJ
fumecheng-13266	368	8	load	load	NOUN
fumecheng-13266	368	9	conditions	condition	NOUN
fumecheng-13266	368	10	(	(	PUNCT
fumecheng-13266	368	11	10	10	NUM
fumecheng-13266	368	12	n-50	n-50	NUM
fumecheng-13266	368	13	n	n	CCONJ
fumecheng-13266	368	14	)	)	PUNCT
fumecheng-13266	368	15	,	,	PUNCT
fumecheng-13266	368	16	the	the	DET
fumecheng-13266	368	17	model	model	NOUN
fumecheng-13266	368	18	demonstrated	demonstrate	VERB
fumecheng-13266	368	19	consistent	consistent	ADJ
fumecheng-13266	368	20	prediction	prediction	NOUN
fumecheng-13266	368	21	capability	capability	NOUN
fumecheng-13266	368	22	while	while	SCONJ
fumecheng-13266	368	23	maintaining	maintain	VERB
fumecheng-13266	368	24	an	an	DET
fumecheng-13266	368	25	average	average	ADJ
fumecheng-13266	368	26	deviation	deviation	NOUN
fumecheng-13266	368	27	of	of	ADP
fumecheng-13266	368	28	11.96	11.96	NUM
fumecheng-13266	368	29	%	%	NOUN
fumecheng-13266	368	30	from	from	ADP
fumecheng-13266	368	31	the	the	DET
fumecheng-13266	368	32	numerical	numerical	ADJ
fumecheng-13266	368	33	analysis	analysis	NOUN
fumecheng-13266	368	34	results	result	NOUN
fumecheng-13266	368	35	.	.	PUNCT
fumecheng-13266	369	1	this	this	DET
fumecheng-13266	369	2	systematic	systematic	ADJ
fumecheng-13266	369	3	underprediction	underprediction	NOUN
fumecheng-13266	369	4	was	be	AUX
fumecheng-13266	369	5	most	most	ADV
fumecheng-13266	369	6	pronounced	pronounce	VERB
fumecheng-13266	369	7	at	at	ADP
fumecheng-13266	369	8	lower	low	ADJ
fumecheng-13266	369	9	loads	load	NOUN
fumecheng-13266	369	10	(	(	PUNCT
fumecheng-13266	369	11	18.14	18.14	NUM
fumecheng-13266	369	12	%	%	NOUN
fumecheng-13266	369	13	at	at	ADP
fumecheng-13266	369	14	10	10	NUM
fumecheng-13266	369	15	n	n	CCONJ
fumecheng-13266	369	16	)	)	PUNCT
fumecheng-13266	369	17	and	and	CCONJ
fumecheng-13266	369	18	showed	show	VERB
fumecheng-13266	369	19	gradual	gradual	ADJ
fumecheng-13266	369	20	improvement	improvement	NOUN
fumecheng-13266	369	21	as	as	SCONJ
fumecheng-13266	369	22	the	the	DET
fumecheng-13266	369	23	load	load	NOUN
fumecheng-13266	369	24	increased	increase	VERB
fumecheng-13266	369	25	(	(	PUNCT
fumecheng-13266	369	26	10.01	10.01	NUM
fumecheng-13266	369	27	%	%	NOUN
fumecheng-13266	369	28	at	at	ADP
fumecheng-13266	369	29	50	50	NUM
fumecheng-13266	369	30	n	n	CCONJ
fumecheng-13266	369	31	)	)	PUNCT
fumecheng-13266	369	32	,	,	PUNCT
fumecheng-13266	369	33	suggesting	suggest	VERB
fumecheng-13266	369	34	that	that	SCONJ
fumecheng-13266	369	35	the	the	DET
fumecheng-13266	369	36	performance	performance	NOUN
fumecheng-13266	369	37	of	of	ADP
fumecheng-13266	369	38	the	the	DET
fumecheng-13266	369	39	model	model	NOUN
fumecheng-13266	369	40	is	be	AUX
fumecheng-13266	369	41	more	more	ADV
fumecheng-13266	369	42	reliable	reliable	ADJ
fumecheng-13266	369	43	under	under	ADP
fumecheng-13266	369	44	higher	high	ADJ
fumecheng-13266	369	45	load	load	NOUN
fumecheng-13266	369	46	conditions	condition	NOUN
fumecheng-13266	369	47	where	where	SCONJ
fumecheng-13266	369	48	larger	large	ADJ
fumecheng-13266	369	49	contact	contact	NOUN
fumecheng-13266	369	50	areas	area	NOUN
fumecheng-13266	369	51	are	be	AUX
fumecheng-13266	369	52	formed	form	VERB
fumecheng-13266	369	53	.	.	PUNCT
fumecheng-13266	370	1	this	this	DET
fumecheng-13266	370	2	underprediction	underprediction	NOUN
fumecheng-13266	370	3	of	of	ADP
fumecheng-13266	370	4	the	the	DET
fumecheng-13266	370	5	contact	contact	NOUN
fumecheng-13266	370	6	area	area	NOUN
fumecheng-13266	370	7	can	can	AUX
fumecheng-13266	370	8	be	be	AUX
fumecheng-13266	370	9	primarily	primarily	ADV
fumecheng-13266	370	10	attributed	attribute	VERB
fumecheng-13266	370	11	to	to	ADP
fumecheng-13266	370	12	two	two	NUM
fumecheng-13266	370	13	factors	factor	NOUN
fumecheng-13266	370	14	.	.	PUNCT
fumecheng-13266	371	1	first	first	ADV
fumecheng-13266	371	2	,	,	PUNCT
fumecheng-13266	371	3	it	it	PRON
fumecheng-13266	371	4	indicates	indicate	VERB
fumecheng-13266	371	5	that	that	SCONJ
fumecheng-13266	371	6	the	the	DET
fumecheng-13266	371	7	deep	deep	ADJ
fumecheng-13266	371	8	learning	learning	NOUN
fumecheng-13266	371	9	model	model	NOUN
fumecheng-13266	371	10	misses	miss	VERB
fumecheng-13266	371	11	actual	actual	ADJ
fumecheng-13266	371	12	contact	contact	NOUN
fumecheng-13266	371	13	areas	area	NOUN
fumecheng-13266	371	14	more	more	ADV
fumecheng-13266	371	15	often	often	ADV
fumecheng-13266	371	16	than	than	SCONJ
fumecheng-13266	371	17	it	it	PRON
fumecheng-13266	371	18	mistakenly	mistakenly	ADV
fumecheng-13266	371	19	classifies	classify	VERB
fumecheng-13266	371	20	noncontact	noncontact	ADJ
fumecheng-13266	371	21	areas	area	NOUN
fumecheng-13266	371	22	.	.	PUNCT
fumecheng-13266	372	1	second	second	ADJ
fumecheng-13266	372	2	,	,	PUNCT
fumecheng-13266	372	3	the	the	DET
fumecheng-13266	372	4	inherent	inherent	ADJ
fumecheng-13266	372	5	class	class	NOUN
fumecheng-13266	372	6	imbalance	imbalance	NOUN
fumecheng-13266	372	7	problem	problem	NOUN
fumecheng-13266	372	8	in	in	ADP
fumecheng-13266	372	9	the	the	DET
fumecheng-13266	372	10	dataset	dataset	NOUN
fumecheng-13266	372	11	may	may	AUX
fumecheng-13266	372	12	have	have	AUX
fumecheng-13266	372	13	led	lead	VERB
fumecheng-13266	372	14	to	to	ADP
fumecheng-13266	372	15	the	the	DET
fumecheng-13266	372	16	insufficient	insufficient	ADJ
fumecheng-13266	372	17	learning	learning	NOUN
fumecheng-13266	372	18	of	of	ADP
fumecheng-13266	372	19	smaller	small	ADJ
fumecheng-13266	372	20	contact	contact	NOUN
fumecheng-13266	372	21	areas	area	NOUN
fumecheng-13266	372	22	.	.	PUNCT
fumecheng-13266	373	1	a	a	DET
fumecheng-13266	373	2	detailed	detailed	ADJ
fumecheng-13266	373	3	analysis	analysis	NOUN
fumecheng-13266	373	4	of	of	ADP
fumecheng-13266	373	5	the	the	DET
fumecheng-13266	373	6	underprediction	underprediction	NOUN
fumecheng-13266	373	7	of	of	ADP
fumecheng-13266	373	8	the	the	DET
fumecheng-13266	373	9	contact	contact	NOUN
fumecheng-13266	373	10	area	area	NOUN
fumecheng-13266	373	11	is	be	AUX
fumecheng-13266	373	12	presented	present	VERB
fumecheng-13266	373	13	in	in	ADP
fumecheng-13266	373	14	the	the	DET
fumecheng-13266	373	15	next	next	ADJ
fumecheng-13266	373	16	section	section	NOUN
fumecheng-13266	373	17	and	and	CCONJ
fumecheng-13266	373	18	in	in	ADP
fumecheng-13266	373	19	the	the	DET
fumecheng-13266	373	20	discussion	discussion	NOUN
fumecheng-13266	373	21	section	section	NOUN
fumecheng-13266	373	22	.	.	PUNCT
fumecheng-13266	374	1	fig	fig	NOUN
fumecheng-13266	374	2	.	.	PUNCT
fumecheng-13266	375	1	7	7	NUM
fumecheng-13266	375	2	comparison	comparison	NOUN
fumecheng-13266	375	3	between	between	ADP
fumecheng-13266	375	4	numerical	numerical	ADJ
fumecheng-13266	375	5	analysis	analysis	NOUN
fumecheng-13266	375	6	results	result	NOUN
fumecheng-13266	375	7	and	and	CCONJ
fumecheng-13266	375	8	deep	deep	ADJ
fumecheng-13266	375	9	learning	learning	NOUN
fumecheng-13266	375	10	predictions	prediction	NOUN
fumecheng-13266	375	11	of	of	ADP
fumecheng-13266	375	12	(	(	PUNCT
fumecheng-13266	375	13	a	a	PRON
fumecheng-13266	375	14	)	)	PUNCT
fumecheng-13266	375	15	variations	variation	NOUN
fumecheng-13266	375	16	in	in	ADP
fumecheng-13266	375	17	contact	contact	NOUN
fumecheng-13266	375	18	area	area	NOUN
fumecheng-13266	375	19	and	and	CCONJ
fumecheng-13266	375	20	(	(	PUNCT
fumecheng-13266	375	21	b	b	NOUN
fumecheng-13266	375	22	)	)	PUNCT
fumecheng-13266	375	23	changes	change	NOUN
fumecheng-13266	375	24	in	in	ADP
fumecheng-13266	375	25	electrical	electrical	ADJ
fumecheng-13266	375	26	contact	contact	NOUN
fumecheng-13266	375	27	resistance	resistance	NOUN
fumecheng-13266	375	28	resulting	result	VERB
fumecheng-13266	375	29	from	from	ADP
fumecheng-13266	375	30	scale	scale	NOUN
fumecheng-13266	375	31	variations	variation	NOUN
fumecheng-13266	375	32	.	.	PUNCT
fumecheng-13266	376	1	solid	solid	ADJ
fumecheng-13266	376	2	square	square	ADJ
fumecheng-13266	376	3	and	and	CCONJ
fumecheng-13266	376	4	circle	circle	NOUN
fumecheng-13266	376	5	shapes	shape	NOUN
fumecheng-13266	376	6	represent	represent	VERB
fumecheng-13266	376	7	the	the	DET
fumecheng-13266	376	8	deep	deep	ADJ
fumecheng-13266	376	9	learning	learning	NOUN
fumecheng-13266	376	10	prediction	prediction	NOUN
fumecheng-13266	376	11	and	and	CCONJ
fumecheng-13266	376	12	the	the	DET
fumecheng-13266	376	13	numerical	numerical	ADJ
fumecheng-13266	376	14	analysis	analysis	NOUN
fumecheng-13266	376	15	results	result	NOUN
fumecheng-13266	376	16	,	,	PUNCT
fumecheng-13266	376	17	respectively	respectively	ADV
fumecheng-13266	376	18	.	.	PUNCT
fumecheng-13266	377	1	prediction	prediction	NOUN
fumecheng-13266	377	2	of	of	ADP
fumecheng-13266	377	3	contact	contact	NOUN
fumecheng-13266	377	4	distribution	distribution	NOUN
fumecheng-13266	377	5	on	on	ADP
fumecheng-13266	377	6	rough	rough	ADJ
fumecheng-13266	377	7	surfaces	surface	NOUN
fumecheng-13266	377	8	using	use	VERB
fumecheng-13266	377	9	deep	deep	ADJ
fumecheng-13266	377	10	learning	learning	NOUN
fumecheng-13266	377	11	algorithms	algorithms	NOUN
fumecheng-13266	377	12	777	777	NUM
fumecheng-13266	377	13	fig	fig	NOUN
fumecheng-13266	377	14	.	.	PUNCT
fumecheng-13266	378	1	8	8	NUM
fumecheng-13266	378	2	comparison	comparison	NOUN
fumecheng-13266	378	3	between	between	ADP
fumecheng-13266	378	4	numerical	numerical	ADJ
fumecheng-13266	378	5	analysis	analysis	NOUN
fumecheng-13266	378	6	results	result	NOUN
fumecheng-13266	378	7	and	and	CCONJ
fumecheng-13266	378	8	deep	deep	ADJ
fumecheng-13266	378	9	learning	learning	NOUN
fumecheng-13266	378	10	predictions	prediction	NOUN
fumecheng-13266	378	11	of	of	ADP
fumecheng-13266	378	12	(	(	PUNCT
fumecheng-13266	378	13	a	a	PRON
fumecheng-13266	378	14	)	)	PUNCT
fumecheng-13266	378	15	variations	variation	NOUN
fumecheng-13266	378	16	in	in	ADP
fumecheng-13266	378	17	contact	contact	NOUN
fumecheng-13266	378	18	area	area	NOUN
fumecheng-13266	378	19	and	and	CCONJ
fumecheng-13266	378	20	(	(	PUNCT
fumecheng-13266	378	21	b	b	NOUN
fumecheng-13266	378	22	)	)	PUNCT
fumecheng-13266	378	23	changes	change	NOUN
fumecheng-13266	378	24	in	in	ADP
fumecheng-13266	378	25	electrical	electrical	ADJ
fumecheng-13266	378	26	contact	contact	NOUN
fumecheng-13266	378	27	resistance	resistance	NOUN
fumecheng-13266	378	28	resulting	result	VERB
fumecheng-13266	378	29	from	from	ADP
fumecheng-13266	378	30	load	load	NOUN
fumecheng-13266	378	31	variations	variation	NOUN
fumecheng-13266	378	32	.	.	PUNCT
fumecheng-13266	379	1	solid	solid	ADJ
fumecheng-13266	379	2	square	square	ADJ
fumecheng-13266	379	3	and	and	CCONJ
fumecheng-13266	379	4	circle	circle	NOUN
fumecheng-13266	379	5	shapes	shape	NOUN
fumecheng-13266	379	6	represent	represent	VERB
fumecheng-13266	379	7	the	the	DET
fumecheng-13266	379	8	deep	deep	ADJ
fumecheng-13266	379	9	learning	learning	NOUN
fumecheng-13266	379	10	prediction	prediction	NOUN
fumecheng-13266	379	11	and	and	CCONJ
fumecheng-13266	379	12	the	the	DET
fumecheng-13266	379	13	numerical	numerical	ADJ
fumecheng-13266	379	14	analysis	analysis	NOUN
fumecheng-13266	379	15	results	result	NOUN
fumecheng-13266	379	16	,	,	PUNCT
fumecheng-13266	379	17	respectively	respectively	ADV
fumecheng-13266	379	18	.	.	PUNCT
fumecheng-13266	380	1	currently	currently	ADV
fumecheng-13266	380	2	,	,	PUNCT
fumecheng-13266	380	3	the	the	DET
fumecheng-13266	380	4	predictive	predictive	ADJ
fumecheng-13266	380	5	performance	performance	NOUN
fumecheng-13266	380	6	of	of	ADP
fumecheng-13266	380	7	deep	deep	ADJ
fumecheng-13266	380	8	-	-	PUNCT
fumecheng-13266	380	9	learning	learn	VERB
fumecheng-13266	380	10	algorithms	algorithm	NOUN
fumecheng-13266	380	11	is	be	AUX
fumecheng-13266	380	12	based	base	VERB
fumecheng-13266	380	13	solely	solely	ADV
fumecheng-13266	380	14	on	on	ADP
fumecheng-13266	380	15	the	the	DET
fumecheng-13266	380	16	model	model	NOUN
fumecheng-13266	380	17	data	datum	NOUN
fumecheng-13266	380	18	generated	generate	VERB
fumecheng-13266	380	19	at	at	ADP
fumecheng-13266	380	20	each	each	DET
fumecheng-13266	380	21	scale	scale	NOUN
fumecheng-13266	380	22	.	.	PUNCT
fumecheng-13266	381	1	in	in	ADP
fumecheng-13266	381	2	other	other	ADJ
fumecheng-13266	381	3	words	word	NOUN
fumecheng-13266	381	4	,	,	PUNCT
fumecheng-13266	381	5	it	it	PRON
fumecheng-13266	381	6	does	do	AUX
fumecheng-13266	381	7	not	not	PART
fumecheng-13266	381	8	consider	consider	VERB
fumecheng-13266	381	9	causal	causal	ADJ
fumecheng-13266	381	10	relationships	relationship	NOUN
fumecheng-13266	381	11	where	where	SCONJ
fumecheng-13266	381	12	data	datum	NOUN
fumecheng-13266	381	13	from	from	ADP
fumecheng-13266	381	14	a	a	DET
fumecheng-13266	381	15	previous	previous	ADJ
fumecheng-13266	381	16	(	(	PUNCT
fumecheng-13266	381	17	coarse	coarse	ADJ
fumecheng-13266	381	18	)	)	PUNCT
fumecheng-13266	381	19	scale	scale	NOUN
fumecheng-13266	381	20	affect	affect	VERB
fumecheng-13266	381	21	data	datum	NOUN
fumecheng-13266	381	22	at	at	ADP
fumecheng-13266	381	23	a	a	DET
fumecheng-13266	381	24	subsequent	subsequent	ADJ
fumecheng-13266	381	25	(	(	PUNCT
fumecheng-13266	381	26	fine	fine	ADJ
fumecheng-13266	381	27	)	)	PUNCT
fumecheng-13266	381	28	scale	scale	NOUN
fumecheng-13266	381	29	.	.	PUNCT
fumecheng-13266	382	1	nonetheless	nonetheless	ADV
fumecheng-13266	382	2	,	,	PUNCT
fumecheng-13266	382	3	it	it	PRON
fumecheng-13266	382	4	is	be	AUX
fumecheng-13266	382	5	noteworthy	noteworthy	ADJ
fumecheng-13266	382	6	that	that	SCONJ
fumecheng-13266	382	7	the	the	DET
fumecheng-13266	382	8	power	power	NOUN
fumecheng-13266	382	9	law	law	NOUN
fumecheng-13266	382	10	relationship	relationship	NOUN
fumecheng-13266	382	11	was	be	AUX
fumecheng-13266	382	12	maintained	maintain	VERB
fumecheng-13266	382	13	even	even	ADV
fumecheng-13266	382	14	in	in	ADP
fumecheng-13266	382	15	the	the	DET
fumecheng-13266	382	16	absence	absence	NOUN
fumecheng-13266	382	17	of	of	ADP
fumecheng-13266	382	18	learned	learn	VERB
fumecheng-13266	382	19	correlations	correlation	NOUN
fumecheng-13266	382	20	between	between	ADP
fumecheng-13266	382	21	scale	scale	NOUN
fumecheng-13266	382	22	changes	change	NOUN
fumecheng-13266	382	23	.	.	PUNCT
fumecheng-13266	383	1	this	this	PRON
fumecheng-13266	383	2	suggests	suggest	VERB
fumecheng-13266	383	3	that	that	SCONJ
fumecheng-13266	383	4	the	the	DET
fumecheng-13266	383	5	deep	deep	ADJ
fumecheng-13266	383	6	learning	learning	NOUN
fumecheng-13266	383	7	model	model	NOUN
fumecheng-13266	383	8	can	can	AUX
fumecheng-13266	383	9	implicitly	implicitly	ADV
fumecheng-13266	383	10	learn	learn	VERB
fumecheng-13266	383	11	the	the	DET
fumecheng-13266	383	12	fundamental	fundamental	ADJ
fumecheng-13266	383	13	physical	physical	ADJ
fumecheng-13266	383	14	characteristics	characteristic	NOUN
fumecheng-13266	383	15	of	of	ADP
fumecheng-13266	383	16	the	the	DET
fumecheng-13266	383	17	contact	contact	NOUN
fumecheng-13266	383	18	mechanism	mechanism	NOUN
fumecheng-13266	383	19	.	.	PUNCT
fumecheng-13266	384	1	the	the	DET
fumecheng-13266	384	2	electrical	electrical	ADJ
fumecheng-13266	384	3	contact	contact	NOUN
fumecheng-13266	384	4	resistance	resistance	NOUN
fumecheng-13266	384	5	(	(	PUNCT
fumecheng-13266	384	6	ecr	ecr	PROPN
fumecheng-13266	384	7	)	)	PUNCT
fumecheng-13266	384	8	was	be	AUX
fumecheng-13266	384	9	calculated	calculate	VERB
fumecheng-13266	384	10	at	at	ADP
fumecheng-13266	384	11	each	each	DET
fumecheng-13266	384	12	scale	scale	NOUN
fumecheng-13266	384	13	using	use	VERB
fumecheng-13266	384	14	the	the	DET
fumecheng-13266	384	15	predicted	predict	VERB
fumecheng-13266	384	16	contact	contact	NOUN
fumecheng-13266	384	17	area	area	NOUN
fumecheng-13266	384	18	distribution	distribution	NOUN
fumecheng-13266	384	19	.	.	PUNCT
fumecheng-13266	385	1	while	while	SCONJ
fumecheng-13266	385	2	various	various	ADJ
fumecheng-13266	385	3	theoretical	theoretical	ADJ
fumecheng-13266	385	4	formulations	formulation	NOUN
fumecheng-13266	385	5	for	for	ADP
fumecheng-13266	385	6	ecr	ecr	NOUN
fumecheng-13266	385	7	exist	exist	VERB
fumecheng-13266	385	8	,	,	PUNCT
fumecheng-13266	385	9	such	such	ADJ
fumecheng-13266	385	10	as	as	ADP
fumecheng-13266	385	11	those	those	PRON
fumecheng-13266	385	12	developed	develop	VERB
fumecheng-13266	385	13	by	by	ADP
fumecheng-13266	385	14	paggi	paggi	NOUN
fumecheng-13266	385	15	and	and	CCONJ
fumecheng-13266	385	16	barber	barber	PROPN
fumecheng-13266	386	1	[	[	X
fumecheng-13266	386	2	41	41	NUM
fumecheng-13266	386	3	]	]	PUNCT
fumecheng-13266	386	4	,	,	PUNCT
fumecheng-13266	386	5	the	the	DET
fumecheng-13266	386	6	method	method	NOUN
fumecheng-13266	386	7	presented	present	VERB
fumecheng-13266	386	8	by	by	ADP
fumecheng-13266	386	9	boyer	boyer	PROPN
fumecheng-13266	386	10	was	be	AUX
fumecheng-13266	386	11	selected	select	VERB
fumecheng-13266	386	12	for	for	ADP
fumecheng-13266	386	13	this	this	DET
fumecheng-13266	386	14	study	study	NOUN
fumecheng-13266	386	15	due	due	ADP
fumecheng-13266	386	16	to	to	ADP
fumecheng-13266	386	17	its	its	PRON
fumecheng-13266	386	18	suitability	suitability	NOUN
fumecheng-13266	386	19	for	for	ADP
fumecheng-13266	386	20	our	our	PRON
fumecheng-13266	386	21	pixel	pixel	NOUN
fumecheng-13266	386	22	-	-	PUNCT
fumecheng-13266	386	23	based	base	VERB
fumecheng-13266	386	24	contact	contact	NOUN
fumecheng-13266	386	25	analysis	analysis	NOUN
fumecheng-13266	386	26	.	.	PUNCT
fumecheng-13266	387	1	specifically	specifically	ADV
fumecheng-13266	387	2	,	,	PUNCT
fumecheng-13266	387	3	the	the	DET
fumecheng-13266	387	4	analytical	analytical	ADJ
fumecheng-13266	387	5	model	model	NOUN
fumecheng-13266	387	6	from	from	ADP
fumecheng-13266	387	7	section	section	PROPN
fumecheng-13266	387	8	ii	ii	PROPN
fumecheng-13266	387	9	of	of	ADP
fumecheng-13266	387	10	boyer	boyer	PROPN
fumecheng-13266	388	1	[	[	X
fumecheng-13266	388	2	42	42	NUM
fumecheng-13266	388	3	]	]	PUNCT
fumecheng-13266	388	4	,	,	PUNCT
fumecheng-13266	388	5	which	which	PRON
fumecheng-13266	388	6	addresses	address	VERB
fumecheng-13266	388	7	clean	clean	ADJ
fumecheng-13266	388	8	metallic	metallic	ADJ
fumecheng-13266	388	9	contact	contact	NOUN
fumecheng-13266	388	10	without	without	ADP
fumecheng-13266	388	11	interface	interface	NOUN
fumecheng-13266	388	12	films	film	NOUN
fumecheng-13266	388	13	.	.	PUNCT
fumecheng-13266	389	1	in	in	ADP
fumecheng-13266	389	2	particular	particular	ADJ
fumecheng-13266	389	3	,	,	PUNCT
fumecheng-13266	389	4	we	we	PRON
fumecheng-13266	389	5	adopted	adopt	VERB
fumecheng-13266	389	6	the	the	DET
fumecheng-13266	389	7	formulation	formulation	NOUN
fumecheng-13266	389	8	derived	derive	VERB
fumecheng-13266	389	9	for	for	ADP
fumecheng-13266	389	10	multiple	multiple	ADJ
fumecheng-13266	389	11	square	square	ADV
fumecheng-13266	389	12	-	-	PUNCT
fumecheng-13266	389	13	shaped	shape	VERB
fumecheng-13266	389	14	microcontacts	microcontact	NOUN
fumecheng-13266	389	15	,	,	PUNCT
fumecheng-13266	389	16	where	where	SCONJ
fumecheng-13266	389	17	the	the	DET
fumecheng-13266	389	18	total	total	ADJ
fumecheng-13266	389	19	contact	contact	NOUN
fumecheng-13266	389	20	resistance	resistance	NOUN
fumecheng-13266	389	21	r	r	NOUN
fumecheng-13266	389	22	is	be	AUX
fumecheng-13266	389	23	given	give	VERB
fumecheng-13266	389	24	by	by	ADP
fumecheng-13266	389	25	:	:	PUNCT
fumecheng-13266	389	26	𝑅	𝑅	PROPN
fumecheng-13266	389	27	≈	≈	PROPN
fumecheng-13266	389	28	𝑆(𝑁)𝜌	𝑆(𝑁)𝜌	PROPN
fumecheng-13266	389	29	𝑛𝐿	𝑛𝐿	PROPN
fumecheng-13266	389	30	+	+	CCONJ
fumecheng-13266	389	31	𝜌	𝜌	X
fumecheng-13266	389	32	𝜋𝑛2	𝜋𝑛2	ADV
fumecheng-13266	389	33	∑	∑	PUNCT
fumecheng-13266	389	34	∑	∑	PROPN
fumecheng-13266	389	35	1	1	NUM
fumecheng-13266	389	36	𝑑𝑖𝑗	𝑑𝑖𝑗	ADV
fumecheng-13266	389	37	𝑖≠𝑗	𝑖≠𝑗	PUNCT
fumecheng-13266	389	38	(	(	PUNCT
fumecheng-13266	389	39	26	26	NUM
fumecheng-13266	389	40	)	)	PUNCT
fumecheng-13266	389	41	where	where	SCONJ
fumecheng-13266	389	42	𝑅	𝑅	PROPN
fumecheng-13266	389	43	represents	represent	VERB
fumecheng-13266	389	44	the	the	DET
fumecheng-13266	389	45	total	total	ADJ
fumecheng-13266	389	46	electrical	electrical	ADJ
fumecheng-13266	389	47	contact	contact	NOUN
fumecheng-13266	389	48	resistance	resistance	NOUN
fumecheng-13266	389	49	,	,	PUNCT
fumecheng-13266	389	50	and	and	CCONJ
fumecheng-13266	389	51	ρ	ρ	PROPN
fumecheng-13266	389	52	denotes	denote	VERB
fumecheng-13266	389	53	the	the	DET
fumecheng-13266	389	54	electrical	electrical	ADJ
fumecheng-13266	389	55	resistivity	resistivity	NOUN
fumecheng-13266	389	56	of	of	ADP
fumecheng-13266	389	57	the	the	DET
fumecheng-13266	389	58	contacting	contact	VERB
fumecheng-13266	389	59	material	material	NOUN
fumecheng-13266	389	60	.	.	PUNCT
fumecheng-13266	390	1	the	the	DET
fumecheng-13266	390	2	variable	variable	ADJ
fumecheng-13266	390	3	n	n	NOUN
fumecheng-13266	390	4	is	be	AUX
fumecheng-13266	390	5	the	the	DET
fumecheng-13266	390	6	number	number	NOUN
fumecheng-13266	390	7	of	of	ADP
fumecheng-13266	390	8	contacting	contact	VERB
fumecheng-13266	390	9	pixels	pixel	NOUN
fumecheng-13266	390	10	,	,	PUNCT
fumecheng-13266	390	11	each	each	PRON
fumecheng-13266	390	12	of	of	ADP
fumecheng-13266	390	13	which	which	PRON
fumecheng-13266	390	14	is	be	AUX
fumecheng-13266	390	15	treated	treat	VERB
fumecheng-13266	390	16	as	as	ADP
fumecheng-13266	390	17	a	a	DET
fumecheng-13266	390	18	square	square	ADJ
fumecheng-13266	390	19	microcontact	microcontact	NOUN
fumecheng-13266	390	20	,	,	PUNCT
fumecheng-13266	390	21	and	and	CCONJ
fumecheng-13266	390	22	𝐿	𝐿	PROPN
fumecheng-13266	390	23	is	be	AUX
fumecheng-13266	390	24	the	the	DET
fumecheng-13266	390	25	side	side	NOUN
fumecheng-13266	390	26	length	length	NOUN
fumecheng-13266	390	27	of	of	ADP
fumecheng-13266	390	28	each	each	DET
fumecheng-13266	390	29	contact	contact	NOUN
fumecheng-13266	390	30	pixel	pixel	NOUN
fumecheng-13266	390	31	.	.	PUNCT
fumecheng-13266	391	1	the	the	DET
fumecheng-13266	391	2	term	term	NOUN
fumecheng-13266	391	3	𝑆(𝑁	𝑆(𝑁	NOUN
fumecheng-13266	391	4	)	)	PUNCT
fumecheng-13266	391	5	is	be	AUX
fumecheng-13266	391	6	the	the	DET
fumecheng-13266	391	7	shape	shape	NOUN
fumecheng-13266	391	8	factor	factor	NOUN
fumecheng-13266	391	9	for	for	ADP
fumecheng-13266	391	10	square	square	ADJ
fumecheng-13266	391	11	contacts	contact	NOUN
fumecheng-13266	391	12	,	,	PUNCT
fumecheng-13266	391	13	for	for	ADP
fumecheng-13266	391	14	which	which	PRON
fumecheng-13266	391	15	we	we	PRON
fumecheng-13266	391	16	used	use	VERB
fumecheng-13266	391	17	the	the	DET
fumecheng-13266	391	18	value	value	NOUN
fumecheng-13266	391	19	0.868	0.868	NUM
fumecheng-13266	391	20	,	,	PUNCT
fumecheng-13266	391	21	following	follow	VERB
fumecheng-13266	391	22	boyer	boyer	PROPN
fumecheng-13266	391	23	’s	’s	PART
fumecheng-13266	391	24	suggestion	suggestion	NOUN
fumecheng-13266	391	25	.	.	PUNCT
fumecheng-13266	392	1	the	the	DET
fumecheng-13266	392	2	term	term	NOUN
fumecheng-13266	392	3	𝑑𝑖𝑗	𝑑𝑖𝑗	PROPN
fumecheng-13266	392	4	denotes	denote	VERB
fumecheng-13266	392	5	the	the	DET
fumecheng-13266	392	6	center	center	NOUN
fumecheng-13266	392	7	-	-	PUNCT
fumecheng-13266	392	8	to	to	ADP
fumecheng-13266	392	9	-	-	PUNCT
fumecheng-13266	392	10	center	center	NOUN
fumecheng-13266	392	11	distance	distance	NOUN
fumecheng-13266	392	12	between	between	ADP
fumecheng-13266	392	13	the	the	DET
fumecheng-13266	392	14	𝑖-th	𝑖-th	PROPN
fumecheng-13266	392	15	and	and	CCONJ
fumecheng-13266	392	16	𝑗-th	𝑗-th	PROPN
fumecheng-13266	392	17	contact	contact	NOUN
fumecheng-13266	392	18	pixels	pixel	NOUN
fumecheng-13266	392	19	,	,	PUNCT
fumecheng-13266	392	20	and	and	CCONJ
fumecheng-13266	392	21	the	the	DET
fumecheng-13266	392	22	summation	summation	NOUN
fumecheng-13266	392	23	is	be	AUX
fumecheng-13266	392	24	carried	carry	VERB
fumecheng-13266	392	25	out	out	ADP
fumecheng-13266	392	26	over	over	ADP
fumecheng-13266	392	27	all	all	DET
fumecheng-13266	392	28	distinct	distinct	ADJ
fumecheng-13266	392	29	contact	contact	NOUN
fumecheng-13266	392	30	pairs	pair	NOUN
fumecheng-13266	392	31	.	.	PUNCT
fumecheng-13266	393	1	this	this	DET
fumecheng-13266	393	2	formulation	formulation	NOUN
fumecheng-13266	393	3	reflects	reflect	VERB
fumecheng-13266	393	4	both	both	CCONJ
fumecheng-13266	393	5	the	the	DET
fumecheng-13266	393	6	parallel	parallel	ADJ
fumecheng-13266	393	7	resistance	resistance	NOUN
fumecheng-13266	393	8	of	of	ADP
fumecheng-13266	393	9	uniformly	uniformly	ADV
fumecheng-13266	393	10	sized	sized	ADJ
fumecheng-13266	393	11	microcontacts	microcontact	NOUN
fumecheng-13266	393	12	(	(	PUNCT
fumecheng-13266	393	13	first	first	ADJ
fumecheng-13266	393	14	term	term	NOUN
fumecheng-13266	393	15	)	)	PUNCT
fumecheng-13266	393	16	and	and	CCONJ
fumecheng-13266	393	17	the	the	DET
fumecheng-13266	393	18	additional	additional	ADJ
fumecheng-13266	393	19	resistance	resistance	NOUN
fumecheng-13266	393	20	arising	arise	VERB
fumecheng-13266	393	21	from	from	ADP
fumecheng-13266	393	22	spatial	spatial	ADJ
fumecheng-13266	393	23	interactions	interaction	NOUN
fumecheng-13266	393	24	among	among	ADP
fumecheng-13266	393	25	them	they	PRON
fumecheng-13266	393	26	778	778	NUM
fumecheng-13266	393	27	i.	i.	PROPN
fumecheng-13266	393	28	jang	jang	PROPN
fumecheng-13266	393	29	,	,	PUNCT
fumecheng-13266	393	30	y.h	y.h	PROPN
fumecheng-13266	393	31	.	.	PROPN
fumecheng-13266	393	32	jang	jang	PROPN
fumecheng-13266	393	33	(	(	PUNCT
fumecheng-13266	393	34	second	second	ADJ
fumecheng-13266	393	35	term	term	NOUN
fumecheng-13266	393	36	)	)	PUNCT
fumecheng-13266	393	37	.	.	PUNCT
fumecheng-13266	394	1	all	all	DET
fumecheng-13266	394	2	required	required	ADJ
fumecheng-13266	394	3	values	value	NOUN
fumecheng-13266	394	4	—	—	PUNCT
fumecheng-13266	394	5	such	such	ADJ
fumecheng-13266	394	6	as	as	ADP
fumecheng-13266	394	7	the	the	DET
fumecheng-13266	394	8	number	number	NOUN
fumecheng-13266	394	9	of	of	ADP
fumecheng-13266	394	10	contacts	contact	NOUN
fumecheng-13266	394	11	𝑛	𝑛	ADP
fumecheng-13266	394	12	,	,	PUNCT
fumecheng-13266	394	13	side	side	NOUN
fumecheng-13266	394	14	length	length	NOUN
fumecheng-13266	394	15	𝐿	𝐿	PROPN
fumecheng-13266	394	16	,	,	PUNCT
fumecheng-13266	394	17	and	and	CCONJ
fumecheng-13266	394	18	pairwise	pairwise	NOUN
fumecheng-13266	394	19	distances	distance	NOUN
fumecheng-13266	394	20	𝑑𝑖𝑗—were	𝑑𝑖𝑗—were	NUM
fumecheng-13266	394	21	extracted	extract	VERB
fumecheng-13266	394	22	directly	directly	ADV
fumecheng-13266	394	23	from	from	ADP
fumecheng-13266	394	24	the	the	DET
fumecheng-13266	394	25	predicted	predict	VERB
fumecheng-13266	394	26	binary	binary	ADJ
fumecheng-13266	394	27	contact	contact	NOUN
fumecheng-13266	394	28	masks	mask	NOUN
fumecheng-13266	394	29	.	.	PUNCT
fumecheng-13266	395	1	as	as	SCONJ
fumecheng-13266	395	2	shown	show	VERB
fumecheng-13266	395	3	in	in	ADP
fumecheng-13266	395	4	fig	fig	NOUN
fumecheng-13266	395	5	.	.	PUNCT
fumecheng-13266	396	1	7(b	7(b	X
fumecheng-13266	396	2	)	)	PUNCT
fumecheng-13266	396	3	,	,	PUNCT
fumecheng-13266	396	4	the	the	DET
fumecheng-13266	396	5	computed	compute	VERB
fumecheng-13266	396	6	ecr	ecr	PROPN
fumecheng-13266	396	7	increases	increase	NOUN
fumecheng-13266	396	8	and	and	CCONJ
fumecheng-13266	396	9	converges	converge	NOUN
fumecheng-13266	396	10	as	as	SCONJ
fumecheng-13266	396	11	the	the	DET
fumecheng-13266	396	12	scale	scale	NOUN
fumecheng-13266	396	13	decreases	decrease	VERB
fumecheng-13266	396	14	.	.	PUNCT
fumecheng-13266	397	1	despite	despite	SCONJ
fumecheng-13266	397	2	an	an	DET
fumecheng-13266	397	3	average	average	ADJ
fumecheng-13266	397	4	deviation	deviation	NOUN
fumecheng-13266	397	5	of	of	ADP
fumecheng-13266	397	6	approximately	approximately	ADV
fumecheng-13266	397	7	10	10	NUM
fumecheng-13266	397	8	%	%	NOUN
fumecheng-13266	397	9	in	in	ADP
fumecheng-13266	397	10	the	the	DET
fumecheng-13266	397	11	predicted	predict	VERB
fumecheng-13266	397	12	contact	contact	NOUN
fumecheng-13266	397	13	area	area	NOUN
fumecheng-13266	397	14	relative	relative	ADJ
fumecheng-13266	397	15	to	to	ADP
fumecheng-13266	397	16	the	the	DET
fumecheng-13266	397	17	numerical	numerical	ADJ
fumecheng-13266	397	18	reference	reference	NOUN
fumecheng-13266	397	19	,	,	PUNCT
fumecheng-13266	397	20	the	the	DET
fumecheng-13266	397	21	resulting	result	VERB
fumecheng-13266	397	22	ecr	ecr	PROPN
fumecheng-13266	397	23	exhibited	exhibit	VERB
fumecheng-13266	397	24	a	a	DET
fumecheng-13266	397	25	discrepancy	discrepancy	NOUN
fumecheng-13266	397	26	of	of	ADP
fumecheng-13266	397	27	less	less	ADJ
fumecheng-13266	397	28	than	than	ADP
fumecheng-13266	397	29	0.5	0.5	NUM
fumecheng-13266	397	30	%	%	NOUN
fumecheng-13266	397	31	.	.	PUNCT
fumecheng-13266	398	1	this	this	DET
fumecheng-13266	398	2	small	small	ADJ
fumecheng-13266	398	3	difference	difference	NOUN
fumecheng-13266	398	4	is	be	AUX
fumecheng-13266	398	5	attributed	attribute	VERB
fumecheng-13266	398	6	to	to	ADP
fumecheng-13266	398	7	the	the	DET
fumecheng-13266	398	8	fact	fact	NOUN
fumecheng-13266	398	9	that	that	SCONJ
fumecheng-13266	398	10	ecr	ecr	PROPN
fumecheng-13266	398	11	is	be	AUX
fumecheng-13266	398	12	predominantly	predominantly	ADV
fumecheng-13266	398	13	governed	govern	VERB
fumecheng-13266	398	14	by	by	ADP
fumecheng-13266	398	15	long	long	ADJ
fumecheng-13266	398	16	-	-	PUNCT
fumecheng-13266	398	17	wavelength	wavelength	NOUN
fumecheng-13266	398	18	surface	surface	NOUN
fumecheng-13266	398	19	features	feature	NOUN
fumecheng-13266	398	20	,	,	PUNCT
fumecheng-13266	398	21	which	which	PRON
fumecheng-13266	398	22	are	be	AUX
fumecheng-13266	398	23	well	well	ADV
fumecheng-13266	398	24	captured	capture	VERB
fumecheng-13266	398	25	by	by	ADP
fumecheng-13266	398	26	the	the	DET
fumecheng-13266	398	27	model	model	NOUN
fumecheng-13266	398	28	,	,	PUNCT
fumecheng-13266	398	29	as	as	SCONJ
fumecheng-13266	398	30	further	far	ADV
fumecheng-13266	398	31	supported	support	VERB
fumecheng-13266	398	32	by	by	ADP
fumecheng-13266	398	33	the	the	DET
fumecheng-13266	398	34	spectral	spectral	ADJ
fumecheng-13266	398	35	analysis	analysis	NOUN
fumecheng-13266	398	36	in	in	ADP
fumecheng-13266	398	37	section	section	NOUN
fumecheng-13266	398	38	3.3	3.3	NUM
fumecheng-13266	398	39	.	.	PUNCT
fumecheng-13266	399	1	similarly	similarly	ADV
fumecheng-13266	399	2	,	,	PUNCT
fumecheng-13266	399	3	the	the	DET
fumecheng-13266	399	4	electrical	electrical	ADJ
fumecheng-13266	399	5	contact	contact	NOUN
fumecheng-13266	399	6	resistance	resistance	NOUN
fumecheng-13266	399	7	was	be	AUX
fumecheng-13266	399	8	analyzed	analyze	VERB
fumecheng-13266	399	9	for	for	ADP
fumecheng-13266	399	10	different	different	ADJ
fumecheng-13266	399	11	load	load	NOUN
fumecheng-13266	399	12	conditions	condition	NOUN
fumecheng-13266	399	13	.	.	PUNCT
fumecheng-13266	400	1	fig	fig	NOUN
fumecheng-13266	400	2	.	.	PUNCT
fumecheng-13266	401	1	8(b	8(b	NUM
fumecheng-13266	401	2	)	)	PUNCT
fumecheng-13266	402	1	shows	show	VERB
fumecheng-13266	402	2	that	that	SCONJ
fumecheng-13266	402	3	the	the	DET
fumecheng-13266	402	4	electrical	electrical	ADJ
fumecheng-13266	402	5	contact	contact	NOUN
fumecheng-13266	402	6	resistance	resistance	NOUN
fumecheng-13266	402	7	decreased	decrease	VERB
fumecheng-13266	402	8	monotonically	monotonically	ADV
fumecheng-13266	402	9	with	with	ADP
fumecheng-13266	402	10	increasing	increase	VERB
fumecheng-13266	402	11	load	load	NOUN
fumecheng-13266	402	12	,	,	PUNCT
fumecheng-13266	402	13	following	follow	VERB
fumecheng-13266	402	14	an	an	DET
fumecheng-13266	402	15	inverse	inverse	NOUN
fumecheng-13266	402	16	relationship	relationship	NOUN
fumecheng-13266	402	17	characteristic	characteristic	ADJ
fumecheng-13266	402	18	of	of	ADP
fumecheng-13266	402	19	elastic	elastic	ADJ
fumecheng-13266	402	20	contact	contact	NOUN
fumecheng-13266	402	21	mechanics	mechanic	NOUN
fumecheng-13266	402	22	.	.	PUNCT
fumecheng-13266	403	1	the	the	DET
fumecheng-13266	403	2	deep	deep	ADJ
fumecheng-13266	403	3	learning	learning	NOUN
fumecheng-13266	403	4	model	model	NOUN
fumecheng-13266	403	5	accurately	accurately	ADV
fumecheng-13266	403	6	captured	capture	VERB
fumecheng-13266	403	7	this	this	DET
fumecheng-13266	403	8	trend	trend	NOUN
fumecheng-13266	403	9	,	,	PUNCT
fumecheng-13266	403	10	maintaining	maintain	VERB
fumecheng-13266	403	11	a	a	DET
fumecheng-13266	403	12	mean	mean	ADJ
fumecheng-13266	403	13	error	error	NOUN
fumecheng-13266	403	14	of	of	ADP
fumecheng-13266	403	15	just	just	ADV
fumecheng-13266	403	16	2.61	2.61	NUM
fumecheng-13266	403	17	%	%	NOUN
fumecheng-13266	403	18	across	across	ADP
fumecheng-13266	403	19	all	all	DET
fumecheng-13266	403	20	load	load	NOUN
fumecheng-13266	403	21	conditions	condition	NOUN
fumecheng-13266	403	22	.	.	PUNCT
fumecheng-13266	404	1	interestingly	interestingly	ADV
fumecheng-13266	404	2	,	,	PUNCT
fumecheng-13266	404	3	the	the	DET
fumecheng-13266	404	4	model	model	NOUN
fumecheng-13266	404	5	performance	performance	NOUN
fumecheng-13266	404	6	showed	show	VERB
fumecheng-13266	404	7	varying	vary	VERB
fumecheng-13266	404	8	accuracy	accuracy	NOUN
fumecheng-13266	404	9	levels	level	NOUN
fumecheng-13266	404	10	at	at	ADP
fumecheng-13266	404	11	different	different	ADJ
fumecheng-13266	404	12	loads	load	NOUN
fumecheng-13266	404	13	,	,	PUNCT
fumecheng-13266	404	14	with	with	ADP
fumecheng-13266	404	15	the	the	DET
fumecheng-13266	404	16	lowest	low	ADJ
fumecheng-13266	404	17	error	error	NOUN
fumecheng-13266	404	18	of	of	ADP
fumecheng-13266	404	19	0.82	0.82	NUM
fumecheng-13266	404	20	%	%	NOUN
fumecheng-13266	404	21	at	at	ADP
fumecheng-13266	404	22	20	20	NUM
fumecheng-13266	404	23	n	n	NOUN
fumecheng-13266	404	24	and	and	CCONJ
fumecheng-13266	404	25	a	a	DET
fumecheng-13266	404	26	maximum	maximum	ADJ
fumecheng-13266	404	27	error	error	NOUN
fumecheng-13266	404	28	of	of	ADP
fumecheng-13266	404	29	6.42	6.42	NUM
fumecheng-13266	404	30	%	%	NOUN
fumecheng-13266	404	31	at	at	ADP
fumecheng-13266	404	32	50	50	NUM
fumecheng-13266	404	33	n.	n.	NOUN
fumecheng-13266	404	34	this	this	DET
fumecheng-13266	404	35	pattern	pattern	NOUN
fumecheng-13266	404	36	differs	differ	VERB
fumecheng-13266	404	37	notably	notably	ADV
fumecheng-13266	404	38	from	from	ADP
fumecheng-13266	404	39	the	the	DET
fumecheng-13266	404	40	contact	contact	NOUN
fumecheng-13266	404	41	area	area	NOUN
fumecheng-13266	404	42	predictions	prediction	NOUN
fumecheng-13266	404	43	,	,	PUNCT
fumecheng-13266	404	44	where	where	SCONJ
fumecheng-13266	404	45	higher	high	ADJ
fumecheng-13266	404	46	loads	load	NOUN
fumecheng-13266	404	47	generally	generally	ADV
fumecheng-13266	404	48	yield	yield	VERB
fumecheng-13266	404	49	better	well	ADJ
fumecheng-13266	404	50	accuracy	accuracy	NOUN
fumecheng-13266	404	51	.	.	PUNCT
fumecheng-13266	405	1	this	this	DET
fumecheng-13266	405	2	phenomenon	phenomenon	NOUN
fumecheng-13266	405	3	aligns	align	VERB
fumecheng-13266	405	4	with	with	ADP
fumecheng-13266	405	5	the	the	DET
fumecheng-13266	405	6	fact	fact	NOUN
fumecheng-13266	405	7	that	that	SCONJ
fumecheng-13266	405	8	the	the	DET
fumecheng-13266	405	9	electrical	electrical	ADJ
fumecheng-13266	405	10	contact	contact	NOUN
fumecheng-13266	405	11	resistance	resistance	NOUN
fumecheng-13266	405	12	is	be	AUX
fumecheng-13266	405	13	determined	determine	VERB
fumecheng-13266	405	14	by	by	ADP
fumecheng-13266	405	15	the	the	DET
fumecheng-13266	405	16	long	long	ADJ
fumecheng-13266	405	17	wavelength	wavelength	NOUN
fumecheng-13266	405	18	roughness	roughness	NOUN
fumecheng-13266	405	19	[	[	X
fumecheng-13266	405	20	43	43	NUM
fumecheng-13266	405	21	]	]	PUNCT
fumecheng-13266	405	22	.	.	PUNCT
fumecheng-13266	406	1	the	the	DET
fumecheng-13266	406	2	current	current	ADJ
fumecheng-13266	406	3	analysis	analysis	NOUN
fumecheng-13266	406	4	of	of	ADP
fumecheng-13266	406	5	deep	deep	ADJ
fumecheng-13266	406	6	learning	learning	NOUN
fumecheng-13266	406	7	models	model	NOUN
fumecheng-13266	406	8	indicates	indicate	VERB
fumecheng-13266	406	9	that	that	SCONJ
fumecheng-13266	406	10	the	the	DET
fumecheng-13266	406	11	prediction	prediction	NOUN
fumecheng-13266	406	12	of	of	ADP
fumecheng-13266	406	13	contact	contact	NOUN
fumecheng-13266	406	14	points	point	NOUN
fumecheng-13266	406	15	owing	owe	VERB
fumecheng-13266	406	16	to	to	ADP
fumecheng-13266	406	17	short	short	ADJ
fumecheng-13266	406	18	wavelength	wavelength	NOUN
fumecheng-13266	406	19	asperities	asperity	NOUN
fumecheng-13266	406	20	is	be	AUX
fumecheng-13266	406	21	inaccurate	inaccurate	ADJ
fumecheng-13266	406	22	,	,	PUNCT
fumecheng-13266	406	23	leading	lead	VERB
fumecheng-13266	406	24	to	to	ADP
fumecheng-13266	406	25	an	an	DET
fumecheng-13266	406	26	underestimation	underestimation	NOUN
fumecheng-13266	406	27	of	of	ADP
fumecheng-13266	406	28	the	the	DET
fumecheng-13266	406	29	contact	contact	NOUN
fumecheng-13266	406	30	area	area	NOUN
fumecheng-13266	406	31	.	.	PUNCT
fumecheng-13266	407	1	however	however	ADV
fumecheng-13266	407	2	,	,	PUNCT
fumecheng-13266	407	3	the	the	DET
fumecheng-13266	407	4	distribution	distribution	NOUN
fumecheng-13266	407	5	of	of	ADP
fumecheng-13266	407	6	the	the	DET
fumecheng-13266	407	7	contact	contact	NOUN
fumecheng-13266	407	8	surfaces	surface	NOUN
fumecheng-13266	407	9	influenced	influence	VERB
fumecheng-13266	407	10	by	by	ADP
fumecheng-13266	407	11	long	long	ADJ
fumecheng-13266	407	12	wavelength	wavelength	NOUN
fumecheng-13266	407	13	roughness	roughness	NOUN
fumecheng-13266	407	14	was	be	AUX
fumecheng-13266	407	15	captured	capture	VERB
fumecheng-13266	407	16	with	with	ADP
fumecheng-13266	407	17	a	a	DET
fumecheng-13266	407	18	high	high	ADJ
fumecheng-13266	407	19	degree	degree	NOUN
fumecheng-13266	407	20	of	of	ADP
fumecheng-13266	407	21	accuracy	accuracy	NOUN
fumecheng-13266	407	22	.	.	PUNCT
fumecheng-13266	408	1	despite	despite	SCONJ
fumecheng-13266	408	2	the	the	DET
fumecheng-13266	408	3	relatively	relatively	ADV
fumecheng-13266	408	4	large	large	ADJ
fumecheng-13266	408	5	error	error	NOUN
fumecheng-13266	408	6	observed	observe	VERB
fumecheng-13266	408	7	in	in	ADP
fumecheng-13266	408	8	the	the	DET
fumecheng-13266	408	9	contact	contact	NOUN
fumecheng-13266	408	10	area	area	NOUN
fumecheng-13266	408	11	prediction	prediction	NOUN
fumecheng-13266	408	12	,	,	PUNCT
fumecheng-13266	408	13	the	the	DET
fumecheng-13266	408	14	model	model	NOUN
fumecheng-13266	408	15	consistently	consistently	ADV
fumecheng-13266	408	16	showed	show	VERB
fumecheng-13266	408	17	low	low	ADJ
fumecheng-13266	408	18	prediction	prediction	NOUN
fumecheng-13266	408	19	errors	error	NOUN
fumecheng-13266	408	20	for	for	ADP
fumecheng-13266	408	21	the	the	DET
fumecheng-13266	408	22	electrical	electrical	ADJ
fumecheng-13266	408	23	contact	contact	NOUN
fumecheng-13266	408	24	resistance	resistance	NOUN
fumecheng-13266	408	25	across	across	ADP
fumecheng-13266	408	26	various	various	ADJ
fumecheng-13266	408	27	scales	scale	NOUN
fumecheng-13266	408	28	and	and	CCONJ
fumecheng-13266	408	29	load	load	NOUN
fumecheng-13266	408	30	conditions	condition	NOUN
fumecheng-13266	408	31	.	.	PUNCT
fumecheng-13266	409	1	this	this	PRON
fumecheng-13266	409	2	suggests	suggest	VERB
fumecheng-13266	409	3	that	that	SCONJ
fumecheng-13266	409	4	the	the	DET
fumecheng-13266	409	5	skip	skip	ADJ
fumecheng-13266	409	6	connection	connection	NOUN
fumecheng-13266	409	7	feature	feature	NOUN
fumecheng-13266	409	8	of	of	ADP
fumecheng-13266	409	9	the	the	DET
fumecheng-13266	409	10	u	u	ADJ
fumecheng-13266	409	11	-	-	ADJ
fumecheng-13266	409	12	net	net	ADJ
fumecheng-13266	409	13	architecture	architecture	NOUN
fumecheng-13266	409	14	effectively	effectively	ADV
fumecheng-13266	409	15	contributes	contribute	VERB
fumecheng-13266	409	16	to	to	ADP
fumecheng-13266	409	17	learning	learn	VERB
fumecheng-13266	409	18	the	the	DET
fumecheng-13266	409	19	spatial	spatial	ADJ
fumecheng-13266	409	20	characteristics	characteristic	NOUN
fumecheng-13266	409	21	of	of	ADP
fumecheng-13266	409	22	contact	contact	NOUN
fumecheng-13266	409	23	regions	region	NOUN
fumecheng-13266	409	24	.	.	PUNCT
fumecheng-13266	410	1	finally	finally	ADV
fumecheng-13266	410	2	,	,	PUNCT
fumecheng-13266	410	3	the	the	DET
fumecheng-13266	410	4	computation	computation	NOUN
fumecheng-13266	410	5	times	time	NOUN
fumecheng-13266	410	6	of	of	ADP
fumecheng-13266	410	7	the	the	DET
fumecheng-13266	410	8	direct	direct	PROPN
fumecheng-13266	410	9	numerical	numerical	ADJ
fumecheng-13266	410	10	model	model	NOUN
fumecheng-13266	410	11	and	and	CCONJ
fumecheng-13266	410	12	deep	deep	ADJ
fumecheng-13266	410	13	learning	learning	NOUN
fumecheng-13266	410	14	algorithm	algorithm	NOUN
fumecheng-13266	410	15	were	be	AUX
fumecheng-13266	410	16	compared	compare	VERB
fumecheng-13266	410	17	.	.	PUNCT
fumecheng-13266	411	1	given	give	VERB
fumecheng-13266	411	2	that	that	SCONJ
fumecheng-13266	411	3	the	the	DET
fumecheng-13266	411	4	deep	deep	ADJ
fumecheng-13266	411	5	learning	learning	NOUN
fumecheng-13266	411	6	algorithm	algorithm	NOUN
fumecheng-13266	411	7	requires	require	VERB
fumecheng-13266	411	8	a	a	DET
fumecheng-13266	411	9	very	very	ADV
fumecheng-13266	411	10	short	short	ADJ
fumecheng-13266	411	11	computation	computation	NOUN
fumecheng-13266	411	12	time	time	NOUN
fumecheng-13266	411	13	for	for	ADP
fumecheng-13266	411	14	a	a	DET
fumecheng-13266	411	15	single	single	ADJ
fumecheng-13266	411	16	surface	surface	NOUN
fumecheng-13266	411	17	image	image	NOUN
fumecheng-13266	411	18	,	,	PUNCT
fumecheng-13266	411	19	the	the	DET
fumecheng-13266	411	20	comparison	comparison	NOUN
fumecheng-13266	411	21	was	be	AUX
fumecheng-13266	411	22	performed	perform	VERB
fumecheng-13266	411	23	using	use	VERB
fumecheng-13266	411	24	100	100	NUM
fumecheng-13266	411	25	datasets	dataset	NOUN
fumecheng-13266	411	26	at	at	ADP
fumecheng-13266	411	27	a	a	DET
fumecheng-13266	411	28	scale	scale	NOUN
fumecheng-13266	411	29	of	of	ADP
fumecheng-13266	411	30	𝐿/29	𝐿/29	NUM
fumecheng-13266	411	31	,	,	PUNCT
fumecheng-13266	411	32	including	include	VERB
fumecheng-13266	411	33	the	the	DET
fumecheng-13266	411	34	time	time	NOUN
fumecheng-13266	411	35	required	require	VERB
fumecheng-13266	411	36	to	to	PART
fumecheng-13266	411	37	store	store	VERB
fumecheng-13266	411	38	the	the	DET
fumecheng-13266	411	39	contact	contact	NOUN
fumecheng-13266	411	40	distribution	distribution	NOUN
fumecheng-13266	411	41	results	result	NOUN
fumecheng-13266	411	42	.	.	PUNCT
fumecheng-13266	412	1	the	the	DET
fumecheng-13266	412	2	total	total	ADJ
fumecheng-13266	412	3	computation	computation	NOUN
fumecheng-13266	412	4	time	time	NOUN
fumecheng-13266	412	5	for	for	ADP
fumecheng-13266	412	6	the	the	DET
fumecheng-13266	412	7	direct	direct	PROPN
fumecheng-13266	412	8	numerical	numerical	PROPN
fumecheng-13266	412	9	model	model	NOUN
fumecheng-13266	412	10	was	be	AUX
fumecheng-13266	412	11	approximately	approximately	ADV
fumecheng-13266	412	12	11,835	11,835	NUM
fumecheng-13266	412	13	s	s	NOUN
fumecheng-13266	412	14	,	,	PUNCT
fumecheng-13266	412	15	whereas	whereas	SCONJ
fumecheng-13266	412	16	the	the	DET
fumecheng-13266	412	17	deep	deep	ADJ
fumecheng-13266	412	18	learning	learning	NOUN
fumecheng-13266	412	19	algorithm	algorithm	NOUN
fumecheng-13266	412	20	required	require	VERB
fumecheng-13266	412	21	only	only	ADV
fumecheng-13266	412	22	approximately	approximately	ADV
fumecheng-13266	412	23	297	297	NUM
fumecheng-13266	412	24	s.	s.	PROPN
fumecheng-13266	412	25	on	on	ADP
fumecheng-13266	412	26	average	average	ADJ
fumecheng-13266	412	27	,	,	PUNCT
fumecheng-13266	412	28	the	the	DET
fumecheng-13266	412	29	computation	computation	NOUN
fumecheng-13266	412	30	time	time	NOUN
fumecheng-13266	412	31	per	per	ADP
fumecheng-13266	412	32	dataset	dataset	NOUN
fumecheng-13266	412	33	was	be	AUX
fumecheng-13266	412	34	approximately	approximately	ADV
fumecheng-13266	412	35	118	118	NUM
fumecheng-13266	412	36	s	s	NOUN
fumecheng-13266	412	37	for	for	ADP
fumecheng-13266	412	38	the	the	DET
fumecheng-13266	412	39	direct	direct	PROPN
fumecheng-13266	412	40	numerical	numerical	ADJ
fumecheng-13266	412	41	model	model	NOUN
fumecheng-13266	412	42	and	and	CCONJ
fumecheng-13266	412	43	3	3	NUM
fumecheng-13266	412	44	s	s	NOUN
fumecheng-13266	412	45	for	for	ADP
fumecheng-13266	412	46	the	the	DET
fumecheng-13266	412	47	deep	deep	ADJ
fumecheng-13266	412	48	learning	learning	NOUN
fumecheng-13266	412	49	algorithm	algorithm	NOUN
fumecheng-13266	412	50	.	.	PUNCT
fumecheng-13266	413	1	this	this	PRON
fumecheng-13266	413	2	demonstrates	demonstrate	VERB
fumecheng-13266	413	3	the	the	DET
fumecheng-13266	413	4	significantly	significantly	ADV
fumecheng-13266	413	5	higher	high	ADJ
fumecheng-13266	413	6	computational	computational	ADJ
fumecheng-13266	413	7	efficiency	efficiency	NOUN
fumecheng-13266	413	8	of	of	ADP
fumecheng-13266	413	9	the	the	DET
fumecheng-13266	413	10	deep	deep	ADJ
fumecheng-13266	413	11	learning	learning	NOUN
fumecheng-13266	413	12	algorithm	algorithm	NOUN
fumecheng-13266	413	13	.	.	PUNCT
fumecheng-13266	414	1	3.3	3.3	NUM
fumecheng-13266	414	2	.	.	PUNCT
fumecheng-13266	414	3	presentation	presentation	NOUN
fumecheng-13266	414	4	of	of	ADP
fumecheng-13266	414	5	poorly	poorly	ADV
fumecheng-13266	414	6	matching	matching	NOUN
fumecheng-13266	414	7	cases	case	NOUN
fumecheng-13266	414	8	the	the	DET
fumecheng-13266	414	9	contact	contact	NOUN
fumecheng-13266	414	10	area	area	NOUN
fumecheng-13266	414	11	distribution	distribution	NOUN
fumecheng-13266	414	12	predicted	predict	VERB
fumecheng-13266	414	13	by	by	ADP
fumecheng-13266	414	14	the	the	DET
fumecheng-13266	414	15	deep	deep	ADJ
fumecheng-13266	414	16	learning	learning	NOUN
fumecheng-13266	414	17	model	model	NOUN
fumecheng-13266	414	18	often	often	ADV
fumecheng-13266	414	19	closely	closely	ADV
fumecheng-13266	414	20	matched	match	VERB
fumecheng-13266	414	21	the	the	DET
fumecheng-13266	414	22	results	result	NOUN
fumecheng-13266	414	23	of	of	ADP
fumecheng-13266	414	24	the	the	DET
fumecheng-13266	414	25	numerical	numerical	ADJ
fumecheng-13266	414	26	analysis	analysis	NOUN
fumecheng-13266	414	27	;	;	PUNCT
fumecheng-13266	414	28	however	however	ADV
fumecheng-13266	414	29	,	,	PUNCT
fumecheng-13266	414	30	in	in	ADP
fumecheng-13266	414	31	some	some	DET
fumecheng-13266	414	32	cases	case	NOUN
fumecheng-13266	414	33	,	,	PUNCT
fumecheng-13266	414	34	the	the	DET
fumecheng-13266	414	35	prediction	prediction	NOUN
fumecheng-13266	414	36	led	lead	VERB
fumecheng-13266	414	37	to	to	ADP
fumecheng-13266	414	38	relatively	relatively	ADV
fumecheng-13266	414	39	large	large	ADJ
fumecheng-13266	414	40	errors	error	NOUN
fumecheng-13266	414	41	in	in	ADP
fumecheng-13266	414	42	localized	localized	ADJ
fumecheng-13266	414	43	regions	region	NOUN
fumecheng-13266	414	44	.	.	PUNCT
fumecheng-13266	415	1	these	these	DET
fumecheng-13266	415	2	mispredictions	misprediction	NOUN
fumecheng-13266	415	3	tended	tend	VERB
fumecheng-13266	415	4	to	to	PART
fumecheng-13266	415	5	increase	increase	VERB
fumecheng-13266	415	6	,	,	PUNCT
fumecheng-13266	415	7	particularly	particularly	ADV
fumecheng-13266	415	8	when	when	SCONJ
fumecheng-13266	415	9	the	the	DET
fumecheng-13266	415	10	contact	contact	NOUN
fumecheng-13266	415	11	area	area	NOUN
fumecheng-13266	415	12	was	be	AUX
fumecheng-13266	415	13	relatively	relatively	ADV
fumecheng-13266	415	14	small	small	ADJ
fumecheng-13266	415	15	.	.	PUNCT
fumecheng-13266	416	1	because	because	SCONJ
fumecheng-13266	416	2	different	different	ADJ
fumecheng-13266	416	3	evaluation	evaluation	NOUN
fumecheng-13266	416	4	metrics	metric	NOUN
fumecheng-13266	416	5	highlight	highlight	VERB
fumecheng-13266	416	6	various	various	ADJ
fumecheng-13266	416	7	aspects	aspect	NOUN
fumecheng-13266	416	8	of	of	ADP
fumecheng-13266	416	9	performance	performance	NOUN
fumecheng-13266	416	10	,	,	PUNCT
fumecheng-13266	416	11	it	it	PRON
fumecheng-13266	416	12	is	be	AUX
fumecheng-13266	416	13	challenging	challenge	VERB
fumecheng-13266	416	14	to	to	PART
fumecheng-13266	416	15	assess	assess	VERB
fumecheng-13266	416	16	a	a	DET
fumecheng-13266	416	17	model	model	NOUN
fumecheng-13266	416	18	using	use	VERB
fumecheng-13266	416	19	a	a	DET
fumecheng-13266	416	20	single	single	ADJ
fumecheng-13266	416	21	metric	metric	NOUN
fumecheng-13266	416	22	.	.	PUNCT
fumecheng-13266	417	1	however	however	ADV
fumecheng-13266	417	2	,	,	PUNCT
fumecheng-13266	417	3	this	this	DET
fumecheng-13266	417	4	explanation	explanation	NOUN
fumecheng-13266	417	5	focuses	focus	VERB
fumecheng-13266	417	6	on	on	ADP
fumecheng-13266	417	7	dice	dice	NOUN
fumecheng-13266	417	8	coefficients	coefficient	NOUN
fumecheng-13266	417	9	.	.	PUNCT
fumecheng-13266	418	1	figs	fig	NOUN
fumecheng-13266	418	2	.	.	PUNCT
fumecheng-13266	419	1	9(a)(a	9(a)(a	NUM
fumecheng-13266	419	2	)	)	PUNCT
fumecheng-13266	419	3	,	,	PUNCT
fumecheng-13266	419	4	9(b)(a	9(b)(a	NUM
fumecheng-13266	419	5	)	)	PUNCT
fumecheng-13266	419	6	,	,	PUNCT
fumecheng-13266	419	7	and	and	CCONJ
fumecheng-13266	419	8	9(c)(a	9(c)(a	NUM
fumecheng-13266	419	9	)	)	PUNCT
fumecheng-13266	419	10	show	show	VERB
fumecheng-13266	419	11	the	the	DET
fumecheng-13266	419	12	contact	contact	NOUN
fumecheng-13266	419	13	area	area	NOUN
fumecheng-13266	419	14	distribution	distribution	NOUN
fumecheng-13266	419	15	obtained	obtain	VERB
fumecheng-13266	419	16	through	through	ADP
fumecheng-13266	419	17	the	the	DET
fumecheng-13266	419	18	numerical	numerical	ADJ
fumecheng-13266	419	19	analysis	analysis	NOUN
fumecheng-13266	419	20	,	,	PUNCT
fumecheng-13266	419	21	whereas	whereas	SCONJ
fumecheng-13266	419	22	figs	fig	NOUN
fumecheng-13266	419	23	.	.	PUNCT
fumecheng-13266	420	1	9(a)(b	9(a)(b	NUM
fumecheng-13266	420	2	)	)	PUNCT
fumecheng-13266	420	3	,	,	PUNCT
fumecheng-13266	421	1	9(b)(b	9(b)(b	NUM
fumecheng-13266	421	2	)	)	PUNCT
fumecheng-13266	421	3	,	,	PUNCT
fumecheng-13266	421	4	and	and	CCONJ
fumecheng-13266	421	5	9(c)(b	9(c)(b	X
fumecheng-13266	421	6	)	)	PUNCT
fumecheng-13266	421	7	display	display	VERB
fumecheng-13266	421	8	the	the	DET
fumecheng-13266	421	9	contact	contact	NOUN
fumecheng-13266	421	10	area	area	NOUN
fumecheng-13266	421	11	distribution	distribution	NOUN
fumecheng-13266	421	12	predicted	predict	VERB
fumecheng-13266	421	13	using	use	VERB
fumecheng-13266	421	14	the	the	DET
fumecheng-13266	421	15	deep	deep	ADJ
fumecheng-13266	421	16	learning	learning	NOUN
fumecheng-13266	421	17	model	model	NOUN
fumecheng-13266	421	18	.	.	PUNCT
fumecheng-13266	422	1	by	by	ADP
fumecheng-13266	422	2	comparing	compare	VERB
fumecheng-13266	422	3	and	and	CCONJ
fumecheng-13266	422	4	analyzing	analyze	VERB
fumecheng-13266	422	5	these	these	DET
fumecheng-13266	422	6	prediction	prediction	NOUN
fumecheng-13266	422	7	of	of	ADP
fumecheng-13266	422	8	contact	contact	NOUN
fumecheng-13266	422	9	distribution	distribution	NOUN
fumecheng-13266	422	10	on	on	ADP
fumecheng-13266	422	11	rough	rough	ADJ
fumecheng-13266	422	12	surfaces	surface	NOUN
fumecheng-13266	422	13	using	use	VERB
fumecheng-13266	422	14	deep	deep	ADJ
fumecheng-13266	422	15	learning	learning	NOUN
fumecheng-13266	422	16	algorithms	algorithms	NOUN
fumecheng-13266	422	17	779	779	NUM
fumecheng-13266	422	18	three	three	NUM
fumecheng-13266	422	19	sets	set	NOUN
fumecheng-13266	422	20	of	of	ADP
fumecheng-13266	422	21	images	image	NOUN
fumecheng-13266	422	22	,	,	PUNCT
fumecheng-13266	422	23	we	we	PRON
fumecheng-13266	422	24	aimed	aim	VERB
fumecheng-13266	422	25	to	to	PART
fumecheng-13266	422	26	evaluate	evaluate	VERB
fumecheng-13266	422	27	the	the	DET
fumecheng-13266	422	28	performance	performance	NOUN
fumecheng-13266	422	29	and	and	CCONJ
fumecheng-13266	422	30	limitations	limitation	NOUN
fumecheng-13266	422	31	of	of	ADP
fumecheng-13266	422	32	the	the	DET
fumecheng-13266	422	33	contact	contact	NOUN
fumecheng-13266	422	34	area	area	NOUN
fumecheng-13266	422	35	prediction	prediction	NOUN
fumecheng-13266	422	36	model	model	NOUN
fumecheng-13266	422	37	.	.	PUNCT
fumecheng-13266	423	1	fig	fig	NOUN
fumecheng-13266	423	2	.	.	PUNCT
fumecheng-13266	424	1	9	9	NUM
fumecheng-13266	424	2	three	three	NUM
fumecheng-13266	424	3	types	type	NOUN
fumecheng-13266	424	4	of	of	ADP
fumecheng-13266	424	5	contact	contact	NOUN
fumecheng-13266	424	6	area	area	NOUN
fumecheng-13266	424	7	distributions	distribution	NOUN
fumecheng-13266	424	8	showing	show	VERB
fumecheng-13266	424	9	poor	poor	ADJ
fumecheng-13266	424	10	predictions	prediction	NOUN
fumecheng-13266	424	11	(	(	PUNCT
fumecheng-13266	424	12	a	a	DET
fumecheng-13266	424	13	,	,	PUNCT
fumecheng-13266	424	14	b	b	NOUN
fumecheng-13266	424	15	,	,	PUNCT
fumecheng-13266	424	16	and	and	CCONJ
fumecheng-13266	424	17	c	c	NOUN
fumecheng-13266	424	18	)	)	PUNCT
fumecheng-13266	424	19	.	.	PUNCT
fumecheng-13266	425	1	(	(	PUNCT
fumecheng-13266	425	2	a	a	X
fumecheng-13266	425	3	)	)	PUNCT
fumecheng-13266	425	4	results	result	NOUN
fumecheng-13266	425	5	of	of	ADP
fumecheng-13266	425	6	the	the	DET
fumecheng-13266	425	7	direct	direct	PROPN
fumecheng-13266	425	8	numerical	numerical	PROPN
fumecheng-13266	425	9	model	model	PROPN
fumecheng-13266	425	10	,	,	PUNCT
fumecheng-13266	425	11	(	(	PUNCT
fumecheng-13266	425	12	b	b	X
fumecheng-13266	425	13	)	)	PUNCT
fumecheng-13266	425	14	predictions	prediction	NOUN
fumecheng-13266	425	15	by	by	ADP
fumecheng-13266	425	16	the	the	DET
fumecheng-13266	425	17	deep	deep	ADJ
fumecheng-13266	425	18	learning	learning	NOUN
fumecheng-13266	425	19	model	model	NOUN
fumecheng-13266	425	20	,	,	PUNCT
fumecheng-13266	425	21	and	and	CCONJ
fumecheng-13266	425	22	(	(	PUNCT
fumecheng-13266	425	23	c	c	X
fumecheng-13266	425	24	)	)	PUNCT
fumecheng-13266	425	25	a	a	DET
fumecheng-13266	425	26	comparison	comparison	NOUN
fumecheng-13266	425	27	of	of	ADP
fumecheng-13266	425	28	radial	radial	ADJ
fumecheng-13266	425	29	average	average	ADJ
fumecheng-13266	425	30	magnitudes	magnitude	NOUN
fumecheng-13266	425	31	by	by	ADP
fumecheng-13266	425	32	frequency	frequency	NOUN
fumecheng-13266	425	33	(	(	PUNCT
fumecheng-13266	425	34	the	the	DET
fumecheng-13266	425	35	blue	blue	ADJ
fumecheng-13266	425	36	line	line	NOUN
fumecheng-13266	425	37	represents	represent	VERB
fumecheng-13266	425	38	the	the	DET
fumecheng-13266	425	39	numerical	numerical	ADJ
fumecheng-13266	425	40	analysis	analysis	NOUN
fumecheng-13266	425	41	results	result	NOUN
fumecheng-13266	425	42	,	,	PUNCT
fumecheng-13266	425	43	and	and	CCONJ
fumecheng-13266	425	44	the	the	DET
fumecheng-13266	425	45	red	red	ADJ
fumecheng-13266	425	46	dashed	dash	VERB
fumecheng-13266	425	47	line	line	NOUN
fumecheng-13266	425	48	represents	represent	VERB
fumecheng-13266	425	49	the	the	DET
fumecheng-13266	425	50	predicted	predict	VERB
fumecheng-13266	425	51	results	result	NOUN
fumecheng-13266	425	52	)	)	PUNCT
fumecheng-13266	425	53	.	.	PUNCT
fumecheng-13266	426	1	in	in	ADP
fumecheng-13266	426	2	fig	fig	NOUN
fumecheng-13266	426	3	.	.	PUNCT
fumecheng-13266	427	1	9(a	9(a	NUM
fumecheng-13266	427	2	)	)	PUNCT
fumecheng-13266	427	3	,	,	PUNCT
fumecheng-13266	427	4	the	the	DET
fumecheng-13266	427	5	numerical	numerical	ADJ
fumecheng-13266	427	6	analysis	analysis	NOUN
fumecheng-13266	427	7	results	result	NOUN
fumecheng-13266	427	8	show	show	VERB
fumecheng-13266	427	9	a	a	DET
fumecheng-13266	427	10	sparse	sparse	ADJ
fumecheng-13266	427	11	distribution	distribution	NOUN
fumecheng-13266	427	12	of	of	ADP
fumecheng-13266	427	13	contact	contact	NOUN
fumecheng-13266	427	14	points	point	NOUN
fumecheng-13266	427	15	,	,	PUNCT
fumecheng-13266	427	16	whereas	whereas	SCONJ
fumecheng-13266	427	17	in	in	ADP
fumecheng-13266	427	18	the	the	DET
fumecheng-13266	427	19	predicted	predict	VERB
fumecheng-13266	427	20	image	image	NOUN
fumecheng-13266	427	21	,	,	PUNCT
fumecheng-13266	427	22	some	some	DET
fumecheng-13266	427	23	regions	region	NOUN
fumecheng-13266	427	24	exhibit	exhibit	VERB
fumecheng-13266	427	25	either	either	CCONJ
fumecheng-13266	427	26	an	an	DET
fumecheng-13266	427	27	underestimation	underestimation	NOUN
fumecheng-13266	427	28	or	or	CCONJ
fumecheng-13266	427	29	overestimation	overestimation	NOUN
fumecheng-13266	427	30	of	of	ADP
fumecheng-13266	427	31	contact	contact	NOUN
fumecheng-13266	427	32	points	point	NOUN
fumecheng-13266	427	33	.	.	PUNCT
fumecheng-13266	428	1	upon	upon	SCONJ
fumecheng-13266	428	2	analyzing	analyze	VERB
fumecheng-13266	428	3	the	the	DET
fumecheng-13266	428	4	actual	actual	ADJ
fumecheng-13266	428	5	data	datum	NOUN
fumecheng-13266	428	6	for	for	ADP
fumecheng-13266	428	7	this	this	DET
fumecheng-13266	428	8	case	case	NOUN
fumecheng-13266	428	9	,	,	PUNCT
fumecheng-13266	428	10	the	the	DET
fumecheng-13266	428	11	tp	tp	NOUN
fumecheng-13266	428	12	was	be	AUX
fumecheng-13266	428	13	0.0054	0.0054	NUM
fumecheng-13266	428	14	,	,	PUNCT
fumecheng-13266	428	15	fn	fn	PROPN
fumecheng-13266	428	16	was	be	AUX
fumecheng-13266	428	17	0.0031	0.0031	NUM
fumecheng-13266	428	18	,	,	PUNCT
fumecheng-13266	428	19	fp	fp	X
fumecheng-13266	428	20	was	be	AUX
fumecheng-13266	428	21	0.0009	0.0009	NUM
fumecheng-13266	428	22	,	,	PUNCT
fumecheng-13266	428	23	and	and	CCONJ
fumecheng-13266	428	24	tn	tn	NOUN
fumecheng-13266	428	25	was	be	AUX
fumecheng-13266	428	26	0.9907	0.9907	NUM
fumecheng-13266	428	27	.	.	PUNCT
fumecheng-13266	429	1	this	this	PRON
fumecheng-13266	429	2	indicates	indicate	VERB
fumecheng-13266	429	3	that	that	SCONJ
fumecheng-13266	429	4	approximately	approximately	ADV
fumecheng-13266	429	5	0.63	0.63	NUM
fumecheng-13266	429	6	%	%	NOUN
fumecheng-13266	429	7	of	of	ADP
fumecheng-13266	429	8	the	the	DET
fumecheng-13266	429	9	total	total	ADJ
fumecheng-13266	429	10	pixels	pixel	NOUN
fumecheng-13266	429	11	were	be	AUX
fumecheng-13266	429	12	predicted	predict	VERB
fumecheng-13266	429	13	as	as	ADP
fumecheng-13266	429	14	contact	contact	NOUN
fumecheng-13266	429	15	areas	area	NOUN
fumecheng-13266	429	16	(	(	PUNCT
fumecheng-13266	429	17	tp	tp	X
fumecheng-13266	429	18	+	+	CCONJ
fumecheng-13266	429	19	fp	fp	NOUN
fumecheng-13266	429	20	)	)	PUNCT
fumecheng-13266	429	21	,	,	PUNCT
fumecheng-13266	429	22	which	which	PRON
fumecheng-13266	429	23	is	be	AUX
fumecheng-13266	429	24	slightly	slightly	ADV
fumecheng-13266	429	25	lower	low	ADJ
fumecheng-13266	429	26	than	than	ADP
fumecheng-13266	429	27	the	the	DET
fumecheng-13266	429	28	actual	actual	ADJ
fumecheng-13266	429	29	contact	contact	NOUN
fumecheng-13266	429	30	area	area	NOUN
fumecheng-13266	429	31	(	(	PUNCT
fumecheng-13266	429	32	tp	tp	X
fumecheng-13266	429	33	+	+	CCONJ
fumecheng-13266	430	1	fn	fn	PROPN
fumecheng-13266	431	1	≈	≈	PROPN
fumecheng-13266	431	2	0.85	0.85	NUM
fumecheng-13266	431	3	%	%	NOUN
fumecheng-13266	431	4	)	)	PUNCT
fumecheng-13266	431	5	.	.	PUNCT
fumecheng-13266	432	1	the	the	DET
fumecheng-13266	432	2	fact	fact	NOUN
fumecheng-13266	432	3	that	that	SCONJ
fumecheng-13266	432	4	the	the	DET
fumecheng-13266	432	5	fn	fn	NOUN
fumecheng-13266	432	6	value	value	NOUN
fumecheng-13266	432	7	780	780	NUM
fumecheng-13266	432	8	i.	i.	PROPN
fumecheng-13266	432	9	jang	jang	PROPN
fumecheng-13266	432	10	,	,	PUNCT
fumecheng-13266	432	11	y.h	y.h	PROPN
fumecheng-13266	432	12	.	.	PROPN
fumecheng-13266	432	13	jang	jang	PROPN
fumecheng-13266	432	14	is	be	AUX
fumecheng-13266	432	15	approximately	approximately	ADV
fumecheng-13266	432	16	3.4	3.4	NUM
fumecheng-13266	432	17	times	time	NOUN
fumecheng-13266	432	18	higher	high	ADJ
fumecheng-13266	432	19	than	than	ADP
fumecheng-13266	432	20	the	the	DET
fumecheng-13266	432	21	fp	fp	PROPN
fumecheng-13266	432	22	value	value	NOUN
fumecheng-13266	432	23	suggests	suggest	VERB
fumecheng-13266	432	24	that	that	SCONJ
fumecheng-13266	432	25	the	the	DET
fumecheng-13266	432	26	model	model	NOUN
fumecheng-13266	432	27	tends	tend	VERB
fumecheng-13266	432	28	to	to	PART
fumecheng-13266	432	29	miss	miss	VERB
fumecheng-13266	432	30	the	the	DET
fumecheng-13266	432	31	actual	actual	ADJ
fumecheng-13266	432	32	contact	contact	NOUN
fumecheng-13266	432	33	areas	area	NOUN
fumecheng-13266	432	34	.	.	PUNCT
fumecheng-13266	433	1	this	this	PRON
fumecheng-13266	433	2	demonstrates	demonstrate	VERB
fumecheng-13266	433	3	the	the	DET
fumecheng-13266	433	4	limitations	limitation	NOUN
fumecheng-13266	433	5	of	of	ADP
fumecheng-13266	433	6	the	the	DET
fumecheng-13266	433	7	model	model	NOUN
fumecheng-13266	433	8	in	in	ADP
fumecheng-13266	433	9	accurately	accurately	ADV
fumecheng-13266	433	10	capturing	capture	VERB
fumecheng-13266	433	11	fine	fine	ADJ
fumecheng-13266	433	12	contact	contact	NOUN
fumecheng-13266	433	13	points	point	NOUN
fumecheng-13266	433	14	when	when	SCONJ
fumecheng-13266	433	15	the	the	DET
fumecheng-13266	433	16	contact	contact	NOUN
fumecheng-13266	433	17	area	area	NOUN
fumecheng-13266	433	18	is	be	AUX
fumecheng-13266	433	19	relatively	relatively	ADV
fumecheng-13266	433	20	small	small	ADJ
fumecheng-13266	433	21	.	.	PUNCT
fumecheng-13266	434	1	the	the	DET
fumecheng-13266	434	2	dice	dice	NOUN
fumecheng-13266	434	3	coefficient	coefficient	NOUN
fumecheng-13266	434	4	for	for	ADP
fumecheng-13266	434	5	this	this	DET
fumecheng-13266	434	6	distribution	distribution	NOUN
fumecheng-13266	434	7	was	be	AUX
fumecheng-13266	434	8	0.7303	0.7303	NUM
fumecheng-13266	434	9	,	,	PUNCT
fumecheng-13266	434	10	indicating	indicate	VERB
fumecheng-13266	434	11	a	a	DET
fumecheng-13266	434	12	relatively	relatively	ADV
fumecheng-13266	434	13	low	low	ADJ
fumecheng-13266	434	14	prediction	prediction	NOUN
fumecheng-13266	434	15	accuracy	accuracy	NOUN
fumecheng-13266	434	16	.	.	PUNCT
fumecheng-13266	435	1	in	in	ADP
fumecheng-13266	435	2	the	the	DET
fumecheng-13266	435	3	comparison	comparison	NOUN
fumecheng-13266	435	4	of	of	ADP
fumecheng-13266	435	5	the	the	DET
fumecheng-13266	435	6	radial	radial	ADJ
fumecheng-13266	435	7	average	average	ADJ
fumecheng-13266	435	8	profile	profile	NOUN
fumecheng-13266	435	9	,	,	PUNCT
fumecheng-13266	435	10	the	the	DET
fumecheng-13266	435	11	predicted	predict	VERB
fumecheng-13266	435	12	image	image	NOUN
fumecheng-13266	435	13	shows	show	VERB
fumecheng-13266	435	14	a	a	DET
fumecheng-13266	435	15	behavior	behavior	NOUN
fumecheng-13266	435	16	similar	similar	ADJ
fumecheng-13266	435	17	to	to	ADP
fumecheng-13266	435	18	that	that	PRON
fumecheng-13266	435	19	of	of	ADP
fumecheng-13266	435	20	the	the	DET
fumecheng-13266	435	21	original	original	ADJ
fumecheng-13266	435	22	image	image	NOUN
fumecheng-13266	435	23	in	in	ADP
fumecheng-13266	435	24	the	the	DET
fumecheng-13266	435	25	low	low	ADJ
fumecheng-13266	435	26	-	-	PUNCT
fumecheng-13266	435	27	frequency	frequency	NOUN
fumecheng-13266	435	28	range	range	NOUN
fumecheng-13266	435	29	,	,	PUNCT
fumecheng-13266	435	30	but	but	CCONJ
fumecheng-13266	435	31	it	it	PRON
fumecheng-13266	435	32	fails	fail	VERB
fumecheng-13266	435	33	to	to	PART
fumecheng-13266	435	34	fully	fully	ADV
fumecheng-13266	435	35	capture	capture	VERB
fumecheng-13266	435	36	the	the	DET
fumecheng-13266	435	37	fine	fine	ADJ
fumecheng-13266	435	38	characteristics	characteristic	NOUN
fumecheng-13266	435	39	of	of	ADP
fumecheng-13266	435	40	the	the	DET
fumecheng-13266	435	41	actual	actual	ADJ
fumecheng-13266	435	42	contact	contact	NOUN
fumecheng-13266	435	43	area	area	NOUN
fumecheng-13266	435	44	in	in	ADP
fumecheng-13266	435	45	the	the	DET
fumecheng-13266	435	46	high	high	ADJ
fumecheng-13266	435	47	-	-	PUNCT
fumecheng-13266	435	48	frequency	frequency	NOUN
fumecheng-13266	435	49	range	range	NOUN
fumecheng-13266	435	50	.	.	PUNCT
fumecheng-13266	436	1	the	the	DET
fumecheng-13266	436	2	actual	actual	ADJ
fumecheng-13266	436	3	contact	contact	NOUN
fumecheng-13266	436	4	area	area	NOUN
fumecheng-13266	436	5	is	be	AUX
fumecheng-13266	436	6	0.0085	0.0085	NUM
fumecheng-13266	436	7	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	436	8	,	,	PUNCT
fumecheng-13266	436	9	whereas	whereas	SCONJ
fumecheng-13266	436	10	the	the	DET
fumecheng-13266	436	11	predicted	predict	VERB
fumecheng-13266	436	12	contact	contact	NOUN
fumecheng-13266	436	13	area	area	NOUN
fumecheng-13266	436	14	is	be	AUX
fumecheng-13266	436	15	0.0062	0.0062	NUM
fumecheng-13266	436	16	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	436	17	,	,	PUNCT
fumecheng-13266	436	18	indicating	indicate	VERB
fumecheng-13266	436	19	a	a	DET
fumecheng-13266	436	20	significant	significant	ADJ
fumecheng-13266	436	21	error	error	NOUN
fumecheng-13266	436	22	of	of	ADP
fumecheng-13266	436	23	26.62	26.62	NUM
fumecheng-13266	436	24	%	%	NOUN
fumecheng-13266	436	25	.	.	PUNCT
fumecheng-13266	437	1	this	this	DET
fumecheng-13266	437	2	substantial	substantial	ADJ
fumecheng-13266	437	3	error	error	NOUN
fumecheng-13266	437	4	quantitatively	quantitatively	ADV
fumecheng-13266	437	5	demonstrates	demonstrate	VERB
fumecheng-13266	437	6	the	the	DET
fumecheng-13266	437	7	significantly	significantly	ADV
fumecheng-13266	437	8	degraded	degraded	ADJ
fumecheng-13266	437	9	prediction	prediction	NOUN
fumecheng-13266	437	10	performance	performance	NOUN
fumecheng-13266	437	11	of	of	ADP
fumecheng-13266	437	12	the	the	DET
fumecheng-13266	437	13	model	model	NOUN
fumecheng-13266	437	14	for	for	ADP
fumecheng-13266	437	15	very	very	ADV
fumecheng-13266	437	16	small	small	ADJ
fumecheng-13266	437	17	contact	contact	NOUN
fumecheng-13266	437	18	areas	area	NOUN
fumecheng-13266	437	19	.	.	PUNCT
fumecheng-13266	438	1	in	in	ADP
fumecheng-13266	438	2	particular	particular	ADJ
fumecheng-13266	438	3	,	,	PUNCT
fumecheng-13266	438	4	the	the	DET
fumecheng-13266	438	5	fact	fact	NOUN
fumecheng-13266	438	6	that	that	SCONJ
fumecheng-13266	438	7	the	the	DET
fumecheng-13266	438	8	fn	fn	NOUN
fumecheng-13266	438	9	value	value	NOUN
fumecheng-13266	438	10	was	be	AUX
fumecheng-13266	438	11	approximately	approximately	ADV
fumecheng-13266	438	12	3.4	3.4	NUM
fumecheng-13266	438	13	times	time	NOUN
fumecheng-13266	438	14	higher	high	ADJ
fumecheng-13266	438	15	than	than	ADP
fumecheng-13266	438	16	the	the	DET
fumecheng-13266	438	17	fp	fp	PROPN
fumecheng-13266	438	18	value	value	NOUN
fumecheng-13266	438	19	suggests	suggest	VERB
fumecheng-13266	438	20	that	that	SCONJ
fumecheng-13266	438	21	the	the	DET
fumecheng-13266	438	22	model	model	NOUN
fumecheng-13266	438	23	struggles	struggle	VERB
fumecheng-13266	438	24	to	to	PART
fumecheng-13266	438	25	capture	capture	VERB
fumecheng-13266	438	26	fine	fine	ADJ
fumecheng-13266	438	27	contact	contact	NOUN
fumecheng-13266	438	28	spots	spot	NOUN
fumecheng-13266	438	29	.	.	PUNCT
fumecheng-13266	439	1	in	in	ADP
fumecheng-13266	439	2	fig	fig	NOUN
fumecheng-13266	439	3	.	.	PUNCT
fumecheng-13266	440	1	9(b	9(b	NUM
fumecheng-13266	440	2	)	)	PUNCT
fumecheng-13266	440	3	,	,	PUNCT
fumecheng-13266	440	4	the	the	DET
fumecheng-13266	440	5	analysis	analysis	NOUN
fumecheng-13266	440	6	results	result	NOUN
fumecheng-13266	440	7	show	show	VERB
fumecheng-13266	440	8	that	that	SCONJ
fumecheng-13266	440	9	the	the	DET
fumecheng-13266	440	10	tp	tp	NOUN
fumecheng-13266	440	11	was	be	AUX
fumecheng-13266	440	12	0.0213	0.0213	NUM
fumecheng-13266	440	13	,	,	PUNCT
fumecheng-13266	440	14	fn	fn	PROPN
fumecheng-13266	440	15	was	be	AUX
fumecheng-13266	440	16	0.0087	0.0087	NUM
fumecheng-13266	440	17	,	,	PUNCT
fumecheng-13266	440	18	fp	fp	X
fumecheng-13266	440	19	was	be	AUX
fumecheng-13266	440	20	0.0068	0.0068	NUM
fumecheng-13266	440	21	,	,	PUNCT
fumecheng-13266	440	22	and	and	CCONJ
fumecheng-13266	440	23	tn	tn	NOUN
fumecheng-13266	440	24	was	be	AUX
fumecheng-13266	440	25	0.9632	0.9632	NUM
fumecheng-13266	440	26	.	.	PUNCT
fumecheng-13266	441	1	in	in	ADP
fumecheng-13266	441	2	this	this	DET
fumecheng-13266	441	3	case	case	NOUN
fumecheng-13266	441	4	,	,	PUNCT
fumecheng-13266	441	5	about	about	ADV
fumecheng-13266	441	6	2.81	2.81	NUM
fumecheng-13266	441	7	%	%	NOUN
fumecheng-13266	441	8	of	of	ADP
fumecheng-13266	441	9	the	the	DET
fumecheng-13266	441	10	total	total	ADJ
fumecheng-13266	441	11	pixels	pixel	NOUN
fumecheng-13266	441	12	were	be	AUX
fumecheng-13266	441	13	predicted	predict	VERB
fumecheng-13266	441	14	as	as	ADP
fumecheng-13266	441	15	contact	contact	NOUN
fumecheng-13266	441	16	areas	area	NOUN
fumecheng-13266	441	17	(	(	PUNCT
fumecheng-13266	441	18	tp	tp	X
fumecheng-13266	441	19	+	+	CCONJ
fumecheng-13266	441	20	fp	fp	NOUN
fumecheng-13266	441	21	)	)	PUNCT
fumecheng-13266	441	22	,	,	PUNCT
fumecheng-13266	441	23	which	which	PRON
fumecheng-13266	441	24	is	be	AUX
fumecheng-13266	441	25	relatively	relatively	ADV
fumecheng-13266	441	26	similar	similar	ADJ
fumecheng-13266	441	27	to	to	ADP
fumecheng-13266	441	28	the	the	DET
fumecheng-13266	441	29	actual	actual	ADJ
fumecheng-13266	441	30	contact	contact	NOUN
fumecheng-13266	441	31	area	area	NOUN
fumecheng-13266	441	32	(	(	PUNCT
fumecheng-13266	441	33	tp	tp	X
fumecheng-13266	441	34	+	+	CCONJ
fumecheng-13266	442	1	fn	fn	PROPN
fumecheng-13266	443	1	≈	≈	PROPN
fumecheng-13266	443	2	3	3	NUM
fumecheng-13266	443	3	%	%	NOUN
fumecheng-13266	443	4	)	)	PUNCT
fumecheng-13266	443	5	.	.	PUNCT
fumecheng-13266	444	1	however	however	ADV
fumecheng-13266	444	2	,	,	PUNCT
fumecheng-13266	444	3	both	both	PRON
fumecheng-13266	444	4	fn	fn	VERB
fumecheng-13266	444	5	and	and	CCONJ
fumecheng-13266	444	6	fp	fp	ADJ
fumecheng-13266	444	7	values	value	NOUN
fumecheng-13266	444	8	were	be	AUX
fumecheng-13266	444	9	considerably	considerably	ADV
fumecheng-13266	444	10	high	high	ADJ
fumecheng-13266	444	11	,	,	PUNCT
fumecheng-13266	444	12	indicating	indicate	VERB
fumecheng-13266	444	13	that	that	SCONJ
fumecheng-13266	444	14	the	the	DET
fumecheng-13266	444	15	model	model	NOUN
fumecheng-13266	444	16	struggled	struggle	VERB
fumecheng-13266	444	17	to	to	PART
fumecheng-13266	444	18	accurately	accurately	ADV
fumecheng-13266	444	19	identify	identify	VERB
fumecheng-13266	444	20	the	the	DET
fumecheng-13266	444	21	contact	contact	NOUN
fumecheng-13266	444	22	areas	area	NOUN
fumecheng-13266	444	23	.	.	PUNCT
fumecheng-13266	445	1	notably	notably	ADV
fumecheng-13266	445	2	,	,	PUNCT
fumecheng-13266	445	3	the	the	DET
fumecheng-13266	445	4	fn	fn	NOUN
fumecheng-13266	445	5	value	value	NOUN
fumecheng-13266	445	6	was	be	AUX
fumecheng-13266	445	7	approximately	approximately	ADV
fumecheng-13266	445	8	1.28	1.28	NUM
fumecheng-13266	445	9	times	time	NOUN
fumecheng-13266	445	10	higher	high	ADJ
fumecheng-13266	445	11	than	than	ADP
fumecheng-13266	445	12	the	the	DET
fumecheng-13266	445	13	fp	fp	PROPN
fumecheng-13266	445	14	value	value	NOUN
fumecheng-13266	445	15	,	,	PUNCT
fumecheng-13266	445	16	indicating	indicate	VERB
fumecheng-13266	445	17	that	that	SCONJ
fumecheng-13266	445	18	the	the	DET
fumecheng-13266	445	19	model	model	NOUN
fumecheng-13266	445	20	tends	tend	VERB
fumecheng-13266	445	21	to	to	PART
fumecheng-13266	445	22	miss	miss	VERB
fumecheng-13266	445	23	the	the	DET
fumecheng-13266	445	24	actual	actual	ADJ
fumecheng-13266	445	25	contact	contact	NOUN
fumecheng-13266	445	26	areas	area	NOUN
fumecheng-13266	445	27	.	.	PUNCT
fumecheng-13266	446	1	this	this	PRON
fumecheng-13266	446	2	suggests	suggest	VERB
fumecheng-13266	446	3	that	that	SCONJ
fumecheng-13266	446	4	the	the	DET
fumecheng-13266	446	5	model	model	NOUN
fumecheng-13266	446	6	was	be	AUX
fumecheng-13266	446	7	inconsistent	inconsistent	ADJ
fumecheng-13266	446	8	in	in	ADP
fumecheng-13266	446	9	predicting	predict	VERB
fumecheng-13266	446	10	the	the	DET
fumecheng-13266	446	11	varying	vary	VERB
fumecheng-13266	446	12	sizes	size	NOUN
fumecheng-13266	446	13	and	and	CCONJ
fumecheng-13266	446	14	densities	density	NOUN
fumecheng-13266	446	15	of	of	ADP
fumecheng-13266	446	16	the	the	DET
fumecheng-13266	446	17	contact	contact	NOUN
fumecheng-13266	446	18	points	point	NOUN
fumecheng-13266	446	19	observed	observe	VERB
fumecheng-13266	446	20	in	in	ADP
fumecheng-13266	446	21	the	the	DET
fumecheng-13266	446	22	numerical	numerical	ADJ
fumecheng-13266	446	23	analysis	analysis	NOUN
fumecheng-13266	446	24	results	result	NOUN
fumecheng-13266	446	25	.	.	PUNCT
fumecheng-13266	447	1	nonetheless	nonetheless	ADV
fumecheng-13266	447	2	,	,	PUNCT
fumecheng-13266	447	3	the	the	DET
fumecheng-13266	447	4	dice	dice	NOUN
fumecheng-13266	447	5	coefficient	coefficient	NOUN
fumecheng-13266	447	6	for	for	ADP
fumecheng-13266	447	7	this	this	DET
fumecheng-13266	447	8	distribution	distribution	NOUN
fumecheng-13266	447	9	was	be	AUX
fumecheng-13266	447	10	0.7332	0.7332	NUM
fumecheng-13266	447	11	,	,	PUNCT
fumecheng-13266	447	12	indicating	indicate	VERB
fumecheng-13266	447	13	a	a	DET
fumecheng-13266	447	14	slightly	slightly	ADV
fumecheng-13266	447	15	higher	high	ADJ
fumecheng-13266	447	16	prediction	prediction	NOUN
fumecheng-13266	447	17	accuracy	accuracy	NOUN
fumecheng-13266	447	18	than	than	ADP
fumecheng-13266	447	19	in	in	ADP
fumecheng-13266	447	20	the	the	DET
fumecheng-13266	447	21	first	first	ADJ
fumecheng-13266	447	22	case	case	NOUN
fumecheng-13266	447	23	.	.	PUNCT
fumecheng-13266	448	1	this	this	PRON
fumecheng-13266	448	2	suggests	suggest	VERB
fumecheng-13266	448	3	that	that	SCONJ
fumecheng-13266	448	4	,	,	PUNCT
fumecheng-13266	448	5	as	as	ADP
fumecheng-13266	448	6	the	the	DET
fumecheng-13266	448	7	overall	overall	ADJ
fumecheng-13266	448	8	size	size	NOUN
fumecheng-13266	448	9	of	of	ADP
fumecheng-13266	448	10	the	the	DET
fumecheng-13266	448	11	contact	contact	NOUN
fumecheng-13266	448	12	area	area	NOUN
fumecheng-13266	448	13	increases	increase	VERB
fumecheng-13266	448	14	,	,	PUNCT
fumecheng-13266	448	15	the	the	DET
fumecheng-13266	448	16	prediction	prediction	NOUN
fumecheng-13266	448	17	performance	performance	NOUN
fumecheng-13266	448	18	of	of	ADP
fumecheng-13266	448	19	the	the	DET
fumecheng-13266	448	20	model	model	NOUN
fumecheng-13266	448	21	improves	improve	VERB
fumecheng-13266	448	22	to	to	ADP
fumecheng-13266	448	23	some	some	DET
fumecheng-13266	448	24	extent	extent	NOUN
fumecheng-13266	448	25	.	.	PUNCT
fumecheng-13266	449	1	in	in	ADP
fumecheng-13266	449	2	the	the	DET
fumecheng-13266	449	3	radial	radial	ADJ
fumecheng-13266	449	4	average	average	ADJ
fumecheng-13266	449	5	profile	profile	NOUN
fumecheng-13266	449	6	,	,	PUNCT
fumecheng-13266	449	7	the	the	DET
fumecheng-13266	449	8	predicted	predict	VERB
fumecheng-13266	449	9	values	value	NOUN
fumecheng-13266	449	10	match	match	VERB
fumecheng-13266	449	11	the	the	DET
fumecheng-13266	449	12	original	original	NOUN
fumecheng-13266	449	13	to	to	ADP
fumecheng-13266	449	14	some	some	DET
fumecheng-13266	449	15	degree	degree	NOUN
fumecheng-13266	449	16	in	in	ADP
fumecheng-13266	449	17	the	the	DET
fumecheng-13266	449	18	lowfrequency	lowfrequency	NOUN
fumecheng-13266	449	19	range	range	NOUN
fumecheng-13266	449	20	;	;	PUNCT
fumecheng-13266	449	21	however	however	ADV
fumecheng-13266	449	22	,	,	PUNCT
fumecheng-13266	449	23	as	as	ADP
fumecheng-13266	449	24	the	the	DET
fumecheng-13266	449	25	frequency	frequency	NOUN
fumecheng-13266	449	26	increases	increase	NOUN
fumecheng-13266	449	27	,	,	PUNCT
fumecheng-13266	449	28	the	the	DET
fumecheng-13266	449	29	discrepancy	discrepancy	NOUN
fumecheng-13266	449	30	increases	increase	VERB
fumecheng-13266	449	31	,	,	PUNCT
fumecheng-13266	449	32	and	and	CCONJ
fumecheng-13266	449	33	the	the	DET
fumecheng-13266	449	34	model	model	NOUN
fumecheng-13266	449	35	fails	fail	VERB
fumecheng-13266	449	36	to	to	PART
fumecheng-13266	449	37	sufficiently	sufficiently	ADV
fumecheng-13266	449	38	capture	capture	VERB
fumecheng-13266	449	39	the	the	DET
fumecheng-13266	449	40	boundaries	boundary	NOUN
fumecheng-13266	449	41	and	and	CCONJ
fumecheng-13266	449	42	fine	fine	ADJ
fumecheng-13266	449	43	details	detail	NOUN
fumecheng-13266	449	44	of	of	ADP
fumecheng-13266	449	45	the	the	DET
fumecheng-13266	449	46	predicted	predict	VERB
fumecheng-13266	449	47	contact	contact	NOUN
fumecheng-13266	449	48	points	point	NOUN
fumecheng-13266	449	49	.	.	PUNCT
fumecheng-13266	450	1	in	in	ADP
fumecheng-13266	450	2	this	this	DET
fumecheng-13266	450	3	case	case	NOUN
fumecheng-13266	450	4	,	,	PUNCT
fumecheng-13266	450	5	the	the	DET
fumecheng-13266	450	6	actual	actual	ADJ
fumecheng-13266	450	7	contact	contact	NOUN
fumecheng-13266	450	8	area	area	NOUN
fumecheng-13266	450	9	was	be	AUX
fumecheng-13266	450	10	0.0300	0.0300	NUM
fumecheng-13266	450	11	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	450	12	,	,	PUNCT
fumecheng-13266	450	13	and	and	CCONJ
fumecheng-13266	450	14	the	the	DET
fumecheng-13266	450	15	predicted	predict	VERB
fumecheng-13266	450	16	contact	contact	NOUN
fumecheng-13266	450	17	area	area	NOUN
fumecheng-13266	450	18	was	be	AUX
fumecheng-13266	450	19	0.0281	0.0281	NUM
fumecheng-13266	450	20	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	450	21	,	,	PUNCT
fumecheng-13266	450	22	showing	show	VERB
fumecheng-13266	450	23	a	a	DET
fumecheng-13266	450	24	relatively	relatively	ADV
fumecheng-13266	450	25	small	small	ADJ
fumecheng-13266	450	26	error	error	NOUN
fumecheng-13266	450	27	of	of	ADP
fumecheng-13266	450	28	6.50	6.50	NUM
fumecheng-13266	450	29	%	%	NOUN
fumecheng-13266	450	30	.	.	PUNCT
fumecheng-13266	451	1	this	this	PRON
fumecheng-13266	451	2	indicates	indicate	VERB
fumecheng-13266	451	3	improved	improved	ADJ
fumecheng-13266	451	4	model	model	NOUN
fumecheng-13266	451	5	prediction	prediction	NOUN
fumecheng-13266	451	6	accuracy	accuracy	NOUN
fumecheng-13266	451	7	as	as	ADP
fumecheng-13266	451	8	the	the	DET
fumecheng-13266	451	9	contact	contact	NOUN
fumecheng-13266	451	10	area	area	NOUN
fumecheng-13266	451	11	increases	increase	VERB
fumecheng-13266	451	12	.	.	PUNCT
fumecheng-13266	452	1	however	however	ADV
fumecheng-13266	452	2	,	,	PUNCT
fumecheng-13266	452	3	the	the	DET
fumecheng-13266	452	4	high	high	ADJ
fumecheng-13266	452	5	fn	fn	NOUN
fumecheng-13266	452	6	and	and	CCONJ
fumecheng-13266	452	7	fp	fp	ADJ
fumecheng-13266	452	8	values	value	NOUN
fumecheng-13266	452	9	indicate	indicate	VERB
fumecheng-13266	452	10	that	that	SCONJ
fumecheng-13266	452	11	the	the	DET
fumecheng-13266	452	12	model	model	NOUN
fumecheng-13266	452	13	continues	continue	VERB
fumecheng-13266	452	14	to	to	PART
fumecheng-13266	452	15	struggle	struggle	VERB
fumecheng-13266	452	16	to	to	PART
fumecheng-13266	452	17	precisely	precisely	ADV
fumecheng-13266	452	18	identify	identify	VERB
fumecheng-13266	452	19	contact	contact	NOUN
fumecheng-13266	452	20	locations	location	NOUN
fumecheng-13266	452	21	.	.	PUNCT
fumecheng-13266	453	1	in	in	ADP
fumecheng-13266	453	2	fig	fig	NOUN
fumecheng-13266	453	3	.	.	PUNCT
fumecheng-13266	454	1	9(c	9(c	NUM
fumecheng-13266	454	2	)	)	PUNCT
fumecheng-13266	455	1	,	,	PUNCT
fumecheng-13266	455	2	the	the	DET
fumecheng-13266	455	3	analysis	analysis	NOUN
fumecheng-13266	455	4	results	result	NOUN
fumecheng-13266	455	5	show	show	VERB
fumecheng-13266	455	6	that	that	SCONJ
fumecheng-13266	455	7	the	the	DET
fumecheng-13266	455	8	tp	tp	NOUN
fumecheng-13266	455	9	was	be	AUX
fumecheng-13266	455	10	0.0344	0.0344	NUM
fumecheng-13266	455	11	,	,	PUNCT
fumecheng-13266	455	12	fn	fn	PROPN
fumecheng-13266	455	13	was	be	AUX
fumecheng-13266	455	14	0.0137	0.0137	NUM
fumecheng-13266	455	15	,	,	PUNCT
fumecheng-13266	455	16	fp	fp	PROPN
fumecheng-13266	455	17	was	be	AUX
fumecheng-13266	455	18	0.0078	0.0078	NUM
fumecheng-13266	455	19	,	,	PUNCT
fumecheng-13266	455	20	and	and	CCONJ
fumecheng-13266	455	21	tn	tn	NOUN
fumecheng-13266	455	22	was	be	AUX
fumecheng-13266	455	23	0.9440	0.9440	NUM
fumecheng-13266	455	24	.	.	PUNCT
fumecheng-13266	456	1	in	in	ADP
fumecheng-13266	456	2	this	this	DET
fumecheng-13266	456	3	case	case	NOUN
fumecheng-13266	456	4	,	,	PUNCT
fumecheng-13266	456	5	about	about	ADV
fumecheng-13266	456	6	4.22	4.22	NUM
fumecheng-13266	456	7	%	%	NOUN
fumecheng-13266	456	8	of	of	ADP
fumecheng-13266	456	9	the	the	DET
fumecheng-13266	456	10	total	total	ADJ
fumecheng-13266	456	11	pixels	pixel	NOUN
fumecheng-13266	456	12	were	be	AUX
fumecheng-13266	456	13	predicted	predict	VERB
fumecheng-13266	456	14	as	as	ADP
fumecheng-13266	456	15	contact	contact	NOUN
fumecheng-13266	456	16	areas	area	NOUN
fumecheng-13266	456	17	(	(	PUNCT
fumecheng-13266	456	18	tp	tp	X
fumecheng-13266	456	19	+	+	CCONJ
fumecheng-13266	456	20	fp	fp	NOUN
fumecheng-13266	456	21	)	)	PUNCT
fumecheng-13266	456	22	,	,	PUNCT
fumecheng-13266	456	23	which	which	PRON
fumecheng-13266	456	24	is	be	AUX
fumecheng-13266	456	25	slightly	slightly	ADV
fumecheng-13266	456	26	lower	low	ADJ
fumecheng-13266	456	27	than	than	ADP
fumecheng-13266	456	28	the	the	DET
fumecheng-13266	456	29	actual	actual	ADJ
fumecheng-13266	456	30	contact	contact	NOUN
fumecheng-13266	456	31	area	area	NOUN
fumecheng-13266	456	32	(	(	PUNCT
fumecheng-13266	456	33	tp	tp	X
fumecheng-13266	456	34	+	+	CCONJ
fumecheng-13266	457	1	fn	fn	PROPN
fumecheng-13266	458	1	≈	≈	PROPN
fumecheng-13266	458	2	4.81	4.81	NUM
fumecheng-13266	458	3	%	%	NOUN
fumecheng-13266	458	4	)	)	PUNCT
fumecheng-13266	458	5	.	.	PUNCT
fumecheng-13266	459	1	the	the	DET
fumecheng-13266	459	2	fn	fn	NOUN
fumecheng-13266	459	3	value	value	NOUN
fumecheng-13266	459	4	was	be	AUX
fumecheng-13266	459	5	approximately	approximately	ADV
fumecheng-13266	459	6	1.76	1.76	NUM
fumecheng-13266	459	7	times	time	NOUN
fumecheng-13266	459	8	higher	high	ADJ
fumecheng-13266	459	9	than	than	ADP
fumecheng-13266	459	10	the	the	DET
fumecheng-13266	459	11	fp	fp	PROPN
fumecheng-13266	459	12	value	value	NOUN
fumecheng-13266	459	13	,	,	PUNCT
fumecheng-13266	459	14	indicating	indicate	VERB
fumecheng-13266	459	15	that	that	SCONJ
fumecheng-13266	459	16	the	the	DET
fumecheng-13266	459	17	model	model	NOUN
fumecheng-13266	459	18	tended	tend	VERB
fumecheng-13266	459	19	to	to	PART
fumecheng-13266	459	20	underestimate	underestimate	VERB
fumecheng-13266	459	21	the	the	DET
fumecheng-13266	459	22	actual	actual	ADJ
fumecheng-13266	459	23	contact	contact	NOUN
fumecheng-13266	459	24	areas	area	NOUN
fumecheng-13266	459	25	.	.	PUNCT
fumecheng-13266	460	1	this	this	PRON
fumecheng-13266	460	2	suggests	suggest	VERB
fumecheng-13266	460	3	that	that	SCONJ
fumecheng-13266	460	4	the	the	DET
fumecheng-13266	460	5	model	model	NOUN
fumecheng-13266	460	6	fails	fail	VERB
fumecheng-13266	460	7	to	to	PART
fumecheng-13266	460	8	accurately	accurately	ADV
fumecheng-13266	460	9	capture	capture	VERB
fumecheng-13266	460	10	the	the	DET
fumecheng-13266	460	11	dense	dense	ADJ
fumecheng-13266	460	12	cluster	cluster	NOUN
fumecheng-13266	460	13	-	-	PUNCT
fumecheng-13266	460	14	like	like	ADJ
fumecheng-13266	460	15	contact	contact	NOUN
fumecheng-13266	460	16	areas	area	NOUN
fumecheng-13266	460	17	observed	observe	VERB
fumecheng-13266	460	18	in	in	ADP
fumecheng-13266	460	19	the	the	DET
fumecheng-13266	460	20	numerical	numerical	ADJ
fumecheng-13266	460	21	analyses	analysis	NOUN
fumecheng-13266	460	22	.	.	PUNCT
fumecheng-13266	461	1	however	however	ADV
fumecheng-13266	461	2	,	,	PUNCT
fumecheng-13266	461	3	the	the	DET
fumecheng-13266	461	4	dice	dice	NOUN
fumecheng-13266	461	5	coefficient	coefficient	NOUN
fumecheng-13266	461	6	for	for	ADP
fumecheng-13266	461	7	this	this	DET
fumecheng-13266	461	8	distribution	distribution	NOUN
fumecheng-13266	461	9	was	be	AUX
fumecheng-13266	461	10	0.7616	0.7616	NUM
fumecheng-13266	461	11	,	,	PUNCT
fumecheng-13266	461	12	showing	show	VERB
fumecheng-13266	461	13	a	a	DET
fumecheng-13266	461	14	relatively	relatively	ADV
fumecheng-13266	461	15	higher	high	ADJ
fumecheng-13266	461	16	prediction	prediction	NOUN
fumecheng-13266	461	17	accuracy	accuracy	NOUN
fumecheng-13266	461	18	compared	compare	VERB
fumecheng-13266	461	19	to	to	ADP
fumecheng-13266	461	20	the	the	DET
fumecheng-13266	461	21	previous	previous	ADJ
fumecheng-13266	461	22	two	two	NUM
fumecheng-13266	461	23	cases	case	NOUN
fumecheng-13266	461	24	.	.	PUNCT
fumecheng-13266	462	1	in	in	ADP
fumecheng-13266	462	2	the	the	DET
fumecheng-13266	462	3	radial	radial	ADJ
fumecheng-13266	462	4	average	average	ADJ
fumecheng-13266	462	5	profile	profile	NOUN
fumecheng-13266	462	6	,	,	PUNCT
fumecheng-13266	462	7	discrepancies	discrepancy	NOUN
fumecheng-13266	462	8	with	with	ADP
fumecheng-13266	462	9	the	the	DET
fumecheng-13266	462	10	original	original	NOUN
fumecheng-13266	462	11	are	be	AUX
fumecheng-13266	462	12	observed	observe	VERB
fumecheng-13266	462	13	in	in	ADP
fumecheng-13266	462	14	both	both	CCONJ
fumecheng-13266	462	15	the	the	DET
fumecheng-13266	462	16	lowand	lowand	ADJ
fumecheng-13266	462	17	high	high	ADJ
fumecheng-13266	462	18	-	-	PUNCT
fumecheng-13266	462	19	frequency	frequency	NOUN
fumecheng-13266	462	20	ranges	range	NOUN
fumecheng-13266	462	21	;	;	PUNCT
fumecheng-13266	462	22	however	however	ADV
fumecheng-13266	462	23	,	,	PUNCT
fumecheng-13266	462	24	overall	overall	ADV
fumecheng-13266	462	25	,	,	PUNCT
fumecheng-13266	462	26	this	this	DET
fumecheng-13266	462	27	case	case	NOUN
fumecheng-13266	462	28	shows	show	VERB
fumecheng-13266	462	29	an	an	DET
fumecheng-13266	462	30	improved	improved	ADJ
fumecheng-13266	462	31	performance	performance	NOUN
fumecheng-13266	462	32	compared	compare	VERB
fumecheng-13266	462	33	with	with	ADP
fumecheng-13266	462	34	the	the	DET
fumecheng-13266	462	35	previous	previous	ADJ
fumecheng-13266	462	36	two	two	NUM
fumecheng-13266	462	37	.	.	PUNCT
fumecheng-13266	463	1	in	in	ADP
fumecheng-13266	463	2	this	this	DET
fumecheng-13266	463	3	case	case	NOUN
fumecheng-13266	463	4	,	,	PUNCT
fumecheng-13266	463	5	the	the	DET
fumecheng-13266	463	6	actual	actual	ADJ
fumecheng-13266	463	7	contact	contact	NOUN
fumecheng-13266	463	8	area	area	NOUN
fumecheng-13266	463	9	was	be	AUX
fumecheng-13266	463	10	0.0482	0.0482	NUM
fumecheng-13266	463	11	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	463	12	,	,	PUNCT
fumecheng-13266	463	13	whereas	whereas	SCONJ
fumecheng-13266	463	14	the	the	DET
fumecheng-13266	463	15	predicted	predict	VERB
fumecheng-13266	463	16	contact	contact	NOUN
fumecheng-13266	463	17	area	area	NOUN
fumecheng-13266	463	18	was	be	AUX
fumecheng-13266	463	19	0.0422	0.0422	NUM
fumecheng-13266	463	20	𝑚𝑚2	𝑚𝑚2	NOUN
fumecheng-13266	463	21	,	,	PUNCT
fumecheng-13266	463	22	with	with	ADP
fumecheng-13266	463	23	an	an	DET
fumecheng-13266	463	24	error	error	NOUN
fumecheng-13266	463	25	of	of	ADP
fumecheng-13266	463	26	12.29	12.29	NUM
fumecheng-13266	463	27	%	%	NOUN
fumecheng-13266	463	28	.	.	PUNCT
fumecheng-13266	464	1	despite	despite	SCONJ
fumecheng-13266	464	2	having	have	VERB
fumecheng-13266	464	3	the	the	DET
fumecheng-13266	464	4	largest	large	ADJ
fumecheng-13266	464	5	contact	contact	NOUN
fumecheng-13266	464	6	area	area	NOUN
fumecheng-13266	464	7	among	among	ADP
fumecheng-13266	464	8	the	the	DET
fumecheng-13266	464	9	three	three	NUM
fumecheng-13266	464	10	cases	case	NOUN
fumecheng-13266	464	11	,	,	PUNCT
fumecheng-13266	464	12	the	the	DET
fumecheng-13266	464	13	considerable	considerable	ADJ
fumecheng-13266	464	14	error	error	NOUN
fumecheng-13266	464	15	suggests	suggest	VERB
fumecheng-13266	464	16	that	that	SCONJ
fumecheng-13266	464	17	the	the	DET
fumecheng-13266	464	18	prediction	prediction	NOUN
fumecheng-13266	464	19	performance	performance	NOUN
fumecheng-13266	464	20	of	of	ADP
fumecheng-13266	464	21	the	the	DET
fumecheng-13266	464	22	model	model	NOUN
fumecheng-13266	464	23	may	may	AUX
fumecheng-13266	464	24	degrade	degrade	VERB
fumecheng-13266	464	25	in	in	ADP
fumecheng-13266	464	26	contact	contact	NOUN
fumecheng-13266	464	27	regions	region	NOUN
fumecheng-13266	464	28	with	with	ADP
fumecheng-13266	464	29	complex	complex	ADJ
fumecheng-13266	464	30	cluster	cluster	NOUN
fumecheng-13266	464	31	structures	structure	NOUN
fumecheng-13266	464	32	.	.	PUNCT
fumecheng-13266	465	1	a	a	DET
fumecheng-13266	465	2	common	common	ADJ
fumecheng-13266	465	3	issue	issue	NOUN
fumecheng-13266	465	4	observed	observe	VERB
fumecheng-13266	465	5	across	across	ADP
fumecheng-13266	465	6	all	all	DET
fumecheng-13266	465	7	three	three	NUM
fumecheng-13266	465	8	cases	case	NOUN
fumecheng-13266	465	9	was	be	AUX
fumecheng-13266	465	10	that	that	SCONJ
fumecheng-13266	465	11	the	the	DET
fumecheng-13266	465	12	fn	fn	NOUN
fumecheng-13266	465	13	rate	rate	NOUN
fumecheng-13266	465	14	was	be	AUX
fumecheng-13266	465	15	higher	high	ADJ
fumecheng-13266	465	16	than	than	ADP
fumecheng-13266	465	17	the	the	DET
fumecheng-13266	465	18	fp	fp	PROPN
fumecheng-13266	465	19	rate	rate	NOUN
fumecheng-13266	465	20	,	,	PUNCT
fumecheng-13266	465	21	and	and	CCONJ
fumecheng-13266	465	22	the	the	DET
fumecheng-13266	465	23	frequency	frequency	NOUN
fumecheng-13266	465	24	analysis	analysis	NOUN
fumecheng-13266	465	25	results	result	NOUN
fumecheng-13266	465	26	showed	show	VERB
fumecheng-13266	465	27	a	a	DET
fumecheng-13266	465	28	lower	low	ADJ
fumecheng-13266	465	29	prediction	prediction	NOUN
fumecheng-13266	465	30	accuracy	accuracy	NOUN
fumecheng-13266	465	31	in	in	ADP
fumecheng-13266	465	32	the	the	DET
fumecheng-13266	465	33	high	high	ADJ
fumecheng-13266	465	34	-	-	PUNCT
fumecheng-13266	465	35	frequency	frequency	NOUN
fumecheng-13266	465	36	range	range	NOUN
fumecheng-13266	465	37	.	.	PUNCT
fumecheng-13266	466	1	this	this	PRON
fumecheng-13266	466	2	suggests	suggest	VERB
fumecheng-13266	466	3	that	that	SCONJ
fumecheng-13266	466	4	the	the	DET
fumecheng-13266	466	5	model	model	NOUN
fumecheng-13266	466	6	tends	tend	VERB
fumecheng-13266	466	7	to	to	PART
fumecheng-13266	466	8	underestimate	underestimate	VERB
fumecheng-13266	466	9	the	the	DET
fumecheng-13266	466	10	actual	actual	ADJ
fumecheng-13266	466	11	prediction	prediction	NOUN
fumecheng-13266	466	12	of	of	ADP
fumecheng-13266	466	13	contact	contact	NOUN
fumecheng-13266	466	14	distribution	distribution	NOUN
fumecheng-13266	466	15	on	on	ADP
fumecheng-13266	466	16	rough	rough	ADJ
fumecheng-13266	466	17	surfaces	surface	NOUN
fumecheng-13266	466	18	using	use	VERB
fumecheng-13266	466	19	deep	deep	ADJ
fumecheng-13266	466	20	learning	learning	NOUN
fumecheng-13266	466	21	algorithms	algorithms	NOUN
fumecheng-13266	466	22	781	781	NUM
fumecheng-13266	466	23	contact	contact	NOUN
fumecheng-13266	466	24	areas	area	NOUN
fumecheng-13266	466	25	and	and	CCONJ
fumecheng-13266	466	26	has	have	VERB
fumecheng-13266	466	27	difficulty	difficulty	NOUN
fumecheng-13266	466	28	accurately	accurately	ADV
fumecheng-13266	466	29	capturing	capture	VERB
fumecheng-13266	466	30	fine	fine	ADJ
fumecheng-13266	466	31	contact	contact	NOUN
fumecheng-13266	466	32	points	point	NOUN
fumecheng-13266	466	33	or	or	CCONJ
fumecheng-13266	466	34	complex	complex	ADJ
fumecheng-13266	466	35	cluster	cluster	NOUN
fumecheng-13266	466	36	structures	structure	NOUN
fumecheng-13266	466	37	.	.	PUNCT
fumecheng-13266	467	1	the	the	DET
fumecheng-13266	467	2	frequency	frequency	NOUN
fumecheng-13266	467	3	-	-	PUNCT
fumecheng-13266	467	4	domain	domain	NOUN
fumecheng-13266	467	5	analysis	analysis	NOUN
fumecheng-13266	467	6	clearly	clearly	ADV
fumecheng-13266	467	7	demonstrates	demonstrate	VERB
fumecheng-13266	467	8	that	that	SCONJ
fumecheng-13266	467	9	although	although	SCONJ
fumecheng-13266	467	10	the	the	DET
fumecheng-13266	467	11	model	model	NOUN
fumecheng-13266	467	12	captures	capture	VERB
fumecheng-13266	467	13	the	the	DET
fumecheng-13266	467	14	overall	overall	ADJ
fumecheng-13266	467	15	contact	contact	NOUN
fumecheng-13266	467	16	pattern	pattern	NOUN
fumecheng-13266	467	17	(	(	PUNCT
fumecheng-13266	467	18	low	low	ADJ
fumecheng-13266	467	19	-	-	PUNCT
fumecheng-13266	467	20	frequency	frequency	NOUN
fumecheng-13266	467	21	components	component	NOUN
fumecheng-13266	467	22	)	)	PUNCT
fumecheng-13266	467	23	to	to	ADP
fumecheng-13266	467	24	some	some	DET
fumecheng-13266	467	25	extent	extent	NOUN
fumecheng-13266	467	26	,	,	PUNCT
fumecheng-13266	467	27	it	it	PRON
fumecheng-13266	467	28	struggles	struggle	VERB
fumecheng-13266	467	29	to	to	PART
fumecheng-13266	467	30	reproduce	reproduce	VERB
fumecheng-13266	467	31	the	the	DET
fumecheng-13266	467	32	fine	fine	ADJ
fumecheng-13266	467	33	structures	structure	NOUN
fumecheng-13266	467	34	and	and	CCONJ
fumecheng-13266	467	35	boundaries	boundary	NOUN
fumecheng-13266	467	36	(	(	PUNCT
fumecheng-13266	467	37	high	high	ADJ
fumecheng-13266	467	38	-	-	PUNCT
fumecheng-13266	467	39	frequency	frequency	NOUN
fumecheng-13266	467	40	components	component	NOUN
fumecheng-13266	467	41	)	)	PUNCT
fumecheng-13266	467	42	accurately	accurately	ADV
fumecheng-13266	467	43	.	.	PUNCT
fumecheng-13266	468	1	in	in	ADP
fumecheng-13266	468	2	particular	particular	ADJ
fumecheng-13266	468	3	,	,	PUNCT
fumecheng-13266	468	4	the	the	DET
fumecheng-13266	468	5	decreased	decrease	VERB
fumecheng-13266	468	6	performance	performance	NOUN
fumecheng-13266	468	7	of	of	ADP
fumecheng-13266	468	8	the	the	DET
fumecheng-13266	468	9	model	model	NOUN
fumecheng-13266	468	10	in	in	ADP
fumecheng-13266	468	11	predicting	predict	VERB
fumecheng-13266	468	12	low	low	ADJ
fumecheng-13266	468	13	-	-	PUNCT
fumecheng-13266	468	14	density	density	NOUN
fumecheng-13266	468	15	contact	contact	NOUN
fumecheng-13266	468	16	distributions	distribution	NOUN
fumecheng-13266	468	17	or	or	CCONJ
fumecheng-13266	468	18	complex	complex	ADJ
fumecheng-13266	468	19	cluster	cluster	NOUN
fumecheng-13266	468	20	structures	structure	NOUN
fumecheng-13266	468	21	raises	raise	VERB
fumecheng-13266	468	22	the	the	DET
fumecheng-13266	468	23	possibility	possibility	NOUN
fumecheng-13266	468	24	that	that	SCONJ
fumecheng-13266	468	25	these	these	DET
fumecheng-13266	468	26	extreme	extreme	ADJ
fumecheng-13266	468	27	cases	case	NOUN
fumecheng-13266	468	28	have	have	AUX
fumecheng-13266	468	29	not	not	PART
fumecheng-13266	468	30	been	be	AUX
fumecheng-13266	468	31	sufficiently	sufficiently	ADV
fumecheng-13266	468	32	learned	learn	VERB
fumecheng-13266	468	33	.	.	PUNCT
fumecheng-13266	469	1	the	the	DET
fumecheng-13266	469	2	frequency	frequency	NOUN
fumecheng-13266	469	3	analysis	analysis	NOUN
fumecheng-13266	469	4	further	far	ADV
fumecheng-13266	469	5	highlighted	highlight	VERB
fumecheng-13266	469	6	these	these	DET
fumecheng-13266	469	7	limitations	limitation	NOUN
fumecheng-13266	469	8	.	.	PUNCT
fumecheng-13266	470	1	to	to	PART
fumecheng-13266	470	2	identify	identify	VERB
fumecheng-13266	470	3	the	the	DET
fumecheng-13266	470	4	root	root	NOUN
fumecheng-13266	470	5	causes	cause	NOUN
fumecheng-13266	470	6	of	of	ADP
fumecheng-13266	470	7	these	these	DET
fumecheng-13266	470	8	issues	issue	NOUN
fumecheng-13266	470	9	,	,	PUNCT
fumecheng-13266	470	10	it	it	PRON
fumecheng-13266	470	11	is	be	AUX
fumecheng-13266	470	12	necessary	necessary	ADJ
fumecheng-13266	470	13	to	to	PART
fumecheng-13266	470	14	go	go	VERB
fumecheng-13266	470	15	beyond	beyond	ADP
fumecheng-13266	470	16	merely	merely	ADV
fumecheng-13266	470	17	considering	consider	VERB
fumecheng-13266	470	18	the	the	DET
fumecheng-13266	470	19	model	model	NOUN
fumecheng-13266	470	20	structure	structure	NOUN
fumecheng-13266	470	21	or	or	CCONJ
fumecheng-13266	470	22	quantity	quantity	NOUN
fumecheng-13266	470	23	of	of	ADP
fumecheng-13266	470	24	training	training	NOUN
fumecheng-13266	470	25	data	datum	NOUN
fumecheng-13266	470	26	to	to	PART
fumecheng-13266	470	27	analyze	analyze	VERB
fumecheng-13266	470	28	the	the	DET
fumecheng-13266	470	29	inherent	inherent	ADJ
fumecheng-13266	470	30	characteristics	characteristic	NOUN
fumecheng-13266	470	31	of	of	ADP
fumecheng-13266	470	32	contact	contact	NOUN
fumecheng-13266	470	33	mechanics	mechanic	NOUN
fumecheng-13266	470	34	and	and	CCONJ
fumecheng-13266	470	35	the	the	DET
fumecheng-13266	470	36	essential	essential	ADJ
fumecheng-13266	470	37	nature	nature	NOUN
fumecheng-13266	470	38	of	of	ADP
fumecheng-13266	470	39	the	the	DET
fumecheng-13266	470	40	data	datum	NOUN
fumecheng-13266	470	41	involved	involve	VERB
fumecheng-13266	470	42	.	.	PUNCT
fumecheng-13266	471	1	3.4	3.4	NUM
fumecheng-13266	471	2	.	.	PUNCT
fumecheng-13266	471	3	discussion	discussion	NOUN
fumecheng-13266	471	4	the	the	DET
fumecheng-13266	471	5	deep	deep	ADJ
fumecheng-13266	471	6	learning	learning	NOUN
fumecheng-13266	471	7	model	model	NOUN
fumecheng-13266	471	8	developed	develop	VERB
fumecheng-13266	471	9	in	in	ADP
fumecheng-13266	471	10	this	this	DET
fumecheng-13266	471	11	study	study	NOUN
fumecheng-13266	471	12	has	have	AUX
fumecheng-13266	471	13	shown	show	VERB
fumecheng-13266	471	14	significant	significant	ADJ
fumecheng-13266	471	15	success	success	NOUN
fumecheng-13266	471	16	in	in	ADP
fumecheng-13266	471	17	predicting	predict	VERB
fumecheng-13266	471	18	the	the	DET
fumecheng-13266	471	19	contact	contact	NOUN
fumecheng-13266	471	20	area	area	NOUN
fumecheng-13266	471	21	distribution	distribution	NOUN
fumecheng-13266	471	22	in	in	ADP
fumecheng-13266	471	23	contact	contact	NOUN
fumecheng-13266	471	24	mechanics	mechanic	NOUN
fumecheng-13266	471	25	problems	problem	NOUN
fumecheng-13266	471	26	.	.	PUNCT
fumecheng-13266	472	1	however	however	ADV
fumecheng-13266	472	2	,	,	PUNCT
fumecheng-13266	472	3	it	it	PRON
fumecheng-13266	472	4	also	also	ADV
fumecheng-13266	472	5	revealed	reveal	VERB
fumecheng-13266	472	6	several	several	ADJ
fumecheng-13266	472	7	important	important	ADJ
fumecheng-13266	472	8	limitations	limitation	NOUN
fumecheng-13266	472	9	and	and	CCONJ
fumecheng-13266	472	10	areas	area	NOUN
fumecheng-13266	472	11	for	for	ADP
fumecheng-13266	472	12	improvement	improvement	NOUN
fumecheng-13266	472	13	.	.	PUNCT
fumecheng-13266	473	1	notably	notably	ADV
fumecheng-13266	473	2	,	,	PUNCT
fumecheng-13266	473	3	issues	issue	NOUN
fumecheng-13266	473	4	stemming	stem	VERB
fumecheng-13266	473	5	from	from	ADP
fumecheng-13266	473	6	the	the	DET
fumecheng-13266	473	7	characteristics	characteristic	NOUN
fumecheng-13266	473	8	of	of	ADP
fumecheng-13266	473	9	the	the	DET
fumecheng-13266	473	10	training	training	NOUN
fumecheng-13266	473	11	dataset	dataset	NOUN
fumecheng-13266	473	12	were	be	AUX
fumecheng-13266	473	13	found	find	VERB
fumecheng-13266	473	14	to	to	PART
fumecheng-13266	473	15	have	have	VERB
fumecheng-13266	473	16	a	a	DET
fumecheng-13266	473	17	substantial	substantial	ADJ
fumecheng-13266	473	18	impact	impact	NOUN
fumecheng-13266	473	19	on	on	ADP
fumecheng-13266	473	20	model	model	NOUN
fumecheng-13266	473	21	performance	performance	NOUN
fumecheng-13266	473	22	.	.	PUNCT
fumecheng-13266	474	1	the	the	DET
fumecheng-13266	474	2	most	most	ADV
fumecheng-13266	474	3	prominent	prominent	ADJ
fumecheng-13266	474	4	issue	issue	NOUN
fumecheng-13266	474	5	is	be	AUX
fumecheng-13266	474	6	the	the	DET
fumecheng-13266	474	7	severe	severe	ADJ
fumecheng-13266	474	8	class	class	NOUN
fumecheng-13266	474	9	imbalance	imbalance	NOUN
fumecheng-13266	474	10	inherent	inherent	ADJ
fumecheng-13266	474	11	in	in	ADP
fumecheng-13266	474	12	the	the	DET
fumecheng-13266	474	13	contact	contact	NOUN
fumecheng-13266	474	14	data	datum	NOUN
fumecheng-13266	474	15	.	.	PUNCT
fumecheng-13266	475	1	in	in	ADP
fumecheng-13266	475	2	most	most	ADJ
fumecheng-13266	475	3	cases	case	NOUN
fumecheng-13266	475	4	,	,	PUNCT
fumecheng-13266	475	5	the	the	DET
fumecheng-13266	475	6	number	number	NOUN
fumecheng-13266	475	7	of	of	ADP
fumecheng-13266	475	8	pixels	pixel	NOUN
fumecheng-13266	475	9	corresponding	correspond	VERB
fumecheng-13266	475	10	to	to	ADP
fumecheng-13266	475	11	the	the	DET
fumecheng-13266	475	12	noncontact	noncontact	ADJ
fumecheng-13266	475	13	areas	area	NOUN
fumecheng-13266	475	14	far	far	ADV
fumecheng-13266	475	15	exceeded	exceed	VERB
fumecheng-13266	475	16	those	those	PRON
fumecheng-13266	475	17	in	in	ADP
fumecheng-13266	475	18	the	the	DET
fumecheng-13266	475	19	contact	contact	NOUN
fumecheng-13266	475	20	areas	area	NOUN
fumecheng-13266	475	21	.	.	PUNCT
fumecheng-13266	476	1	this	this	DET
fumecheng-13266	476	2	"	"	PUNCT
fumecheng-13266	476	3	intrinsic	intrinsic	ADJ
fumecheng-13266	476	4	imbalance	imbalance	NOUN
fumecheng-13266	476	5	"	"	PUNCT
fumecheng-13266	476	6	can	can	AUX
fumecheng-13266	476	7	cause	cause	VERB
fumecheng-13266	476	8	the	the	DET
fumecheng-13266	476	9	model	model	NOUN
fumecheng-13266	476	10	to	to	PART
fumecheng-13266	476	11	become	become	VERB
fumecheng-13266	476	12	excessively	excessively	ADV
fumecheng-13266	476	13	biased	biased	ADJ
fumecheng-13266	476	14	toward	toward	ADP
fumecheng-13266	476	15	the	the	DET
fumecheng-13266	476	16	majority	majority	NOUN
fumecheng-13266	476	17	class	class	NOUN
fumecheng-13266	476	18	(	(	PUNCT
fumecheng-13266	476	19	noncontact	noncontact	ADJ
fumecheng-13266	476	20	areas	area	NOUN
fumecheng-13266	476	21	)	)	PUNCT
fumecheng-13266	476	22	,	,	PUNCT
fumecheng-13266	476	23	resulting	result	VERB
fumecheng-13266	476	24	in	in	ADP
fumecheng-13266	476	25	a	a	DET
fumecheng-13266	476	26	significant	significant	ADJ
fumecheng-13266	476	27	reduction	reduction	NOUN
fumecheng-13266	476	28	in	in	ADP
fumecheng-13266	476	29	the	the	DET
fumecheng-13266	476	30	prediction	prediction	NOUN
fumecheng-13266	476	31	accuracy	accuracy	NOUN
fumecheng-13266	476	32	for	for	ADP
fumecheng-13266	476	33	the	the	DET
fumecheng-13266	476	34	minority	minority	NOUN
fumecheng-13266	476	35	class	class	NOUN
fumecheng-13266	476	36	(	(	PUNCT
fumecheng-13266	476	37	contact	contact	NOUN
fumecheng-13266	476	38	areas	area	NOUN
fumecheng-13266	476	39	)	)	PUNCT
fumecheng-13266	476	40	.	.	PUNCT
fumecheng-13266	477	1	according	accord	VERB
fumecheng-13266	477	2	to	to	ADP
fumecheng-13266	477	3	buda	buda	PROPN
fumecheng-13266	477	4	et	et	PROPN
fumecheng-13266	477	5	al	al	PROPN
fumecheng-13266	477	6	.	.	PUNCT
fumecheng-13266	478	1	[	[	X
fumecheng-13266	478	2	44	44	NUM
fumecheng-13266	478	3	]	]	PUNCT
fumecheng-13266	478	4	,	,	PUNCT
fumecheng-13266	478	5	class	class	NOUN
fumecheng-13266	478	6	imbalance	imbalance	NOUN
fumecheng-13266	478	7	in	in	ADP
fumecheng-13266	478	8	deep	deep	ADJ
fumecheng-13266	478	9	neural	neural	ADJ
fumecheng-13266	478	10	networks	network	NOUN
fumecheng-13266	478	11	negatively	negatively	ADV
fumecheng-13266	478	12	affects	affect	VERB
fumecheng-13266	478	13	the	the	DET
fumecheng-13266	478	14	model	model	NOUN
fumecheng-13266	478	15	performance	performance	NOUN
fumecheng-13266	478	16	,	,	PUNCT
fumecheng-13266	478	17	and	and	CCONJ
fumecheng-13266	478	18	this	this	DET
fumecheng-13266	478	19	effect	effect	NOUN
fumecheng-13266	478	20	becomes	become	VERB
fumecheng-13266	478	21	more	more	ADV
fumecheng-13266	478	22	severe	severe	ADJ
fumecheng-13266	478	23	as	as	ADP
fumecheng-13266	478	24	the	the	DET
fumecheng-13266	478	25	imbalance	imbalance	NOUN
fumecheng-13266	478	26	ratio	ratio	NOUN
fumecheng-13266	478	27	increases	increase	NOUN
fumecheng-13266	478	28	.	.	PUNCT
fumecheng-13266	479	1	this	this	DET
fumecheng-13266	479	2	class	class	NOUN
fumecheng-13266	479	3	imbalance	imbalance	NOUN
fumecheng-13266	479	4	is	be	AUX
fumecheng-13266	479	5	further	far	ADV
fumecheng-13266	479	6	compounded	compound	VERB
fumecheng-13266	479	7	by	by	ADP
fumecheng-13266	479	8	the	the	DET
fumecheng-13266	479	9	characteristics	characteristic	NOUN
fumecheng-13266	479	10	of	of	ADP
fumecheng-13266	479	11	learning	learn	VERB
fumecheng-13266	479	12	algorithms	algorithm	NOUN
fumecheng-13266	479	13	.	.	PUNCT
fumecheng-13266	480	1	the	the	DET
fumecheng-13266	480	2	commonly	commonly	ADV
fumecheng-13266	480	3	used	use	VERB
fumecheng-13266	480	4	cross	cross	ADJ
fumecheng-13266	480	5	-	-	ADJ
fumecheng-13266	480	6	entropy	entropy	ADJ
fumecheng-13266	480	7	loss	loss	NOUN
fumecheng-13266	480	8	function	function	NOUN
fumecheng-13266	480	9	assumes	assume	VERB
fumecheng-13266	480	10	a	a	DET
fumecheng-13266	480	11	balanced	balanced	ADJ
fumecheng-13266	480	12	dataset	dataset	NOUN
fumecheng-13266	480	13	and	and	CCONJ
fumecheng-13266	480	14	may	may	AUX
fumecheng-13266	480	15	not	not	PART
fumecheng-13266	480	16	perform	perform	VERB
fumecheng-13266	480	17	optimally	optimally	ADV
fumecheng-13266	480	18	under	under	ADP
fumecheng-13266	480	19	severe	severe	ADJ
fumecheng-13266	480	20	imbalance	imbalance	NOUN
fumecheng-13266	480	21	[	[	X
fumecheng-13266	480	22	45	45	NUM
fumecheng-13266	480	23	]	]	PUNCT
fumecheng-13266	480	24	.	.	PUNCT
fumecheng-13266	481	1	moreover	moreover	ADV
fumecheng-13266	481	2	,	,	PUNCT
fumecheng-13266	481	3	in	in	ADP
fumecheng-13266	481	4	batch	batch	NOUN
fumecheng-13266	481	5	-	-	PUNCT
fumecheng-13266	481	6	based	base	VERB
fumecheng-13266	481	7	learning	learning	NOUN
fumecheng-13266	481	8	,	,	PUNCT
fumecheng-13266	481	9	if	if	SCONJ
fumecheng-13266	481	10	the	the	DET
fumecheng-13266	481	11	minority	minority	NOUN
fumecheng-13266	481	12	class	class	NOUN
fumecheng-13266	481	13	is	be	AUX
fumecheng-13266	481	14	not	not	PART
fumecheng-13266	481	15	sufficiently	sufficiently	ADV
fumecheng-13266	481	16	represented	represent	VERB
fumecheng-13266	481	17	in	in	ADP
fumecheng-13266	481	18	the	the	DET
fumecheng-13266	481	19	batch	batch	NOUN
fumecheng-13266	481	20	,	,	PUNCT
fumecheng-13266	481	21	the	the	DET
fumecheng-13266	481	22	model	model	NOUN
fumecheng-13266	481	23	may	may	AUX
fumecheng-13266	481	24	fail	fail	VERB
fumecheng-13266	481	25	to	to	PART
fumecheng-13266	481	26	effectively	effectively	ADV
fumecheng-13266	481	27	learn	learn	VERB
fumecheng-13266	481	28	the	the	DET
fumecheng-13266	481	29	characteristics	characteristic	NOUN
fumecheng-13266	481	30	of	of	ADP
fumecheng-13266	481	31	that	that	DET
fumecheng-13266	481	32	class	class	NOUN
fumecheng-13266	481	33	.	.	PUNCT
fumecheng-13266	482	1	to	to	PART
fumecheng-13266	482	2	address	address	VERB
fumecheng-13266	482	3	these	these	DET
fumecheng-13266	482	4	issues	issue	NOUN
fumecheng-13266	482	5	,	,	PUNCT
fumecheng-13266	482	6	various	various	ADJ
fumecheng-13266	482	7	approaches	approach	NOUN
fumecheng-13266	482	8	can	can	AUX
fumecheng-13266	482	9	be	be	AUX
fumecheng-13266	482	10	considered	consider	VERB
fumecheng-13266	482	11	[	[	X
fumecheng-13266	482	12	46	46	NUM
fumecheng-13266	482	13	]	]	PUNCT
fumecheng-13266	482	14	.	.	PUNCT
fumecheng-13266	483	1	however	however	ADV
fumecheng-13266	483	2	,	,	PUNCT
fumecheng-13266	483	3	the	the	DET
fumecheng-13266	483	4	unique	unique	ADJ
fumecheng-13266	483	5	nature	nature	NOUN
fumecheng-13266	483	6	of	of	ADP
fumecheng-13266	483	7	contact	contact	NOUN
fumecheng-13266	483	8	mechanics	mechanic	NOUN
fumecheng-13266	483	9	problems	problem	NOUN
fumecheng-13266	483	10	must	must	AUX
fumecheng-13266	483	11	be	be	AUX
fumecheng-13266	483	12	taken	take	VERB
fumecheng-13266	483	13	into	into	ADP
fumecheng-13266	483	14	account	account	NOUN
fumecheng-13266	483	15	.	.	PUNCT
fumecheng-13266	484	1	common	common	ADJ
fumecheng-13266	484	2	techniques	technique	NOUN
fumecheng-13266	484	3	used	use	VERB
fumecheng-13266	484	4	in	in	ADP
fumecheng-13266	484	5	classification	classification	NOUN
fumecheng-13266	484	6	problems	problem	NOUN
fumecheng-13266	484	7	,	,	PUNCT
fumecheng-13266	484	8	such	such	ADJ
fumecheng-13266	484	9	as	as	ADP
fumecheng-13266	484	10	oversampling	oversample	VERB
fumecheng-13266	484	11	or	or	CCONJ
fumecheng-13266	484	12	undersampling	undersampling	ADJ
fumecheng-13266	484	13	,	,	PUNCT
fumecheng-13266	484	14	are	be	AUX
fumecheng-13266	484	15	not	not	PART
fumecheng-13266	484	16	easily	easily	ADV
fumecheng-13266	484	17	applied	apply	VERB
fumecheng-13266	484	18	to	to	ADP
fumecheng-13266	484	19	contact	contact	NOUN
fumecheng-13266	484	20	area	area	NOUN
fumecheng-13266	484	21	data	datum	NOUN
fumecheng-13266	484	22	owing	owe	VERB
fumecheng-13266	484	23	to	to	ADP
fumecheng-13266	484	24	their	their	PRON
fumecheng-13266	484	25	specific	specific	ADJ
fumecheng-13266	484	26	characteristics	characteristic	NOUN
fumecheng-13266	484	27	.	.	PUNCT
fumecheng-13266	485	1	simply	simply	ADV
fumecheng-13266	485	2	increasing	increase	VERB
fumecheng-13266	485	3	or	or	CCONJ
fumecheng-13266	485	4	decreasing	decrease	VERB
fumecheng-13266	485	5	the	the	DET
fumecheng-13266	485	6	contact	contact	NOUN
fumecheng-13266	485	7	area	area	NOUN
fumecheng-13266	485	8	data	datum	NOUN
fumecheng-13266	485	9	can	can	AUX
fumecheng-13266	485	10	distort	distort	VERB
fumecheng-13266	485	11	the	the	DET
fumecheng-13266	485	12	physical	physical	ADJ
fumecheng-13266	485	13	meaning	meaning	NOUN
fumecheng-13266	485	14	.	.	PUNCT
fumecheng-13266	486	1	instead	instead	ADV
fumecheng-13266	486	2	,	,	PUNCT
fumecheng-13266	486	3	algorithmlevel	algorithmlevel	NOUN
fumecheng-13266	486	4	approaches	approach	NOUN
fumecheng-13266	486	5	may	may	AUX
fumecheng-13266	486	6	be	be	AUX
fumecheng-13266	486	7	more	more	ADV
fumecheng-13266	486	8	appropriate	appropriate	ADJ
fumecheng-13266	486	9	.	.	PUNCT
fumecheng-13266	487	1	for	for	ADP
fumecheng-13266	487	2	example	example	NOUN
fumecheng-13266	487	3	,	,	PUNCT
fumecheng-13266	487	4	a	a	DET
fumecheng-13266	487	5	weighted	weight	VERB
fumecheng-13266	487	6	loss	loss	NOUN
fumecheng-13266	487	7	function	function	NOUN
fumecheng-13266	487	8	that	that	PRON
fumecheng-13266	487	9	assigns	assign	VERB
fumecheng-13266	487	10	greater	great	ADJ
fumecheng-13266	487	11	weight	weight	NOUN
fumecheng-13266	487	12	to	to	ADP
fumecheng-13266	487	13	the	the	DET
fumecheng-13266	487	14	minority	minority	NOUN
fumecheng-13266	487	15	class	class	NOUN
fumecheng-13266	487	16	(	(	PUNCT
fumecheng-13266	487	17	contact	contact	NOUN
fumecheng-13266	487	18	areas	area	NOUN
fumecheng-13266	487	19	)	)	PUNCT
fumecheng-13266	487	20	can	can	AUX
fumecheng-13266	487	21	be	be	AUX
fumecheng-13266	487	22	considered	consider	VERB
fumecheng-13266	487	23	.	.	PUNCT
fumecheng-13266	488	1	this	this	PRON
fumecheng-13266	488	2	would	would	AUX
fumecheng-13266	488	3	guide	guide	VERB
fumecheng-13266	488	4	the	the	DET
fumecheng-13266	488	5	model	model	NOUN
fumecheng-13266	488	6	to	to	PART
fumecheng-13266	488	7	pay	pay	VERB
fumecheng-13266	488	8	more	more	ADJ
fumecheng-13266	488	9	attention	attention	NOUN
fumecheng-13266	488	10	to	to	ADP
fumecheng-13266	488	11	the	the	DET
fumecheng-13266	488	12	contact	contact	NOUN
fumecheng-13266	488	13	areas	area	NOUN
fumecheng-13266	488	14	,	,	PUNCT
fumecheng-13266	488	15	which	which	PRON
fumecheng-13266	488	16	would	would	AUX
fumecheng-13266	488	17	help	help	VERB
fumecheng-13266	488	18	alleviate	alleviate	VERB
fumecheng-13266	488	19	the	the	DET
fumecheng-13266	488	20	class	class	NOUN
fumecheng-13266	488	21	imbalance	imbalance	NOUN
fumecheng-13266	488	22	issue	issue	NOUN
fumecheng-13266	488	23	.	.	PUNCT
fumecheng-13266	489	1	to	to	PART
fumecheng-13266	489	2	address	address	VERB
fumecheng-13266	489	3	this	this	DET
fumecheng-13266	489	4	challenge	challenge	NOUN
fumecheng-13266	489	5	,	,	PUNCT
fumecheng-13266	489	6	we	we	PRON
fumecheng-13266	489	7	employ	employ	VERB
fumecheng-13266	489	8	a	a	DET
fumecheng-13266	489	9	combined	combine	VERB
fumecheng-13266	489	10	loss	loss	NOUN
fumecheng-13266	489	11	function	function	NOUN
fumecheng-13266	489	12	.	.	PUNCT
fumecheng-13266	490	1	by	by	ADP
fumecheng-13266	490	2	integrating	integrate	VERB
fumecheng-13266	490	3	two	two	NUM
fumecheng-13266	490	4	different	different	ADJ
fumecheng-13266	490	5	loss	loss	NOUN
fumecheng-13266	490	6	functions	function	NOUN
fumecheng-13266	490	7	and	and	CCONJ
fumecheng-13266	490	8	adjusting	adjust	VERB
fumecheng-13266	490	9	the	the	DET
fumecheng-13266	490	10	weighting	weighting	NOUN
fumecheng-13266	490	11	parameters	parameter	NOUN
fumecheng-13266	490	12	,	,	PUNCT
fumecheng-13266	490	13	the	the	DET
fumecheng-13266	490	14	model	model	NOUN
fumecheng-13266	490	15	focuses	focus	VERB
fumecheng-13266	490	16	on	on	ADP
fumecheng-13266	490	17	mitigating	mitigate	VERB
fumecheng-13266	490	18	the	the	DET
fumecheng-13266	490	19	impact	impact	NOUN
fumecheng-13266	490	20	of	of	ADP
fumecheng-13266	490	21	class	class	NOUN
fumecheng-13266	490	22	imbalance	imbalance	NOUN
fumecheng-13266	490	23	.	.	PUNCT
fumecheng-13266	491	1	optimizing	optimize	VERB
fumecheng-13266	491	2	these	these	DET
fumecheng-13266	491	3	weighting	weighting	NOUN
fumecheng-13266	491	4	parameters	parameter	NOUN
fumecheng-13266	491	5	plays	play	VERB
fumecheng-13266	491	6	a	a	DET
fumecheng-13266	491	7	crucial	crucial	ADJ
fumecheng-13266	491	8	role	role	NOUN
fumecheng-13266	491	9	in	in	ADP
fumecheng-13266	491	10	improving	improve	VERB
fumecheng-13266	491	11	the	the	DET
fumecheng-13266	491	12	prediction	prediction	NOUN
fumecheng-13266	491	13	accuracy	accuracy	NOUN
fumecheng-13266	491	14	of	of	ADP
fumecheng-13266	491	15	the	the	DET
fumecheng-13266	491	16	model	model	NOUN
fumecheng-13266	491	17	,	,	PUNCT
fumecheng-13266	491	18	particularly	particularly	ADV
fumecheng-13266	491	19	in	in	ADP
fumecheng-13266	491	20	scenarios	scenario	NOUN
fumecheng-13266	491	21	with	with	ADP
fumecheng-13266	491	22	low	low	ADJ
fumecheng-13266	491	23	contact	contact	NOUN
fumecheng-13266	491	24	loads	load	NOUN
fumecheng-13266	491	25	.	.	PUNCT
fumecheng-13266	492	1	however	however	ADV
fumecheng-13266	492	2	,	,	PUNCT
fumecheng-13266	492	3	despite	despite	SCONJ
fumecheng-13266	492	4	these	these	DET
fumecheng-13266	492	5	efforts	effort	NOUN
fumecheng-13266	492	6	,	,	PUNCT
fumecheng-13266	492	7	the	the	DET
fumecheng-13266	492	8	class	class	NOUN
fumecheng-13266	492	9	imbalance	imbalance	NOUN
fumecheng-13266	492	10	issue	issue	NOUN
fumecheng-13266	492	11	has	have	AUX
fumecheng-13266	492	12	not	not	PART
fumecheng-13266	492	13	been	be	AUX
fumecheng-13266	492	14	fully	fully	ADV
fumecheng-13266	492	15	resolved	resolve	VERB
fumecheng-13266	492	16	and	and	CCONJ
fumecheng-13266	492	17	performance	performance	NOUN
fumecheng-13266	492	18	degradation	degradation	NOUN
fumecheng-13266	492	19	is	be	AUX
fumecheng-13266	492	20	still	still	ADV
fumecheng-13266	492	21	observed	observe	VERB
fumecheng-13266	492	22	in	in	ADP
fumecheng-13266	492	23	cases	case	NOUN
fumecheng-13266	492	24	of	of	ADP
fumecheng-13266	492	25	extreme	extreme	ADJ
fumecheng-13266	492	26	imbalance	imbalance	NOUN
fumecheng-13266	492	27	.	.	PUNCT
fumecheng-13266	493	1	therefore	therefore	ADV
fumecheng-13266	493	2	,	,	PUNCT
fumecheng-13266	493	3	further	further	ADJ
fumecheng-13266	493	4	development	development	NOUN
fumecheng-13266	493	5	of	of	ADP
fumecheng-13266	493	6	more	more	ADV
fumecheng-13266	493	7	effective	effective	ADJ
fumecheng-13266	493	8	loss	loss	NOUN
fumecheng-13266	493	9	functions	function	NOUN
fumecheng-13266	493	10	and	and	CCONJ
fumecheng-13266	493	11	additional	additional	ADJ
fumecheng-13266	493	12	training	training	NOUN
fumecheng-13266	493	13	strategies	strategy	NOUN
fumecheng-13266	493	14	are	be	AUX
fumecheng-13266	493	15	necessary	necessary	ADJ
fumecheng-13266	493	16	.	.	PUNCT
fumecheng-13266	494	1	782	782	NUM
fumecheng-13266	494	2	i.	i.	PROPN
fumecheng-13266	494	3	jang	jang	PROPN
fumecheng-13266	494	4	,	,	PUNCT
fumecheng-13266	494	5	y.h	y.h	PROPN
fumecheng-13266	494	6	.	.	PROPN
fumecheng-13266	494	7	jang	jang	PROPN
fumecheng-13266	494	8	in	in	ADP
fumecheng-13266	494	9	addition	addition	NOUN
fumecheng-13266	494	10	,	,	PUNCT
fumecheng-13266	494	11	strategies	strategy	NOUN
fumecheng-13266	494	12	that	that	PRON
fumecheng-13266	494	13	consider	consider	VERB
fumecheng-13266	494	14	class	class	NOUN
fumecheng-13266	494	15	balance	balance	NOUN
fumecheng-13266	494	16	when	when	SCONJ
fumecheng-13266	494	17	constructing	construct	VERB
fumecheng-13266	494	18	batches	batch	NOUN
fumecheng-13266	494	19	can	can	AUX
fumecheng-13266	494	20	be	be	AUX
fumecheng-13266	494	21	modified	modify	VERB
fumecheng-13266	494	22	and	and	CCONJ
fumecheng-13266	494	23	applied	apply	VERB
fumecheng-13266	494	24	.	.	PUNCT
fumecheng-13266	495	1	for	for	ADP
fumecheng-13266	495	2	example	example	NOUN
fumecheng-13266	495	3	,	,	PUNCT
fumecheng-13266	495	4	constructing	construct	VERB
fumecheng-13266	495	5	batches	batch	NOUN
fumecheng-13266	495	6	by	by	ADP
fumecheng-13266	495	7	sampling	sample	VERB
fumecheng-13266	495	8	image	image	NOUN
fumecheng-13266	495	9	patches	patch	NOUN
fumecheng-13266	495	10	with	with	ADP
fumecheng-13266	495	11	smaller	small	ADJ
fumecheng-13266	495	12	contact	contact	NOUN
fumecheng-13266	495	13	areas	area	NOUN
fumecheng-13266	495	14	more	more	ADV
fumecheng-13266	495	15	frequently	frequently	ADV
fumecheng-13266	495	16	could	could	AUX
fumecheng-13266	495	17	help	help	VERB
fumecheng-13266	495	18	strengthen	strengthen	VERB
fumecheng-13266	495	19	the	the	DET
fumecheng-13266	495	20	information	information	NOUN
fumecheng-13266	495	21	about	about	ADP
fumecheng-13266	495	22	minor	minor	ADJ
fumecheng-13266	495	23	contact	contact	NOUN
fumecheng-13266	495	24	areas	area	NOUN
fumecheng-13266	495	25	during	during	ADP
fumecheng-13266	495	26	the	the	DET
fumecheng-13266	495	27	learning	learning	NOUN
fumecheng-13266	495	28	process	process	NOUN
fumecheng-13266	495	29	while	while	SCONJ
fumecheng-13266	495	30	preserving	preserve	VERB
fumecheng-13266	495	31	the	the	DET
fumecheng-13266	495	32	physical	physical	ADJ
fumecheng-13266	495	33	meaning	meaning	NOUN
fumecheng-13266	495	34	of	of	ADP
fumecheng-13266	495	35	the	the	DET
fumecheng-13266	495	36	data	datum	NOUN
fumecheng-13266	495	37	.	.	PUNCT
fumecheng-13266	496	1	a	a	DET
fumecheng-13266	496	2	two	two	NUM
fumecheng-13266	496	3	-	-	PUNCT
fumecheng-13266	496	4	stage	stage	NOUN
fumecheng-13266	496	5	learning	learning	NOUN
fumecheng-13266	496	6	approach	approach	NOUN
fumecheng-13266	496	7	could	could	AUX
fumecheng-13266	496	8	also	also	ADV
fumecheng-13266	496	9	be	be	AUX
fumecheng-13266	496	10	considered	consider	VERB
fumecheng-13266	496	11	.	.	PUNCT
fumecheng-13266	497	1	in	in	ADP
fumecheng-13266	497	2	the	the	DET
fumecheng-13266	497	3	first	first	ADJ
fumecheng-13266	497	4	stage	stage	NOUN
fumecheng-13266	497	5	,	,	PUNCT
fumecheng-13266	497	6	the	the	DET
fumecheng-13266	497	7	model	model	NOUN
fumecheng-13266	497	8	would	would	AUX
fumecheng-13266	497	9	learn	learn	VERB
fumecheng-13266	497	10	to	to	PART
fumecheng-13266	497	11	extract	extract	VERB
fumecheng-13266	497	12	features	feature	NOUN
fumecheng-13266	497	13	from	from	ADP
fumecheng-13266	497	14	the	the	DET
fumecheng-13266	497	15	entire	entire	ADJ
fumecheng-13266	497	16	image	image	NOUN
fumecheng-13266	497	17	.	.	PUNCT
fumecheng-13266	498	1	in	in	ADP
fumecheng-13266	498	2	the	the	DET
fumecheng-13266	498	3	second	second	ADJ
fumecheng-13266	498	4	stage	stage	NOUN
fumecheng-13266	498	5	,	,	PUNCT
fumecheng-13266	498	6	it	it	PRON
fumecheng-13266	498	7	would	would	AUX
fumecheng-13266	498	8	focus	focus	VERB
fumecheng-13266	498	9	on	on	ADP
fumecheng-13266	498	10	predicting	predict	VERB
fumecheng-13266	498	11	the	the	DET
fumecheng-13266	498	12	contact	contact	NOUN
fumecheng-13266	498	13	areas	area	NOUN
fumecheng-13266	498	14	based	base	VERB
fumecheng-13266	498	15	on	on	ADP
fumecheng-13266	498	16	the	the	DET
fumecheng-13266	498	17	extracted	extract	VERB
fumecheng-13266	498	18	features	feature	NOUN
fumecheng-13266	498	19	.	.	PUNCT
fumecheng-13266	499	1	this	this	DET
fumecheng-13266	499	2	method	method	NOUN
fumecheng-13266	499	3	would	would	AUX
fumecheng-13266	499	4	allow	allow	VERB
fumecheng-13266	499	5	the	the	DET
fumecheng-13266	499	6	model	model	NOUN
fumecheng-13266	499	7	to	to	PART
fumecheng-13266	499	8	learn	learn	VERB
fumecheng-13266	499	9	both	both	CCONJ
fumecheng-13266	499	10	the	the	DET
fumecheng-13266	499	11	overall	overall	ADJ
fumecheng-13266	499	12	surface	surface	NOUN
fumecheng-13266	499	13	geometry	geometry	NOUN
fumecheng-13266	499	14	and	and	CCONJ
fumecheng-13266	499	15	the	the	DET
fumecheng-13266	499	16	localized	localize	VERB
fumecheng-13266	499	17	contact	contact	NOUN
fumecheng-13266	499	18	information	information	NOUN
fumecheng-13266	499	19	in	in	ADP
fumecheng-13266	499	20	a	a	DET
fumecheng-13266	499	21	balanced	balanced	ADJ
fumecheng-13266	499	22	manner	manner	NOUN
fumecheng-13266	499	23	.	.	PUNCT
fumecheng-13266	500	1	moreover	moreover	ADV
fumecheng-13266	500	2	,	,	PUNCT
fumecheng-13266	500	3	adding	add	VERB
fumecheng-13266	500	4	physical	physical	ADJ
fumecheng-13266	500	5	constraints	constraint	NOUN
fumecheng-13266	500	6	from	from	ADP
fumecheng-13266	500	7	contact	contact	NOUN
fumecheng-13266	500	8	mechanics	mechanic	NOUN
fumecheng-13266	500	9	to	to	ADP
fumecheng-13266	500	10	the	the	DET
fumecheng-13266	500	11	loss	loss	NOUN
fumecheng-13266	500	12	function	function	NOUN
fumecheng-13266	500	13	could	could	AUX
fumecheng-13266	500	14	be	be	AUX
fumecheng-13266	500	15	another	another	DET
fumecheng-13266	500	16	potential	potential	ADJ
fumecheng-13266	500	17	improvement	improvement	NOUN
fumecheng-13266	500	18	[	[	X
fumecheng-13266	500	19	47	47	NUM
fumecheng-13266	500	20	]	]	PUNCT
fumecheng-13266	500	21	.	.	PUNCT
fumecheng-13266	501	1	for	for	ADP
fumecheng-13266	501	2	instance	instance	NOUN
fumecheng-13266	501	3	,	,	PUNCT
fumecheng-13266	501	4	using	use	VERB
fumecheng-13266	501	5	the	the	DET
fumecheng-13266	501	6	relationship	relationship	NOUN
fumecheng-13266	501	7	between	between	ADP
fumecheng-13266	501	8	the	the	DET
fumecheng-13266	501	9	predicted	predict	VERB
fumecheng-13266	501	10	contact	contact	NOUN
fumecheng-13266	501	11	area	area	NOUN
fumecheng-13266	501	12	and	and	CCONJ
fumecheng-13266	501	13	actual	actual	ADJ
fumecheng-13266	501	14	load	load	NOUN
fumecheng-13266	501	15	as	as	ADP
fumecheng-13266	501	16	a	a	DET
fumecheng-13266	501	17	constraint	constraint	NOUN
fumecheng-13266	501	18	could	could	AUX
fumecheng-13266	501	19	lead	lead	VERB
fumecheng-13266	501	20	to	to	ADP
fumecheng-13266	501	21	physically	physically	ADV
fumecheng-13266	501	22	valid	valid	ADJ
fumecheng-13266	501	23	predictions	prediction	NOUN
fumecheng-13266	501	24	.	.	PUNCT
fumecheng-13266	502	1	this	this	DET
fumecheng-13266	502	2	hybrid	hybrid	ADJ
fumecheng-13266	502	3	approach	approach	NOUN
fumecheng-13266	502	4	,	,	PUNCT
fumecheng-13266	502	5	which	which	PRON
fumecheng-13266	502	6	combines	combine	VERB
fumecheng-13266	502	7	data	data	NOUN
fumecheng-13266	502	8	-	-	PUNCT
fumecheng-13266	502	9	driven	drive	VERB
fumecheng-13266	502	10	learning	learning	NOUN
fumecheng-13266	502	11	with	with	ADP
fumecheng-13266	502	12	physics	physics	NOUN
fumecheng-13266	502	13	-	-	PUNCT
fumecheng-13266	502	14	based	base	VERB
fumecheng-13266	502	15	modeling	modeling	NOUN
fumecheng-13266	502	16	,	,	PUNCT
fumecheng-13266	502	17	offers	offer	VERB
fumecheng-13266	502	18	a	a	DET
fumecheng-13266	502	19	method	method	NOUN
fumecheng-13266	502	20	for	for	ADP
fumecheng-13266	502	21	mitigating	mitigate	VERB
fumecheng-13266	502	22	class	class	NOUN
fumecheng-13266	502	23	imbalance	imbalance	NOUN
fumecheng-13266	502	24	while	while	SCONJ
fumecheng-13266	502	25	preserving	preserve	VERB
fumecheng-13266	502	26	physical	physical	ADJ
fumecheng-13266	502	27	relevance	relevance	NOUN
fumecheng-13266	502	28	.	.	PUNCT
fumecheng-13266	503	1	future	future	ADJ
fumecheng-13266	503	2	research	research	NOUN
fumecheng-13266	503	3	should	should	AUX
fumecheng-13266	503	4	empirically	empirically	ADV
fumecheng-13266	503	5	evaluate	evaluate	VERB
fumecheng-13266	503	6	the	the	DET
fumecheng-13266	503	7	effectiveness	effectiveness	NOUN
fumecheng-13266	503	8	of	of	ADP
fumecheng-13266	503	9	these	these	DET
fumecheng-13266	503	10	methods	method	NOUN
fumecheng-13266	503	11	and	and	CCONJ
fumecheng-13266	503	12	develop	develop	VERB
fumecheng-13266	503	13	extended	extend	VERB
fumecheng-13266	503	14	deep	deep	ADJ
fumecheng-13266	503	15	learning	learning	NOUN
fumecheng-13266	503	16	algorithms	algorithm	NOUN
fumecheng-13266	503	17	tailored	tailor	VERB
fumecheng-13266	503	18	to	to	PART
fumecheng-13266	503	19	contact	contact	VERB
fumecheng-13266	503	20	mechanics	mechanic	NOUN
fumecheng-13266	503	21	problems	problem	NOUN
fumecheng-13266	503	22	.	.	PUNCT
fumecheng-13266	504	1	in	in	ADP
fumecheng-13266	504	2	particular	particular	ADJ
fumecheng-13266	504	3	,	,	PUNCT
fumecheng-13266	504	4	expanding	expand	VERB
fumecheng-13266	504	5	the	the	DET
fumecheng-13266	504	6	model	model	NOUN
fumecheng-13266	504	7	to	to	PART
fumecheng-13266	504	8	predict	predict	VERB
fumecheng-13266	504	9	contact	contact	NOUN
fumecheng-13266	504	10	area	area	NOUN
fumecheng-13266	504	11	distribution	distribution	NOUN
fumecheng-13266	504	12	(	(	PUNCT
fumecheng-13266	504	13	a	a	DET
fumecheng-13266	504	14	binary	binary	ADJ
fumecheng-13266	504	15	classification	classification	NOUN
fumecheng-13266	504	16	problem	problem	NOUN
fumecheng-13266	504	17	)	)	PUNCT
fumecheng-13266	504	18	and	and	CCONJ
fumecheng-13266	504	19	contact	contact	NOUN
fumecheng-13266	504	20	pressure	pressure	NOUN
fumecheng-13266	504	21	distribution	distribution	NOUN
fumecheng-13266	504	22	(	(	PUNCT
fumecheng-13266	504	23	a	a	DET
fumecheng-13266	504	24	regression	regression	NOUN
fumecheng-13266	504	25	problem	problem	NOUN
fumecheng-13266	504	26	with	with	ADP
fumecheng-13266	504	27	continuous	continuous	ADJ
fumecheng-13266	504	28	values	value	NOUN
fumecheng-13266	504	29	)	)	PUNCT
fumecheng-13266	504	30	will	will	AUX
fumecheng-13266	504	31	be	be	AUX
fumecheng-13266	504	32	essential	essential	ADJ
fumecheng-13266	504	33	.	.	PUNCT
fumecheng-13266	505	1	overcoming	overcome	VERB
fumecheng-13266	505	2	the	the	DET
fumecheng-13266	505	3	intrinsic	intrinsic	ADJ
fumecheng-13266	505	4	differences	difference	NOUN
fumecheng-13266	505	5	between	between	ADP
fumecheng-13266	505	6	these	these	DET
fumecheng-13266	505	7	two	two	NUM
fumecheng-13266	505	8	problems	problem	NOUN
fumecheng-13266	505	9	requires	require	VERB
fumecheng-13266	505	10	the	the	DET
fumecheng-13266	505	11	development	development	NOUN
fumecheng-13266	505	12	of	of	ADP
fumecheng-13266	505	13	a	a	DET
fumecheng-13266	505	14	new	new	ADJ
fumecheng-13266	505	15	architecture	architecture	NOUN
fumecheng-13266	505	16	.	.	PUNCT
fumecheng-13266	506	1	one	one	NUM
fumecheng-13266	506	2	promising	promise	VERB
fumecheng-13266	506	3	approach	approach	NOUN
fumecheng-13266	506	4	is	be	AUX
fumecheng-13266	506	5	the	the	DET
fumecheng-13266	506	6	application	application	NOUN
fumecheng-13266	506	7	of	of	ADP
fumecheng-13266	506	8	generative	generative	ADJ
fumecheng-13266	506	9	adversarial	adversarial	ADJ
fumecheng-13266	506	10	networks	network	NOUN
fumecheng-13266	506	11	(	(	PUNCT
fumecheng-13266	506	12	gans	gan	NOUN
fumecheng-13266	506	13	)	)	PUNCT
fumecheng-13266	506	14	.	.	PUNCT
fumecheng-13266	507	1	through	through	ADP
fumecheng-13266	507	2	competitive	competitive	ADJ
fumecheng-13266	507	3	learning	learning	NOUN
fumecheng-13266	507	4	between	between	ADP
fumecheng-13266	507	5	a	a	DET
fumecheng-13266	507	6	generator	generator	NOUN
fumecheng-13266	507	7	and	and	CCONJ
fumecheng-13266	507	8	a	a	DET
fumecheng-13266	507	9	discriminator	discriminator	NOUN
fumecheng-13266	507	10	network	network	NOUN
fumecheng-13266	507	11	,	,	PUNCT
fumecheng-13266	507	12	gans	gan	NOUN
fumecheng-13266	507	13	can	can	AUX
fumecheng-13266	507	14	generate	generate	VERB
fumecheng-13266	507	15	high	high	ADJ
fumecheng-13266	507	16	-	-	PUNCT
fumecheng-13266	507	17	quality	quality	NOUN
fumecheng-13266	507	18	images	image	NOUN
fumecheng-13266	507	19	[	[	X
fumecheng-13266	507	20	48	48	NUM
fumecheng-13266	507	21	]	]	PUNCT
fumecheng-13266	507	22	.	.	PUNCT
fumecheng-13266	508	1	by	by	ADP
fumecheng-13266	508	2	applying	apply	VERB
fumecheng-13266	508	3	gans	gan	NOUN
fumecheng-13266	508	4	to	to	ADP
fumecheng-13266	508	5	contact	contact	NOUN
fumecheng-13266	508	6	-	-	PUNCT
fumecheng-13266	508	7	pressure	pressure	NOUN
fumecheng-13266	508	8	distribution	distribution	NOUN
fumecheng-13266	508	9	prediction	prediction	NOUN
fumecheng-13266	508	10	,	,	PUNCT
fumecheng-13266	508	11	it	it	PRON
fumecheng-13266	508	12	is	be	AUX
fumecheng-13266	508	13	expected	expect	VERB
fumecheng-13266	508	14	that	that	SCONJ
fumecheng-13266	508	15	a	a	DET
fumecheng-13266	508	16	physically	physically	ADV
fumecheng-13266	508	17	valid	valid	ADJ
fumecheng-13266	508	18	and	and	CCONJ
fumecheng-13266	508	19	detailed	detailed	ADJ
fumecheng-13266	508	20	pressure	pressure	NOUN
fumecheng-13266	508	21	distribution	distribution	NOUN
fumecheng-13266	508	22	can	can	AUX
fumecheng-13266	508	23	be	be	AUX
fumecheng-13266	508	24	generated	generate	VERB
fumecheng-13266	508	25	.	.	PUNCT
fumecheng-13266	509	1	this	this	PRON
fumecheng-13266	509	2	could	could	AUX
fumecheng-13266	509	3	provide	provide	VERB
fumecheng-13266	509	4	a	a	DET
fumecheng-13266	509	5	more	more	ADV
fumecheng-13266	509	6	realistic	realistic	ADJ
fumecheng-13266	509	7	and	and	CCONJ
fumecheng-13266	509	8	accurate	accurate	ADJ
fumecheng-13266	509	9	pressure	pressure	NOUN
fumecheng-13266	509	10	distribution	distribution	NOUN
fumecheng-13266	509	11	than	than	ADP
fumecheng-13266	509	12	simple	simple	ADJ
fumecheng-13266	509	13	regression	regression	NOUN
fumecheng-13266	509	14	models	model	NOUN
fumecheng-13266	509	15	.	.	PUNCT
fumecheng-13266	510	1	additionally	additionally	ADV
fumecheng-13266	510	2	,	,	PUNCT
fumecheng-13266	510	3	the	the	DET
fumecheng-13266	510	4	approach	approach	NOUN
fumecheng-13266	510	5	developed	develop	VERB
fumecheng-13266	510	6	in	in	ADP
fumecheng-13266	510	7	this	this	DET
fumecheng-13266	510	8	study	study	NOUN
fumecheng-13266	510	9	could	could	AUX
fumecheng-13266	510	10	be	be	AUX
fumecheng-13266	510	11	extended	extend	VERB
fumecheng-13266	510	12	to	to	PART
fumecheng-13266	510	13	predict	predict	VERB
fumecheng-13266	510	14	surface	surface	NOUN
fumecheng-13266	510	15	wear	wear	NOUN
fumecheng-13266	510	16	.	.	PUNCT
fumecheng-13266	511	1	wear	wear	NOUN
fumecheng-13266	511	2	is	be	AUX
fumecheng-13266	511	3	a	a	DET
fumecheng-13266	511	4	result	result	NOUN
fumecheng-13266	511	5	of	of	ADP
fumecheng-13266	511	6	the	the	DET
fumecheng-13266	511	7	complex	complex	ADJ
fumecheng-13266	511	8	interaction	interaction	NOUN
fumecheng-13266	511	9	between	between	ADP
fumecheng-13266	511	10	contact	contact	NOUN
fumecheng-13266	511	11	-	-	PUNCT
fumecheng-13266	511	12	pressure	pressure	NOUN
fumecheng-13266	511	13	distribution	distribution	NOUN
fumecheng-13266	511	14	and	and	CCONJ
fumecheng-13266	511	15	relative	relative	ADJ
fumecheng-13266	511	16	motion	motion	NOUN
fumecheng-13266	511	17	,	,	PUNCT
fumecheng-13266	511	18	which	which	PRON
fumecheng-13266	511	19	leads	lead	VERB
fumecheng-13266	511	20	to	to	ADP
fumecheng-13266	511	21	changes	change	NOUN
fumecheng-13266	511	22	in	in	ADP
fumecheng-13266	511	23	the	the	DET
fumecheng-13266	511	24	surface	surface	NOUN
fumecheng-13266	511	25	geometry	geometry	NOUN
fumecheng-13266	511	26	over	over	ADP
fumecheng-13266	511	27	time	time	NOUN
fumecheng-13266	511	28	.	.	PUNCT
fumecheng-13266	512	1	it	it	PRON
fumecheng-13266	512	2	would	would	AUX
fumecheng-13266	512	3	be	be	AUX
fumecheng-13266	512	4	possible	possible	ADJ
fumecheng-13266	512	5	to	to	PART
fumecheng-13266	512	6	use	use	VERB
fumecheng-13266	512	7	a	a	DET
fumecheng-13266	512	8	deep	deep	ADJ
fumecheng-13266	512	9	learning	learning	NOUN
fumecheng-13266	512	10	model	model	NOUN
fumecheng-13266	512	11	to	to	PART
fumecheng-13266	512	12	predict	predict	VERB
fumecheng-13266	512	13	wear	wear	VERB
fumecheng-13266	512	14	patterns	pattern	NOUN
fumecheng-13266	512	15	over	over	ADP
fumecheng-13266	512	16	time	time	NOUN
fumecheng-13266	512	17	by	by	ADP
fumecheng-13266	512	18	taking	take	VERB
fumecheng-13266	512	19	the	the	DET
fumecheng-13266	512	20	initial	initial	ADJ
fumecheng-13266	512	21	surface	surface	NOUN
fumecheng-13266	512	22	geometry	geometry	NOUN
fumecheng-13266	512	23	and	and	CCONJ
fumecheng-13266	512	24	motion	motion	NOUN
fumecheng-13266	512	25	conditions	condition	NOUN
fumecheng-13266	512	26	as	as	ADP
fumecheng-13266	512	27	input	input	NOUN
fumecheng-13266	512	28	.	.	PUNCT
fumecheng-13266	513	1	this	this	PRON
fumecheng-13266	513	2	would	would	AUX
fumecheng-13266	513	3	be	be	AUX
fumecheng-13266	513	4	a	a	DET
fumecheng-13266	513	5	significant	significant	ADJ
fumecheng-13266	513	6	application	application	NOUN
fumecheng-13266	513	7	in	in	ADP
fumecheng-13266	513	8	the	the	DET
fumecheng-13266	513	9	field	field	NOUN
fumecheng-13266	513	10	of	of	ADP
fumecheng-13266	513	11	tribology	tribology	NOUN
fumecheng-13266	513	12	,	,	PUNCT
fumecheng-13266	513	13	contributing	contribute	VERB
fumecheng-13266	513	14	to	to	ADP
fumecheng-13266	513	15	the	the	DET
fumecheng-13266	513	16	prediction	prediction	NOUN
fumecheng-13266	513	17	of	of	ADP
fumecheng-13266	513	18	machine	machine	NOUN
fumecheng-13266	513	19	part	part	NOUN
fumecheng-13266	513	20	lifespan	lifespan	PROPN
fumecheng-13266	513	21	and	and	CCONJ
fumecheng-13266	513	22	optimal	optimal	ADJ
fumecheng-13266	513	23	design	design	NOUN
fumecheng-13266	513	24	.	.	PUNCT
fumecheng-13266	514	1	furthermore	furthermore	ADV
fumecheng-13266	514	2	,	,	PUNCT
fumecheng-13266	514	3	enhancing	enhance	VERB
fumecheng-13266	514	4	the	the	DET
fumecheng-13266	514	5	generalization	generalization	NOUN
fumecheng-13266	514	6	capability	capability	NOUN
fumecheng-13266	514	7	of	of	ADP
fumecheng-13266	514	8	the	the	DET
fumecheng-13266	514	9	model	model	NOUN
fumecheng-13266	514	10	developed	develop	VERB
fumecheng-13266	514	11	in	in	ADP
fumecheng-13266	514	12	this	this	DET
fumecheng-13266	514	13	study	study	NOUN
fumecheng-13266	514	14	is	be	AUX
fumecheng-13266	514	15	another	another	DET
fumecheng-13266	514	16	important	important	ADJ
fumecheng-13266	514	17	task	task	NOUN
fumecheng-13266	514	18	.	.	PUNCT
fumecheng-13266	515	1	although	although	SCONJ
fumecheng-13266	515	2	the	the	DET
fumecheng-13266	515	3	current	current	ADJ
fumecheng-13266	515	4	model	model	NOUN
fumecheng-13266	515	5	was	be	AUX
fumecheng-13266	515	6	trained	train	VERB
fumecheng-13266	515	7	under	under	ADP
fumecheng-13266	515	8	specific	specific	ADJ
fumecheng-13266	515	9	load	load	NOUN
fumecheng-13266	515	10	conditions	condition	NOUN
fumecheng-13266	515	11	and	and	CCONJ
fumecheng-13266	515	12	surface	surface	NOUN
fumecheng-13266	515	13	characteristics	characteristic	NOUN
fumecheng-13266	515	14	,	,	PUNCT
fumecheng-13266	515	15	it	it	PRON
fumecheng-13266	515	16	should	should	AUX
fumecheng-13266	515	17	be	be	AUX
fumecheng-13266	515	18	able	able	ADJ
fumecheng-13266	515	19	to	to	PART
fumecheng-13266	515	20	operate	operate	VERB
fumecheng-13266	515	21	under	under	ADP
fumecheng-13266	515	22	a	a	DET
fumecheng-13266	515	23	wider	wide	ADJ
fumecheng-13266	515	24	range	range	NOUN
fumecheng-13266	515	25	of	of	ADP
fumecheng-13266	515	26	conditions	condition	NOUN
fumecheng-13266	515	27	for	for	ADP
fumecheng-13266	515	28	practical	practical	ADJ
fumecheng-13266	515	29	engineering	engineering	NOUN
fumecheng-13266	515	30	applications	application	NOUN
fumecheng-13266	515	31	.	.	PUNCT
fumecheng-13266	516	1	to	to	PART
fumecheng-13266	516	2	achieve	achieve	VERB
fumecheng-13266	516	3	this	this	PRON
fumecheng-13266	516	4	,	,	PUNCT
fumecheng-13266	516	5	transfer	transfer	NOUN
fumecheng-13266	516	6	-	-	PUNCT
fumecheng-13266	516	7	learning	learn	VERB
fumecheng-13266	516	8	techniques	technique	NOUN
fumecheng-13266	516	9	can	can	AUX
fumecheng-13266	516	10	be	be	AUX
fumecheng-13266	516	11	employed	employ	VERB
fumecheng-13266	516	12	to	to	PART
fumecheng-13266	516	13	develop	develop	VERB
fumecheng-13266	516	14	a	a	DET
fumecheng-13266	516	15	generalized	generalized	ADJ
fumecheng-13266	516	16	model	model	NOUN
fumecheng-13266	516	17	for	for	ADP
fumecheng-13266	516	18	various	various	ADJ
fumecheng-13266	516	19	contact	contact	NOUN
fumecheng-13266	516	20	conditions	condition	NOUN
fumecheng-13266	516	21	.	.	PUNCT
fumecheng-13266	517	1	moreover	moreover	ADV
fumecheng-13266	517	2	,	,	PUNCT
fumecheng-13266	517	3	concerning	concern	VERB
fumecheng-13266	517	4	the	the	DET
fumecheng-13266	517	5	model	model	NOUN
fumecheng-13266	517	6	's	's	PART
fumecheng-13266	517	7	generalization	generalization	NOUN
fumecheng-13266	517	8	capabilities	capability	NOUN
fumecheng-13266	517	9	and	and	CCONJ
fumecheng-13266	517	10	extensibility	extensibility	NOUN
fumecheng-13266	517	11	,	,	PUNCT
fumecheng-13266	517	12	a	a	DET
fumecheng-13266	517	13	significant	significant	ADJ
fumecheng-13266	517	14	advantage	advantage	NOUN
fumecheng-13266	517	15	of	of	ADP
fumecheng-13266	517	16	the	the	DET
fumecheng-13266	517	17	proposed	propose	VERB
fumecheng-13266	517	18	image	image	NOUN
fumecheng-13266	517	19	-	-	PUNCT
fumecheng-13266	517	20	based	base	VERB
fumecheng-13266	517	21	deep	deep	ADJ
fumecheng-13266	517	22	learning	learning	NOUN
fumecheng-13266	517	23	framework	framework	NOUN
fumecheng-13266	517	24	lies	lie	VERB
fumecheng-13266	517	25	in	in	ADP
fumecheng-13266	517	26	its	its	PRON
fumecheng-13266	517	27	potential	potential	ADJ
fumecheng-13266	517	28	independence	independence	NOUN
fumecheng-13266	517	29	from	from	ADP
fumecheng-13266	517	30	the	the	DET
fumecheng-13266	517	31	specific	specific	ADJ
fumecheng-13266	517	32	numerical	numerical	PROPN
fumecheng-13266	517	33	simulation	simulation	NOUN
fumecheng-13266	517	34	method	method	NOUN
fumecheng-13266	517	35	used	use	VERB
fumecheng-13266	517	36	for	for	ADP
fumecheng-13266	517	37	data	data	NOUN
fumecheng-13266	517	38	generation	generation	NOUN
fumecheng-13266	517	39	.	.	PUNCT
fumecheng-13266	518	1	as	as	SCONJ
fumecheng-13266	518	2	the	the	DET
fumecheng-13266	518	3	model	model	NOUN
fumecheng-13266	518	4	fundamentally	fundamentally	ADV
fumecheng-13266	518	5	learns	learn	VERB
fumecheng-13266	518	6	the	the	DET
fumecheng-13266	518	7	mapping	mapping	NOUN
fumecheng-13266	518	8	from	from	ADP
fumecheng-13266	518	9	a	a	DET
fumecheng-13266	518	10	surface	surface	NOUN
fumecheng-13266	518	11	height	height	NOUN
fumecheng-13266	518	12	image	image	NOUN
fumecheng-13266	518	13	(	(	PUNCT
fumecheng-13266	518	14	input	input	NOUN
fumecheng-13266	518	15	)	)	PUNCT
fumecheng-13266	518	16	to	to	ADP
fumecheng-13266	518	17	a	a	DET
fumecheng-13266	518	18	contact	contact	NOUN
fumecheng-13266	518	19	area	area	NOUN
fumecheng-13266	518	20	distribution	distribution	NOUN
fumecheng-13266	518	21	mask	mask	NOUN
fumecheng-13266	518	22	(	(	PUNCT
fumecheng-13266	518	23	output	output	NOUN
fumecheng-13266	518	24	)	)	PUNCT
fumecheng-13266	518	25	,	,	PUNCT
fumecheng-13266	518	26	datasets	dataset	NOUN
fumecheng-13266	518	27	generated	generate	VERB
fumecheng-13266	518	28	using	use	VERB
fumecheng-13266	518	29	alternative	alternative	ADJ
fumecheng-13266	518	30	well	well	ADV
fumecheng-13266	518	31	-	-	PUNCT
fumecheng-13266	518	32	established	establish	VERB
fumecheng-13266	518	33	computational	computational	ADJ
fumecheng-13266	518	34	methods	method	NOUN
fumecheng-13266	518	35	—	—	PUNCT
fumecheng-13266	518	36	such	such	ADJ
fumecheng-13266	518	37	as	as	ADP
fumecheng-13266	518	38	fem	fem	NOUN
fumecheng-13266	518	39	(	(	PUNCT
fumecheng-13266	518	40	e.g.	e.g.	ADV
fumecheng-13266	518	41	,	,	PUNCT
fumecheng-13266	518	42	using	use	VERB
fumecheng-13266	518	43	commercial	commercial	ADJ
fumecheng-13266	518	44	software	software	NOUN
fumecheng-13266	518	45	like	like	ADP
fumecheng-13266	518	46	abaqus	abaqus	NOUN
fumecheng-13266	518	47	or	or	CCONJ
fumecheng-13266	518	48	ansys	ansy	NOUN
fumecheng-13266	518	49	)	)	PUNCT
fumecheng-13266	518	50	,	,	PUNCT
fumecheng-13266	518	51	bem	bem	PROPN
fumecheng-13266	518	52	,	,	PUNCT
fumecheng-13266	518	53	or	or	CCONJ
fumecheng-13266	518	54	other	other	ADJ
fumecheng-13266	518	55	advanced	advanced	ADJ
fumecheng-13266	518	56	simulation	simulation	NOUN
fumecheng-13266	518	57	techniques	technique	NOUN
fumecheng-13266	518	58	including	include	VERB
fumecheng-13266	518	59	various	various	ADJ
fumecheng-13266	518	60	fft	fft	NOUN
fumecheng-13266	518	61	-	-	PUNCT
fumecheng-13266	518	62	based	base	VERB
fumecheng-13266	518	63	approaches	approach	NOUN
fumecheng-13266	518	64	and	and	CCONJ
fumecheng-13266	518	65	green	green	PROPN
fumecheng-13266	518	66	's	's	PART
fumecheng-13266	518	67	function	function	NOUN
fumecheng-13266	518	68	molecular	molecular	ADJ
fumecheng-13266	518	69	dynamics	dynamic	NOUN
fumecheng-13266	518	70	—	—	PUNCT
fumecheng-13266	518	71	could	could	AUX
fumecheng-13266	518	72	theoretically	theoretically	ADV
fumecheng-13266	518	73	be	be	AUX
fumecheng-13266	518	74	utilized	utilize	VERB
fumecheng-13266	518	75	for	for	ADP
fumecheng-13266	518	76	training	training	NOUN
fumecheng-13266	518	77	,	,	PUNCT
fumecheng-13266	518	78	provided	provide	VERB
fumecheng-13266	518	79	the	the	DET
fumecheng-13266	518	80	data	datum	NOUN
fumecheng-13266	518	81	is	be	AUX
fumecheng-13266	518	82	formatted	format	VERB
fumecheng-13266	518	83	into	into	ADP
fumecheng-13266	518	84	the	the	DET
fumecheng-13266	518	85	consistent	consistent	ADJ
fumecheng-13266	518	86	image	image	NOUN
fumecheng-13266	518	87	/	/	SYM
fumecheng-13266	518	88	mask	mask	NOUN
fumecheng-13266	518	89	structure	structure	NOUN
fumecheng-13266	518	90	.	.	PUNCT
fumecheng-13266	519	1	future	future	ADJ
fumecheng-13266	519	2	work	work	NOUN
fumecheng-13266	519	3	could	could	AUX
fumecheng-13266	519	4	explicitly	explicitly	ADV
fumecheng-13266	519	5	investigate	investigate	VERB
fumecheng-13266	519	6	training	training	NOUN
fumecheng-13266	519	7	and	and	CCONJ
fumecheng-13266	519	8	evaluating	evaluate	VERB
fumecheng-13266	519	9	the	the	DET
fumecheng-13266	519	10	model	model	NOUN
fumecheng-13266	519	11	on	on	ADP
fumecheng-13266	519	12	datasets	dataset	NOUN
fumecheng-13266	519	13	derived	derive	VERB
fumecheng-13266	519	14	from	from	ADP
fumecheng-13266	519	15	these	these	DET
fumecheng-13266	519	16	diverse	diverse	ADJ
fumecheng-13266	519	17	numerical	numerical	ADJ
fumecheng-13266	519	18	sources	source	NOUN
fumecheng-13266	519	19	.	.	PUNCT
fumecheng-13266	520	1	integrating	integrate	VERB
fumecheng-13266	520	2	data	datum	NOUN
fumecheng-13266	520	3	from	from	ADP
fumecheng-13266	520	4	multiple	multiple	ADJ
fumecheng-13266	520	5	methods	method	NOUN
fumecheng-13266	520	6	might	might	AUX
fumecheng-13266	520	7	even	even	ADV
fumecheng-13266	520	8	enhance	enhance	VERB
fumecheng-13266	520	9	the	the	DET
fumecheng-13266	520	10	model	model	NOUN
fumecheng-13266	520	11	's	's	PART
fumecheng-13266	520	12	robustness	robustness	NOUN
fumecheng-13266	520	13	and	and	CCONJ
fumecheng-13266	520	14	generalizability	generalizability	NOUN
fumecheng-13266	520	15	,	,	PUNCT
fumecheng-13266	520	16	potentially	potentially	ADV
fumecheng-13266	520	17	making	make	VERB
fumecheng-13266	520	18	it	it	PRON
fumecheng-13266	520	19	less	less	ADV
fumecheng-13266	520	20	sensitive	sensitive	ADJ
fumecheng-13266	520	21	to	to	ADP
fumecheng-13266	520	22	the	the	DET
fumecheng-13266	520	23	inherent	inherent	ADJ
fumecheng-13266	520	24	assumptions	assumption	NOUN
fumecheng-13266	520	25	or	or	CCONJ
fumecheng-13266	520	26	artifacts	artifact	NOUN
fumecheng-13266	520	27	of	of	ADP
fumecheng-13266	520	28	prediction	prediction	NOUN
fumecheng-13266	520	29	of	of	ADP
fumecheng-13266	520	30	contact	contact	NOUN
fumecheng-13266	520	31	distribution	distribution	NOUN
fumecheng-13266	520	32	on	on	ADP
fumecheng-13266	520	33	rough	rough	ADJ
fumecheng-13266	520	34	surfaces	surface	NOUN
fumecheng-13266	520	35	using	use	VERB
fumecheng-13266	520	36	deep	deep	ADJ
fumecheng-13266	520	37	learning	learning	NOUN
fumecheng-13266	520	38	algorithms	algorithm	VERB
fumecheng-13266	520	39	783	783	NUM
fumecheng-13266	520	40	any	any	DET
fumecheng-13266	520	41	single	single	ADJ
fumecheng-13266	520	42	simulation	simulation	NOUN
fumecheng-13266	520	43	technique	technique	NOUN
fumecheng-13266	520	44	and	and	CCONJ
fumecheng-13266	520	45	thus	thus	ADV
fumecheng-13266	520	46	increasing	increase	VERB
fumecheng-13266	520	47	its	its	PRON
fumecheng-13266	520	48	practical	practical	ADJ
fumecheng-13266	520	49	value	value	NOUN
fumecheng-13266	520	50	across	across	ADP
fumecheng-13266	520	51	varied	varied	ADJ
fumecheng-13266	520	52	engineering	engineering	NOUN
fumecheng-13266	520	53	applications	application	NOUN
fumecheng-13266	520	54	.	.	PUNCT
fumecheng-13266	521	1	finally	finally	ADV
fumecheng-13266	521	2	,	,	PUNCT
fumecheng-13266	521	3	improving	improve	VERB
fumecheng-13266	521	4	the	the	DET
fumecheng-13266	521	5	interpretability	interpretability	NOUN
fumecheng-13266	521	6	of	of	ADP
fumecheng-13266	521	7	deep	deep	ADJ
fumecheng-13266	521	8	learning	learning	NOUN
fumecheng-13266	521	9	models	model	NOUN
fumecheng-13266	521	10	is	be	AUX
fumecheng-13266	521	11	a	a	DET
fumecheng-13266	521	12	critical	critical	ADJ
fumecheng-13266	521	13	area	area	NOUN
fumecheng-13266	521	14	for	for	ADP
fumecheng-13266	521	15	future	future	ADJ
fumecheng-13266	521	16	research	research	NOUN
fumecheng-13266	521	17	.	.	PUNCT
fumecheng-13266	522	1	current	current	ADJ
fumecheng-13266	522	2	deep	deep	ADJ
fumecheng-13266	522	3	learning	learning	NOUN
fumecheng-13266	522	4	models	model	NOUN
fumecheng-13266	522	5	are	be	AUX
fumecheng-13266	522	6	often	often	ADV
fumecheng-13266	522	7	regarded	regard	VERB
fumecheng-13266	522	8	as	as	ADP
fumecheng-13266	522	9	"	"	PUNCT
fumecheng-13266	522	10	black	black	ADJ
fumecheng-13266	522	11	boxes	box	NOUN
fumecheng-13266	522	12	,	,	PUNCT
fumecheng-13266	522	13	"	"	PUNCT
fumecheng-13266	522	14	making	make	VERB
fumecheng-13266	522	15	it	it	PRON
fumecheng-13266	522	16	difficult	difficult	ADJ
fumecheng-13266	522	17	to	to	PART
fumecheng-13266	522	18	understand	understand	VERB
fumecheng-13266	522	19	how	how	SCONJ
fumecheng-13266	522	20	they	they	PRON
fumecheng-13266	522	21	make	make	VERB
fumecheng-13266	522	22	decisions	decision	NOUN
fumecheng-13266	522	23	.	.	PUNCT
fumecheng-13266	523	1	in	in	ADP
fumecheng-13266	523	2	contact	contact	NOUN
fumecheng-13266	523	3	mechanics	mechanic	NOUN
fumecheng-13266	523	4	,	,	PUNCT
fumecheng-13266	523	5	it	it	PRON
fumecheng-13266	523	6	is	be	AUX
fumecheng-13266	523	7	important	important	ADJ
fumecheng-13266	523	8	to	to	PART
fumecheng-13266	523	9	understand	understand	VERB
fumecheng-13266	523	10	the	the	DET
fumecheng-13266	523	11	decision	decision	NOUN
fumecheng-13266	523	12	-	-	PUNCT
fumecheng-13266	523	13	making	make	VERB
fumecheng-13266	523	14	process	process	NOUN
fumecheng-13266	523	15	of	of	ADP
fumecheng-13266	523	16	the	the	DET
fumecheng-13266	523	17	model	model	NOUN
fumecheng-13266	523	18	,	,	PUNCT
fumecheng-13266	523	19	and	and	CCONJ
fumecheng-13266	523	20	applying	apply	VERB
fumecheng-13266	523	21	explainable	explainable	ADJ
fumecheng-13266	523	22	artificial	artificial	ADJ
fumecheng-13266	523	23	intelligence	intelligence	NOUN
fumecheng-13266	523	24	(	(	PUNCT
fumecheng-13266	523	25	xai	xai	PROPN
fumecheng-13266	523	26	)	)	PUNCT
fumecheng-13266	523	27	techniques	technique	NOUN
fumecheng-13266	523	28	would	would	AUX
fumecheng-13266	523	29	allow	allow	VERB
fumecheng-13266	523	30	for	for	ADP
fumecheng-13266	523	31	the	the	DET
fumecheng-13266	523	32	interpretation	interpretation	NOUN
fumecheng-13266	523	33	and	and	CCONJ
fumecheng-13266	523	34	visualization	visualization	NOUN
fumecheng-13266	523	35	of	of	ADP
fumecheng-13266	523	36	the	the	DET
fumecheng-13266	523	37	decision	decision	NOUN
fumecheng-13266	523	38	processes	process	NOUN
fumecheng-13266	523	39	of	of	ADP
fumecheng-13266	523	40	the	the	DET
fumecheng-13266	523	41	model	model	NOUN
fumecheng-13266	523	42	[	[	X
fumecheng-13266	523	43	49	49	NUM
fumecheng-13266	523	44	]	]	PUNCT
fumecheng-13266	523	45	.	.	PUNCT
fumecheng-13266	524	1	these	these	DET
fumecheng-13266	524	2	research	research	NOUN
fumecheng-13266	524	3	directions	direction	NOUN
fumecheng-13266	524	4	will	will	AUX
fumecheng-13266	524	5	expand	expand	VERB
fumecheng-13266	524	6	the	the	DET
fumecheng-13266	524	7	scope	scope	NOUN
fumecheng-13266	524	8	of	of	ADP
fumecheng-13266	524	9	deep	deep	ADJ
fumecheng-13266	524	10	learning	learning	NOUN
fumecheng-13266	524	11	applications	application	NOUN
fumecheng-13266	524	12	in	in	ADP
fumecheng-13266	524	13	contact	contact	NOUN
fumecheng-13266	524	14	mechanics	mechanic	NOUN
fumecheng-13266	524	15	and	and	CCONJ
fumecheng-13266	524	16	contribute	contribute	VERB
fumecheng-13266	524	17	to	to	ADP
fumecheng-13266	524	18	the	the	DET
fumecheng-13266	524	19	development	development	NOUN
fumecheng-13266	524	20	of	of	ADP
fumecheng-13266	524	21	more	more	ADV
fumecheng-13266	524	22	accurate	accurate	ADJ
fumecheng-13266	524	23	and	and	CCONJ
fumecheng-13266	524	24	reliable	reliable	ADJ
fumecheng-13266	524	25	prediction	prediction	NOUN
fumecheng-13266	524	26	models	model	NOUN
fumecheng-13266	524	27	.	.	PUNCT
fumecheng-13266	525	1	this	this	PRON
fumecheng-13266	525	2	,	,	PUNCT
fumecheng-13266	525	3	in	in	ADP
fumecheng-13266	525	4	turn	turn	NOUN
fumecheng-13266	525	5	,	,	PUNCT
fumecheng-13266	525	6	will	will	AUX
fumecheng-13266	525	7	enable	enable	VERB
fumecheng-13266	525	8	more	more	ADV
fumecheng-13266	525	9	efficient	efficient	ADJ
fumecheng-13266	525	10	solutions	solution	NOUN
fumecheng-13266	525	11	to	to	ADP
fumecheng-13266	525	12	complex	complex	ADJ
fumecheng-13266	525	13	contact	contact	NOUN
fumecheng-13266	525	14	problems	problem	NOUN
fumecheng-13266	525	15	and	and	CCONJ
fumecheng-13266	525	16	significantly	significantly	ADV
fumecheng-13266	525	17	improve	improve	VERB
fumecheng-13266	525	18	the	the	DET
fumecheng-13266	525	19	engineering	engineering	NOUN
fumecheng-13266	525	20	design	design	NOUN
fumecheng-13266	525	21	and	and	CCONJ
fumecheng-13266	525	22	optimization	optimization	NOUN
fumecheng-13266	525	23	processes	process	NOUN
fumecheng-13266	525	24	.	.	PUNCT
fumecheng-13266	526	1	4	4	X
fumecheng-13266	526	2	.	.	X
fumecheng-13266	526	3	conclusions	conclusion	NOUN
fumecheng-13266	526	4	this	this	DET
fumecheng-13266	526	5	paper	paper	NOUN
fumecheng-13266	526	6	presents	present	VERB
fumecheng-13266	526	7	a	a	DET
fumecheng-13266	526	8	deep	deep	ADJ
fumecheng-13266	526	9	learning	learning	NOUN
fumecheng-13266	526	10	algorithm	algorithm	NOUN
fumecheng-13266	526	11	for	for	ADP
fumecheng-13266	526	12	predicting	predict	VERB
fumecheng-13266	526	13	the	the	DET
fumecheng-13266	526	14	contact	contact	NOUN
fumecheng-13266	526	15	area	area	NOUN
fumecheng-13266	526	16	distribution	distribution	NOUN
fumecheng-13266	526	17	of	of	ADP
fumecheng-13266	526	18	rough	rough	ADJ
fumecheng-13266	526	19	surfaces	surface	NOUN
fumecheng-13266	526	20	using	use	VERB
fumecheng-13266	526	21	only	only	ADV
fumecheng-13266	526	22	surface	surface	NOUN
fumecheng-13266	526	23	image	image	NOUN
fumecheng-13266	526	24	data	datum	NOUN
fumecheng-13266	526	25	.	.	PUNCT
fumecheng-13266	527	1	the	the	DET
fumecheng-13266	527	2	main	main	ADJ
fumecheng-13266	527	3	findings	finding	NOUN
fumecheng-13266	527	4	of	of	ADP
fumecheng-13266	527	5	this	this	DET
fumecheng-13266	527	6	study	study	NOUN
fumecheng-13266	527	7	are	be	AUX
fumecheng-13266	527	8	as	as	SCONJ
fumecheng-13266	527	9	follows	follow	VERB
fumecheng-13266	527	10	:	:	PUNCT
fumecheng-13266	528	1	1	1	X
fumecheng-13266	528	2	.	.	PUNCT
fumecheng-13266	528	3	the	the	DET
fumecheng-13266	528	4	performance	performance	NOUN
fumecheng-13266	528	5	of	of	ADP
fumecheng-13266	528	6	the	the	DET
fumecheng-13266	528	7	deep	deep	ADJ
fumecheng-13266	528	8	learning	learning	NOUN
fumecheng-13266	528	9	model	model	NOUN
fumecheng-13266	528	10	was	be	AUX
fumecheng-13266	528	11	evaluated	evaluate	VERB
fumecheng-13266	528	12	under	under	ADP
fumecheng-13266	528	13	various	various	ADJ
fumecheng-13266	528	14	scale	scale	NOUN
fumecheng-13266	528	15	variations	variation	NOUN
fumecheng-13266	528	16	and	and	CCONJ
fumecheng-13266	528	17	loading	loading	NOUN
fumecheng-13266	528	18	conditions	condition	NOUN
fumecheng-13266	528	19	to	to	PART
fumecheng-13266	528	20	predict	predict	VERB
fumecheng-13266	528	21	the	the	DET
fumecheng-13266	528	22	contact	contact	NOUN
fumecheng-13266	528	23	area	area	NOUN
fumecheng-13266	528	24	distribution	distribution	NOUN
fumecheng-13266	528	25	of	of	ADP
fumecheng-13266	528	26	rough	rough	ADJ
fumecheng-13266	528	27	surfaces	surface	NOUN
fumecheng-13266	528	28	.	.	PUNCT
fumecheng-13266	529	1	the	the	DET
fumecheng-13266	529	2	results	result	NOUN
fumecheng-13266	529	3	demonstrated	demonstrate	VERB
fumecheng-13266	529	4	that	that	SCONJ
fumecheng-13266	529	5	the	the	DET
fumecheng-13266	529	6	deep	deep	ADJ
fumecheng-13266	529	7	learning	learning	NOUN
fumecheng-13266	529	8	model	model	NOUN
fumecheng-13266	529	9	could	could	AUX
fumecheng-13266	529	10	accurately	accurately	ADV
fumecheng-13266	529	11	predict	predict	VERB
fumecheng-13266	529	12	the	the	DET
fumecheng-13266	529	13	changes	change	NOUN
fumecheng-13266	529	14	in	in	ADP
fumecheng-13266	529	15	the	the	DET
fumecheng-13266	529	16	contact	contact	NOUN
fumecheng-13266	529	17	area	area	NOUN
fumecheng-13266	529	18	owing	owe	VERB
fumecheng-13266	529	19	to	to	ADP
fumecheng-13266	529	20	variations	variation	NOUN
fumecheng-13266	529	21	in	in	ADP
fumecheng-13266	529	22	scale	scale	NOUN
fumecheng-13266	529	23	and	and	CCONJ
fumecheng-13266	529	24	load	load	NOUN
fumecheng-13266	529	25	,	,	PUNCT
fumecheng-13266	529	26	and	and	CCONJ
fumecheng-13266	529	27	showed	show	VERB
fumecheng-13266	529	28	results	result	NOUN
fumecheng-13266	529	29	similar	similar	ADJ
fumecheng-13266	529	30	to	to	ADP
fumecheng-13266	529	31	those	those	PRON
fumecheng-13266	529	32	of	of	ADP
fumecheng-13266	529	33	the	the	DET
fumecheng-13266	529	34	numerical	numerical	ADJ
fumecheng-13266	529	35	analysis	analysis	NOUN
fumecheng-13266	529	36	for	for	ADP
fumecheng-13266	529	37	predicting	predict	VERB
fumecheng-13266	529	38	electrical	electrical	ADJ
fumecheng-13266	529	39	contact	contact	NOUN
fumecheng-13266	529	40	resistance	resistance	NOUN
fumecheng-13266	529	41	.	.	PUNCT
fumecheng-13266	530	1	this	this	PRON
fumecheng-13266	530	2	indicates	indicate	VERB
fumecheng-13266	530	3	that	that	SCONJ
fumecheng-13266	530	4	the	the	DET
fumecheng-13266	530	5	deep	deep	ADJ
fumecheng-13266	530	6	learning	learning	NOUN
fumecheng-13266	530	7	model	model	NOUN
fumecheng-13266	530	8	effectively	effectively	ADV
fumecheng-13266	530	9	learned	learn	VERB
fumecheng-13266	530	10	the	the	DET
fumecheng-13266	530	11	spatial	spatial	ADJ
fumecheng-13266	530	12	distribution	distribution	NOUN
fumecheng-13266	530	13	of	of	ADP
fumecheng-13266	530	14	the	the	DET
fumecheng-13266	530	15	contact	contact	NOUN
fumecheng-13266	530	16	points	point	NOUN
fumecheng-13266	530	17	and	and	CCONJ
fumecheng-13266	530	18	accurately	accurately	ADV
fumecheng-13266	530	19	predicted	predict	VERB
fumecheng-13266	530	20	the	the	DET
fumecheng-13266	530	21	contact	contact	NOUN
fumecheng-13266	530	22	characteristics	characteristic	NOUN
fumecheng-13266	530	23	.	.	PUNCT
fumecheng-13266	531	1	2	2	X
fumecheng-13266	531	2	.	.	X
fumecheng-13266	531	3	using	use	VERB
fumecheng-13266	531	4	a	a	DET
fumecheng-13266	531	5	u	u	ADJ
fumecheng-13266	531	6	-	-	ADJ
fumecheng-13266	531	7	net	net	ADJ
fumecheng-13266	531	8	-	-	PUNCT
fumecheng-13266	531	9	based	base	VERB
fumecheng-13266	531	10	deep	deep	ADJ
fumecheng-13266	531	11	learning	learning	NOUN
fumecheng-13266	531	12	model	model	NOUN
fumecheng-13266	531	13	,	,	PUNCT
fumecheng-13266	531	14	the	the	DET
fumecheng-13266	531	15	contact	contact	NOUN
fumecheng-13266	531	16	area	area	NOUN
fumecheng-13266	531	17	of	of	ADP
fumecheng-13266	531	18	rough	rough	ADJ
fumecheng-13266	531	19	surfaces	surface	NOUN
fumecheng-13266	531	20	was	be	AUX
fumecheng-13266	531	21	approached	approach	VERB
fumecheng-13266	531	22	as	as	ADP
fumecheng-13266	531	23	an	an	DET
fumecheng-13266	531	24	image	image	NOUN
fumecheng-13266	531	25	segmentation	segmentation	NOUN
fumecheng-13266	531	26	problem	problem	NOUN
fumecheng-13266	531	27	,	,	PUNCT
fumecheng-13266	531	28	which	which	PRON
fumecheng-13266	531	29	overcame	overcome	VERB
fumecheng-13266	531	30	the	the	DET
fumecheng-13266	531	31	high	high	ADJ
fumecheng-13266	531	32	computational	computational	ADJ
fumecheng-13266	531	33	complexity	complexity	NOUN
fumecheng-13266	531	34	of	of	ADP
fumecheng-13266	531	35	traditional	traditional	ADJ
fumecheng-13266	531	36	numerical	numerical	ADJ
fumecheng-13266	531	37	methods	method	NOUN
fumecheng-13266	531	38	and	and	CCONJ
fumecheng-13266	531	39	enabled	enable	VERB
fumecheng-13266	531	40	rapid	rapid	ADJ
fumecheng-13266	531	41	and	and	CCONJ
fumecheng-13266	531	42	efficient	efficient	ADJ
fumecheng-13266	531	43	prediction	prediction	NOUN
fumecheng-13266	531	44	.	.	PUNCT
fumecheng-13266	532	1	the	the	DET
fumecheng-13266	532	2	model	model	NOUN
fumecheng-13266	532	3	exhibited	exhibit	VERB
fumecheng-13266	532	4	high	high	ADJ
fumecheng-13266	532	5	performance	performance	NOUN
fumecheng-13266	532	6	in	in	ADP
fumecheng-13266	532	7	various	various	ADJ
fumecheng-13266	532	8	evaluation	evaluation	NOUN
fumecheng-13266	532	9	metrics	metric	NOUN
fumecheng-13266	532	10	such	such	ADJ
fumecheng-13266	532	11	as	as	ADP
fumecheng-13266	532	12	the	the	DET
fumecheng-13266	532	13	dice	dice	NOUN
fumecheng-13266	532	14	coefficient	coefficient	NOUN
fumecheng-13266	532	15	and	and	CCONJ
fumecheng-13266	532	16	jaccard	jaccard	ADJ
fumecheng-13266	532	17	index	index	NOUN
fumecheng-13266	532	18	.	.	PUNCT
fumecheng-13266	533	1	these	these	DET
fumecheng-13266	533	2	results	result	NOUN
fumecheng-13266	533	3	confirm	confirm	VERB
fumecheng-13266	533	4	that	that	SCONJ
fumecheng-13266	533	5	the	the	DET
fumecheng-13266	533	6	deep	deep	ADJ
fumecheng-13266	533	7	learning	learning	NOUN
fumecheng-13266	533	8	model	model	NOUN
fumecheng-13266	533	9	can	can	AUX
fumecheng-13266	533	10	achieve	achieve	VERB
fumecheng-13266	533	11	a	a	DET
fumecheng-13266	533	12	prediction	prediction	NOUN
fumecheng-13266	533	13	accuracy	accuracy	NOUN
fumecheng-13266	533	14	comparable	comparable	ADJ
fumecheng-13266	533	15	to	to	ADP
fumecheng-13266	533	16	that	that	PRON
fumecheng-13266	533	17	of	of	ADP
fumecheng-13266	533	18	numerical	numerical	ADJ
fumecheng-13266	533	19	methods	method	NOUN
fumecheng-13266	533	20	while	while	SCONJ
fumecheng-13266	533	21	significantly	significantly	ADV
fumecheng-13266	533	22	enhancing	enhance	VERB
fumecheng-13266	533	23	computational	computational	ADJ
fumecheng-13266	533	24	efficiency	efficiency	NOUN
fumecheng-13266	533	25	.	.	PUNCT
fumecheng-13266	534	1	3	3	X
fumecheng-13266	534	2	.	.	X
fumecheng-13266	534	3	the	the	DET
fumecheng-13266	534	4	deep	deep	ADJ
fumecheng-13266	534	5	learning	learning	NOUN
fumecheng-13266	534	6	model	model	NOUN
fumecheng-13266	534	7	demonstrated	demonstrate	VERB
fumecheng-13266	534	8	results	result	NOUN
fumecheng-13266	534	9	similar	similar	ADJ
fumecheng-13266	534	10	to	to	ADP
fumecheng-13266	534	11	the	the	DET
fumecheng-13266	534	12	actual	actual	ADJ
fumecheng-13266	534	13	data	datum	NOUN
fumecheng-13266	534	14	in	in	ADP
fumecheng-13266	534	15	both	both	CCONJ
fumecheng-13266	534	16	the	the	DET
fumecheng-13266	534	17	lowand	lowand	ADJ
fumecheng-13266	534	18	high	high	ADJ
fumecheng-13266	534	19	-	-	PUNCT
fumecheng-13266	534	20	frequency	frequency	NOUN
fumecheng-13266	534	21	domains	domain	NOUN
fumecheng-13266	534	22	using	use	VERB
fumecheng-13266	534	23	the	the	DET
fumecheng-13266	534	24	2d	2d	NUM
fumecheng-13266	534	25	fft	fft	NOUN
fumecheng-13266	534	26	technique	technique	NOUN
fumecheng-13266	534	27	,	,	PUNCT
fumecheng-13266	534	28	indicating	indicate	VERB
fumecheng-13266	534	29	that	that	SCONJ
fumecheng-13266	534	30	the	the	DET
fumecheng-13266	534	31	model	model	NOUN
fumecheng-13266	534	32	effectively	effectively	ADV
fumecheng-13266	534	33	learned	learn	VERB
fumecheng-13266	534	34	the	the	DET
fumecheng-13266	534	35	geometric	geometric	ADJ
fumecheng-13266	534	36	characteristics	characteristic	NOUN
fumecheng-13266	534	37	of	of	ADP
fumecheng-13266	534	38	the	the	DET
fumecheng-13266	534	39	contact	contact	NOUN
fumecheng-13266	534	40	phenomena	phenomenon	NOUN
fumecheng-13266	534	41	.	.	PUNCT
fumecheng-13266	535	1	the	the	DET
fumecheng-13266	535	2	model	model	NOUN
fumecheng-13266	535	3	showed	show	VERB
fumecheng-13266	535	4	the	the	DET
fumecheng-13266	535	5	ability	ability	NOUN
fumecheng-13266	535	6	to	to	PART
fumecheng-13266	535	7	accurately	accurately	ADV
fumecheng-13266	535	8	predict	predict	VERB
fumecheng-13266	535	9	not	not	PART
fumecheng-13266	535	10	only	only	ADV
fumecheng-13266	535	11	the	the	DET
fumecheng-13266	535	12	large	large	ADJ
fumecheng-13266	535	13	-	-	PUNCT
fumecheng-13266	535	14	scale	scale	NOUN
fumecheng-13266	535	15	structure	structure	NOUN
fumecheng-13266	535	16	of	of	ADP
fumecheng-13266	535	17	the	the	DET
fumecheng-13266	535	18	contact	contact	NOUN
fumecheng-13266	535	19	area	area	NOUN
fumecheng-13266	535	20	but	but	CCONJ
fumecheng-13266	535	21	also	also	ADV
fumecheng-13266	535	22	its	its	PRON
fumecheng-13266	535	23	fine	fine	ADJ
fumecheng-13266	535	24	features	feature	NOUN
fumecheng-13266	535	25	.	.	PUNCT
fumecheng-13266	536	1	these	these	DET
fumecheng-13266	536	2	findings	finding	NOUN
fumecheng-13266	536	3	imply	imply	VERB
fumecheng-13266	536	4	that	that	SCONJ
fumecheng-13266	536	5	the	the	DET
fumecheng-13266	536	6	deep	deep	ADJ
fumecheng-13266	536	7	learning	learning	NOUN
fumecheng-13266	536	8	model	model	NOUN
fumecheng-13266	536	9	can	can	AUX
fumecheng-13266	536	10	adequately	adequately	ADV
fumecheng-13266	536	11	reflect	reflect	VERB
fumecheng-13266	536	12	the	the	DET
fumecheng-13266	536	13	contact	contact	NOUN
fumecheng-13266	536	14	characteristics	characteristic	NOUN
fumecheng-13266	536	15	across	across	ADP
fumecheng-13266	536	16	different	different	ADJ
fumecheng-13266	536	17	frequency	frequency	NOUN
fumecheng-13266	536	18	domains	domain	NOUN
fumecheng-13266	536	19	.	.	PUNCT
fumecheng-13266	537	1	4	4	X
fumecheng-13266	537	2	.	.	X
fumecheng-13266	537	3	the	the	DET
fumecheng-13266	537	4	deep	deep	ADJ
fumecheng-13266	537	5	learning	learning	NOUN
fumecheng-13266	537	6	model	model	NOUN
fumecheng-13266	537	7	significantly	significantly	ADV
fumecheng-13266	537	8	improved	improve	VERB
fumecheng-13266	537	9	computational	computational	ADJ
fumecheng-13266	537	10	efficiency	efficiency	NOUN
fumecheng-13266	537	11	compared	compare	VERB
fumecheng-13266	537	12	to	to	ADP
fumecheng-13266	537	13	conventional	conventional	ADJ
fumecheng-13266	537	14	numerical	numerical	ADJ
fumecheng-13266	537	15	models	model	NOUN
fumecheng-13266	537	16	,	,	PUNCT
fumecheng-13266	537	17	reducing	reduce	VERB
fumecheng-13266	537	18	computation	computation	NOUN
fumecheng-13266	537	19	time	time	NOUN
fumecheng-13266	537	20	by	by	ADP
fumecheng-13266	537	21	more	more	ADJ
fumecheng-13266	537	22	than	than	ADP
fumecheng-13266	537	23	95	95	NUM
fumecheng-13266	537	24	%	%	NOUN
fumecheng-13266	537	25	for	for	ADP
fumecheng-13266	537	26	finescale	finescale	NOUN
fumecheng-13266	537	27	datasets	dataset	NOUN
fumecheng-13266	537	28	.	.	PUNCT
fumecheng-13266	538	1	the	the	DET
fumecheng-13266	538	2	deep	deep	ADJ
fumecheng-13266	538	3	learning	learning	NOUN
fumecheng-13266	538	4	algorithm	algorithm	NOUN
fumecheng-13266	538	5	developed	develop	VERB
fumecheng-13266	538	6	in	in	ADP
fumecheng-13266	538	7	this	this	DET
fumecheng-13266	538	8	study	study	NOUN
fumecheng-13266	538	9	demonstrated	demonstrate	VERB
fumecheng-13266	538	10	the	the	DET
fumecheng-13266	538	11	potential	potential	NOUN
fumecheng-13266	538	12	to	to	PART
fumecheng-13266	538	13	efficiently	efficiently	ADV
fumecheng-13266	538	14	predict	predict	VERB
fumecheng-13266	538	15	complex	complex	ADJ
fumecheng-13266	538	16	and	and	CCONJ
fumecheng-13266	538	17	fine	fine	ADJ
fumecheng-13266	538	18	contact	contact	NOUN
fumecheng-13266	538	19	areas	area	NOUN
fumecheng-13266	538	20	when	when	SCONJ
fumecheng-13266	538	21	applied	apply	VERB
fumecheng-13266	538	22	to	to	ADP
fumecheng-13266	538	23	contact	contact	NOUN
fumecheng-13266	538	24	mechanics	mechanic	NOUN
fumecheng-13266	538	25	problems	problem	NOUN
fumecheng-13266	538	26	and	and	CCONJ
fumecheng-13266	538	27	significantly	significantly	ADV
fumecheng-13266	538	28	reduced	reduce	VERB
fumecheng-13266	538	29	computational	computational	ADJ
fumecheng-13266	538	30	complexity	complexity	NOUN
fumecheng-13266	538	31	compared	compare	VERB
fumecheng-13266	538	32	to	to	ADP
fumecheng-13266	538	33	conventional	conventional	ADJ
fumecheng-13266	538	34	numerical	numerical	ADJ
fumecheng-13266	538	35	methods	method	NOUN
fumecheng-13266	538	36	.	.	PUNCT
fumecheng-13266	539	1	this	this	DET
fumecheng-13266	539	2	algorithm	algorithm	NOUN
fumecheng-13266	539	3	is	be	AUX
fumecheng-13266	539	4	expected	expect	VERB
fumecheng-13266	539	5	to	to	PART
fumecheng-13266	539	6	provide	provide	VERB
fumecheng-13266	539	7	reliable	reliable	ADJ
fumecheng-13266	539	8	data	datum	NOUN
fumecheng-13266	539	9	for	for	ADP
fumecheng-13266	539	10	various	various	ADJ
fumecheng-13266	539	11	engineering	engineering	NOUN
fumecheng-13266	539	12	design	design	NOUN
fumecheng-13266	539	13	issues	issue	NOUN
fumecheng-13266	539	14	,	,	PUNCT
fumecheng-13266	539	15	including	include	VERB
fumecheng-13266	539	16	friction	friction	NOUN
fumecheng-13266	539	17	,	,	PUNCT
fumecheng-13266	539	18	wear	wear	NOUN
fumecheng-13266	539	19	,	,	PUNCT
fumecheng-13266	539	20	and	and	CCONJ
fumecheng-13266	539	21	thermal	thermal	ADJ
fumecheng-13266	539	22	/	/	SYM
fumecheng-13266	539	23	electrical	electrical	ADJ
fumecheng-13266	539	24	contact	contact	NOUN
fumecheng-13266	539	25	resistance	resistance	NOUN
fumecheng-13266	539	26	.	.	PUNCT
fumecheng-13266	540	1	moreover	moreover	ADV
fumecheng-13266	540	2	,	,	PUNCT
fumecheng-13266	540	3	by	by	ADP
fumecheng-13266	540	4	reducing	reduce	VERB
fumecheng-13266	540	5	the	the	DET
fumecheng-13266	540	6	computation	computation	NOUN
fumecheng-13266	540	7	time	time	NOUN
fumecheng-13266	540	8	and	and	CCONJ
fumecheng-13266	540	9	cost	cost	NOUN
fumecheng-13266	540	10	,	,	PUNCT
fumecheng-13266	540	11	the	the	DET
fumecheng-13266	540	12	proposed	propose	VERB
fumecheng-13266	540	13	method	method	NOUN
fumecheng-13266	540	14	has	have	VERB
fumecheng-13266	540	15	potential	potential	NOUN
fumecheng-13266	540	16	for	for	ADP
fumecheng-13266	540	17	application	application	NOUN
fumecheng-13266	540	18	in	in	ADP
fumecheng-13266	540	19	real	real	ADJ
fumecheng-13266	540	20	-	-	PUNCT
fumecheng-13266	540	21	time	time	NOUN
fumecheng-13266	540	22	analysis	analysis	NOUN
fumecheng-13266	540	23	and	and	CCONJ
fumecheng-13266	540	24	large	large	ADJ
fumecheng-13266	540	25	-	-	PUNCT
fumecheng-13266	540	26	scale	scale	NOUN
fumecheng-13266	540	27	simulations	simulation	NOUN
fumecheng-13266	540	28	across	across	ADP
fumecheng-13266	540	29	diverse	diverse	ADJ
fumecheng-13266	540	30	engineering	engineering	NOUN
fumecheng-13266	540	31	fields	field	NOUN
fumecheng-13266	540	32	.	.	PUNCT
fumecheng-13266	541	1	784	784	NUM
fumecheng-13266	541	2	i.	i.	PROPN
fumecheng-13266	541	3	jang	jang	PROPN
fumecheng-13266	541	4	,	,	PUNCT
fumecheng-13266	541	5	y.h	y.h	PROPN
fumecheng-13266	541	6	.	.	PROPN
fumecheng-13266	541	7	jang	jang	PROPN
fumecheng-13266	541	8	acknowledgment	acknowledgment	PROPN
fumecheng-13266	541	9	:	:	PUNCT
fumecheng-13266	541	10	the	the	DET
fumecheng-13266	541	11	authors	author	NOUN
fumecheng-13266	541	12	are	be	AUX
fumecheng-13266	541	13	pleased	pleased	ADJ
fumecheng-13266	541	14	to	to	PART
fumecheng-13266	541	15	acknowledge	acknowledge	VERB
fumecheng-13266	541	16	support	support	NOUN
fumecheng-13266	541	17	from	from	ADP
fumecheng-13266	541	18	the	the	DET
fumecheng-13266	541	19	national	national	PROPN
fumecheng-13266	541	20	research	research	PROPN
fumecheng-13266	541	21	foundation	foundation	PROPN
fumecheng-13266	541	22	of	of	ADP
fumecheng-13266	541	23	korea	korea	PROPN
fumecheng-13266	541	24	(	(	PUNCT
fumecheng-13266	541	25	nrf	nrf	NOUN
fumecheng-13266	541	26	)	)	PUNCT
fumecheng-13266	541	27	funded	fund	VERB
fumecheng-13266	541	28	by	by	ADP
fumecheng-13266	541	29	the	the	DET
fumecheng-13266	541	30	korea	korea	PROPN
fumecheng-13266	541	31	government	government	PROPN
fumecheng-13266	541	32	(	(	PUNCT
fumecheng-13266	541	33	msip	msip	PROPN
fumecheng-13266	541	34	)	)	PUNCT
fumecheng-13266	541	35	(	(	PUNCT
fumecheng-13266	541	36	grant	grant	VERB
fumecheng-13266	541	37	no	no	INTJ
fumecheng-13266	541	38	.	.	PUNCT
fumecheng-13266	542	1	2021r1a2c3010731	2021r1a2c3010731	NUM
fumecheng-13266	542	2	)	)	PUNCT
fumecheng-13266	542	3	.	.	PUNCT
fumecheng-13266	543	1	references	reference	NOUN
fumecheng-13266	543	2	1	1	NUM
fumecheng-13266	543	3	.	.	PUNCT
fumecheng-13266	544	1	greenwood	greenwood	PROPN
fumecheng-13266	544	2	,	,	PUNCT
fumecheng-13266	544	3	j.a	j.a	PROPN
fumecheng-13266	544	4	.	.	PROPN
fumecheng-13266	544	5	,	,	PUNCT
fumecheng-13266	544	6	1967	1967	NUM
fumecheng-13266	544	7	,	,	PUNCT
fumecheng-13266	544	8	the	the	DET
fumecheng-13266	544	9	area	area	NOUN
fumecheng-13266	544	10	of	of	ADP
fumecheng-13266	544	11	contact	contact	NOUN
fumecheng-13266	544	12	between	between	ADP
fumecheng-13266	544	13	rough	rough	ADJ
fumecheng-13266	544	14	surfaces	surface	NOUN
fumecheng-13266	544	15	and	and	CCONJ
fumecheng-13266	544	16	flats	flat	NOUN
fumecheng-13266	544	17	,	,	PUNCT
fumecheng-13266	544	18	journal	journal	NOUN
fumecheng-13266	544	19	of	of	ADP
fumecheng-13266	544	20	lubrication	lubrication	NOUN
fumecheng-13266	544	21	technology	technology	NOUN
fumecheng-13266	544	22	,	,	PUNCT
fumecheng-13266	544	23	89(1	89(1	NUM
fumecheng-13266	544	24	)	)	PUNCT
fumecheng-13266	544	25	,	,	PUNCT
fumecheng-13266	544	26	pp	pp	PROPN
fumecheng-13266	544	27	.	.	PUNCT
fumecheng-13266	545	1	81	81	NUM
fumecheng-13266	545	2	-	-	SYM
fumecheng-13266	545	3	87	87	NUM
fumecheng-13266	545	4	.	.	PUNCT
fumecheng-13266	546	1	2	2	NUM
fumecheng-13266	546	2	.	.	X
fumecheng-13266	546	3	jackson	jackson	PROPN
fumecheng-13266	546	4	,	,	PUNCT
fumecheng-13266	546	5	r.l	r.l	PROPN
fumecheng-13266	546	6	.	.	PROPN
fumecheng-13266	546	7	,	,	PUNCT
fumecheng-13266	546	8	streator	streator	PROPN
fumecheng-13266	546	9	,	,	PUNCT
fumecheng-13266	546	10	j.l	j.l	PROPN
fumecheng-13266	546	11	.	.	PROPN
fumecheng-13266	546	12	,	,	PUNCT
fumecheng-13266	546	13	2006	2006	NUM
fumecheng-13266	546	14	,	,	PUNCT
fumecheng-13266	546	15	a	a	DET
fumecheng-13266	546	16	multi	multi	ADJ
fumecheng-13266	546	17	-	-	ADJ
fumecheng-13266	546	18	scale	scale	ADJ
fumecheng-13266	546	19	model	model	NOUN
fumecheng-13266	546	20	for	for	ADP
fumecheng-13266	546	21	contact	contact	NOUN
fumecheng-13266	546	22	between	between	ADP
fumecheng-13266	546	23	rough	rough	ADJ
fumecheng-13266	546	24	surfaces	surface	NOUN
fumecheng-13266	546	25	,	,	PUNCT
fumecheng-13266	546	26	wear	wear	NOUN
fumecheng-13266	546	27	,	,	PUNCT
fumecheng-13266	546	28	261(1112	261(1112	PROPN
fumecheng-13266	546	29	)	)	PUNCT
fumecheng-13266	546	30	,	,	PUNCT
fumecheng-13266	546	31	pp	pp	PROPN
fumecheng-13266	546	32	.	.	PUNCT
fumecheng-13266	547	1	1337	1337	NUM
fumecheng-13266	547	2	-	-	SYM
fumecheng-13266	547	3	1347	1347	NUM
fumecheng-13266	547	4	.	.	PUNCT
fumecheng-13266	548	1	3	3	X
fumecheng-13266	548	2	.	.	X
fumecheng-13266	548	3	hyun	hyun	PROPN
fumecheng-13266	548	4	,	,	PUNCT
fumecheng-13266	548	5	s.	s.	PROPN
fumecheng-13266	548	6	,	,	PUNCT
fumecheng-13266	548	7	robbins	robbins	PROPN
fumecheng-13266	548	8	,	,	PUNCT
fumecheng-13266	548	9	m.o	m.o	PROPN
fumecheng-13266	548	10	.	.	PROPN
fumecheng-13266	548	11	,	,	PUNCT
fumecheng-13266	548	12	2007	2007	NUM
fumecheng-13266	548	13	,	,	PUNCT
fumecheng-13266	548	14	elastic	elastic	ADJ
fumecheng-13266	548	15	contact	contact	NOUN
fumecheng-13266	548	16	between	between	ADP
fumecheng-13266	548	17	rough	rough	ADJ
fumecheng-13266	548	18	surfaces	surface	NOUN
fumecheng-13266	548	19	:	:	PUNCT
fumecheng-13266	548	20	effect	effect	NOUN
fumecheng-13266	548	21	of	of	ADP
fumecheng-13266	548	22	roughness	roughness	NOUN
fumecheng-13266	548	23	at	at	ADP
fumecheng-13266	548	24	large	large	ADJ
fumecheng-13266	548	25	and	and	CCONJ
fumecheng-13266	548	26	small	small	ADJ
fumecheng-13266	548	27	wavelengths	wavelength	NOUN
fumecheng-13266	548	28	,	,	PUNCT
fumecheng-13266	548	29	tribology	tribology	NOUN
fumecheng-13266	548	30	international	international	NOUN
fumecheng-13266	548	31	,	,	PUNCT
fumecheng-13266	548	32	40(10	40(10	NOUN
fumecheng-13266	548	33	-	-	SYM
fumecheng-13266	548	34	12	12	NUM
fumecheng-13266	548	35	)	)	PUNCT
fumecheng-13266	548	36	,	,	PUNCT
fumecheng-13266	548	37	pp	pp	ADP
fumecheng-13266	548	38	.	.	PUNCT
fumecheng-13266	549	1	1413	1413	NUM
fumecheng-13266	549	2	-	-	SYM
fumecheng-13266	549	3	1422	1422	NUM
fumecheng-13266	549	4	.	.	PUNCT
fumecheng-13266	550	1	4	4	X
fumecheng-13266	550	2	.	.	X
fumecheng-13266	550	3	jang	jang	PROPN
fumecheng-13266	550	4	,	,	PUNCT
fumecheng-13266	550	5	y.h	y.h	PROPN
fumecheng-13266	550	6	.	.	PROPN
fumecheng-13266	550	7	,	,	PUNCT
fumecheng-13266	550	8	barber	barber	PROPN
fumecheng-13266	550	9	,	,	PUNCT
fumecheng-13266	550	10	j.r	j.r	PROPN
fumecheng-13266	550	11	.	.	PROPN
fumecheng-13266	550	12	,	,	PUNCT
fumecheng-13266	550	13	2003	2003	NUM
fumecheng-13266	550	14	,	,	PUNCT
fumecheng-13266	550	15	effect	effect	NOUN
fumecheng-13266	550	16	of	of	ADP
fumecheng-13266	550	17	contact	contact	NOUN
fumecheng-13266	550	18	statistics	statistic	NOUN
fumecheng-13266	550	19	on	on	ADP
fumecheng-13266	550	20	electrical	electrical	ADJ
fumecheng-13266	550	21	contact	contact	NOUN
fumecheng-13266	550	22	resistance	resistance	NOUN
fumecheng-13266	550	23	,	,	PUNCT
fumecheng-13266	550	24	journal	journal	NOUN
fumecheng-13266	550	25	of	of	ADP
fumecheng-13266	550	26	applied	applied	ADJ
fumecheng-13266	550	27	physics	physic	NOUN
fumecheng-13266	550	28	,	,	PUNCT
fumecheng-13266	550	29	94(11	94(11	NUM
fumecheng-13266	550	30	)	)	PUNCT
fumecheng-13266	550	31	,	,	PUNCT
fumecheng-13266	550	32	pp	pp	ADJ
fumecheng-13266	550	33	.	.	PUNCT
fumecheng-13266	551	1	7215	7215	NUM
fumecheng-13266	551	2	-	-	SYM
fumecheng-13266	551	3	7221	7221	NUM
fumecheng-13266	551	4	.	.	PUNCT
fumecheng-13266	552	1	5	5	NUM
fumecheng-13266	552	2	.	.	NOUN
fumecheng-13266	552	3	bahrami	bahrami	NOUN
fumecheng-13266	552	4	,	,	PUNCT
fumecheng-13266	552	5	m.	m.	NOUN
fumecheng-13266	552	6	,	,	PUNCT
fumecheng-13266	552	7	culham	culham	PROPN
fumecheng-13266	552	8	,	,	PUNCT
fumecheng-13266	552	9	j.r	j.r	PROPN
fumecheng-13266	552	10	.	.	PROPN
fumecheng-13266	552	11	,	,	PUNCT
fumecheng-13266	552	12	yovanovich	yovanovich	NOUN
fumecheng-13266	552	13	,	,	PUNCT
fumecheng-13266	552	14	m.m	m.m	PROPN
fumecheng-13266	552	15	.	.	PROPN
fumecheng-13266	552	16	,	,	PUNCT
fumecheng-13266	552	17	2004	2004	NUM
fumecheng-13266	552	18	,	,	PUNCT
fumecheng-13266	552	19	modeling	model	VERB
fumecheng-13266	552	20	thermal	thermal	ADJ
fumecheng-13266	552	21	contact	contact	NOUN
fumecheng-13266	552	22	resistance	resistance	NOUN
fumecheng-13266	552	23	:	:	PUNCT
fumecheng-13266	552	24	a	a	DET
fumecheng-13266	552	25	scale	scale	NOUN
fumecheng-13266	552	26	analysis	analysis	NOUN
fumecheng-13266	552	27	approach	approach	NOUN
fumecheng-13266	552	28	,	,	PUNCT
fumecheng-13266	552	29	journal	journal	NOUN
fumecheng-13266	552	30	of	of	ADP
fumecheng-13266	552	31	heat	heat	NOUN
fumecheng-13266	552	32	transfer	transfer	NOUN
fumecheng-13266	552	33	,	,	PUNCT
fumecheng-13266	552	34	126(6	126(6	NUM
fumecheng-13266	552	35	)	)	PUNCT
fumecheng-13266	552	36	,	,	PUNCT
fumecheng-13266	553	1	pp	pp	PROPN
fumecheng-13266	553	2	.	.	PUNCT
fumecheng-13266	554	1	896	896	NUM
fumecheng-13266	554	2	-	-	SYM
fumecheng-13266	554	3	905	905	NUM
fumecheng-13266	554	4	.	.	PUNCT
fumecheng-13266	555	1	6	6	NUM
fumecheng-13266	555	2	.	.	X
fumecheng-13266	556	1	prevost	prevost	PROPN
fumecheng-13266	556	2	,	,	PUNCT
fumecheng-13266	556	3	a.	a.	NOUN
fumecheng-13266	556	4	,	,	PUNCT
fumecheng-13266	556	5	scheibert	scheibert	PROPN
fumecheng-13266	556	6	,	,	PUNCT
fumecheng-13266	556	7	j.	j.	PROPN
fumecheng-13266	556	8	,	,	PUNCT
fumecheng-13266	556	9	debrégeas	debrégeas	PROPN
fumecheng-13266	556	10	,	,	PUNCT
fumecheng-13266	556	11	g.	g.	PROPN
fumecheng-13266	556	12	,	,	PUNCT
fumecheng-13266	556	13	2013	2013	NUM
fumecheng-13266	556	14	,	,	PUNCT
fumecheng-13266	556	15	probing	probe	VERB
fumecheng-13266	556	16	the	the	DET
fumecheng-13266	556	17	micromechanics	micromechanic	NOUN
fumecheng-13266	556	18	of	of	ADP
fumecheng-13266	556	19	a	a	DET
fumecheng-13266	556	20	multi	multi	ADJ
fumecheng-13266	556	21	-	-	ADJ
fumecheng-13266	556	22	contact	contact	ADJ
fumecheng-13266	556	23	interface	interface	NOUN
fumecheng-13266	556	24	at	at	ADP
fumecheng-13266	556	25	the	the	DET
fumecheng-13266	556	26	onset	onset	NOUN
fumecheng-13266	556	27	of	of	ADP
fumecheng-13266	556	28	frictional	frictional	ADJ
fumecheng-13266	556	29	sliding	sliding	NOUN
fumecheng-13266	556	30	,	,	PUNCT
fumecheng-13266	556	31	the	the	DET
fumecheng-13266	556	32	european	european	PROPN
fumecheng-13266	556	33	physical	physical	PROPN
fumecheng-13266	556	34	journal	journal	PROPN
fumecheng-13266	556	35	e	e	PROPN
fumecheng-13266	556	36	,	,	PUNCT
fumecheng-13266	556	37	36	36	NUM
fumecheng-13266	556	38	,	,	PUNCT
fumecheng-13266	556	39	17	17	NUM
fumecheng-13266	556	40	.	.	NOUN
fumecheng-13266	556	41	7	7	X
fumecheng-13266	556	42	.	.	X
fumecheng-13266	557	1	ren	ren	PROPN
fumecheng-13266	557	2	,	,	PUNCT
fumecheng-13266	557	3	z.	z.	PROPN
fumecheng-13266	557	4	,	,	PUNCT
fumecheng-13266	557	5	li	li	PROPN
fumecheng-13266	557	6	,	,	PUNCT
fumecheng-13266	557	7	t.	t.	PROPN
fumecheng-13266	557	8	,	,	PUNCT
fumecheng-13266	557	9	ju	ju	PROPN
fumecheng-13266	557	10	,	,	PUNCT
fumecheng-13266	557	11	y.	y.	PROPN
fumecheng-13266	557	12	,	,	PUNCT
fumecheng-13266	557	13	xie	xie	PROPN
fumecheng-13266	557	14	,	,	PUNCT
fumecheng-13266	557	15	h.	h.	PROPN
fumecheng-13266	557	16	,	,	PUNCT
fumecheng-13266	557	17	zhang	zhang	PROPN
fumecheng-13266	557	18	,	,	PUNCT
fumecheng-13266	557	19	q.	q.	PROPN
fumecheng-13266	557	20	,	,	PUNCT
fumecheng-13266	557	21	2024	2024	NUM
fumecheng-13266	557	22	,	,	PUNCT
fumecheng-13266	557	23	characterization	characterization	NOUN
fumecheng-13266	557	24	of	of	ADP
fumecheng-13266	557	25	the	the	DET
fumecheng-13266	557	26	nonuniform	nonuniform	ADJ
fumecheng-13266	557	27	friction	friction	NOUN
fumecheng-13266	557	28	behaviors	behavior	NOUN
fumecheng-13266	557	29	in	in	ADP
fumecheng-13266	557	30	rough	rough	ADJ
fumecheng-13266	557	31	surfaces	surface	NOUN
fumecheng-13266	557	32	for	for	ADP
fumecheng-13266	557	33	the	the	DET
fumecheng-13266	557	34	initial	initial	ADJ
fumecheng-13266	557	35	slip	slip	NOUN
fumecheng-13266	557	36	by	by	ADP
fumecheng-13266	557	37	the	the	DET
fumecheng-13266	557	38	micro	micro	NOUN
fumecheng-13266	557	39	-	-	NOUN
fumecheng-13266	557	40	contact	contact	NOUN
fumecheng-13266	557	41	and	and	CCONJ
fumecheng-13266	557	42	deformation	deformation	NOUN
fumecheng-13266	557	43	zones	zone	NOUN
fumecheng-13266	557	44	,	,	PUNCT
fumecheng-13266	557	45	optics	optic	NOUN
fumecheng-13266	557	46	and	and	CCONJ
fumecheng-13266	557	47	lasers	laser	NOUN
fumecheng-13266	557	48	in	in	ADP
fumecheng-13266	557	49	engineering	engineering	NOUN
fumecheng-13266	557	50	,	,	PUNCT
fumecheng-13266	557	51	183	183	NUM
fumecheng-13266	557	52	,	,	PUNCT
fumecheng-13266	557	53	108503	108503	NUM
fumecheng-13266	557	54	.	.	PUNCT
fumecheng-13266	558	1	8	8	X
fumecheng-13266	558	2	.	.	X
fumecheng-13266	558	3	polonsky	polonsky	PROPN
fumecheng-13266	558	4	,	,	PUNCT
fumecheng-13266	558	5	i.a	i.a	PROPN
fumecheng-13266	558	6	.	.	PROPN
fumecheng-13266	558	7	,	,	PUNCT
fumecheng-13266	558	8	keer	keer	PROPN
fumecheng-13266	558	9	,	,	PUNCT
fumecheng-13266	558	10	l.m	l.m	PROPN
fumecheng-13266	558	11	.	.	PROPN
fumecheng-13266	558	12	,	,	PUNCT
fumecheng-13266	558	13	1999	1999	NUM
fumecheng-13266	558	14	,	,	PUNCT
fumecheng-13266	558	15	a	a	DET
fumecheng-13266	558	16	numerical	numerical	ADJ
fumecheng-13266	558	17	method	method	NOUN
fumecheng-13266	558	18	for	for	ADP
fumecheng-13266	558	19	solving	solve	VERB
fumecheng-13266	558	20	rough	rough	ADJ
fumecheng-13266	558	21	contact	contact	NOUN
fumecheng-13266	558	22	problems	problem	NOUN
fumecheng-13266	558	23	based	base	VERB
fumecheng-13266	558	24	on	on	ADP
fumecheng-13266	558	25	the	the	DET
fumecheng-13266	558	26	multi	multi	ADJ
fumecheng-13266	558	27	-	-	ADJ
fumecheng-13266	558	28	level	level	ADJ
fumecheng-13266	558	29	multi	multi	ADJ
fumecheng-13266	558	30	-	-	ADJ
fumecheng-13266	558	31	summation	summation	ADJ
fumecheng-13266	558	32	and	and	CCONJ
fumecheng-13266	558	33	conjugate	conjugate	ADJ
fumecheng-13266	558	34	gradient	gradient	NOUN
fumecheng-13266	558	35	techniques	technique	NOUN
fumecheng-13266	558	36	,	,	PUNCT
fumecheng-13266	558	37	wear	wear	NOUN
fumecheng-13266	558	38	,	,	PUNCT
fumecheng-13266	558	39	231(2	231(2	NUM
fumecheng-13266	558	40	)	)	PUNCT
fumecheng-13266	558	41	,	,	PUNCT
fumecheng-13266	558	42	pp	pp	ADP
fumecheng-13266	558	43	.	.	PUNCT
fumecheng-13266	559	1	206	206	NUM
fumecheng-13266	559	2	-	-	SYM
fumecheng-13266	559	3	219	219	NUM
fumecheng-13266	559	4	.	.	PUNCT
fumecheng-13266	560	1	9	9	NUM
fumecheng-13266	560	2	.	.	X
fumecheng-13266	561	1	popov	popov	PROPN
fumecheng-13266	561	2	,	,	PUNCT
fumecheng-13266	561	3	v.l	v.l	PROPN
fumecheng-13266	561	4	.	.	PROPN
fumecheng-13266	561	5	,	,	PUNCT
fumecheng-13266	561	6	heß	heß	PROPN
fumecheng-13266	561	7	,	,	PUNCT
fumecheng-13266	561	8	m.	m.	NOUN
fumecheng-13266	561	9	,	,	PUNCT
fumecheng-13266	561	10	2015	2015	NUM
fumecheng-13266	561	11	,	,	PUNCT
fumecheng-13266	561	12	method	method	NOUN
fumecheng-13266	561	13	of	of	ADP
fumecheng-13266	561	14	dimensionality	dimensionality	NOUN
fumecheng-13266	561	15	reduction	reduction	NOUN
fumecheng-13266	561	16	in	in	ADP
fumecheng-13266	561	17	contact	contact	NOUN
fumecheng-13266	561	18	mechanics	mechanic	NOUN
fumecheng-13266	561	19	and	and	CCONJ
fumecheng-13266	561	20	friction	friction	NOUN
fumecheng-13266	561	21	,	,	PUNCT
fumecheng-13266	561	22	springer	springer	NOUN
fumecheng-13266	561	23	,	,	PUNCT
fumecheng-13266	561	24	heidelberg	heidelberg	PROPN
fumecheng-13266	561	25	.	.	PUNCT
fumecheng-13266	562	1	10	10	NUM
fumecheng-13266	562	2	.	.	X
fumecheng-13266	563	1	wang	wang	PROPN
fumecheng-13266	563	2	,	,	PUNCT
fumecheng-13266	563	3	q.	q.	PROPN
fumecheng-13266	563	4	,	,	PUNCT
fumecheng-13266	563	5	sun	sun	PROPN
fumecheng-13266	563	6	,	,	PUNCT
fumecheng-13266	563	7	l.	l.	PROPN
fumecheng-13266	563	8	,	,	PUNCT
fumecheng-13266	563	9	zhang	zhang	PROPN
fumecheng-13266	563	10	,	,	PUNCT
fumecheng-13266	563	11	x.	x.	PROPN
fumecheng-13266	563	12	,	,	PUNCT
fumecheng-13266	563	13	liu	liu	PROPN
fumecheng-13266	563	14	,	,	PUNCT
fumecheng-13266	563	15	s.	s.	PROPN
fumecheng-13266	563	16	,	,	PUNCT
fumecheng-13266	563	17	2020	2020	NUM
fumecheng-13266	563	18	,	,	PUNCT
fumecheng-13266	563	19	fft	fft	NOUN
fumecheng-13266	563	20	-	-	PUNCT
fumecheng-13266	563	21	based	base	VERB
fumecheng-13266	563	22	methods	method	NOUN
fumecheng-13266	563	23	for	for	ADP
fumecheng-13266	563	24	computational	computational	ADJ
fumecheng-13266	563	25	contact	contact	NOUN
fumecheng-13266	563	26	mechanics	mechanic	NOUN
fumecheng-13266	563	27	,	,	PUNCT
fumecheng-13266	563	28	frontiers	frontier	NOUN
fumecheng-13266	563	29	of	of	ADP
fumecheng-13266	563	30	mechanical	mechanical	ADJ
fumecheng-13266	563	31	engineering	engineering	NOUN
fumecheng-13266	563	32	,	,	PUNCT
fumecheng-13266	563	33	6	6	NUM
fumecheng-13266	563	34	,	,	PUNCT
fumecheng-13266	563	35	61	61	NUM
fumecheng-13266	563	36	.	.	NOUN
fumecheng-13266	563	37	11	11	NUM
fumecheng-13266	563	38	.	.	PUNCT
fumecheng-13266	564	1	vakis	vakis	PROPN
fumecheng-13266	564	2	,	,	PUNCT
fumecheng-13266	564	3	a.i	a.i	PROPN
fumecheng-13266	564	4	.	.	PROPN
fumecheng-13266	564	5	,	,	PUNCT
fumecheng-13266	564	6	yastrebov	yastrebov	PROPN
fumecheng-13266	564	7	,	,	PUNCT
fumecheng-13266	564	8	v.a	v.a	PROPN
fumecheng-13266	564	9	.	.	PROPN
fumecheng-13266	564	10	,	,	PUNCT
fumecheng-13266	564	11	scheibert	scheibert	PROPN
fumecheng-13266	564	12	,	,	PUNCT
fumecheng-13266	564	13	j.	j.	PROPN
fumecheng-13266	564	14	,	,	PUNCT
fumecheng-13266	564	15	et	et	PROPN
fumecheng-13266	564	16	al	al	PROPN
fumecheng-13266	564	17	.	.	PROPN
fumecheng-13266	564	18	,	,	PUNCT
fumecheng-13266	564	19	2018	2018	NUM
fumecheng-13266	564	20	,	,	PUNCT
fumecheng-13266	564	21	modeling	modeling	NOUN
fumecheng-13266	564	22	and	and	CCONJ
fumecheng-13266	564	23	simulation	simulation	NOUN
fumecheng-13266	564	24	in	in	ADP
fumecheng-13266	564	25	tribology	tribology	NOUN
fumecheng-13266	564	26	across	across	ADP
fumecheng-13266	564	27	scales	scale	NOUN
fumecheng-13266	564	28	:	:	PUNCT
fumecheng-13266	564	29	an	an	DET
fumecheng-13266	564	30	overview	overview	NOUN
fumecheng-13266	564	31	,	,	PUNCT
fumecheng-13266	564	32	tribology	tribology	NOUN
fumecheng-13266	564	33	international	international	PROPN
fumecheng-13266	564	34	,	,	PUNCT
fumecheng-13266	564	35	125	125	NUM
fumecheng-13266	564	36	,	,	PUNCT
fumecheng-13266	564	37	pp	pp	ADJ
fumecheng-13266	564	38	.	.	PUNCT
fumecheng-13266	565	1	169	169	NUM
fumecheng-13266	565	2	-	-	SYM
fumecheng-13266	565	3	199	199	NUM
fumecheng-13266	565	4	.	.	PUNCT
fumecheng-13266	566	1	12	12	NUM
fumecheng-13266	566	2	.	.	PUNCT
fumecheng-13266	567	1	ules	ule	NOUN
fumecheng-13266	567	2	,	,	PUNCT
fumecheng-13266	567	3	t.	t.	PROPN
fumecheng-13266	567	4	,	,	PUNCT
fumecheng-13266	567	5	haselmann	haselmann	PROPN
fumecheng-13266	567	6	,	,	PUNCT
fumecheng-13266	567	7	m.	m.	NOUN
fumecheng-13266	567	8	,	,	PUNCT
fumecheng-13266	567	9	grießer	grießer	NOUN
fumecheng-13266	567	10	,	,	PUNCT
fumecheng-13266	567	11	m.	m.	NOUN
fumecheng-13266	567	12	,	,	PUNCT
fumecheng-13266	567	13	gruber	gruber	PROPN
fumecheng-13266	567	14	,	,	PUNCT
fumecheng-13266	567	15	d.p	d.p	PROPN
fumecheng-13266	567	16	.	.	PROPN
fumecheng-13266	567	17	,	,	PUNCT
fumecheng-13266	567	18	2022	2022	NUM
fumecheng-13266	567	19	,	,	PUNCT
fumecheng-13266	567	20	finger	finger	NOUN
fumecheng-13266	567	21	contact	contact	NOUN
fumecheng-13266	567	22	area	area	NOUN
fumecheng-13266	567	23	analysis	analysis	NOUN
fumecheng-13266	567	24	with	with	ADP
fumecheng-13266	567	25	convolutional	convolutional	ADJ
fumecheng-13266	567	26	neural	neural	ADJ
fumecheng-13266	567	27	networks	network	NOUN
fumecheng-13266	567	28	,	,	PUNCT
fumecheng-13266	567	29	applied	apply	VERB
fumecheng-13266	567	30	artificial	artificial	ADJ
fumecheng-13266	567	31	intelligence	intelligence	NOUN
fumecheng-13266	567	32	,	,	PUNCT
fumecheng-13266	567	33	36(1	36(1	NUM
fumecheng-13266	567	34	)	)	PUNCT
fumecheng-13266	567	35	,	,	PUNCT
fumecheng-13266	567	36	1987035	1987035	NUM
fumecheng-13266	567	37	.	.	PUNCT
fumecheng-13266	568	1	13	13	NUM
fumecheng-13266	568	2	.	.	X
fumecheng-13266	568	3	silva	silva	PROPN
fumecheng-13266	568	4	,	,	PUNCT
fumecheng-13266	568	5	a.	a.	PROPN
fumecheng-13266	568	6	,	,	PUNCT
fumecheng-13266	568	7	lenzi	lenzi	PROPN
fumecheng-13266	568	8	,	,	PUNCT
fumecheng-13266	568	9	v.	v.	PROPN
fumecheng-13266	568	10	,	,	PUNCT
fumecheng-13266	568	11	pyrlin	pyrlin	PROPN
fumecheng-13266	568	12	,	,	PUNCT
fumecheng-13266	568	13	s.	s.	PROPN
fumecheng-13266	568	14	,	,	PUNCT
fumecheng-13266	568	15	carvalho	carvalho	PROPN
fumecheng-13266	568	16	,	,	PUNCT
fumecheng-13266	568	17	s.	s.	PROPN
fumecheng-13266	568	18	,	,	PUNCT
fumecheng-13266	568	19	cavaleiro	cavaleiro	PROPN
fumecheng-13266	568	20	,	,	PUNCT
fumecheng-13266	568	21	a.	a.	NOUN
fumecheng-13266	568	22	,	,	PUNCT
fumecheng-13266	568	23	marques	marques	PROPN
fumecheng-13266	568	24	,	,	PUNCT
fumecheng-13266	568	25	l.	l.	PROPN
fumecheng-13266	568	26	,	,	PUNCT
fumecheng-13266	568	27	2023	2023	NUM
fumecheng-13266	568	28	,	,	PUNCT
fumecheng-13266	568	29	deep	deep	ADJ
fumecheng-13266	568	30	learning	learning	NOUN
fumecheng-13266	568	31	approach	approach	NOUN
fumecheng-13266	568	32	to	to	ADP
fumecheng-13266	568	33	the	the	DET
fumecheng-13266	568	34	texture	texture	ADJ
fumecheng-13266	568	35	optimization	optimization	NOUN
fumecheng-13266	568	36	problem	problem	NOUN
fumecheng-13266	568	37	for	for	ADP
fumecheng-13266	568	38	friction	friction	NOUN
fumecheng-13266	568	39	control	control	NOUN
fumecheng-13266	568	40	in	in	ADP
fumecheng-13266	568	41	lubricated	lubricated	ADJ
fumecheng-13266	568	42	contacts	contact	NOUN
fumecheng-13266	568	43	,	,	PUNCT
fumecheng-13266	568	44	physical	physical	ADJ
fumecheng-13266	568	45	review	review	NOUN
fumecheng-13266	568	46	applied	apply	VERB
fumecheng-13266	568	47	,	,	PUNCT
fumecheng-13266	568	48	19(5	19(5	NUM
fumecheng-13266	568	49	)	)	PUNCT
fumecheng-13266	568	50	,	,	PUNCT
fumecheng-13266	568	51	054078	054078	NUM
fumecheng-13266	568	52	.	.	PUNCT
fumecheng-13266	569	1	14	14	NUM
fumecheng-13266	569	2	.	.	PUNCT
fumecheng-13266	570	1	feng	feng	PROPN
fumecheng-13266	570	2	,	,	PUNCT
fumecheng-13266	570	3	z.	z.	PROPN
fumecheng-13266	570	4	,	,	PUNCT
fumecheng-13266	570	5	yan	yan	PROPN
fumecheng-13266	570	6	,	,	PUNCT
fumecheng-13266	570	7	j.	j.	PROPN
fumecheng-13266	570	8	,	,	PUNCT
fumecheng-13266	570	9	gao	gao	PROPN
fumecheng-13266	570	10	,	,	PUNCT
fumecheng-13266	570	11	y.	y.	PROPN
fumecheng-13266	570	12	,	,	PUNCT
fumecheng-13266	570	13	2022	2022	NUM
fumecheng-13266	570	14	,	,	PUNCT
fumecheng-13266	570	15	prediction	prediction	NOUN
fumecheng-13266	570	16	of	of	ADP
fumecheng-13266	570	17	contact	contact	NOUN
fumecheng-13266	570	18	resistance	resistance	NOUN
fumecheng-13266	570	19	between	between	ADP
fumecheng-13266	570	20	copper	copper	NOUN
fumecheng-13266	570	21	blocks	block	NOUN
fumecheng-13266	570	22	under	under	ADP
fumecheng-13266	570	23	cyclic	cyclic	ADJ
fumecheng-13266	570	24	load	load	NOUN
fumecheng-13266	570	25	based	base	VERB
fumecheng-13266	570	26	on	on	ADP
fumecheng-13266	570	27	deep	deep	ADJ
fumecheng-13266	570	28	learning	learning	NOUN
fumecheng-13266	570	29	algorithm	algorithm	NOUN
fumecheng-13266	570	30	,	,	PUNCT
fumecheng-13266	570	31	aip	aip	PROPN
fumecheng-13266	570	32	advances	advance	NOUN
fumecheng-13266	570	33	,	,	PUNCT
fumecheng-13266	570	34	12(7	12(7	NUM
fumecheng-13266	570	35	)	)	PUNCT
fumecheng-13266	570	36	,	,	PUNCT
fumecheng-13266	570	37	075009	075009	NUM
fumecheng-13266	570	38	.	.	PUNCT
fumecheng-13266	571	1	15	15	NUM
fumecheng-13266	571	2	.	.	PUNCT
fumecheng-13266	572	1	vu	vu	PROPN
fumecheng-13266	572	2	,	,	PUNCT
fumecheng-13266	572	3	a.t	a.t	PROPN
fumecheng-13266	572	4	.	.	PROPN
fumecheng-13266	572	5	,	,	PUNCT
fumecheng-13266	572	6	gulati	gulati	PROPN
fumecheng-13266	572	7	,	,	PUNCT
fumecheng-13266	572	8	s.	s.	PROPN
fumecheng-13266	572	9	,	,	PUNCT
fumecheng-13266	572	10	vogel	vogel	PROPN
fumecheng-13266	572	11	,	,	PUNCT
fumecheng-13266	572	12	p.a	p.a	PROPN
fumecheng-13266	572	13	.	.	PROPN
fumecheng-13266	572	14	,	,	PUNCT
fumecheng-13266	572	15	grunwald	grunwald	PROPN
fumecheng-13266	572	16	,	,	PUNCT
fumecheng-13266	572	17	t.	t.	PROPN
fumecheng-13266	572	18	,	,	PUNCT
fumecheng-13266	572	19	bergs	berg	NOUN
fumecheng-13266	572	20	,	,	PUNCT
fumecheng-13266	572	21	t.	t.	NOUN
fumecheng-13266	572	22	,	,	PUNCT
fumecheng-13266	572	23	2021	2021	NUM
fumecheng-13266	572	24	,	,	PUNCT
fumecheng-13266	572	25	machine	machine	NOUN
fumecheng-13266	572	26	learning	learning	NOUN
fumecheng-13266	572	27	-	-	PUNCT
fumecheng-13266	572	28	based	base	VERB
fumecheng-13266	572	29	predictive	predictive	ADJ
fumecheng-13266	572	30	modeling	modeling	NOUN
fumecheng-13266	572	31	of	of	ADP
fumecheng-13266	572	32	contact	contact	NOUN
fumecheng-13266	572	33	heat	heat	NOUN
fumecheng-13266	572	34	transfer	transfer	NOUN
fumecheng-13266	572	35	,	,	PUNCT
fumecheng-13266	572	36	international	international	ADJ
fumecheng-13266	572	37	journal	journal	NOUN
fumecheng-13266	572	38	of	of	ADP
fumecheng-13266	572	39	heat	heat	NOUN
fumecheng-13266	572	40	and	and	CCONJ
fumecheng-13266	572	41	mass	mass	NOUN
fumecheng-13266	572	42	transfer	transfer	NOUN
fumecheng-13266	572	43	,	,	PUNCT
fumecheng-13266	572	44	174	174	NUM
fumecheng-13266	572	45	,	,	PUNCT
fumecheng-13266	572	46	121300	121300	NUM
fumecheng-13266	572	47	.	.	PUNCT
fumecheng-13266	573	1	16	16	NUM
fumecheng-13266	573	2	.	.	PUNCT
fumecheng-13266	574	1	lee	lee	PROPN
fumecheng-13266	574	2	,	,	PUNCT
fumecheng-13266	574	3	s.	s.	PROPN
fumecheng-13266	574	4	,	,	PUNCT
fumecheng-13266	574	5	kim	kim	PROPN
fumecheng-13266	574	6	,	,	PUNCT
fumecheng-13266	574	7	t.	t.	PROPN
fumecheng-13266	574	8	,	,	PUNCT
fumecheng-13266	574	9	lee	lee	PROPN
fumecheng-13266	574	10	,	,	PUNCT
fumecheng-13266	574	11	s.	s.	PROPN
fumecheng-13266	574	12	,	,	PUNCT
fumecheng-13266	574	13	hong	hong	PROPN
fumecheng-13266	574	14	,	,	PUNCT
fumecheng-13266	574	15	s.h	s.h	PROPN
fumecheng-13266	574	16	.	.	PROPN
fumecheng-13266	574	17	,	,	PUNCT
fumecheng-13266	574	18	2023	2023	NUM
fumecheng-13266	574	19	,	,	PUNCT
fumecheng-13266	574	20	novel	novel	ADJ
fumecheng-13266	574	21	method	method	NOUN
fumecheng-13266	574	22	for	for	ADP
fumecheng-13266	574	23	measuring	measure	VERB
fumecheng-13266	574	24	a	a	DET
fumecheng-13266	574	25	wear	wear	NOUN
fumecheng-13266	574	26	scar	scar	NOUN
fumecheng-13266	574	27	using	use	VERB
fumecheng-13266	574	28	deep	deep	ADJ
fumecheng-13266	574	29	learning	learning	NOUN
fumecheng-13266	574	30	,	,	PUNCT
fumecheng-13266	574	31	tribology	tribology	PROPN
fumecheng-13266	574	32	international	international	PROPN
fumecheng-13266	574	33	,	,	PUNCT
fumecheng-13266	574	34	190	190	NUM
fumecheng-13266	574	35	,	,	PUNCT
fumecheng-13266	574	36	109043	109043	NUM
fumecheng-13266	574	37	.	.	PUNCT
fumecheng-13266	575	1	17	17	NUM
fumecheng-13266	575	2	.	.	PUNCT
fumecheng-13266	575	3	kalliorinne	kalliorinne	PROPN
fumecheng-13266	575	4	,	,	PUNCT
fumecheng-13266	575	5	k.	k.	PROPN
fumecheng-13266	575	6	,	,	PUNCT
fumecheng-13266	575	7	larsson	larsson	PROPN
fumecheng-13266	575	8	,	,	PUNCT
fumecheng-13266	575	9	r.	r.	PROPN
fumecheng-13266	575	10	,	,	PUNCT
fumecheng-13266	575	11	pérez	pérez	NOUN
fumecheng-13266	575	12	-	-	PUNCT
fumecheng-13266	575	13	ràfols	ràfol	NOUN
fumecheng-13266	575	14	,	,	PUNCT
fumecheng-13266	575	15	f.	f.	PROPN
fumecheng-13266	575	16	,	,	PUNCT
fumecheng-13266	575	17	liwicki	liwicki	PROPN
fumecheng-13266	575	18	,	,	PUNCT
fumecheng-13266	575	19	m.	m.	NOUN
fumecheng-13266	575	20	,	,	PUNCT
fumecheng-13266	575	21	almqvist	almqvist	NOUN
fumecheng-13266	575	22	,	,	PUNCT
fumecheng-13266	575	23	a.	a.	NOUN
fumecheng-13266	575	24	,	,	PUNCT
fumecheng-13266	575	25	2021	2021	NUM
fumecheng-13266	575	26	,	,	PUNCT
fumecheng-13266	575	27	artificial	artificial	ADJ
fumecheng-13266	575	28	neural	neural	ADJ
fumecheng-13266	575	29	network	network	NOUN
fumecheng-13266	575	30	architecture	architecture	NOUN
fumecheng-13266	575	31	for	for	ADP
fumecheng-13266	575	32	prediction	prediction	NOUN
fumecheng-13266	575	33	of	of	ADP
fumecheng-13266	575	34	contact	contact	NOUN
fumecheng-13266	575	35	mechanical	mechanical	ADJ
fumecheng-13266	575	36	response	response	NOUN
fumecheng-13266	575	37	,	,	PUNCT
fumecheng-13266	575	38	frontiers	frontier	NOUN
fumecheng-13266	575	39	in	in	ADP
fumecheng-13266	575	40	mechanical	mechanical	ADJ
fumecheng-13266	575	41	engineering	engineering	NOUN
fumecheng-13266	575	42	,	,	PUNCT
fumecheng-13266	575	43	6	6	NUM
fumecheng-13266	575	44	,	,	PUNCT
fumecheng-13266	575	45	579825	579825	NUM
fumecheng-13266	575	46	.	.	PUNCT
fumecheng-13266	576	1	18	18	NUM
fumecheng-13266	576	2	.	.	X
fumecheng-13266	576	3	suman	suman	PROPN
fumecheng-13266	576	4	,	,	PUNCT
fumecheng-13266	576	5	s.	s.	PROPN
fumecheng-13266	576	6	,	,	PUNCT
fumecheng-13266	576	7	prajapati	prajapati	PROPN
fumecheng-13266	576	8	,	,	PUNCT
fumecheng-13266	576	9	d.k	d.k	PROPN
fumecheng-13266	576	10	.	.	PROPN
fumecheng-13266	576	11	,	,	PUNCT
fumecheng-13266	576	12	2025	2025	NUM
fumecheng-13266	576	13	,	,	PUNCT
fumecheng-13266	576	14	predictive	predictive	ADJ
fumecheng-13266	576	15	modeling	modeling	NOUN
fumecheng-13266	576	16	of	of	ADP
fumecheng-13266	576	17	real	real	ADJ
fumecheng-13266	576	18	contact	contact	NOUN
fumecheng-13266	576	19	area	area	NOUN
fumecheng-13266	576	20	on	on	ADP
fumecheng-13266	576	21	rough	rough	ADJ
fumecheng-13266	576	22	surfaces	surface	NOUN
fumecheng-13266	576	23	using	use	VERB
fumecheng-13266	576	24	deep	deep	ADJ
fumecheng-13266	576	25	artificial	artificial	ADJ
fumecheng-13266	576	26	neural	neural	ADJ
fumecheng-13266	576	27	network	network	NOUN
fumecheng-13266	576	28	,	,	PUNCT
fumecheng-13266	576	29	journal	journal	NOUN
fumecheng-13266	576	30	of	of	ADP
fumecheng-13266	576	31	tribology	tribology	NOUN
fumecheng-13266	576	32	,	,	PUNCT
fumecheng-13266	576	33	147(11	147(11	NUM
fumecheng-13266	576	34	)	)	PUNCT
fumecheng-13266	576	35	,	,	PUNCT
fumecheng-13266	576	36	111501	111501	NUM
fumecheng-13266	576	37	.	.	PUNCT
fumecheng-13266	577	1	19	19	NUM
fumecheng-13266	577	2	.	.	X
fumecheng-13266	577	3	shen	shen	PROPN
fumecheng-13266	577	4	,	,	PUNCT
fumecheng-13266	577	5	d.	d.	PROPN
fumecheng-13266	577	6	,	,	PUNCT
fumecheng-13266	577	7	wu	wu	PROPN
fumecheng-13266	577	8	,	,	PUNCT
fumecheng-13266	577	9	g.	g.	PROPN
fumecheng-13266	577	10	,	,	PUNCT
fumecheng-13266	577	11	suk	suk	PROPN
fumecheng-13266	577	12	,	,	PUNCT
fumecheng-13266	577	13	h.i	h.i	PROPN
fumecheng-13266	577	14	.	.	PROPN
fumecheng-13266	577	15	,	,	PUNCT
fumecheng-13266	577	16	2017	2017	NUM
fumecheng-13266	577	17	,	,	PUNCT
fumecheng-13266	577	18	deep	deep	ADJ
fumecheng-13266	577	19	learning	learning	NOUN
fumecheng-13266	577	20	in	in	ADP
fumecheng-13266	577	21	medical	medical	ADJ
fumecheng-13266	577	22	image	image	NOUN
fumecheng-13266	577	23	analysis	analysis	NOUN
fumecheng-13266	577	24	,	,	PUNCT
fumecheng-13266	577	25	annual	annual	ADJ
fumecheng-13266	577	26	review	review	NOUN
fumecheng-13266	577	27	of	of	ADP
fumecheng-13266	577	28	biomedical	biomedical	ADJ
fumecheng-13266	577	29	engineering	engineering	NOUN
fumecheng-13266	577	30	,	,	PUNCT
fumecheng-13266	577	31	19	19	NUM
fumecheng-13266	577	32	,	,	PUNCT
fumecheng-13266	577	33	pp	pp	ADJ
fumecheng-13266	577	34	.	.	PUNCT
fumecheng-13266	578	1	221	221	NUM
fumecheng-13266	578	2	-	-	SYM
fumecheng-13266	578	3	248	248	NUM
fumecheng-13266	578	4	.	.	PUNCT
fumecheng-13266	579	1	20	20	NUM
fumecheng-13266	579	2	.	.	PUNCT
fumecheng-13266	579	3	litjens	litjen	NOUN
fumecheng-13266	579	4	,	,	PUNCT
fumecheng-13266	579	5	g.	g.	PROPN
fumecheng-13266	579	6	,	,	PUNCT
fumecheng-13266	579	7	kooi	kooi	PROPN
fumecheng-13266	579	8	,	,	PUNCT
fumecheng-13266	579	9	t.	t.	PROPN
fumecheng-13266	579	10	,	,	PUNCT
fumecheng-13266	579	11	bejnordi	bejnordi	PROPN
fumecheng-13266	579	12	,	,	PUNCT
fumecheng-13266	579	13	b.e	b.e	PROPN
fumecheng-13266	579	14	.	.	PROPN
fumecheng-13266	579	15	,	,	PUNCT
fumecheng-13266	579	16	setio	setio	PROPN
fumecheng-13266	579	17	,	,	PUNCT
fumecheng-13266	579	18	a.a.a	a.a.a	PROPN
fumecheng-13266	579	19	.	.	PROPN
fumecheng-13266	579	20	,	,	PUNCT
fumecheng-13266	579	21	ciompi	ciompi	PROPN
fumecheng-13266	579	22	,	,	PUNCT
fumecheng-13266	579	23	f.	f.	PROPN
fumecheng-13266	579	24	,	,	PUNCT
fumecheng-13266	579	25	ghafoorian	ghafoorian	PROPN
fumecheng-13266	579	26	,	,	PUNCT
fumecheng-13266	579	27	m.	m.	NOUN
fumecheng-13266	579	28	,	,	PUNCT
fumecheng-13266	579	29	van	van	PROPN
fumecheng-13266	579	30	der	der	PROPN
fumecheng-13266	579	31	laak	laak	PROPN
fumecheng-13266	579	32	,	,	PUNCT
fumecheng-13266	579	33	j.a.w.m	j.a.w.m	PROPN
fumecheng-13266	579	34	.	.	PROPN
fumecheng-13266	579	35	,	,	PUNCT
fumecheng-13266	579	36	van	van	PROPN
fumecheng-13266	579	37	ginneken	ginneken	PROPN
fumecheng-13266	579	38	,	,	PUNCT
fumecheng-13266	579	39	b.	b.	PROPN
fumecheng-13266	579	40	,	,	PUNCT
fumecheng-13266	579	41	sànchez	sànchez	PROPN
fumecheng-13266	579	42	,	,	PUNCT
fumecheng-13266	579	43	c.i	c.i	PROPN
fumecheng-13266	579	44	.	.	PROPN
fumecheng-13266	579	45	,	,	PUNCT
fumecheng-13266	579	46	2017	2017	NUM
fumecheng-13266	579	47	,	,	PUNCT
fumecheng-13266	579	48	a	a	DET
fumecheng-13266	579	49	survey	survey	NOUN
fumecheng-13266	579	50	on	on	ADP
fumecheng-13266	579	51	deep	deep	ADJ
fumecheng-13266	579	52	learning	learning	NOUN
fumecheng-13266	579	53	in	in	ADP
fumecheng-13266	579	54	medical	medical	ADJ
fumecheng-13266	579	55	image	image	NOUN
fumecheng-13266	579	56	analysis	analysis	NOUN
fumecheng-13266	579	57	,	,	PUNCT
fumecheng-13266	579	58	medical	medical	ADJ
fumecheng-13266	579	59	image	image	NOUN
fumecheng-13266	579	60	analysis	analysis	NOUN
fumecheng-13266	579	61	,	,	PUNCT
fumecheng-13266	579	62	42	42	NUM
fumecheng-13266	579	63	,	,	PUNCT
fumecheng-13266	579	64	pp	pp	ADJ
fumecheng-13266	579	65	.	.	PUNCT
fumecheng-13266	580	1	60	60	NUM
fumecheng-13266	580	2	-	-	SYM
fumecheng-13266	580	3	88	88	NUM
fumecheng-13266	580	4	.	.	PUNCT
fumecheng-13266	581	1	21	21	NUM
fumecheng-13266	581	2	.	.	PUNCT
fumecheng-13266	582	1	wang	wang	PROPN
fumecheng-13266	582	2	,	,	PUNCT
fumecheng-13266	582	3	z.	z.	PROPN
fumecheng-13266	582	4	,	,	PUNCT
fumecheng-13266	582	5	chen	chen	PROPN
fumecheng-13266	582	6	,	,	PUNCT
fumecheng-13266	582	7	j.	j.	PROPN
fumecheng-13266	582	8	,	,	PUNCT
fumecheng-13266	582	9	hoi	hoi	PROPN
fumecheng-13266	582	10	,	,	PUNCT
fumecheng-13266	582	11	s.c.h	s.c.h	ADJ
fumecheng-13266	582	12	.	.	PROPN
fumecheng-13266	582	13	,	,	PUNCT
fumecheng-13266	582	14	2021	2021	NUM
fumecheng-13266	582	15	,	,	PUNCT
fumecheng-13266	582	16	deep	deep	ADJ
fumecheng-13266	582	17	learning	learning	NOUN
fumecheng-13266	582	18	for	for	ADP
fumecheng-13266	582	19	image	image	NOUN
fumecheng-13266	582	20	super	super	NOUN
fumecheng-13266	582	21	-	-	NOUN
fumecheng-13266	582	22	resolution	resolution	NOUN
fumecheng-13266	582	23	:	:	PUNCT
fumecheng-13266	582	24	a	a	DET
fumecheng-13266	582	25	survey	survey	NOUN
fumecheng-13266	582	26	,	,	PUNCT
fumecheng-13266	582	27	ieee	ieee	NOUN
fumecheng-13266	582	28	transactions	transaction	NOUN
fumecheng-13266	582	29	on	on	ADP
fumecheng-13266	582	30	pattern	pattern	NOUN
fumecheng-13266	582	31	analysis	analysis	NOUN
fumecheng-13266	582	32	and	and	CCONJ
fumecheng-13266	582	33	machine	machine	NOUN
fumecheng-13266	582	34	intelligence	intelligence	NOUN
fumecheng-13266	582	35	,	,	PUNCT
fumecheng-13266	582	36	43(10	43(10	NUM
fumecheng-13266	582	37	)	)	PUNCT
fumecheng-13266	582	38	,	,	PUNCT
fumecheng-13266	582	39	pp	pp	ADJ
fumecheng-13266	582	40	.	.	PUNCT
fumecheng-13266	583	1	3365	3365	NUM
fumecheng-13266	583	2	-	-	SYM
fumecheng-13266	583	3	3387	3387	NUM
fumecheng-13266	583	4	.	.	PUNCT
fumecheng-13266	584	1	22	22	NUM
fumecheng-13266	584	2	.	.	PUNCT
fumecheng-13266	585	1	mandelbrot	mandelbrot	PROPN
fumecheng-13266	585	2	,	,	PUNCT
fumecheng-13266	585	3	b.b	b.b	PROPN
fumecheng-13266	585	4	.	.	PROPN
fumecheng-13266	585	5	,	,	PUNCT
fumecheng-13266	585	6	1982	1982	NUM
fumecheng-13266	585	7	,	,	PUNCT
fumecheng-13266	585	8	the	the	DET
fumecheng-13266	585	9	fractal	fractal	ADJ
fumecheng-13266	585	10	geometry	geometry	NOUN
fumecheng-13266	585	11	of	of	ADP
fumecheng-13266	585	12	nature	nature	NOUN
fumecheng-13266	585	13	,	,	PUNCT
fumecheng-13266	585	14	freeman	freeman	PROPN
fumecheng-13266	585	15	,	,	PUNCT
fumecheng-13266	585	16	san	san	PROPN
fumecheng-13266	585	17	francisco	francisco	PROPN
fumecheng-13266	585	18	.	.	PUNCT
fumecheng-13266	586	1	23	23	NUM
fumecheng-13266	586	2	.	.	PUNCT
fumecheng-13266	587	1	lopez	lopez	PROPN
fumecheng-13266	587	2	,	,	PUNCT
fumecheng-13266	587	3	j.	j.	PROPN
fumecheng-13266	587	4	,	,	PUNCT
fumecheng-13266	587	5	hansali	hansali	PROPN
fumecheng-13266	587	6	,	,	PUNCT
fumecheng-13266	587	7	g.	g.	PROPN
fumecheng-13266	587	8	,	,	PUNCT
fumecheng-13266	587	9	le	le	X
fumecheng-13266	587	10	bosse	bosse	X
fumecheng-13266	587	11	,	,	PUNCT
fumecheng-13266	587	12	j.c	j.c	PROPN
fumecheng-13266	587	13	.	.	PROPN
fumecheng-13266	587	14	,	,	PUNCT
fumecheng-13266	587	15	mathia	mathia	PROPN
fumecheng-13266	587	16	,	,	PUNCT
fumecheng-13266	587	17	t.	t.	PROPN
fumecheng-13266	587	18	,	,	PUNCT
fumecheng-13266	587	19	1994	1994	NUM
fumecheng-13266	587	20	,	,	PUNCT
fumecheng-13266	587	21	caracterisation	caracterisation	NOUN
fumecheng-13266	587	22	fractale	fractale	NOUN
fumecheng-13266	587	23	de	de	X
fumecheng-13266	587	24	la	la	X
fumecheng-13266	587	25	rugosite	rugosite	ADJ
fumecheng-13266	587	26	tridimensionelle	tridimensionelle	NOUN
fumecheng-13266	587	27	d’une	d’une	NUM
fumecheng-13266	587	28	surface	surface	NOUN
fumecheng-13266	587	29	,	,	PUNCT
fumecheng-13266	587	30	journal	journal	NOUN
fumecheng-13266	587	31	de	de	X
fumecheng-13266	587	32	physique	physique	NOUN
fumecheng-13266	587	33	archives	archive	NOUN
fumecheng-13266	587	34	,	,	PUNCT
fumecheng-13266	587	35	4	4	NUM
fumecheng-13266	587	36	,	,	PUNCT
fumecheng-13266	587	37	pp	pp	ADJ
fumecheng-13266	587	38	.	.	PUNCT
fumecheng-13266	587	39	2501	2501	NUM
fumecheng-13266	587	40	-	-	SYM
fumecheng-13266	587	41	2519	2519	NUM
fumecheng-13266	587	42	.	.	PUNCT
fumecheng-13266	588	1	24	24	NUM
fumecheng-13266	588	2	.	.	PUNCT
fumecheng-13266	588	3	majumdar	majumdar	PROPN
fumecheng-13266	588	4	,	,	PUNCT
fumecheng-13266	588	5	a.	a.	PROPN
fumecheng-13266	588	6	,	,	PUNCT
fumecheng-13266	588	7	bhushan	bhushan	PROPN
fumecheng-13266	588	8	,	,	PUNCT
fumecheng-13266	588	9	b.	b.	PROPN
fumecheng-13266	588	10	,	,	PUNCT
fumecheng-13266	588	11	1995	1995	NUM
fumecheng-13266	588	12	,	,	PUNCT
fumecheng-13266	588	13	characterization	characterization	NOUN
fumecheng-13266	588	14	and	and	CCONJ
fumecheng-13266	588	15	modeling	modeling	NOUN
fumecheng-13266	588	16	of	of	ADP
fumecheng-13266	588	17	surface	surface	NOUN
fumecheng-13266	588	18	roughness	roughness	NOUN
fumecheng-13266	588	19	and	and	CCONJ
fumecheng-13266	588	20	contact	contact	NOUN
fumecheng-13266	588	21	mechanics	mechanic	NOUN
fumecheng-13266	588	22	,	,	PUNCT
fumecheng-13266	588	23	in	in	ADP
fumecheng-13266	588	24	:	:	PUNCT
fumecheng-13266	588	25	bhushan	bhushan	PROPN
fumecheng-13266	588	26	,	,	PUNCT
fumecheng-13266	588	27	b.	b.	PROPN
fumecheng-13266	588	28	,	,	PUNCT
fumecheng-13266	588	29	(	(	PUNCT
fumecheng-13266	588	30	ed	ed	NOUN
fumecheng-13266	588	31	.	.	PUNCT
fumecheng-13266	588	32	)	)	PUNCT
fumecheng-13266	588	33	,	,	PUNCT
fumecheng-13266	588	34	handbook	handbook	NOUN
fumecheng-13266	588	35	of	of	ADP
fumecheng-13266	588	36	micro	micro	ADJ
fumecheng-13266	588	37	/	/	PROPN
fumecheng-13266	588	38	nano	nano	PROPN
fumecheng-13266	588	39	tribology	tribology	NOUN
fumecheng-13266	588	40	,	,	PUNCT
fumecheng-13266	588	41	crc	crc	NOUN
fumecheng-13266	588	42	press	press	PROPN
fumecheng-13266	588	43	,	,	PUNCT
fumecheng-13266	588	44	new	new	PROPN
fumecheng-13266	588	45	york	york	PROPN
fumecheng-13266	588	46	,	,	PUNCT
fumecheng-13266	588	47	pp	pp	PROPN
fumecheng-13266	588	48	.	.	PUNCT
fumecheng-13266	589	1	109	109	NUM
fumecheng-13266	589	2	-	-	SYM
fumecheng-13266	589	3	165	165	NUM
fumecheng-13266	589	4	.	.	PUNCT
fumecheng-13266	590	1	25	25	NUM
fumecheng-13266	590	2	.	.	PUNCT
fumecheng-13266	591	1	russ	russ	PROPN
fumecheng-13266	591	2	,	,	PUNCT
fumecheng-13266	591	3	j.c	j.c	PROPN
fumecheng-13266	591	4	.	.	PROPN
fumecheng-13266	591	5	,	,	PUNCT
fumecheng-13266	591	6	1994	1994	NUM
fumecheng-13266	591	7	,	,	PUNCT
fumecheng-13266	591	8	fractal	fractal	ADJ
fumecheng-13266	591	9	surfaces	surface	NOUN
fumecheng-13266	591	10	,	,	PUNCT
fumecheng-13266	591	11	plenum	plenum	PROPN
fumecheng-13266	591	12	press	press	PROPN
fumecheng-13266	591	13	,	,	PUNCT
fumecheng-13266	591	14	new	new	PROPN
fumecheng-13266	591	15	york	york	PROPN
fumecheng-13266	591	16	.	.	PUNCT
fumecheng-13266	592	1	prediction	prediction	NOUN
fumecheng-13266	592	2	of	of	ADP
fumecheng-13266	592	3	contact	contact	NOUN
fumecheng-13266	592	4	distribution	distribution	NOUN
fumecheng-13266	592	5	on	on	ADP
fumecheng-13266	592	6	rough	rough	ADJ
fumecheng-13266	592	7	surfaces	surface	NOUN
fumecheng-13266	592	8	using	use	VERB
fumecheng-13266	592	9	deep	deep	ADJ
fumecheng-13266	592	10	learning	learning	NOUN
fumecheng-13266	592	11	algorithms	algorithms	NOUN
fumecheng-13266	592	12	785	785	NUM
fumecheng-13266	592	13	26	26	NUM
fumecheng-13266	592	14	.	.	PUNCT
fumecheng-13266	593	1	polonsky	polonsky	PROPN
fumecheng-13266	593	2	,	,	PUNCT
fumecheng-13266	593	3	i.a	i.a	PROPN
fumecheng-13266	593	4	.	.	PROPN
fumecheng-13266	593	5	,	,	PUNCT
fumecheng-13266	593	6	keer	keer	PROPN
fumecheng-13266	593	7	,	,	PUNCT
fumecheng-13266	593	8	l.m	l.m	PROPN
fumecheng-13266	593	9	.	.	PROPN
fumecheng-13266	593	10	,	,	PUNCT
fumecheng-13266	593	11	2000	2000	NUM
fumecheng-13266	593	12	,	,	PUNCT
fumecheng-13266	593	13	fast	fast	ADJ
fumecheng-13266	593	14	methods	method	NOUN
fumecheng-13266	593	15	for	for	ADP
fumecheng-13266	593	16	solving	solve	VERB
fumecheng-13266	593	17	rough	rough	ADJ
fumecheng-13266	593	18	contact	contact	NOUN
fumecheng-13266	593	19	problems	problem	NOUN
fumecheng-13266	593	20	:	:	PUNCT
fumecheng-13266	593	21	a	a	DET
fumecheng-13266	593	22	comparative	comparative	ADJ
fumecheng-13266	593	23	study	study	NOUN
fumecheng-13266	593	24	,	,	PUNCT
fumecheng-13266	593	25	journal	journal	NOUN
fumecheng-13266	593	26	of	of	ADP
fumecheng-13266	593	27	tribology	tribology	NOUN
fumecheng-13266	593	28	,	,	PUNCT
fumecheng-13266	593	29	122(1	122(1	NUM
fumecheng-13266	593	30	)	)	PUNCT
fumecheng-13266	593	31	,	,	PUNCT
fumecheng-13266	593	32	pp	pp	PROPN
fumecheng-13266	593	33	.	.	PUNCT
fumecheng-13266	594	1	36	36	NUM
fumecheng-13266	594	2	-	-	SYM
fumecheng-13266	594	3	41	41	NUM
fumecheng-13266	594	4	.	.	PUNCT
fumecheng-13266	595	1	27	27	NUM
fumecheng-13266	595	2	.	.	PUNCT
fumecheng-13266	596	1	müser	müser	PROPN
fumecheng-13266	596	2	,	,	PUNCT
fumecheng-13266	596	3	m.h	m.h	PROPN
fumecheng-13266	596	4	.	.	PROPN
fumecheng-13266	596	5	,	,	PUNCT
fumecheng-13266	596	6	dapp	dapp	PROPN
fumecheng-13266	596	7	,	,	PUNCT
fumecheng-13266	596	8	w.b	w.b	PROPN
fumecheng-13266	596	9	.	.	PROPN
fumecheng-13266	596	10	,	,	PUNCT
fumecheng-13266	596	11	bugnicourt	bugnicourt	PROPN
fumecheng-13266	596	12	,	,	PUNCT
fumecheng-13266	596	13	r.	r.	PROPN
fumecheng-13266	596	14	,	,	PUNCT
fumecheng-13266	596	15	et	et	PROPN
fumecheng-13266	596	16	al	al	PROPN
fumecheng-13266	596	17	.	.	PROPN
fumecheng-13266	596	18	,	,	PUNCT
fumecheng-13266	596	19	2017	2017	NUM
fumecheng-13266	596	20	,	,	PUNCT
fumecheng-13266	596	21	meeting	meet	VERB
fumecheng-13266	596	22	the	the	DET
fumecheng-13266	596	23	contact	contact	NOUN
fumecheng-13266	596	24	-	-	PUNCT
fumecheng-13266	596	25	mechanics	mechanic	NOUN
fumecheng-13266	596	26	challenge	challenge	NOUN
fumecheng-13266	596	27	,	,	PUNCT
fumecheng-13266	596	28	tribology	tribology	NOUN
fumecheng-13266	596	29	letters	letter	NOUN
fumecheng-13266	596	30	,	,	PUNCT
fumecheng-13266	596	31	65(4	65(4	PROPN
fumecheng-13266	596	32	)	)	PUNCT
fumecheng-13266	596	33	,	,	PUNCT
fumecheng-13266	596	34	118	118	NUM
fumecheng-13266	596	35	.	.	NOUN
fumecheng-13266	596	36	28	28	NUM
fumecheng-13266	596	37	.	.	PUNCT
fumecheng-13266	597	1	gao	gao	PROPN
fumecheng-13266	597	2	,	,	PUNCT
fumecheng-13266	597	3	y.f	y.f	PROPN
fumecheng-13266	597	4	.	.	PROPN
fumecheng-13266	597	5	,	,	PUNCT
fumecheng-13266	597	6	bower	bower	PROPN
fumecheng-13266	597	7	,	,	PUNCT
fumecheng-13266	597	8	a.f	a.f	PROPN
fumecheng-13266	597	9	.	.	PROPN
fumecheng-13266	597	10	,	,	PUNCT
fumecheng-13266	597	11	2006	2006	NUM
fumecheng-13266	597	12	,	,	PUNCT
fumecheng-13266	597	13	elastic	elastic	ADJ
fumecheng-13266	597	14	-	-	PUNCT
fumecheng-13266	597	15	plastic	plastic	NOUN
fumecheng-13266	597	16	contact	contact	NOUN
fumecheng-13266	597	17	of	of	ADP
fumecheng-13266	597	18	a	a	DET
fumecheng-13266	597	19	rough	rough	ADJ
fumecheng-13266	597	20	surface	surface	NOUN
fumecheng-13266	597	21	with	with	ADP
fumecheng-13266	597	22	weierstrass	weierstrass	PROPN
fumecheng-13266	597	23	profile	profile	NOUN
fumecheng-13266	597	24	,	,	PUNCT
fumecheng-13266	597	25	proceedings	proceeding	NOUN
fumecheng-13266	597	26	of	of	ADP
fumecheng-13266	597	27	the	the	DET
fumecheng-13266	597	28	royal	royal	ADJ
fumecheng-13266	597	29	society	society	NOUN
fumecheng-13266	597	30	a	a	PRON
fumecheng-13266	597	31	,	,	PUNCT
fumecheng-13266	597	32	462	462	NUM
fumecheng-13266	597	33	,	,	PUNCT
fumecheng-13266	597	34	pp	pp	ADJ
fumecheng-13266	597	35	.	.	PUNCT
fumecheng-13266	598	1	319	319	NUM
fumecheng-13266	598	2	-	-	SYM
fumecheng-13266	598	3	348	348	NUM
fumecheng-13266	598	4	.	.	PUNCT
fumecheng-13266	599	1	29	29	NUM
fumecheng-13266	599	2	.	.	PUNCT
fumecheng-13266	600	1	heß	heß	PROPN
fumecheng-13266	600	2	,	,	PUNCT
fumecheng-13266	600	3	m.	m.	NOUN
fumecheng-13266	600	4	,	,	PUNCT
fumecheng-13266	600	5	giesa	giesa	NOUN
fumecheng-13266	600	6	,	,	PUNCT
fumecheng-13266	600	7	p.l	p.l	PROPN
fumecheng-13266	600	8	.	.	PROPN
fumecheng-13266	600	9	,	,	PUNCT
fumecheng-13266	600	10	2024	2024	NUM
fumecheng-13266	600	11	,	,	PUNCT
fumecheng-13266	600	12	an	an	DET
fumecheng-13266	600	13	application	application	NOUN
fumecheng-13266	600	14	of	of	ADP
fumecheng-13266	600	15	the	the	DET
fumecheng-13266	600	16	mossakovskii	mossakovskii	ADJ
fumecheng-13266	600	17	-	-	PUNCT
fumecheng-13266	600	18	jäger	jäger	NOUN
fumecheng-13266	600	19	procedure	procedure	NOUN
fumecheng-13266	600	20	for	for	ADP
fumecheng-13266	600	21	solving	solve	VERB
fumecheng-13266	600	22	plane	plane	NOUN
fumecheng-13266	600	23	strain	strain	NOUN
fumecheng-13266	600	24	adhesive	adhesive	ADJ
fumecheng-13266	600	25	contact	contact	NOUN
fumecheng-13266	600	26	problems	problem	NOUN
fumecheng-13266	600	27	of	of	ADP
fumecheng-13266	600	28	power	power	NOUN
fumecheng-13266	600	29	-	-	PUNCT
fumecheng-13266	600	30	law	law	NOUN
fumecheng-13266	600	31	graded	grade	VERB
fumecheng-13266	600	32	elastic	elastic	ADJ
fumecheng-13266	600	33	solids	solid	NOUN
fumecheng-13266	600	34	,	,	PUNCT
fumecheng-13266	600	35	spectrum	spectrum	NOUN
fumecheng-13266	600	36	of	of	ADP
fumecheng-13266	600	37	mechanical	mechanical	ADJ
fumecheng-13266	600	38	engineering	engineering	NOUN
fumecheng-13266	600	39	and	and	CCONJ
fumecheng-13266	600	40	operational	operational	ADJ
fumecheng-13266	600	41	research	research	NOUN
fumecheng-13266	600	42	,	,	PUNCT
fumecheng-13266	600	43	1(1	1(1	NUM
fumecheng-13266	600	44	)	)	PUNCT
fumecheng-13266	600	45	,	,	PUNCT
fumecheng-13266	600	46	pp	pp	ADJ
fumecheng-13266	600	47	.	.	PUNCT
fumecheng-13266	601	1	64	64	NUM
fumecheng-13266	601	2	-	-	SYM
fumecheng-13266	601	3	81	81	NUM
fumecheng-13266	601	4	.	.	PUNCT
fumecheng-13266	601	5	30	30	NUM
fumecheng-13266	601	6	.	.	PUNCT
fumecheng-13266	602	1	popov	popov	PROPN
fumecheng-13266	602	2	,	,	PUNCT
fumecheng-13266	602	3	v.l	v.l	PROPN
fumecheng-13266	602	4	.	.	PROPN
fumecheng-13266	602	5	,	,	PUNCT
fumecheng-13266	602	6	2024	2024	NUM
fumecheng-13266	602	7	,	,	PUNCT
fumecheng-13266	602	8	designing	design	VERB
fumecheng-13266	602	9	surface	surface	NOUN
fumecheng-13266	602	10	profiles	profile	NOUN
fumecheng-13266	602	11	with	with	ADP
fumecheng-13266	602	12	zero	zero	NUM
fumecheng-13266	602	13	and	and	CCONJ
fumecheng-13266	602	14	finite	finite	ADJ
fumecheng-13266	602	15	adhesion	adhesion	NOUN
fumecheng-13266	602	16	,	,	PUNCT
fumecheng-13266	602	17	spectrum	spectrum	NOUN
fumecheng-13266	602	18	of	of	ADP
fumecheng-13266	602	19	mechanical	mechanical	ADJ
fumecheng-13266	602	20	engineering	engineering	NOUN
fumecheng-13266	602	21	and	and	CCONJ
fumecheng-13266	602	22	operational	operational	ADJ
fumecheng-13266	602	23	research	research	NOUN
fumecheng-13266	602	24	,	,	PUNCT
fumecheng-13266	602	25	1(1	1(1	NUM
fumecheng-13266	602	26	)	)	PUNCT
fumecheng-13266	602	27	,	,	PUNCT
fumecheng-13266	602	28	pp	pp	ADP
fumecheng-13266	602	29	.	.	PUNCT
fumecheng-13266	603	1	82	82	NUM
fumecheng-13266	603	2	-	-	SYM
fumecheng-13266	603	3	89	89	NUM
fumecheng-13266	603	4	.	.	PUNCT
fumecheng-13266	604	1	31	31	NUM
fumecheng-13266	604	2	.	.	PUNCT
fumecheng-13266	605	1	ciavarella	ciavarella	NOUN
fumecheng-13266	605	2	,	,	PUNCT
fumecheng-13266	605	3	m.	m.	NOUN
fumecheng-13266	605	4	,	,	PUNCT
fumecheng-13266	605	5	mcmeeking	mcmeeking	NOUN
fumecheng-13266	605	6	,	,	PUNCT
fumecheng-13266	605	7	r.m	r.m	PROPN
fumecheng-13266	605	8	.	.	PROPN
fumecheng-13266	605	9	,	,	PUNCT
fumecheng-13266	605	10	cricrì	cricrì	PROPN
fumecheng-13266	605	11	,	,	PUNCT
fumecheng-13266	605	12	g.	g.	PROPN
fumecheng-13266	605	13	,	,	PUNCT
fumecheng-13266	605	14	2023	2023	NUM
fumecheng-13266	605	15	,	,	PUNCT
fumecheng-13266	605	16	on	on	ADP
fumecheng-13266	605	17	the	the	DET
fumecheng-13266	605	18	afferrante	afferrante	ADJ
fumecheng-13266	605	19	-	-	PUNCT
fumecheng-13266	605	20	carbone	carbone	NOUN
fumecheng-13266	605	21	theory	theory	NOUN
fumecheng-13266	605	22	of	of	ADP
fumecheng-13266	605	23	ultratough	ultratough	ADJ
fumecheng-13266	605	24	tape	tape	NOUN
fumecheng-13266	605	25	peeling	peel	VERB
fumecheng-13266	605	26	,	,	PUNCT
fumecheng-13266	605	27	facta	facta	PROPN
fumecheng-13266	605	28	universitatis	universitatis	PROPN
fumecheng-13266	605	29	-	-	PUNCT
fumecheng-13266	605	30	series	series	NOUN
fumecheng-13266	605	31	mechanical	mechanical	ADJ
fumecheng-13266	605	32	engineering	engineering	NOUN
fumecheng-13266	605	33	,	,	PUNCT
fumecheng-13266	605	34	21(4	21(4	NUM
fumecheng-13266	605	35	)	)	PUNCT
fumecheng-13266	605	36	,	,	PUNCT
fumecheng-13266	605	37	pp	pp	ADJ
fumecheng-13266	605	38	.	.	PUNCT
fumecheng-13266	606	1	727	727	NUM
fumecheng-13266	606	2	-	-	SYM
fumecheng-13266	606	3	735	735	NUM
fumecheng-13266	606	4	.	.	NOUN
fumecheng-13266	607	1	32	32	NUM
fumecheng-13266	607	2	.	.	PUNCT
fumecheng-13266	608	1	ronneberger	ronneberger	NOUN
fumecheng-13266	608	2	,	,	PUNCT
fumecheng-13266	608	3	o.	o.	PROPN
fumecheng-13266	608	4	,	,	PUNCT
fumecheng-13266	608	5	fischer	fischer	PROPN
fumecheng-13266	608	6	,	,	PUNCT
fumecheng-13266	608	7	p.	p.	PROPN
fumecheng-13266	608	8	,	,	PUNCT
fumecheng-13266	608	9	brox	brox	PROPN
fumecheng-13266	608	10	,	,	PUNCT
fumecheng-13266	608	11	t.	t.	PROPN
fumecheng-13266	608	12	,	,	PUNCT
fumecheng-13266	608	13	2015	2015	NUM
fumecheng-13266	608	14	,	,	PUNCT
fumecheng-13266	608	15	u	u	NOUN
fumecheng-13266	608	16	-	-	NOUN
fumecheng-13266	608	17	net	net	ADJ
fumecheng-13266	608	18	:	:	PUNCT
fumecheng-13266	608	19	convolutional	convolutional	ADJ
fumecheng-13266	608	20	networks	network	NOUN
fumecheng-13266	608	21	for	for	ADP
fumecheng-13266	608	22	biomedical	biomedical	ADJ
fumecheng-13266	608	23	image	image	NOUN
fumecheng-13266	608	24	segmentation	segmentation	NOUN
fumecheng-13266	608	25	,	,	PUNCT
fumecheng-13266	608	26	proc	proc	NOUN
fumecheng-13266	608	27	.	.	PUNCT
fumecheng-13266	609	1	miccai	miccai	NOUN
fumecheng-13266	609	2	2015	2015	NUM
fumecheng-13266	609	3	:	:	PUNCT
fumecheng-13266	609	4	18th	18th	ADJ
fumecheng-13266	609	5	international	international	ADJ
fumecheng-13266	609	6	conference	conference	NOUN
fumecheng-13266	609	7	,	,	PUNCT
fumecheng-13266	609	8	munich	munich	PROPN
fumecheng-13266	609	9	,	,	PUNCT
fumecheng-13266	609	10	germany	germany	PROPN
fumecheng-13266	609	11	,	,	PUNCT
fumecheng-13266	609	12	pp	pp	ADP
fumecheng-13266	609	13	.	.	PUNCT
fumecheng-13266	610	1	234	234	NUM
fumecheng-13266	610	2	-	-	SYM
fumecheng-13266	610	3	241	241	NUM
fumecheng-13266	610	4	.	.	PUNCT
fumecheng-13266	611	1	33	33	NUM
fumecheng-13266	611	2	.	.	PUNCT
fumecheng-13266	612	1	zhou	zhou	PROPN
fumecheng-13266	612	2	,	,	PUNCT
fumecheng-13266	612	3	z.	z.	PROPN
fumecheng-13266	612	4	,	,	PUNCT
fumecheng-13266	612	5	rahman	rahman	PROPN
fumecheng-13266	612	6	siddiquee	siddiquee	PROPN
fumecheng-13266	612	7	,	,	PUNCT
fumecheng-13266	612	8	m.m	m.m	PROPN
fumecheng-13266	612	9	.	.	PROPN
fumecheng-13266	612	10	,	,	PUNCT
fumecheng-13266	612	11	tajbakhsh	tajbakhsh	PROPN
fumecheng-13266	612	12	,	,	PUNCT
fumecheng-13266	612	13	n.	n.	PROPN
fumecheng-13266	612	14	,	,	PUNCT
fumecheng-13266	612	15	liang	liang	PROPN
fumecheng-13266	612	16	,	,	PUNCT
fumecheng-13266	612	17	j.	j.	PROPN
fumecheng-13266	612	18	,	,	PUNCT
fumecheng-13266	612	19	2018	2018	NUM
fumecheng-13266	612	20	,	,	PUNCT
fumecheng-13266	612	21	unet++	unet++	PROPN
fumecheng-13266	612	22	:	:	PUNCT
fumecheng-13266	612	23	a	a	DET
fumecheng-13266	612	24	nested	nested	ADJ
fumecheng-13266	612	25	u	u	ADJ
fumecheng-13266	612	26	-	-	ADJ
fumecheng-13266	612	27	net	net	ADJ
fumecheng-13266	612	28	architecture	architecture	NOUN
fumecheng-13266	612	29	for	for	ADP
fumecheng-13266	612	30	medical	medical	ADJ
fumecheng-13266	612	31	image	image	NOUN
fumecheng-13266	612	32	segmentation	segmentation	NOUN
fumecheng-13266	612	33	,	,	PUNCT
fumecheng-13266	612	34	deep	deep	ADJ
fumecheng-13266	612	35	learning	learning	NOUN
fumecheng-13266	612	36	in	in	ADP
fumecheng-13266	612	37	medical	medical	ADJ
fumecheng-13266	612	38	image	image	NOUN
fumecheng-13266	612	39	analysis	analysis	NOUN
fumecheng-13266	612	40	and	and	CCONJ
fumecheng-13266	612	41	multimodal	multimodal	NOUN
fumecheng-13266	612	42	learning	learning	NOUN
fumecheng-13266	612	43	for	for	ADP
fumecheng-13266	612	44	clinical	clinical	ADJ
fumecheng-13266	612	45	decision	decision	NOUN
fumecheng-13266	612	46	support	support	NOUN
fumecheng-13266	612	47	dlmia	dlmia	PROPN
fumecheng-13266	612	48	ml	ml	NOUN
fumecheng-13266	612	49	-	-	PUNCT
fumecheng-13266	612	50	cds	cd	NOUN
fumecheng-13266	612	51	2018	2018	NUM
fumecheng-13266	612	52	,	,	PUNCT
fumecheng-13266	612	53	granada	granada	PROPN
fumecheng-13266	612	54	,	,	PUNCT
fumecheng-13266	612	55	spain	spain	PROPN
fumecheng-13266	612	56	,	,	PUNCT
fumecheng-13266	612	57	pp	pp	ADP
fumecheng-13266	612	58	.	.	PUNCT
fumecheng-13266	613	1	3	3	NUM
fumecheng-13266	613	2	-	-	SYM
fumecheng-13266	613	3	11	11	NUM
fumecheng-13266	613	4	.	.	PUNCT
fumecheng-13266	614	1	34	34	NUM
fumecheng-13266	614	2	.	.	X
fumecheng-13266	614	3	lu	lu	PROPN
fumecheng-13266	614	4	,	,	PUNCT
fumecheng-13266	614	5	h.	h.	PROPN
fumecheng-13266	614	6	,	,	PUNCT
fumecheng-13266	614	7	she	she	PRON
fumecheng-13266	614	8	,	,	PUNCT
fumecheng-13266	614	9	y.	y.	NOUN
fumecheng-13266	614	10	,	,	PUNCT
fumecheng-13266	614	11	tie	tie	NOUN
fumecheng-13266	614	12	,	,	PUNCT
fumecheng-13266	614	13	j.	j.	PROPN
fumecheng-13266	614	14	,	,	PUNCT
fumecheng-13266	614	15	xu	xu	PROPN
fumecheng-13266	614	16	,	,	PUNCT
fumecheng-13266	614	17	s.	s.	PROPN
fumecheng-13266	614	18	,	,	PUNCT
fumecheng-13266	614	19	2022	2022	NUM
fumecheng-13266	614	20	,	,	PUNCT
fumecheng-13266	614	21	half	half	NOUN
fumecheng-13266	614	22	-	-	PUNCT
fumecheng-13266	614	23	unet	unet	NOUN
fumecheng-13266	614	24	:	:	PUNCT
fumecheng-13266	614	25	a	a	DET
fumecheng-13266	614	26	simplified	simplified	ADJ
fumecheng-13266	614	27	u	u	ADJ
fumecheng-13266	614	28	-	-	ADJ
fumecheng-13266	614	29	net	net	ADJ
fumecheng-13266	614	30	architecture	architecture	NOUN
fumecheng-13266	614	31	for	for	ADP
fumecheng-13266	614	32	medical	medical	ADJ
fumecheng-13266	614	33	image	image	NOUN
fumecheng-13266	614	34	segmentation	segmentation	NOUN
fumecheng-13266	614	35	,	,	PUNCT
fumecheng-13266	614	36	frontiers	frontier	NOUN
fumecheng-13266	614	37	in	in	ADP
fumecheng-13266	614	38	neuroinformatics	neuroinformatic	NOUN
fumecheng-13266	614	39	,	,	PUNCT
fumecheng-13266	614	40	16	16	NUM
fumecheng-13266	614	41	,	,	PUNCT
fumecheng-13266	614	42	911679	911679	NUM
fumecheng-13266	614	43	.	.	PUNCT
fumecheng-13266	615	1	35	35	NUM
fumecheng-13266	615	2	.	.	X
fumecheng-13266	615	3	jadon	jadon	PROPN
fumecheng-13266	615	4	,	,	PUNCT
fumecheng-13266	615	5	s.	s.	PROPN
fumecheng-13266	615	6	,	,	PUNCT
fumecheng-13266	615	7	2020	2020	NUM
fumecheng-13266	615	8	,	,	PUNCT
fumecheng-13266	615	9	a	a	DET
fumecheng-13266	615	10	survey	survey	NOUN
fumecheng-13266	615	11	of	of	ADP
fumecheng-13266	615	12	loss	loss	NOUN
fumecheng-13266	615	13	functions	function	NOUN
fumecheng-13266	615	14	for	for	ADP
fumecheng-13266	615	15	semantic	semantic	ADJ
fumecheng-13266	615	16	segmentation	segmentation	NOUN
fumecheng-13266	615	17	,	,	PUNCT
fumecheng-13266	615	18	proc	proc	NOUN
fumecheng-13266	615	19	.	.	PROPN
fumecheng-13266	615	20	2020	2020	NUM
fumecheng-13266	615	21	ieee	ieee	NOUN
fumecheng-13266	615	22	conference	conference	NOUN
fumecheng-13266	615	23	on	on	ADP
fumecheng-13266	615	24	computational	computational	ADJ
fumecheng-13266	615	25	intelligence	intelligence	NOUN
fumecheng-13266	615	26	in	in	ADP
fumecheng-13266	615	27	bioinformatics	bioinformatics	NOUN
fumecheng-13266	615	28	and	and	CCONJ
fumecheng-13266	615	29	computational	computational	ADJ
fumecheng-13266	615	30	biology	biology	NOUN
fumecheng-13266	615	31	(	(	PUNCT
fumecheng-13266	615	32	cibcb	cibcb	NOUN
fumecheng-13266	615	33	)	)	PUNCT
fumecheng-13266	615	34	,	,	PUNCT
fumecheng-13266	615	35	via	via	ADP
fumecheng-13266	615	36	del	del	PROPN
fumecheng-13266	615	37	mar	mar	PROPN
fumecheng-13266	615	38	,	,	PUNCT
fumecheng-13266	615	39	chile	chile	PROPN
fumecheng-13266	615	40	,	,	PUNCT
fumecheng-13266	615	41	pp	pp	ADP
fumecheng-13266	615	42	.	.	PUNCT
fumecheng-13266	616	1	1	1	NUM
fumecheng-13266	616	2	-	-	SYM
fumecheng-13266	616	3	7	7	NUM
fumecheng-13266	616	4	.	.	NUM
fumecheng-13266	616	5	36	36	NUM
fumecheng-13266	616	6	.	.	PUNCT
fumecheng-13266	616	7	muller	muller	PROPN
fumecheng-13266	616	8	,	,	PUNCT
fumecheng-13266	616	9	d.	d.	PROPN
fumecheng-13266	616	10	,	,	PUNCT
fumecheng-13266	616	11	soto	soto	PROPN
fumecheng-13266	616	12	-	-	PUNCT
fumecheng-13266	616	13	rey	rey	PROPN
fumecheng-13266	616	14	,	,	PUNCT
fumecheng-13266	616	15	i.	i.	PROPN
fumecheng-13266	616	16	,	,	PUNCT
fumecheng-13266	616	17	kramer	kramer	PROPN
fumecheng-13266	616	18	,	,	PUNCT
fumecheng-13266	616	19	f.	f.	PROPN
fumecheng-13266	616	20	,	,	PUNCT
fumecheng-13266	616	21	2022	2022	NUM
fumecheng-13266	616	22	,	,	PUNCT
fumecheng-13266	616	23	towards	towards	ADP
fumecheng-13266	616	24	a	a	DET
fumecheng-13266	616	25	guideline	guideline	NOUN
fumecheng-13266	616	26	for	for	ADP
fumecheng-13266	616	27	evaluation	evaluation	NOUN
fumecheng-13266	616	28	metrics	metric	NOUN
fumecheng-13266	616	29	in	in	ADP
fumecheng-13266	616	30	medical	medical	ADJ
fumecheng-13266	616	31	image	image	NOUN
fumecheng-13266	616	32	segmentation	segmentation	NOUN
fumecheng-13266	616	33	,	,	PUNCT
fumecheng-13266	616	34	bmc	bmc	ADJ
fumecheng-13266	616	35	research	research	NOUN
fumecheng-13266	616	36	notes	note	NOUN
fumecheng-13266	616	37	,	,	PUNCT
fumecheng-13266	616	38	15(1	15(1	NUM
fumecheng-13266	616	39	)	)	PUNCT
fumecheng-13266	616	40	,	,	PUNCT
fumecheng-13266	616	41	210	210	NUM
fumecheng-13266	616	42	.	.	PUNCT
fumecheng-13266	617	1	37	37	NUM
fumecheng-13266	617	2	.	.	PUNCT
fumecheng-13266	618	1	rainio	rainio	NOUN
fumecheng-13266	618	2	,	,	PUNCT
fumecheng-13266	618	3	o.	o.	PROPN
fumecheng-13266	618	4	,	,	PUNCT
fumecheng-13266	618	5	teuho	teuho	NOUN
fumecheng-13266	618	6	,	,	PUNCT
fumecheng-13266	618	7	j.	j.	PROPN
fumecheng-13266	618	8	,	,	PUNCT
fumecheng-13266	618	9	klén	klén	PROPN
fumecheng-13266	618	10	,	,	PUNCT
fumecheng-13266	618	11	r.	r.	PROPN
fumecheng-13266	618	12	,	,	PUNCT
fumecheng-13266	618	13	2024	2024	NUM
fumecheng-13266	618	14	,	,	PUNCT
fumecheng-13266	618	15	evaluation	evaluation	NOUN
fumecheng-13266	618	16	metrics	metric	NOUN
fumecheng-13266	618	17	and	and	CCONJ
fumecheng-13266	618	18	statistical	statistical	ADJ
fumecheng-13266	618	19	tests	test	NOUN
fumecheng-13266	618	20	for	for	ADP
fumecheng-13266	618	21	machine	machine	NOUN
fumecheng-13266	618	22	learning	learning	NOUN
fumecheng-13266	618	23	,	,	PUNCT
fumecheng-13266	618	24	scientific	scientific	ADJ
fumecheng-13266	618	25	reports	report	NOUN
fumecheng-13266	618	26	,	,	PUNCT
fumecheng-13266	618	27	14(1	14(1	NUM
fumecheng-13266	618	28	)	)	PUNCT
fumecheng-13266	618	29	,	,	PUNCT
fumecheng-13266	618	30	6086	6086	NUM
fumecheng-13266	618	31	.	.	PUNCT
fumecheng-13266	619	1	38	38	NUM
fumecheng-13266	619	2	.	.	PUNCT
fumecheng-13266	619	3	shorten	shorten	PROPN
fumecheng-13266	619	4	,	,	PUNCT
fumecheng-13266	619	5	c.	c.	NOUN
fumecheng-13266	619	6	,	,	PUNCT
fumecheng-13266	619	7	khoshgoftaar	khoshgoftaar	PROPN
fumecheng-13266	619	8	,	,	PUNCT
fumecheng-13266	619	9	t.m	t.m	PROPN
fumecheng-13266	619	10	.	.	PROPN
fumecheng-13266	619	11	,	,	PUNCT
fumecheng-13266	619	12	2019	2019	NUM
fumecheng-13266	619	13	,	,	PUNCT
fumecheng-13266	619	14	a	a	DET
fumecheng-13266	619	15	survey	survey	NOUN
fumecheng-13266	619	16	on	on	ADP
fumecheng-13266	619	17	image	image	NOUN
fumecheng-13266	619	18	data	datum	NOUN
fumecheng-13266	619	19	augmentation	augmentation	NOUN
fumecheng-13266	619	20	for	for	ADP
fumecheng-13266	619	21	deep	deep	ADJ
fumecheng-13266	619	22	learning	learning	NOUN
fumecheng-13266	619	23	,	,	PUNCT
fumecheng-13266	619	24	journal	journal	NOUN
fumecheng-13266	619	25	of	of	ADP
fumecheng-13266	619	26	big	big	ADJ
fumecheng-13266	619	27	data	datum	NOUN
fumecheng-13266	619	28	,	,	PUNCT
fumecheng-13266	619	29	6(1	6(1	NUM
fumecheng-13266	619	30	)	)	PUNCT
fumecheng-13266	619	31	,	,	PUNCT
fumecheng-13266	619	32	60	60	NUM
fumecheng-13266	619	33	.	.	NOUN
fumecheng-13266	619	34	39	39	NUM
fumecheng-13266	619	35	.	.	PUNCT
fumecheng-13266	620	1	sun	sun	PROPN
fumecheng-13266	620	2	,	,	PUNCT
fumecheng-13266	620	3	h.	h.	PROPN
fumecheng-13266	620	4	,	,	PUNCT
fumecheng-13266	620	5	zhou	zhou	PROPN
fumecheng-13266	620	6	,	,	PUNCT
fumecheng-13266	620	7	w.	w.	PROPN
fumecheng-13266	620	8	,	,	PUNCT
fumecheng-13266	620	9	yang	yang	PROPN
fumecheng-13266	620	10	,	,	PUNCT
fumecheng-13266	620	11	j.	j.	PROPN
fumecheng-13266	620	12	,	,	PUNCT
fumecheng-13266	620	13	shao	shao	PROPN
fumecheng-13266	620	14	,	,	PUNCT
fumecheng-13266	620	15	y.	y.	PROPN
fumecheng-13266	620	16	,	,	PUNCT
fumecheng-13266	620	17	xing	xing	PROPN
fumecheng-13266	620	18	,	,	PUNCT
fumecheng-13266	620	19	l.	l.	PROPN
fumecheng-13266	620	20	,	,	PUNCT
fumecheng-13266	620	21	zhao	zhao	PROPN
fumecheng-13266	620	22	,	,	PUNCT
fumecheng-13266	620	23	q.	q.	PROPN
fumecheng-13266	620	24	,	,	PUNCT
fumecheng-13266	620	25	zhang	zhang	PROPN
fumecheng-13266	620	26	,	,	PUNCT
fumecheng-13266	620	27	l.	l.	PROPN
fumecheng-13266	620	28	,	,	PUNCT
fumecheng-13266	620	29	2024	2024	NUM
fumecheng-13266	620	30	,	,	PUNCT
fumecheng-13266	620	31	an	an	DET
fumecheng-13266	620	32	improved	improved	ADJ
fumecheng-13266	620	33	medical	medical	ADJ
fumecheng-13266	620	34	image	image	NOUN
fumecheng-13266	620	35	classification	classification	NOUN
fumecheng-13266	620	36	algorithm	algorithm	NOUN
fumecheng-13266	620	37	based	base	VERB
fumecheng-13266	620	38	on	on	ADP
fumecheng-13266	620	39	adam	adam	PROPN
fumecheng-13266	620	40	optimizer	optimizer	NOUN
fumecheng-13266	620	41	,	,	PUNCT
fumecheng-13266	620	42	mathematics	mathematic	NOUN
fumecheng-13266	620	43	,	,	PUNCT
fumecheng-13266	620	44	12(16	12(16	NUM
fumecheng-13266	620	45	)	)	PUNCT
fumecheng-13266	620	46	,	,	PUNCT
fumecheng-13266	620	47	2509	2509	NUM
fumecheng-13266	620	48	.	.	PUNCT
fumecheng-13266	621	1	40	40	NUM
fumecheng-13266	621	2	.	.	PUNCT
fumecheng-13266	622	1	mwema	mwema	PROPN
fumecheng-13266	622	2	,	,	PUNCT
fumecheng-13266	622	3	f.m	f.m	PROPN
fumecheng-13266	622	4	.	.	PROPN
fumecheng-13266	622	5	,	,	PUNCT
fumecheng-13266	622	6	akinlabi	akinlabi	NOUN
fumecheng-13266	622	7	,	,	PUNCT
fumecheng-13266	622	8	e.t	e.t	PROPN
fumecheng-13266	622	9	.	.	PROPN
fumecheng-13266	622	10	,	,	PUNCT
fumecheng-13266	622	11	oladijo	oladijo	PROPN
fumecheng-13266	622	12	,	,	PUNCT
fumecheng-13266	622	13	o.p	o.p	PROPN
fumecheng-13266	622	14	.	.	PROPN
fumecheng-13266	622	15	2019	2019	NUM
fumecheng-13266	622	16	,	,	PUNCT
fumecheng-13266	622	17	two	two	NUM
fumecheng-13266	622	18	-	-	PUNCT
fumecheng-13266	622	19	dimensional	dimensional	ADJ
fumecheng-13266	622	20	fast	fast	ADJ
fumecheng-13266	622	21	fourier	fourier	NOUN
fumecheng-13266	622	22	transform	transform	VERB
fumecheng-13266	622	23	analysis	analysis	NOUN
fumecheng-13266	622	24	of	of	ADP
fumecheng-13266	622	25	surface	surface	NOUN
fumecheng-13266	622	26	microstructures	microstructure	NOUN
fumecheng-13266	622	27	of	of	ADP
fumecheng-13266	622	28	thin	thin	ADJ
fumecheng-13266	622	29	aluminium	aluminium	NOUN
fumecheng-13266	622	30	films	film	NOUN
fumecheng-13266	622	31	prepared	prepare	VERB
fumecheng-13266	622	32	by	by	ADP
fumecheng-13266	622	33	radio	radio	NOUN
fumecheng-13266	622	34	-	-	PUNCT
fumecheng-13266	622	35	frequency	frequency	NOUN
fumecheng-13266	622	36	(	(	PUNCT
fumecheng-13266	622	37	rf	rf	NOUN
fumecheng-13266	622	38	)	)	PUNCT
fumecheng-13266	622	39	magnetron	magnetron	NOUN
fumecheng-13266	622	40	sputtering	sputtering	NOUN
fumecheng-13266	622	41	,	,	PUNCT
fumecheng-13266	622	42	in	in	ADP
fumecheng-13266	622	43	:	:	PUNCT
fumecheng-13266	622	44	awang	awang	PROPN
fumecheng-13266	622	45	,	,	PUNCT
fumecheng-13266	622	46	m.	m.	NOUN
fumecheng-13266	622	47	,	,	PUNCT
fumecheng-13266	622	48	emamian	emamian	PROPN
fumecheng-13266	622	49	,	,	PUNCT
fumecheng-13266	622	50	s.s	s.s	PROPN
fumecheng-13266	622	51	.	.	PROPN
fumecheng-13266	622	52	,	,	PUNCT
fumecheng-13266	622	53	yusof	yusof	PROPN
fumecheng-13266	622	54	,	,	PUNCT
fumecheng-13266	622	55	f.	f.	PROPN
fumecheng-13266	622	56	(	(	PUNCT
fumecheng-13266	622	57	eds	eds	PROPN
fumecheng-13266	622	58	.	.	PUNCT
fumecheng-13266	622	59	)	)	PUNCT
fumecheng-13266	623	1	,	,	PUNCT
fumecheng-13266	623	2	advances	advance	NOUN
fumecheng-13266	623	3	in	in	ADP
fumecheng-13266	623	4	material	material	NOUN
fumecheng-13266	623	5	sciences	science	NOUN
fumecheng-13266	623	6	and	and	CCONJ
fumecheng-13266	623	7	engineering	engineering	NOUN
fumecheng-13266	623	8	,	,	PUNCT
fumecheng-13266	623	9	springer	springer	NOUN
fumecheng-13266	623	10	,	,	PUNCT
fumecheng-13266	623	11	singapore	singapore	PROPN
fumecheng-13266	623	12	,	,	PUNCT
fumecheng-13266	623	13	pp	pp	ADJ
fumecheng-13266	623	14	.	.	PUNCT
fumecheng-13266	624	1	239	239	NUM
fumecheng-13266	624	2	-	-	SYM
fumecheng-13266	624	3	249	249	NUM
fumecheng-13266	624	4	41	41	NUM
fumecheng-13266	624	5	.	.	PUNCT
fumecheng-13266	625	1	paggi	paggi	PROPN
fumecheng-13266	625	2	,	,	PUNCT
fumecheng-13266	625	3	m.	m.	NOUN
fumecheng-13266	625	4	,	,	PUNCT
fumecheng-13266	625	5	barber	barber	PROPN
fumecheng-13266	625	6	,	,	PUNCT
fumecheng-13266	625	7	j.r	j.r	PROPN
fumecheng-13266	625	8	.	.	PROPN
fumecheng-13266	625	9	,	,	PUNCT
fumecheng-13266	625	10	2011	2011	NUM
fumecheng-13266	625	11	,	,	PUNCT
fumecheng-13266	625	12	contact	contact	NOUN
fumecheng-13266	625	13	conductance	conductance	NOUN
fumecheng-13266	625	14	of	of	ADP
fumecheng-13266	625	15	rough	rough	ADJ
fumecheng-13266	625	16	surfaces	surface	NOUN
fumecheng-13266	625	17	composed	compose	VERB
fumecheng-13266	625	18	of	of	ADP
fumecheng-13266	625	19	modified	modify	VERB
fumecheng-13266	625	20	rmd	rmd	PROPN
fumecheng-13266	625	21	patches	patch	NOUN
fumecheng-13266	625	22	,	,	PUNCT
fumecheng-13266	625	23	international	international	ADJ
fumecheng-13266	625	24	journal	journal	NOUN
fumecheng-13266	625	25	of	of	ADP
fumecheng-13266	625	26	heat	heat	NOUN
fumecheng-13266	625	27	and	and	CCONJ
fumecheng-13266	625	28	mass	mass	NOUN
fumecheng-13266	625	29	transfer	transfer	NOUN
fumecheng-13266	625	30	,	,	PUNCT
fumecheng-13266	625	31	54(21	54(21	NUM
fumecheng-13266	625	32	)	)	PUNCT
fumecheng-13266	625	33	,	,	PUNCT
fumecheng-13266	625	34	pp	pp	PROPN
fumecheng-13266	625	35	.	.	PUNCT
fumecheng-13266	625	36	4664	4664	NUM
fumecheng-13266	625	37	-	-	SYM
fumecheng-13266	625	38	4672	4672	NUM
fumecheng-13266	625	39	.	.	PUNCT
fumecheng-13266	626	1	42	42	NUM
fumecheng-13266	626	2	.	.	PUNCT
fumecheng-13266	627	1	boyer	boyer	PROPN
fumecheng-13266	627	2	,	,	PUNCT
fumecheng-13266	627	3	l.	l.	PROPN
fumecheng-13266	627	4	,	,	PUNCT
fumecheng-13266	627	5	2001	2001	NUM
fumecheng-13266	627	6	,	,	PUNCT
fumecheng-13266	627	7	contact	contact	NOUN
fumecheng-13266	627	8	resistance	resistance	NOUN
fumecheng-13266	627	9	calculations	calculation	NOUN
fumecheng-13266	627	10	:	:	PUNCT
fumecheng-13266	627	11	generalizations	generalization	NOUN
fumecheng-13266	627	12	of	of	ADP
fumecheng-13266	627	13	greenwood	greenwood	PROPN
fumecheng-13266	627	14	’s	’s	PART
fumecheng-13266	627	15	formula	formula	NOUN
fumecheng-13266	627	16	including	include	VERB
fumecheng-13266	627	17	interface	interface	NOUN
fumecheng-13266	627	18	films	film	NOUN
fumecheng-13266	627	19	,	,	PUNCT
fumecheng-13266	627	20	ieee	ieee	NOUN
fumecheng-13266	627	21	transactions	transaction	NOUN
fumecheng-13266	627	22	on	on	ADP
fumecheng-13266	627	23	components	component	NOUN
fumecheng-13266	627	24	,	,	PUNCT
fumecheng-13266	627	25	packaging	packaging	NOUN
fumecheng-13266	627	26	and	and	CCONJ
fumecheng-13266	627	27	manufacturing	manufacturing	NOUN
fumecheng-13266	627	28	technology	technology	NOUN
fumecheng-13266	627	29	,	,	PUNCT
fumecheng-13266	627	30	24	24	NUM
fumecheng-13266	627	31	,	,	PUNCT
fumecheng-13266	627	32	pp	pp	ADJ
fumecheng-13266	627	33	.	.	PUNCT
fumecheng-13266	628	1	50	50	NUM
fumecheng-13266	628	2	-	-	SYM
fumecheng-13266	628	3	58	58	NUM
fumecheng-13266	628	4	.	.	PUNCT
fumecheng-13266	629	1	43	43	NUM
fumecheng-13266	629	2	.	.	PUNCT
fumecheng-13266	630	1	persson	persson	PROPN
fumecheng-13266	630	2	,	,	PUNCT
fumecheng-13266	630	3	b.n.j	b.n.j	PROPN
fumecheng-13266	630	4	.	.	PUNCT
fumecheng-13266	630	5	,	,	PUNCT
fumecheng-13266	630	6	2022	2022	NUM
fumecheng-13266	630	7	,	,	PUNCT
fumecheng-13266	630	8	on	on	ADP
fumecheng-13266	630	9	the	the	DET
fumecheng-13266	630	10	electric	electric	ADJ
fumecheng-13266	630	11	contact	contact	NOUN
fumecheng-13266	630	12	resistance	resistance	NOUN
fumecheng-13266	630	13	,	,	PUNCT
fumecheng-13266	630	14	tribology	tribology	NOUN
fumecheng-13266	630	15	letters	letter	NOUN
fumecheng-13266	630	16	,	,	PUNCT
fumecheng-13266	630	17	70	70	NUM
fumecheng-13266	630	18	,	,	PUNCT
fumecheng-13266	630	19	88	88	NUM
fumecheng-13266	630	20	.	.	PUNCT
fumecheng-13266	630	21	44	44	NUM
fumecheng-13266	630	22	.	.	PUNCT
fumecheng-13266	631	1	buda	buda	PROPN
fumecheng-13266	631	2	,	,	PUNCT
fumecheng-13266	631	3	m.	m.	NOUN
fumecheng-13266	631	4	,	,	PUNCT
fumecheng-13266	631	5	maki	maki	PROPN
fumecheng-13266	631	6	,	,	PUNCT
fumecheng-13266	631	7	a.	a.	NOUN
fumecheng-13266	631	8	,	,	PUNCT
fumecheng-13266	631	9	mazurowski	mazurowski	VERB
fumecheng-13266	631	10	,	,	PUNCT
fumecheng-13266	631	11	m.a	m.a	PROPN
fumecheng-13266	631	12	.	.	PROPN
fumecheng-13266	631	13	,	,	PUNCT
fumecheng-13266	631	14	2018	2018	NUM
fumecheng-13266	631	15	,	,	PUNCT
fumecheng-13266	631	16	a	a	DET
fumecheng-13266	631	17	systematic	systematic	ADJ
fumecheng-13266	631	18	study	study	NOUN
fumecheng-13266	631	19	of	of	ADP
fumecheng-13266	631	20	the	the	DET
fumecheng-13266	631	21	class	class	NOUN
fumecheng-13266	631	22	imbalance	imbalance	NOUN
fumecheng-13266	631	23	problem	problem	NOUN
fumecheng-13266	631	24	in	in	ADP
fumecheng-13266	631	25	convolutional	convolutional	ADJ
fumecheng-13266	631	26	neural	neural	ADJ
fumecheng-13266	631	27	networks	network	NOUN
fumecheng-13266	631	28	,	,	PUNCT
fumecheng-13266	631	29	neural	neural	ADJ
fumecheng-13266	631	30	networks	network	NOUN
fumecheng-13266	631	31	,	,	PUNCT
fumecheng-13266	631	32	106	106	NUM
fumecheng-13266	631	33	,	,	PUNCT
fumecheng-13266	631	34	pp	pp	ADJ
fumecheng-13266	631	35	.	.	PUNCT
fumecheng-13266	632	1	249	249	NUM
fumecheng-13266	632	2	-	-	SYM
fumecheng-13266	632	3	259	259	NUM
fumecheng-13266	632	4	.	.	PUNCT
fumecheng-13266	633	1	45	45	NUM
fumecheng-13266	633	2	.	.	PUNCT
fumecheng-13266	634	1	niaz	niaz	PROPN
fumecheng-13266	634	2	,	,	PUNCT
fumecheng-13266	634	3	n.u	n.u	PROPN
fumecheng-13266	634	4	.	.	PROPN
fumecheng-13266	634	5	,	,	PUNCT
fumecheng-13266	634	6	shahariar	shahariar	ADJ
fumecheng-13266	634	7	,	,	PUNCT
fumecheng-13266	634	8	k.m.n	k.m.n	NOUN
fumecheng-13266	634	9	.	.	PUNCT
fumecheng-13266	634	10	,	,	PUNCT
fumecheng-13266	634	11	patwary	patwary	ADJ
fumecheng-13266	634	12	,	,	PUNCT
fumecheng-13266	634	13	m.j.a	m.j.a	PROPN
fumecheng-13266	634	14	.	.	PUNCT
fumecheng-13266	634	15	,	,	PUNCT
fumecheng-13266	634	16	2022	2022	NUM
fumecheng-13266	634	17	,	,	PUNCT
fumecheng-13266	634	18	class	class	NOUN
fumecheng-13266	634	19	imbalance	imbalance	NOUN
fumecheng-13266	634	20	problems	problem	NOUN
fumecheng-13266	634	21	in	in	ADP
fumecheng-13266	634	22	machine	machine	NOUN
fumecheng-13266	634	23	learning	learning	NOUN
fumecheng-13266	634	24	:	:	PUNCT
fumecheng-13266	634	25	a	a	DET
fumecheng-13266	634	26	review	review	NOUN
fumecheng-13266	634	27	of	of	ADP
fumecheng-13266	634	28	methods	method	NOUN
fumecheng-13266	634	29	and	and	CCONJ
fumecheng-13266	634	30	future	future	ADJ
fumecheng-13266	634	31	challenges	challenge	NOUN
fumecheng-13266	634	32	,	,	PUNCT
fumecheng-13266	634	33	icca	icca	NOUN
fumecheng-13266	634	34	'	'	NUM
fumecheng-13266	634	35	22	22	NUM
fumecheng-13266	634	36	:	:	PUNCT
fumecheng-13266	634	37	proceedings	proceeding	NOUN
fumecheng-13266	634	38	of	of	ADP
fumecheng-13266	634	39	the	the	DET
fumecheng-13266	634	40	2nd	2nd	ADJ
fumecheng-13266	634	41	international	international	ADJ
fumecheng-13266	634	42	conference	conference	NOUN
fumecheng-13266	634	43	on	on	ADP
fumecheng-13266	634	44	computing	compute	VERB
fumecheng-13266	634	45	advancements	advancement	NOUN
fumecheng-13266	634	46	,	,	PUNCT
fumecheng-13266	634	47	dhaka	dhaka	PROPN
fumecheng-13266	634	48	,	,	PUNCT
fumecheng-13266	634	49	bangladesh	bangladesh	PROPN
fumecheng-13266	634	50	,	,	PUNCT
fumecheng-13266	634	51	pp	pp	ADJ
fumecheng-13266	634	52	.	.	PUNCT
fumecheng-13266	635	1	485	485	NUM
fumecheng-13266	635	2	-	-	SYM
fumecheng-13266	635	3	490	490	NUM
fumecheng-13266	635	4	.	.	PROPN
fumecheng-13266	635	5	46	46	NUM
fumecheng-13266	635	6	.	.	PUNCT
fumecheng-13266	636	1	ghosh	ghosh	PROPN
fumecheng-13266	636	2	,	,	PUNCT
fumecheng-13266	636	3	k.	k.	PROPN
fumecheng-13266	636	4	,	,	PUNCT
fumecheng-13266	636	5	bellinger	bellinger	NOUN
fumecheng-13266	636	6	,	,	PUNCT
fumecheng-13266	636	7	c.	c.	PROPN
fumecheng-13266	636	8	,	,	PUNCT
fumecheng-13266	636	9	corizzo	corizzo	NOUN
fumecheng-13266	636	10	,	,	PUNCT
fumecheng-13266	636	11	r.	r.	PROPN
fumecheng-13266	636	12	,	,	PUNCT
fumecheng-13266	636	13	branco	branco	PROPN
fumecheng-13266	636	14	,	,	PUNCT
fumecheng-13266	636	15	p.	p.	PROPN
fumecheng-13266	636	16	,	,	PUNCT
fumecheng-13266	636	17	krawczyk	krawczyk	PROPN
fumecheng-13266	636	18	,	,	PUNCT
fumecheng-13266	636	19	b.	b.	PROPN
fumecheng-13266	636	20	,	,	PUNCT
fumecheng-13266	636	21	japkowicz	japkowicz	PROPN
fumecheng-13266	636	22	,	,	PUNCT
fumecheng-13266	636	23	n.	n.	NOUN
fumecheng-13266	636	24	,	,	PUNCT
fumecheng-13266	636	25	2024	2024	NUM
fumecheng-13266	636	26	,	,	PUNCT
fumecheng-13266	636	27	the	the	DET
fumecheng-13266	636	28	class	class	NOUN
fumecheng-13266	636	29	imbalance	imbalance	NOUN
fumecheng-13266	636	30	problem	problem	NOUN
fumecheng-13266	636	31	in	in	ADP
fumecheng-13266	636	32	deep	deep	ADJ
fumecheng-13266	636	33	learning	learning	NOUN
fumecheng-13266	636	34	,	,	PUNCT
fumecheng-13266	636	35	machine	machine	NOUN
fumecheng-13266	636	36	learning	learning	NOUN
fumecheng-13266	636	37	,	,	PUNCT
fumecheng-13266	636	38	113(7	113(7	NUM
fumecheng-13266	636	39	)	)	PUNCT
fumecheng-13266	636	40	,	,	PUNCT
fumecheng-13266	637	1	pp	pp	ADP
fumecheng-13266	637	2	.	.	PUNCT
fumecheng-13266	638	1	4845	4845	NUM
fumecheng-13266	638	2	-	-	SYM
fumecheng-13266	638	3	4901	4901	NUM
fumecheng-13266	638	4	.	.	PUNCT
fumecheng-13266	639	1	47	47	NUM
fumecheng-13266	639	2	.	.	PUNCT
fumecheng-13266	640	1	cuomo	cuomo	PROPN
fumecheng-13266	640	2	,	,	PUNCT
fumecheng-13266	640	3	s.	s.	PROPN
fumecheng-13266	640	4	,	,	PUNCT
fumecheng-13266	640	5	di	di	PROPN
fumecheng-13266	640	6	cola	cola	PROPN
fumecheng-13266	640	7	,	,	PUNCT
fumecheng-13266	640	8	v.s.	v.s.	ADJ
fumecheng-13266	640	9	,	,	PUNCT
fumecheng-13266	640	10	giampaolo	giampaolo	ADJ
fumecheng-13266	640	11	,	,	PUNCT
fumecheng-13266	640	12	f.	f.	PROPN
fumecheng-13266	640	13	,	,	PUNCT
fumecheng-13266	640	14	rozza	rozza	NOUN
fumecheng-13266	640	15	,	,	PUNCT
fumecheng-13266	640	16	g.	g.	PROPN
fumecheng-13266	640	17	,	,	PUNCT
fumecheng-13266	640	18	raissi	raissi	ADJ
fumecheng-13266	640	19	,	,	PUNCT
fumecheng-13266	640	20	m.	m.	NOUN
fumecheng-13266	640	21	,	,	PUNCT
fumecheng-13266	640	22	piccialli	piccialli	PROPN
fumecheng-13266	640	23	,	,	PUNCT
fumecheng-13266	640	24	f.	f.	PROPN
fumecheng-13266	640	25	,	,	PUNCT
fumecheng-13266	640	26	2022	2022	NUM
fumecheng-13266	640	27	,	,	PUNCT
fumecheng-13266	640	28	scientific	scientific	ADJ
fumecheng-13266	640	29	machine	machine	NOUN
fumecheng-13266	640	30	learning	learn	VERB
fumecheng-13266	640	31	through	through	ADP
fumecheng-13266	640	32	physics	physics	NOUN
fumecheng-13266	640	33	-	-	PUNCT
fumecheng-13266	640	34	informed	inform	VERB
fumecheng-13266	640	35	neural	neural	ADJ
fumecheng-13266	640	36	networks	network	NOUN
fumecheng-13266	640	37	:	:	PUNCT
fumecheng-13266	640	38	where	where	SCONJ
fumecheng-13266	640	39	we	we	PRON
fumecheng-13266	640	40	are	be	AUX
fumecheng-13266	640	41	and	and	CCONJ
fumecheng-13266	640	42	what	what	PRON
fumecheng-13266	640	43	’s	’	VERB
fumecheng-13266	640	44	next	next	ADJ
fumecheng-13266	640	45	,	,	PUNCT
fumecheng-13266	640	46	journal	journal	NOUN
fumecheng-13266	640	47	of	of	ADP
fumecheng-13266	640	48	scientific	scientific	ADJ
fumecheng-13266	640	49	computing	computing	NOUN
fumecheng-13266	640	50	,	,	PUNCT
fumecheng-13266	640	51	92	92	NUM
fumecheng-13266	640	52	,	,	PUNCT
fumecheng-13266	640	53	88	88	NUM
fumecheng-13266	640	54	.	.	X
fumecheng-13266	640	55	48	48	NUM
fumecheng-13266	640	56	.	.	PUNCT
fumecheng-13266	641	1	jain	jain	PROPN
fumecheng-13266	641	2	,	,	PUNCT
fumecheng-13266	641	3	a.	a.	PROPN
fumecheng-13266	641	4	,	,	PUNCT
fumecheng-13266	641	5	anusree	anusree	ADJ
fumecheng-13266	641	6	,	,	PUNCT
fumecheng-13266	641	7	h.	h.	PROPN
fumecheng-13266	641	8	,	,	PUNCT
fumecheng-13266	641	9	manikandan	manikandan	PROPN
fumecheng-13266	641	10	,	,	PUNCT
fumecheng-13266	641	11	j.	j.	PROPN
fumecheng-13266	641	12	,	,	PUNCT
fumecheng-13266	641	13	2022	2022	NUM
fumecheng-13266	641	14	,	,	PUNCT
fumecheng-13266	641	15	design	design	NOUN
fumecheng-13266	641	16	and	and	CCONJ
fumecheng-13266	641	17	evaluation	evaluation	NOUN
fumecheng-13266	641	18	of	of	ADP
fumecheng-13266	641	19	gan	gan	PROPN
fumecheng-13266	641	20	based	base	VERB
fumecheng-13266	641	21	regression	regression	NOUN
fumecheng-13266	641	22	model	model	NOUN
fumecheng-13266	641	23	,	,	PUNCT
fumecheng-13266	641	24	proc	proc	NOUN
fumecheng-13266	641	25	.	.	PUNCT
fumecheng-13266	642	1	2022	2022	NUM
fumecheng-13266	642	2	international	international	ADJ
fumecheng-13266	642	3	conference	conference	NOUN
fumecheng-13266	642	4	for	for	ADP
fumecheng-13266	642	5	advancement	advancement	NOUN
fumecheng-13266	642	6	in	in	ADP
fumecheng-13266	642	7	technology	technology	NOUN
fumecheng-13266	642	8	(	(	PUNCT
fumecheng-13266	642	9	iconat	iconat	NOUN
fumecheng-13266	642	10	)	)	PUNCT
fumecheng-13266	642	11	,	,	PUNCT
fumecheng-13266	642	12	goa	goa	PROPN
fumecheng-13266	642	13	,	,	PUNCT
fumecheng-13266	642	14	india	india	PROPN
fumecheng-13266	642	15	,	,	PUNCT
fumecheng-13266	642	16	pp	pp	ADJ
fumecheng-13266	642	17	.	.	PUNCT
fumecheng-13266	643	1	1	1	NUM
fumecheng-13266	643	2	-	-	SYM
fumecheng-13266	643	3	6	6	NUM
fumecheng-13266	643	4	.	.	NOUN
fumecheng-13266	643	5	49	49	NUM
fumecheng-13266	643	6	.	.	PUNCT
fumecheng-13266	644	1	barredo	barredo	PROPN
fumecheng-13266	644	2	-	-	PUNCT
fumecheng-13266	644	3	arrieta	arrieta	PROPN
fumecheng-13266	644	4	,	,	PUNCT
fumecheng-13266	644	5	a.	a.	NOUN
fumecheng-13266	644	6	,	,	PUNCT
fumecheng-13266	644	7	díaz	díaz	NOUN
fumecheng-13266	644	8	-	-	PUNCT
fumecheng-13266	644	9	rodríguez	rodríguez	NOUN
fumecheng-13266	644	10	,	,	PUNCT
fumecheng-13266	644	11	n.	n.	NOUN
fumecheng-13266	644	12	,	,	PUNCT
fumecheng-13266	644	13	del	del	PROPN
fumecheng-13266	644	14	-	-	NOUN
fumecheng-13266	644	15	ser	ser	NOUN
fumecheng-13266	644	16	,	,	PUNCT
fumecheng-13266	644	17	j.	j.	PROPN
fumecheng-13266	644	18	,	,	PUNCT
fumecheng-13266	644	19	bennetot	bennetot	PROPN
fumecheng-13266	644	20	,	,	PUNCT
fumecheng-13266	644	21	a.	a.	NOUN
fumecheng-13266	644	22	,	,	PUNCT
fumecheng-13266	644	23	tabik	tabik	PROPN
fumecheng-13266	644	24	,	,	PUNCT
fumecheng-13266	644	25	s.	s.	PROPN
fumecheng-13266	644	26	,	,	PUNCT
fumecheng-13266	644	27	barbado	barbado	PROPN
fumecheng-13266	644	28	,	,	PUNCT
fumecheng-13266	644	29	a.	a.	PROPN
fumecheng-13266	644	30	,	,	PUNCT
fumecheng-13266	644	31	garcia	garcia	PROPN
fumecheng-13266	644	32	,	,	PUNCT
fumecheng-13266	644	33	s.	s.	PROPN
fumecheng-13266	644	34	,	,	PUNCT
fumecheng-13266	644	35	gillopez	gillopez	PROPN
fumecheng-13266	644	36	,	,	PUNCT
fumecheng-13266	644	37	s.	s.	PROPN
fumecheng-13266	644	38	,	,	PUNCT
fumecheng-13266	644	39	molina	molina	PROPN
fumecheng-13266	644	40	,	,	PUNCT
fumecheng-13266	644	41	d.	d.	PROPN
fumecheng-13266	644	42	,	,	PUNCT
fumecheng-13266	644	43	benjamins	benjamins	PROPN
fumecheng-13266	644	44	,	,	PUNCT
fumecheng-13266	644	45	r.	r.	PROPN
fumecheng-13266	644	46	,	,	PUNCT
fumecheng-13266	644	47	chatila	chatila	PROPN
fumecheng-13266	644	48	,	,	PUNCT
fumecheng-13266	644	49	r.	r.	PROPN
fumecheng-13266	644	50	,	,	PUNCT
fumecheng-13266	644	51	herrera	herrera	PROPN
fumecheng-13266	644	52	,	,	PUNCT
fumecheng-13266	644	53	f.	f.	PROPN
fumecheng-13266	644	54	,	,	PUNCT
fumecheng-13266	644	55	2020	2020	NUM
fumecheng-13266	644	56	,	,	PUNCT
fumecheng-13266	644	57	explainable	explainable	ADJ
fumecheng-13266	644	58	artificial	artificial	ADJ
fumecheng-13266	644	59	intelligence	intelligence	NOUN
fumecheng-13266	644	60	(	(	PUNCT
fumecheng-13266	644	61	xai	xai	PROPN
fumecheng-13266	644	62	):	):	PUNCT
fumecheng-13266	644	63	concepts	concept	NOUN
fumecheng-13266	644	64	,	,	PUNCT
fumecheng-13266	644	65	taxonomies	taxonomy	NOUN
fumecheng-13266	644	66	,	,	PUNCT
fumecheng-13266	644	67	opportunities	opportunity	NOUN
fumecheng-13266	644	68	and	and	CCONJ
fumecheng-13266	644	69	challenges	challenge	NOUN
fumecheng-13266	644	70	toward	toward	ADP
fumecheng-13266	644	71	responsible	responsible	ADJ
fumecheng-13266	644	72	ai	ai	NOUN
fumecheng-13266	644	73	,	,	PUNCT
fumecheng-13266	644	74	information	information	NOUN
fumecheng-13266	644	75	fusion	fusion	NOUN
fumecheng-13266	644	76	,	,	PUNCT
fumecheng-13266	644	77	58	58	NUM
fumecheng-13266	644	78	,	,	PUNCT
fumecheng-13266	644	79	pp	pp	ADJ
fumecheng-13266	644	80	.	.	PUNCT
fumecheng-13266	645	1	82	82	NUM
fumecheng-13266	645	2	-	-	SYM
fumecheng-13266	645	3	115	115	NUM
fumecheng-13266	645	4	.	.	PUNCT