id	sid	tid	token	lemma	pos
fumecheng-12053	1	1	12053	12053	NUM
fumecheng-12053	1	2	facta	facta	PROPN
fumecheng-12053	1	3	universitatis	universitatis	PROPN
fumecheng-12053	1	4	series	series	NOUN
fumecheng-12053	1	5	:	:	PUNCT
fumecheng-12053	1	6	mechanical	mechanical	ADJ
fumecheng-12053	1	7	engineering	engineering	NOUN
fumecheng-12053	1	8	vol	vol	NOUN
fumecheng-12053	1	9	.	.	PROPN
fumecheng-12053	1	10	23	23	NUM
fumecheng-12053	1	11	,	,	PUNCT
fumecheng-12053	1	12	no	no	DET
fumecheng-12053	1	13	4	4	NUM
fumecheng-12053	1	14	,	,	PUNCT
fumecheng-12053	1	15	2025	2025	NUM
fumecheng-12053	1	16	,	,	PUNCT
fumecheng-12053	1	17	pp	pp	ADJ
fumecheng-12053	1	18	.	.	PUNCT
fumecheng-12053	2	1	687	687	NUM
fumecheng-12053	2	2	707	707	NUM
fumecheng-12053	2	3	https://doi.org/10.22190/fume240215019n	https://doi.org/10.22190/fume240215019n	VERB
fumecheng-12053	2	4	©	©	PROPN
fumecheng-12053	2	5	2025	2025	NUM
fumecheng-12053	2	6	by	by	ADP
fumecheng-12053	2	7	university	university	PROPN
fumecheng-12053	2	8	of	of	ADP
fumecheng-12053	2	9	niš	niš	PROPN
fumecheng-12053	2	10	,	,	PUNCT
fumecheng-12053	2	11	serbia	serbia	PROPN
fumecheng-12053	2	12	|	|	ADV
fumecheng-12053	2	13	creative	creative	ADJ
fumecheng-12053	2	14	commons	common	NOUN
fumecheng-12053	2	15	license	license	NOUN
fumecheng-12053	2	16	:	:	PUNCT
fumecheng-12053	2	17	cc	cc	VERB
fumecheng-12053	2	18	by	by	ADP
fumecheng-12053	2	19	-	-	PUNCT
fumecheng-12053	2	20	nc	nc	VERB
fumecheng-12053	2	21	-	-	PUNCT
fumecheng-12053	2	22	nd	nd	ADV
fumecheng-12053	2	23	original	original	ADJ
fumecheng-12053	2	24	scientific	scientific	ADJ
fumecheng-12053	2	25	paper	paper	ADJ
fumecheng-12053	2	26	machine	machine	NOUN
fumecheng-12053	2	27	learning	learning	NOUN
fumecheng-12053	2	28	of	of	ADP
fumecheng-12053	2	29	structure	structure	NOUN
fumecheng-12053	2	30	–	–	PUNCT
fumecheng-12053	2	31	property	property	NOUN
fumecheng-12053	2	32	relationships	relationship	NOUN
fumecheng-12053	2	33	:	:	PUNCT
fumecheng-12053	2	34	an	an	DET
fumecheng-12053	2	35	application	application	NOUN
fumecheng-12053	2	36	to	to	PART
fumecheng-12053	2	37	heat	heat	VERB
fumecheng-12053	2	38	generation	generation	NOUN
fumecheng-12053	2	39	during	during	ADP
fumecheng-12053	2	40	plastic	plastic	ADJ
fumecheng-12053	2	41	deformation	deformation	NOUN
fumecheng-12053	2	42	filip	filip	NOUN
fumecheng-12053	2	43	nikolić1,2	nikolić1,2	PROPN
fumecheng-12053	2	44	,	,	PUNCT
fumecheng-12053	2	45	marko	marko	PROPN
fumecheng-12053	2	46	čanađija2	čanađija2	PROPN
fumecheng-12053	3	1	1cae	1cae	NUM
fumecheng-12053	3	2	department	department	NOUN
fumecheng-12053	3	3	,	,	PUNCT
fumecheng-12053	3	4	elaphe	elaphe	NOUN
fumecheng-12053	3	5	propulsion	propulsion	PROPN
fumecheng-12053	3	6	technologies	technologies	PROPN
fumecheng-12053	3	7	ltd	ltd	PROPN
fumecheng-12053	3	8	,	,	PUNCT
fumecheng-12053	3	9	ljubljana	ljubljana	PROPN
fumecheng-12053	3	10	,	,	PUNCT
fumecheng-12053	3	11	slovenia	slovenia	PROPN
fumecheng-12053	3	12	2university	2university	PROPN
fumecheng-12053	3	13	of	of	ADP
fumecheng-12053	3	14	rijeka	rijeka	PROPN
fumecheng-12053	3	15	,	,	PUNCT
fumecheng-12053	3	16	faculty	faculty	NOUN
fumecheng-12053	3	17	of	of	ADP
fumecheng-12053	3	18	engineering	engineering	PROPN
fumecheng-12053	3	19	,	,	PUNCT
fumecheng-12053	3	20	rijeka	rijeka	PROPN
fumecheng-12053	3	21	,	,	PUNCT
fumecheng-12053	3	22	croatia	croatia	PROPN
fumecheng-12053	3	23	orcid	orcid	PROPN
fumecheng-12053	3	24	ids	ids	PROPN
fumecheng-12053	3	25	:	:	PUNCT
fumecheng-12053	3	26	filip	filip	NOUN
fumecheng-12053	3	27	nikolić	nikolić	PROPN
fumecheng-12053	3	28	https://orcid.org/0000-0002-4343-5069	https://orcid.org/0000-0002-4343-5069	PROPN
fumecheng-12053	3	29	marko	marko	PROPN
fumecheng-12053	3	30	čanađija	čanađija	PROPN
fumecheng-12053	3	31	https://orcid.org/0000-0001-6550-0258	https://orcid.org/0000-0001-6550-0258	PROPN
fumecheng-12053	3	32	abstract	abstract	PROPN
fumecheng-12053	3	33	.	.	PUNCT
fumecheng-12053	4	1	in	in	ADP
fumecheng-12053	4	2	the	the	DET
fumecheng-12053	4	3	present	present	ADJ
fumecheng-12053	4	4	work	work	NOUN
fumecheng-12053	4	5	,	,	PUNCT
fumecheng-12053	4	6	the	the	DET
fumecheng-12053	4	7	heat	heat	NOUN
fumecheng-12053	4	8	generation	generation	NOUN
fumecheng-12053	4	9	during	during	ADP
fumecheng-12053	4	10	the	the	DET
fumecheng-12053	4	11	plastic	plastic	ADJ
fumecheng-12053	4	12	deformation	deformation	NOUN
fumecheng-12053	4	13	of	of	ADP
fumecheng-12053	4	14	a	a	DET
fumecheng-12053	4	15	multiphase	multiphase	NOUN
fumecheng-12053	4	16	material	material	NOUN
fumecheng-12053	4	17	is	be	AUX
fumecheng-12053	4	18	studied	study	VERB
fumecheng-12053	4	19	using	use	VERB
fumecheng-12053	4	20	machine	machine	NOUN
fumecheng-12053	4	21	learning	learning	NOUN
fumecheng-12053	4	22	(	(	PUNCT
fumecheng-12053	4	23	ml	ml	NOUN
fumecheng-12053	4	24	)	)	PUNCT
fumecheng-12053	4	25	methods	method	NOUN
fumecheng-12053	4	26	.	.	PUNCT
fumecheng-12053	5	1	the	the	DET
fumecheng-12053	5	2	aim	aim	NOUN
fumecheng-12053	5	3	was	be	AUX
fumecheng-12053	5	4	to	to	PART
fumecheng-12053	5	5	predict	predict	VERB
fumecheng-12053	5	6	the	the	DET
fumecheng-12053	5	7	temperature	temperature	NOUN
fumecheng-12053	5	8	increase	increase	NOUN
fumecheng-12053	5	9	from	from	ADP
fumecheng-12053	5	10	the	the	DET
fumecheng-12053	5	11	structure	structure	NOUN
fumecheng-12053	5	12	-	-	PUNCT
fumecheng-12053	5	13	property	property	NOUN
fumecheng-12053	5	14	relationships	relationship	NOUN
fumecheng-12053	5	15	(	(	PUNCT
fumecheng-12053	5	16	spr	spr	INTJ
fumecheng-12053	5	17	)	)	PUNCT
fumecheng-12053	5	18	of	of	ADP
fumecheng-12053	5	19	a	a	DET
fumecheng-12053	5	20	microstructure	microstructure	NOUN
fumecheng-12053	5	21	considering	consider	VERB
fumecheng-12053	5	22	various	various	ADJ
fumecheng-12053	5	23	taylor	taylor	PROPN
fumecheng-12053	5	24	–	–	PUNCT
fumecheng-12053	5	25	quinney	quinney	PROPN
fumecheng-12053	5	26	coefficients	coefficient	NOUN
fumecheng-12053	5	27	(	(	PUNCT
fumecheng-12053	5	28	tqcs	tqcs	ADJ
fumecheng-12053	5	29	)	)	PUNCT
fumecheng-12053	5	30	,	,	PUNCT
fumecheng-12053	5	31	with	with	ADP
fumecheng-12053	5	32	the	the	DET
fumecheng-12053	5	33	aim	aim	NOUN
fumecheng-12053	5	34	of	of	ADP
fumecheng-12053	5	35	achieving	achieve	VERB
fumecheng-12053	5	36	precision	precision	NOUN
fumecheng-12053	5	37	and	and	CCONJ
fumecheng-12053	5	38	computational	computational	ADJ
fumecheng-12053	5	39	efficiency	efficiency	NOUN
fumecheng-12053	5	40	suitable	suitable	ADJ
fumecheng-12053	5	41	for	for	ADP
fumecheng-12053	5	42	industry	industry	NOUN
fumecheng-12053	5	43	.	.	PUNCT
fumecheng-12053	6	1	using	use	VERB
fumecheng-12053	6	2	automatic	automatic	ADJ
fumecheng-12053	6	3	microstructure	microstructure	ADJ
fumecheng-12053	6	4	generation	generation	NOUN
fumecheng-12053	6	5	to	to	PART
fumecheng-12053	6	6	create	create	VERB
fumecheng-12053	6	7	datasets	dataset	NOUN
fumecheng-12053	6	8	and	and	CCONJ
fumecheng-12053	6	9	finite	finite	ADJ
fumecheng-12053	6	10	element	element	NOUN
fumecheng-12053	6	11	analysis	analysis	NOUN
fumecheng-12053	6	12	(	(	PUNCT
fumecheng-12053	6	13	fea	fea	NOUN
fumecheng-12053	6	14	)	)	PUNCT
fumecheng-12053	6	15	to	to	PART
fumecheng-12053	6	16	obtain	obtain	VERB
fumecheng-12053	6	17	temperature	temperature	NOUN
fumecheng-12053	6	18	increase	increase	NOUN
fumecheng-12053	6	19	–	–	PUNCT
fumecheng-12053	6	20	strain	strain	NOUN
fumecheng-12053	6	21	curves	curve	NOUN
fumecheng-12053	6	22	,	,	PUNCT
fumecheng-12053	6	23	the	the	DET
fumecheng-12053	6	24	dataset	dataset	NOUN
fumecheng-12053	6	25	facilitated	facilitate	VERB
fumecheng-12053	6	26	the	the	DET
fumecheng-12053	6	27	training	training	NOUN
fumecheng-12053	6	28	of	of	ADP
fumecheng-12053	6	29	an	an	DET
fumecheng-12053	6	30	ml	ml	NOUN
fumecheng-12053	6	31	model	model	NOUN
fumecheng-12053	6	32	.	.	PUNCT
fumecheng-12053	7	1	a	a	DET
fumecheng-12053	7	2	3d	3d	NUM
fumecheng-12053	7	3	convolutional	convolutional	ADJ
fumecheng-12053	7	4	neural	neural	ADJ
fumecheng-12053	7	5	network	network	NOUN
fumecheng-12053	7	6	(	(	PUNCT
fumecheng-12053	7	7	cnn	cnn	PROPN
fumecheng-12053	7	8	)	)	PUNCT
fumecheng-12053	7	9	was	be	AUX
fumecheng-12053	7	10	developed	develop	VERB
fumecheng-12053	7	11	using	use	VERB
fumecheng-12053	7	12	the	the	DET
fumecheng-12053	7	13	microstructural	microstructural	ADJ
fumecheng-12053	7	14	configuration	configuration	NOUN
fumecheng-12053	7	15	and	and	CCONJ
fumecheng-12053	7	16	tqc	tqc	ADJ
fumecheng-12053	7	17	value	value	NOUN
fumecheng-12053	7	18	as	as	ADP
fumecheng-12053	7	19	input	input	NOUN
fumecheng-12053	7	20	and	and	CCONJ
fumecheng-12053	7	21	the	the	DET
fumecheng-12053	7	22	temperature	temperature	NOUN
fumecheng-12053	7	23	increase	increase	NOUN
fumecheng-12053	7	24	–	–	PUNCT
fumecheng-12053	7	25	strain	strain	NOUN
fumecheng-12053	7	26	curve	curve	NOUN
fumecheng-12053	7	27	as	as	ADP
fumecheng-12053	7	28	output	output	NOUN
fumecheng-12053	7	29	.	.	PUNCT
fumecheng-12053	8	1	the	the	DET
fumecheng-12053	8	2	model	model	NOUN
fumecheng-12053	8	3	demonstrated	demonstrate	VERB
fumecheng-12053	8	4	high	high	ADJ
fumecheng-12053	8	5	prediction	prediction	NOUN
fumecheng-12053	8	6	accuracy	accuracy	NOUN
fumecheng-12053	8	7	.	.	PUNCT
fumecheng-12053	9	1	the	the	DET
fumecheng-12053	9	2	results	result	NOUN
fumecheng-12053	9	3	indicated	indicate	VERB
fumecheng-12053	9	4	that	that	SCONJ
fumecheng-12053	9	5	the	the	DET
fumecheng-12053	9	6	hard	hard	ADJ
fumecheng-12053	9	7	phase	phase	NOUN
fumecheng-12053	9	8	fraction	fraction	NOUN
fumecheng-12053	9	9	significantly	significantly	ADV
fumecheng-12053	9	10	impacts	impact	VERB
fumecheng-12053	9	11	the	the	DET
fumecheng-12053	9	12	temperature	temperature	NOUN
fumecheng-12053	9	13	increase	increase	NOUN
fumecheng-12053	9	14	,	,	PUNCT
fumecheng-12053	9	15	much	much	ADV
fumecheng-12053	9	16	more	more	ADJ
fumecheng-12053	9	17	than	than	ADP
fumecheng-12053	9	18	the	the	DET
fumecheng-12053	9	19	tqc	tqc	ADJ
fumecheng-12053	9	20	values	value	NOUN
fumecheng-12053	9	21	.	.	PUNCT
fumecheng-12053	10	1	this	this	PRON
fumecheng-12053	10	2	underlines	underline	VERB
fumecheng-12053	10	3	the	the	DET
fumecheng-12053	10	4	potential	potential	NOUN
fumecheng-12053	10	5	of	of	ADP
fumecheng-12053	10	6	the	the	DET
fumecheng-12053	10	7	model	model	NOUN
fumecheng-12053	10	8	for	for	ADP
fumecheng-12053	10	9	a	a	DET
fumecheng-12053	10	10	better	well	ADJ
fumecheng-12053	10	11	understanding	understanding	NOUN
fumecheng-12053	10	12	of	of	ADP
fumecheng-12053	10	13	material	material	NOUN
fumecheng-12053	10	14	behavior	behavior	NOUN
fumecheng-12053	10	15	during	during	ADP
fumecheng-12053	10	16	deformation	deformation	NOUN
fumecheng-12053	10	17	and	and	CCONJ
fumecheng-12053	10	18	its	its	PRON
fumecheng-12053	10	19	industrial	industrial	ADJ
fumecheng-12053	10	20	applicability	applicability	NOUN
fumecheng-12053	10	21	.	.	PUNCT
fumecheng-12053	11	1	key	key	ADJ
fumecheng-12053	11	2	words	word	NOUN
fumecheng-12053	11	3	:	:	PUNCT
fumecheng-12053	11	4	deep	deep	ADJ
fumecheng-12053	11	5	learning	learning	NOUN
fumecheng-12053	11	6	,	,	PUNCT
fumecheng-12053	11	7	taylor	taylor	PROPN
fumecheng-12053	11	8	–	–	PUNCT
fumecheng-12053	11	9	quinney	quinney	PROPN
fumecheng-12053	11	10	coefficient	coefficient	PROPN
fumecheng-12053	11	11	,	,	PUNCT
fumecheng-12053	11	12	heat	heat	NOUN
fumecheng-12053	11	13	generation	generation	NOUN
fumecheng-12053	11	14	,	,	PUNCT
fumecheng-12053	11	15	structure	structure	NOUN
fumecheng-12053	11	16	–	–	PUNCT
fumecheng-12053	11	17	property	property	NOUN
fumecheng-12053	11	18	relationship	relationship	NOUN
fumecheng-12053	11	19	,	,	PUNCT
fumecheng-12053	11	20	finite	finite	PROPN
fumecheng-12053	11	21	element	element	NOUN
fumecheng-12053	11	22	analysis	analysis	NOUN
fumecheng-12053	11	23	1	1	NUM
fumecheng-12053	11	24	.	.	PUNCT
fumecheng-12053	12	1	introduction	introduction	NOUN
fumecheng-12053	12	2	it	it	PRON
fumecheng-12053	12	3	is	be	AUX
fumecheng-12053	12	4	well	well	ADV
fumecheng-12053	12	5	-	-	PUNCT
fumecheng-12053	12	6	known	know	VERB
fumecheng-12053	12	7	that	that	SCONJ
fumecheng-12053	12	8	the	the	DET
fumecheng-12053	12	9	deformation	deformation	NOUN
fumecheng-12053	12	10	of	of	ADP
fumecheng-12053	12	11	most	most	ADJ
fumecheng-12053	12	12	materials	material	NOUN
fumecheng-12053	12	13	can	can	AUX
fumecheng-12053	12	14	be	be	AUX
fumecheng-12053	12	15	divided	divide	VERB
fumecheng-12053	12	16	into	into	ADP
fumecheng-12053	12	17	elastic	elastic	ADJ
fumecheng-12053	12	18	and	and	CCONJ
fumecheng-12053	12	19	plastic	plastic	ADJ
fumecheng-12053	12	20	deformation	deformation	NOUN
fumecheng-12053	12	21	.	.	PUNCT
fumecheng-12053	13	1	both	both	PRON
fumecheng-12053	13	2	can	can	AUX
fumecheng-12053	13	3	be	be	AUX
fumecheng-12053	13	4	either	either	CCONJ
fumecheng-12053	13	5	rate	rate	NOUN
fumecheng-12053	13	6	dependent	dependent	ADJ
fumecheng-12053	13	7	or	or	CCONJ
fumecheng-12053	13	8	rate	rate	NOUN
fumecheng-12053	13	9	independent	independent	ADJ
fumecheng-12053	13	10	.	.	PUNCT
fumecheng-12053	14	1	while	while	SCONJ
fumecheng-12053	14	2	elastic	elastic	ADJ
fumecheng-12053	14	3	deformation	deformation	NOUN
fumecheng-12053	14	4	is	be	AUX
fumecheng-12053	14	5	a	a	DET
fumecheng-12053	14	6	reversible	reversible	ADJ
fumecheng-12053	14	7	process	process	NOUN
fumecheng-12053	14	8	,	,	PUNCT
fumecheng-12053	14	9	plastic	plastic	ADJ
fumecheng-12053	14	10	deformation	deformation	NOUN
fumecheng-12053	14	11	is	be	AUX
fumecheng-12053	14	12	irreversible	irreversible	ADJ
fumecheng-12053	14	13	.	.	PUNCT
fumecheng-12053	15	1	during	during	ADP
fumecheng-12053	15	2	plastic	plastic	ADJ
fumecheng-12053	15	3	deformation	deformation	NOUN
fumecheng-12053	15	4	,	,	PUNCT
fumecheng-12053	15	5	most	most	ADJ
fumecheng-12053	15	6	of	of	ADP
fumecheng-12053	15	7	the	the	DET
fumecheng-12053	15	8	energy	energy	NOUN
fumecheng-12053	15	9	is	be	AUX
fumecheng-12053	15	10	dissipated	dissipate	VERB
fumecheng-12053	15	11	into	into	ADP
fumecheng-12053	15	12	heat	heat	NOUN
fumecheng-12053	15	13	while	while	SCONJ
fumecheng-12053	15	14	during	during	ADP
fumecheng-12053	15	15	elastic	elastic	ADJ
fumecheng-12053	15	16	deformation	deformation	NOUN
fumecheng-12053	15	17	the	the	DET
fumecheng-12053	15	18	heat	heat	NOUN
fumecheng-12053	15	19	generation	generation	NOUN
fumecheng-12053	15	20	is	be	AUX
fumecheng-12053	15	21	often	often	ADV
fumecheng-12053	15	22	neglected	neglect	VERB
fumecheng-12053	15	23	.	.	PUNCT
fumecheng-12053	16	1	for	for	ADP
fumecheng-12053	16	2	a	a	DET
fumecheng-12053	16	3	general	general	ADJ
fumecheng-12053	16	4	overview	overview	NOUN
fumecheng-12053	16	5	of	of	ADP
fumecheng-12053	16	6	the	the	DET
fumecheng-12053	16	7	phenomenon	phenomenon	NOUN
fumecheng-12053	16	8	,	,	PUNCT
fumecheng-12053	16	9	the	the	DET
fumecheng-12053	16	10	interested	interested	ADJ
fumecheng-12053	16	11	reader	reader	NOUN
fumecheng-12053	16	12	is	be	AUX
fumecheng-12053	16	13	referred	refer	VERB
fumecheng-12053	16	14	to	to	ADP
fumecheng-12053	16	15	[	[	X
fumecheng-12053	16	16	1	1	X
fumecheng-12053	16	17	]	]	PUNCT
fumecheng-12053	16	18	and	and	CCONJ
fumecheng-12053	16	19	the	the	DET
fumecheng-12053	16	20	references	reference	NOUN
fumecheng-12053	16	21	therein	therein	ADV
fumecheng-12053	16	22	.	.	PUNCT
fumecheng-12053	17	1	the	the	DET
fumecheng-12053	17	2	issue	issue	NOUN
fumecheng-12053	17	3	is	be	AUX
fumecheng-12053	17	4	further	far	ADV
fumecheng-12053	17	5	received	receive	VERB
fumecheng-12053	17	6	:	:	PUNCT
fumecheng-12053	17	7	february	february	PROPN
fumecheng-12053	17	8	15	15	NUM
fumecheng-12053	17	9	,	,	PUNCT
fumecheng-12053	17	10	2024	2024	NUM
fumecheng-12053	17	11	/	/	SYM
fumecheng-12053	17	12	accepted	accept	VERB
fumecheng-12053	17	13	may	may	PROPN
fumecheng-12053	17	14	02	02	NUM
fumecheng-12053	17	15	,	,	PUNCT
fumecheng-12053	17	16	2024	2024	NUM
fumecheng-12053	17	17	corresponding	correspond	VERB
fumecheng-12053	17	18	author	author	NOUN
fumecheng-12053	17	19	:	:	PUNCT
fumecheng-12053	17	20	marko	marko	PROPN
fumecheng-12053	17	21	čanađija	čanađija	PROPN
fumecheng-12053	17	22	university	university	PROPN
fumecheng-12053	17	23	of	of	ADP
fumecheng-12053	17	24	rijeka	rijeka	PROPN
fumecheng-12053	17	25	,	,	PUNCT
fumecheng-12053	17	26	faculty	faculty	NOUN
fumecheng-12053	17	27	of	of	ADP
fumecheng-12053	17	28	engineering	engineering	NOUN
fumecheng-12053	17	29	,	,	PUNCT
fumecheng-12053	17	30	vukovarska	vukovarska	NOUN
fumecheng-12053	17	31	58	58	NUM
fumecheng-12053	17	32	,	,	PUNCT
fumecheng-12053	17	33	rijeka	rijeka	PROPN
fumecheng-12053	17	34	,	,	PUNCT
fumecheng-12053	17	35	51000	51000	NUM
fumecheng-12053	17	36	,	,	PUNCT
fumecheng-12053	17	37	croatia	croatia	X
fumecheng-12053	17	38	.	.	PUNCT
fumecheng-12053	18	1	e	e	X
fumecheng-12053	18	2	-	-	NOUN
fumecheng-12053	18	3	mail	mail	NOUN
fumecheng-12053	18	4	:	:	PUNCT
fumecheng-12053	18	5	marko.canadija@riteh.uniri.hr	marko.canadija@riteh.uniri.hr	PROPN
fumecheng-12053	18	6	688	688	NUM
fumecheng-12053	18	7	f.	f.	PROPN
fumecheng-12053	18	8	nikolić	nikolić	PROPN
fumecheng-12053	18	9	,	,	PUNCT
fumecheng-12053	18	10	m.	m.	NOUN
fumecheng-12053	18	11	čanađija	čanađija	PROPN
fumecheng-12053	18	12	complicated	complicate	VERB
fumecheng-12053	18	13	by	by	ADP
fumecheng-12053	18	14	the	the	DET
fumecheng-12053	18	15	fact	fact	NOUN
fumecheng-12053	18	16	that	that	SCONJ
fumecheng-12053	18	17	the	the	DET
fumecheng-12053	18	18	response	response	NOUN
fumecheng-12053	18	19	of	of	ADP
fumecheng-12053	18	20	the	the	DET
fumecheng-12053	18	21	material	material	NOUN
fumecheng-12053	18	22	involves	involve	VERB
fumecheng-12053	18	23	the	the	DET
fumecheng-12053	18	24	temperature	temperature	NOUN
fumecheng-12053	18	25	dependence	dependence	NOUN
fumecheng-12053	18	26	of	of	ADP
fumecheng-12053	18	27	the	the	DET
fumecheng-12053	18	28	properties	property	NOUN
fumecheng-12053	18	29	[	[	X
fumecheng-12053	18	30	2–4	2–4	NUM
fumecheng-12053	18	31	]	]	PUNCT
fumecheng-12053	18	32	.	.	PUNCT
fumecheng-12053	19	1	the	the	DET
fumecheng-12053	19	2	fraction	fraction	NOUN
fumecheng-12053	19	3	of	of	ADP
fumecheng-12053	19	4	plastic	plastic	ADJ
fumecheng-12053	19	5	energy	energy	NOUN
fumecheng-12053	19	6	that	that	PRON
fumecheng-12053	19	7	is	be	AUX
fumecheng-12053	19	8	converted	convert	VERB
fumecheng-12053	19	9	to	to	ADP
fumecheng-12053	19	10	heat	heat	NOUN
fumecheng-12053	19	11	is	be	AUX
fumecheng-12053	19	12	described	describe	VERB
fumecheng-12053	19	13	by	by	ADP
fumecheng-12053	19	14	the	the	DET
fumecheng-12053	19	15	taylor	taylor	PROPN
fumecheng-12053	19	16	–	–	PUNCT
fumecheng-12053	19	17	quinney	quinney	PROPN
fumecheng-12053	19	18	coefficient	coefficient	NOUN
fumecheng-12053	19	19	(	(	PUNCT
fumecheng-12053	19	20	tqc	tqc	ADJ
fumecheng-12053	19	21	)	)	PUNCT
fumecheng-12053	19	22	and	and	CCONJ
fumecheng-12053	19	23	can	can	AUX
fumecheng-12053	19	24	depend	depend	VERB
fumecheng-12053	19	25	on	on	ADP
fumecheng-12053	19	26	the	the	DET
fumecheng-12053	19	27	type	type	NOUN
fumecheng-12053	19	28	of	of	ADP
fumecheng-12053	19	29	material	material	NOUN
fumecheng-12053	19	30	,	,	PUNCT
fumecheng-12053	19	31	strain	strain	NOUN
fumecheng-12053	19	32	rate	rate	NOUN
fumecheng-12053	19	33	,	,	PUNCT
fumecheng-12053	19	34	amount	amount	NOUN
fumecheng-12053	19	35	of	of	ADP
fumecheng-12053	19	36	plastic	plastic	ADJ
fumecheng-12053	19	37	strain	strain	NOUN
fumecheng-12053	19	38	and	and	CCONJ
fumecheng-12053	19	39	many	many	ADJ
fumecheng-12053	19	40	other	other	ADJ
fumecheng-12053	19	41	factors	factor	NOUN
fumecheng-12053	19	42	,	,	PUNCT
fumecheng-12053	19	43	see	see	VERB
fumecheng-12053	19	44	[	[	X
fumecheng-12053	19	45	5	5	NUM
fumecheng-12053	19	46	-	-	SYM
fumecheng-12053	19	47	7	7	NUM
fumecheng-12053	19	48	]	]	PUNCT
fumecheng-12053	19	49	.	.	PUNCT
fumecheng-12053	20	1	it	it	PRON
fumecheng-12053	20	2	is	be	AUX
fumecheng-12053	20	3	often	often	ADV
fumecheng-12053	20	4	assumed	assume	VERB
fumecheng-12053	20	5	to	to	PART
fumecheng-12053	20	6	be	be	AUX
fumecheng-12053	20	7	around	around	ADV
fumecheng-12053	20	8	90	90	NUM
fumecheng-12053	20	9	%	%	NOUN
fumecheng-12053	21	1	[	[	X
fumecheng-12053	21	2	5	5	NUM
fumecheng-12053	21	3	]	]	PUNCT
fumecheng-12053	21	4	and	and	CCONJ
fumecheng-12053	21	5	usually	usually	ADV
fumecheng-12053	21	6	increases	increase	VERB
fumecheng-12053	21	7	with	with	ADP
fumecheng-12053	21	8	deformation	deformation	NOUN
fumecheng-12053	21	9	,	,	PUNCT
fumecheng-12053	21	10	see	see	VERB
fumecheng-12053	21	11	for	for	ADP
fumecheng-12053	21	12	example	example	NOUN
fumecheng-12053	21	13	[	[	X
fumecheng-12053	21	14	2	2	NUM
fumecheng-12053	21	15	,	,	PUNCT
fumecheng-12053	21	16	5	5	NUM
fumecheng-12053	21	17	,	,	PUNCT
fumecheng-12053	21	18	7	7	NUM
fumecheng-12053	21	19	,	,	PUNCT
fumecheng-12053	21	20	8	8	NUM
fumecheng-12053	21	21	]	]	PUNCT
fumecheng-12053	21	22	.	.	PUNCT
fumecheng-12053	22	1	moreover	moreover	ADV
fumecheng-12053	22	2	,	,	PUNCT
fumecheng-12053	22	3	in	in	ADP
fumecheng-12053	22	4	some	some	DET
fumecheng-12053	22	5	special	special	ADJ
fumecheng-12053	22	6	cases	case	NOUN
fumecheng-12053	22	7	this	this	DET
fumecheng-12053	22	8	coefficient	coefficient	NOUN
fumecheng-12053	22	9	can	can	AUX
fumecheng-12053	22	10	be	be	AUX
fumecheng-12053	22	11	greater	great	ADJ
fumecheng-12053	22	12	than	than	ADP
fumecheng-12053	22	13	one	one	NUM
fumecheng-12053	22	14	due	due	ADJ
fumecheng-12053	22	15	to	to	ADP
fumecheng-12053	22	16	microstructural	microstructural	ADJ
fumecheng-12053	22	17	transformations	transformation	NOUN
fumecheng-12053	22	18	.	.	PUNCT
fumecheng-12053	23	1	at	at	ADP
fumecheng-12053	23	2	this	this	DET
fumecheng-12053	23	3	point	point	NOUN
fumecheng-12053	23	4	,	,	PUNCT
fumecheng-12053	23	5	it	it	PRON
fumecheng-12053	23	6	should	should	AUX
fumecheng-12053	23	7	only	only	ADV
fumecheng-12053	23	8	be	be	AUX
fumecheng-12053	23	9	briefly	briefly	ADV
fumecheng-12053	23	10	noted	note	VERB
fumecheng-12053	23	11	that	that	SCONJ
fumecheng-12053	23	12	the	the	DET
fumecheng-12053	23	13	microstructural	microstructural	ADJ
fumecheng-12053	23	14	aspects	aspect	NOUN
fumecheng-12053	23	15	are	be	AUX
fumecheng-12053	23	16	very	very	ADV
fumecheng-12053	23	17	important	important	ADJ
fumecheng-12053	23	18	,	,	PUNCT
fumecheng-12053	23	19	but	but	CCONJ
fumecheng-12053	23	20	the	the	DET
fumecheng-12053	23	21	complexity	complexity	NOUN
fumecheng-12053	23	22	of	of	ADP
fumecheng-12053	23	23	the	the	DET
fumecheng-12053	23	24	phenomenon	phenomenon	NOUN
fumecheng-12053	23	25	hinders	hinder	VERB
fumecheng-12053	23	26	the	the	DET
fumecheng-12053	23	27	possibility	possibility	NOUN
fumecheng-12053	23	28	of	of	ADP
fumecheng-12053	23	29	fully	fully	ADV
fumecheng-12053	23	30	addressing	address	VERB
fumecheng-12053	23	31	all	all	DET
fumecheng-12053	23	32	the	the	DET
fumecheng-12053	23	33	details	detail	NOUN
fumecheng-12053	23	34	using	use	VERB
fumecheng-12053	23	35	classical	classical	ADJ
fumecheng-12053	23	36	techniques	technique	NOUN
fumecheng-12053	23	37	.	.	PUNCT
fumecheng-12053	24	1	standard	standard	ADJ
fumecheng-12053	24	2	multiscale	multiscale	ADJ
fumecheng-12053	24	3	methods	method	NOUN
fumecheng-12053	24	4	can	can	AUX
fumecheng-12053	24	5	provide	provide	VERB
fumecheng-12053	24	6	some	some	DET
fumecheng-12053	24	7	solutions	solution	NOUN
fumecheng-12053	24	8	to	to	ADP
fumecheng-12053	24	9	these	these	DET
fumecheng-12053	24	10	issues	issue	NOUN
fumecheng-12053	24	11	,	,	PUNCT
fumecheng-12053	24	12	but	but	CCONJ
fumecheng-12053	24	13	on	on	ADP
fumecheng-12053	24	14	the	the	DET
fumecheng-12053	24	15	other	other	ADJ
fumecheng-12053	24	16	hand	hand	NOUN
fumecheng-12053	24	17	they	they	PRON
fumecheng-12053	24	18	are	be	AUX
fumecheng-12053	24	19	quite	quite	ADV
fumecheng-12053	24	20	slow	slow	ADJ
fumecheng-12053	24	21	[	[	X
fumecheng-12053	24	22	9	9	NUM
fumecheng-12053	24	23	]	]	PUNCT
fumecheng-12053	24	24	.	.	PUNCT
fumecheng-12053	25	1	in	in	ADP
fumecheng-12053	25	2	the	the	DET
fumecheng-12053	25	3	last	last	ADJ
fumecheng-12053	25	4	few	few	ADJ
fumecheng-12053	25	5	years	year	NOUN
fumecheng-12053	25	6	,	,	PUNCT
fumecheng-12053	25	7	machine	machine	NOUN
fumecheng-12053	25	8	learning	learning	NOUN
fumecheng-12053	25	9	(	(	PUNCT
fumecheng-12053	25	10	ml	ml	NOUN
fumecheng-12053	25	11	)	)	PUNCT
fumecheng-12053	25	12	has	have	AUX
fumecheng-12053	25	13	become	become	VERB
fumecheng-12053	25	14	a	a	DET
fumecheng-12053	25	15	very	very	ADV
fumecheng-12053	25	16	attractive	attractive	ADJ
fumecheng-12053	25	17	topic	topic	NOUN
fumecheng-12053	25	18	in	in	ADP
fumecheng-12053	25	19	materials	material	NOUN
fumecheng-12053	25	20	science	science	NOUN
fumecheng-12053	25	21	and	and	CCONJ
fumecheng-12053	25	22	many	many	ADJ
fumecheng-12053	25	23	different	different	ADJ
fumecheng-12053	25	24	ml	ml	NOUN
fumecheng-12053	25	25	algorithms	algorithm	NOUN
fumecheng-12053	25	26	are	be	AUX
fumecheng-12053	25	27	widely	widely	ADV
fumecheng-12053	25	28	used	use	VERB
fumecheng-12053	25	29	.	.	PUNCT
fumecheng-12053	26	1	shallow	shallow	ADJ
fumecheng-12053	26	2	algorithms	algorithm	NOUN
fumecheng-12053	26	3	such	such	ADJ
fumecheng-12053	26	4	as	as	ADP
fumecheng-12053	26	5	the	the	DET
fumecheng-12053	26	6	support	support	NOUN
fumecheng-12053	26	7	vector	vector	NOUN
fumecheng-12053	26	8	machine	machine	NOUN
fumecheng-12053	26	9	can	can	AUX
fumecheng-12053	26	10	be	be	AUX
fumecheng-12053	26	11	found	find	VERB
fumecheng-12053	26	12	in	in	ADP
fumecheng-12053	26	13	applications	application	NOUN
fumecheng-12053	26	14	such	such	ADJ
fumecheng-12053	26	15	as	as	ADP
fumecheng-12053	26	16	microstructure	microstructure	ADJ
fumecheng-12053	26	17	classification	classification	NOUN
fumecheng-12053	26	18	[	[	X
fumecheng-12053	26	19	10	10	NUM
fumecheng-12053	26	20	]	]	PUNCT
fumecheng-12053	26	21	.	.	PUNCT
fumecheng-12053	27	1	azimi	azimi	PROPN
fumecheng-12053	27	2	et	et	PROPN
fumecheng-12053	27	3	al	al	PROPN
fumecheng-12053	27	4	.	.	PUNCT
fumecheng-12053	28	1	[	[	X
fumecheng-12053	28	2	11	11	NUM
fumecheng-12053	28	3	]	]	PUNCT
fumecheng-12053	28	4	,	,	PUNCT
fumecheng-12053	28	5	on	on	ADP
fumecheng-12053	28	6	the	the	DET
fumecheng-12053	28	7	other	other	ADJ
fumecheng-12053	28	8	hand	hand	NOUN
fumecheng-12053	28	9	,	,	PUNCT
fumecheng-12053	28	10	used	use	VERB
fumecheng-12053	28	11	much	much	ADV
fumecheng-12053	28	12	more	more	ADV
fumecheng-12053	28	13	complex	complex	ADJ
fumecheng-12053	28	14	algorithms	algorithm	NOUN
fumecheng-12053	28	15	such	such	ADJ
fumecheng-12053	28	16	as	as	ADP
fumecheng-12053	28	17	convolutional	convolutional	ADJ
fumecheng-12053	28	18	neural	neural	ADJ
fumecheng-12053	28	19	networks	network	NOUN
fumecheng-12053	28	20	(	(	PUNCT
fumecheng-12053	28	21	cnns	cnns	PROPN
fumecheng-12053	28	22	)	)	PUNCT
fumecheng-12053	28	23	for	for	ADP
fumecheng-12053	28	24	similar	similar	ADJ
fumecheng-12053	28	25	tasks	task	NOUN
fumecheng-12053	28	26	.	.	PUNCT
fumecheng-12053	29	1	decost	decost	NOUN
fumecheng-12053	29	2	et	et	PROPN
fumecheng-12053	29	3	al	al	PROPN
fumecheng-12053	29	4	.	.	PUNCT
fumecheng-12053	30	1	[	[	X
fumecheng-12053	30	2	12	12	NUM
fumecheng-12053	30	3	]	]	PUNCT
fumecheng-12053	30	4	applied	apply	VERB
fumecheng-12053	30	5	a	a	DET
fumecheng-12053	30	6	cnn	cnn	PROPN
fumecheng-12053	30	7	model	model	NOUN
fumecheng-12053	30	8	based	base	VERB
fumecheng-12053	30	9	on	on	ADP
fumecheng-12053	30	10	segmentation	segmentation	NOUN
fumecheng-12053	30	11	for	for	ADP
fumecheng-12053	30	12	novel	novel	ADJ
fumecheng-12053	30	13	automated	automate	VERB
fumecheng-12053	30	14	applications	application	NOUN
fumecheng-12053	30	15	of	of	ADP
fumecheng-12053	30	16	microstructure	microstructure	ADJ
fumecheng-12053	30	17	segmentation	segmentation	NOUN
fumecheng-12053	30	18	.	.	PUNCT
fumecheng-12053	31	1	applications	application	NOUN
fumecheng-12053	31	2	such	such	ADJ
fumecheng-12053	31	3	as	as	ADP
fumecheng-12053	31	4	defect	defect	NOUN
fumecheng-12053	31	5	detection	detection	NOUN
fumecheng-12053	31	6	and	and	CCONJ
fumecheng-12053	31	7	determination	determination	NOUN
fumecheng-12053	31	8	of	of	ADP
fumecheng-12053	31	9	distances	distance	NOUN
fumecheng-12053	31	10	between	between	ADP
fumecheng-12053	31	11	secondary	secondary	ADJ
fumecheng-12053	31	12	dendrite	dendrite	ADJ
fumecheng-12053	31	13	arms	arm	NOUN
fumecheng-12053	31	14	using	use	VERB
fumecheng-12053	31	15	cnns	cnn	NOUN
fumecheng-12053	31	16	can	can	AUX
fumecheng-12053	31	17	also	also	ADV
fumecheng-12053	31	18	be	be	AUX
fumecheng-12053	31	19	found	find	VERB
fumecheng-12053	31	20	in	in	ADP
fumecheng-12053	31	21	[	[	PUNCT
fumecheng-12053	31	22	13	13	NUM
fumecheng-12053	31	23	-	-	SYM
fumecheng-12053	31	24	15	15	NUM
fumecheng-12053	31	25	]	]	PUNCT
fumecheng-12053	31	26	.	.	PUNCT
fumecheng-12053	32	1	optical	optical	ADJ
fumecheng-12053	32	2	microstructure	microstructure	NOUN
fumecheng-12053	32	3	images	image	NOUN
fumecheng-12053	32	4	can	can	AUX
fumecheng-12053	32	5	be	be	AUX
fumecheng-12053	32	6	related	relate	VERB
fumecheng-12053	32	7	to	to	ADP
fumecheng-12053	32	8	mechanical	mechanical	ADJ
fumecheng-12053	32	9	properties	property	NOUN
fumecheng-12053	32	10	(	(	PUNCT
fumecheng-12053	32	11	yield	yield	NOUN
fumecheng-12053	32	12	strength	strength	NOUN
fumecheng-12053	32	13	,	,	PUNCT
fumecheng-12053	32	14	elongation	elongation	NOUN
fumecheng-12053	32	15	and	and	CCONJ
fumecheng-12053	32	16	ultimate	ultimate	ADJ
fumecheng-12053	32	17	tensile	tensile	NOUN
fumecheng-12053	32	18	strength	strength	NOUN
fumecheng-12053	32	19	)	)	PUNCT
fumecheng-12053	32	20	(	(	PUNCT
fumecheng-12053	32	21	see	see	VERB
fumecheng-12053	32	22	[	[	X
fumecheng-12053	32	23	16	16	NUM
fumecheng-12053	32	24	]	]	SYM
fumecheng-12053	32	25	)	)	PUNCT
fumecheng-12053	32	26	.	.	PUNCT
fumecheng-12053	33	1	tagimalek	tagimalek	PROPN
fumecheng-12053	33	2	et	et	PROPN
fumecheng-12053	33	3	al	al	PROPN
fumecheng-12053	33	4	.	.	PUNCT
fumecheng-12053	34	1	[	[	X
fumecheng-12053	34	2	17	17	NUM
fumecheng-12053	34	3	]	]	PUNCT
fumecheng-12053	34	4	used	use	VERB
fumecheng-12053	34	5	relevance	relevance	NOUN
fumecheng-12053	34	6	and	and	CCONJ
fumecheng-12053	34	7	support	support	VERB
fumecheng-12053	34	8	vector	vector	NOUN
fumecheng-12053	34	9	machine	machine	NOUN
fumecheng-12053	34	10	to	to	PART
fumecheng-12053	34	11	determine	determine	VERB
fumecheng-12053	34	12	the	the	DET
fumecheng-12053	34	13	mechanical	mechanical	ADJ
fumecheng-12053	34	14	properties	property	NOUN
fumecheng-12053	34	15	based	base	VERB
fumecheng-12053	34	16	on	on	ADP
fumecheng-12053	34	17	the	the	DET
fumecheng-12053	34	18	input	input	NOUN
fumecheng-12053	34	19	process	process	NOUN
fumecheng-12053	34	20	parameters	parameter	NOUN
fumecheng-12053	34	21	of	of	ADP
fumecheng-12053	34	22	the	the	DET
fumecheng-12053	34	23	friction	friction	NOUN
fumecheng-12053	34	24	stir	stir	NOUN
fumecheng-12053	34	25	welding	welding	NOUN
fumecheng-12053	34	26	process	process	NOUN
fumecheng-12053	34	27	.	.	PUNCT
fumecheng-12053	35	1	similarly	similarly	ADV
fumecheng-12053	35	2	,	,	PUNCT
fumecheng-12053	35	3	milićević	milićević	PROPN
fumecheng-12053	35	4	et	et	PROPN
fumecheng-12053	35	5	al	al	PROPN
fumecheng-12053	35	6	.	.	PUNCT
fumecheng-12053	36	1	[	[	X
fumecheng-12053	36	2	18	18	NUM
fumecheng-12053	36	3	]	]	PUNCT
fumecheng-12053	36	4	predicted	predict	VERB
fumecheng-12053	36	5	the	the	DET
fumecheng-12053	36	6	mechanical	mechanical	ADJ
fumecheng-12053	36	7	properties	property	NOUN
fumecheng-12053	36	8	of	of	ADP
fumecheng-12053	36	9	the	the	DET
fumecheng-12053	36	10	3d	3d	NOUN
fumecheng-12053	36	11	printing	printing	NOUN
fumecheng-12053	36	12	material	material	NOUN
fumecheng-12053	36	13	pla	pla	NOUN
fumecheng-12053	36	14	using	use	VERB
fumecheng-12053	36	15	neutral	neutral	ADJ
fumecheng-12053	36	16	networks	network	NOUN
fumecheng-12053	36	17	.	.	PUNCT
fumecheng-12053	37	1	zarezadeh	zarezadeh	NOUN
fumecheng-12053	37	2	et	et	PROPN
fumecheng-12053	37	3	al	al	PROPN
fumecheng-12053	37	4	.	.	PUNCT
fumecheng-12053	38	1	[	[	X
fumecheng-12053	38	2	19	19	NUM
fumecheng-12053	38	3	]	]	PUNCT
fumecheng-12053	38	4	investigated	investigate	VERB
fumecheng-12053	38	5	the	the	DET
fumecheng-12053	38	6	corrosion	corrosion	NOUN
fumecheng-12053	38	7	mechanical	mechanical	ADJ
fumecheng-12053	38	8	and	and	CCONJ
fumecheng-12053	38	9	electromechanical	electromechanical	ADJ
fumecheng-12053	38	10	behavior	behavior	NOUN
fumecheng-12053	38	11	of	of	ADP
fumecheng-12053	38	12	ni	ni	NOUN
fumecheng-12053	38	13	coatings	coating	NOUN
fumecheng-12053	38	14	using	use	VERB
fumecheng-12053	38	15	a	a	DET
fumecheng-12053	38	16	neural	neural	ADJ
fumecheng-12053	38	17	network	network	NOUN
fumecheng-12053	38	18	and	and	CCONJ
fumecheng-12053	38	19	an	an	DET
fumecheng-12053	38	20	adaptive	adaptive	ADJ
fumecheng-12053	38	21	neuro	neuro	NOUN
fumecheng-12053	38	22	-	-	PUNCT
fumecheng-12053	38	23	fuzzy	fuzzy	ADJ
fumecheng-12053	38	24	inference	inference	NOUN
fumecheng-12053	38	25	system	system	NOUN
fumecheng-12053	38	26	.	.	PUNCT
fumecheng-12053	39	1	li	li	PROPN
fumecheng-12053	39	2	et	et	PROPN
fumecheng-12053	39	3	al	al	PROPN
fumecheng-12053	39	4	.	.	PUNCT
fumecheng-12053	40	1	[	[	X
fumecheng-12053	40	2	20	20	NUM
fumecheng-12053	40	3	]	]	PUNCT
fumecheng-12053	40	4	proposed	propose	VERB
fumecheng-12053	40	5	a	a	DET
fumecheng-12053	40	6	transfer	transfer	NOUN
fumecheng-12053	40	7	learning	learn	VERB
fumecheng-12053	40	8	approach	approach	NOUN
fumecheng-12053	40	9	for	for	ADP
fumecheng-12053	40	10	microstructure	microstructure	ADJ
fumecheng-12053	40	11	reconstruction	reconstruction	NOUN
fumecheng-12053	40	12	and	and	CCONJ
fumecheng-12053	40	13	structure	structure	NOUN
fumecheng-12053	40	14	–	–	PUNCT
fumecheng-12053	40	15	property	property	NOUN
fumecheng-12053	40	16	relationships	relationship	NOUN
fumecheng-12053	40	17	(	(	PUNCT
fumecheng-12053	40	18	spr	spr	INTJ
fumecheng-12053	40	19	)	)	PUNCT
fumecheng-12053	40	20	.	.	PUNCT
fumecheng-12053	41	1	spr	spr	PROPN
fumecheng-12053	41	2	is	be	AUX
fumecheng-12053	41	3	a	a	DET
fumecheng-12053	41	4	highly	highly	ADV
fumecheng-12053	41	5	attractive	attractive	ADJ
fumecheng-12053	41	6	topic	topic	NOUN
fumecheng-12053	41	7	in	in	ADP
fumecheng-12053	41	8	engineering	engineering	NOUN
fumecheng-12053	41	9	.	.	PUNCT
fumecheng-12053	42	1	it	it	PRON
fumecheng-12053	42	2	can	can	AUX
fumecheng-12053	42	3	be	be	AUX
fumecheng-12053	42	4	determined	determine	VERB
fumecheng-12053	42	5	using	use	VERB
fumecheng-12053	42	6	many	many	ADJ
fumecheng-12053	42	7	methods	method	NOUN
fumecheng-12053	42	8	,	,	PUNCT
fumecheng-12053	42	9	but	but	CCONJ
fumecheng-12053	42	10	it	it	PRON
fumecheng-12053	42	11	is	be	AUX
fumecheng-12053	42	12	most	most	ADV
fumecheng-12053	42	13	commonly	commonly	ADV
fumecheng-12053	42	14	determined	determine	VERB
fumecheng-12053	42	15	using	use	VERB
fumecheng-12053	42	16	finite	finite	ADJ
fumecheng-12053	42	17	element	element	NOUN
fumecheng-12053	42	18	analysis	analysis	NOUN
fumecheng-12053	42	19	(	(	PUNCT
fumecheng-12053	42	20	fea	fea	NOUN
fumecheng-12053	42	21	)	)	PUNCT
fumecheng-12053	42	22	.	.	PUNCT
fumecheng-12053	43	1	the	the	DET
fumecheng-12053	43	2	most	most	ADV
fumecheng-12053	43	3	significant	significant	ADJ
fumecheng-12053	43	4	issue	issue	NOUN
fumecheng-12053	43	5	with	with	ADP
fumecheng-12053	43	6	fea	fea	PROPN
fumecheng-12053	43	7	is	be	AUX
fumecheng-12053	43	8	the	the	DET
fumecheng-12053	43	9	lack	lack	NOUN
fumecheng-12053	43	10	of	of	ADP
fumecheng-12053	43	11	computational	computational	ADJ
fumecheng-12053	43	12	efficiency	efficiency	NOUN
fumecheng-12053	43	13	when	when	SCONJ
fumecheng-12053	43	14	it	it	PRON
fumecheng-12053	43	15	comes	come	VERB
fumecheng-12053	43	16	to	to	ADP
fumecheng-12053	43	17	simulations	simulation	NOUN
fumecheng-12053	43	18	over	over	ADP
fumecheng-12053	43	19	two	two	NUM
fumecheng-12053	43	20	or	or	CCONJ
fumecheng-12053	43	21	more	more	ADJ
fumecheng-12053	43	22	scales	scale	NOUN
fumecheng-12053	43	23	.	.	PUNCT
fumecheng-12053	44	1	this	this	PRON
fumecheng-12053	44	2	makes	make	VERB
fumecheng-12053	44	3	it	it	PRON
fumecheng-12053	44	4	very	very	ADV
fumecheng-12053	44	5	difficult	difficult	ADJ
fumecheng-12053	44	6	for	for	SCONJ
fumecheng-12053	44	7	the	the	DET
fumecheng-12053	44	8	industry	industry	NOUN
fumecheng-12053	44	9	to	to	PART
fumecheng-12053	44	10	adopt	adopt	VERB
fumecheng-12053	44	11	.	.	PUNCT
fumecheng-12053	45	1	for	for	ADP
fumecheng-12053	45	2	this	this	DET
fumecheng-12053	45	3	type	type	NOUN
fumecheng-12053	45	4	of	of	ADP
fumecheng-12053	45	5	problem	problem	NOUN
fumecheng-12053	45	6	,	,	PUNCT
fumecheng-12053	45	7	ml	ml	ADP
fumecheng-12053	45	8	methods	method	NOUN
fumecheng-12053	45	9	could	could	AUX
fumecheng-12053	45	10	be	be	AUX
fumecheng-12053	45	11	of	of	ADP
fumecheng-12053	45	12	great	great	ADJ
fumecheng-12053	45	13	advantage	advantage	NOUN
fumecheng-12053	45	14	.	.	PUNCT
fumecheng-12053	46	1	jung	jung	PROPN
fumecheng-12053	46	2	et	et	PROPN
fumecheng-12053	46	3	al	al	PROPN
fumecheng-12053	46	4	.	.	PUNCT
fumecheng-12053	47	1	[	[	X
fumecheng-12053	47	2	21	21	NUM
fumecheng-12053	47	3	]	]	PUNCT
fumecheng-12053	47	4	for	for	ADP
fumecheng-12053	47	5	example	example	NOUN
fumecheng-12053	47	6	,	,	PUNCT
fumecheng-12053	47	7	have	have	AUX
fumecheng-12053	47	8	shown	show	VERB
fumecheng-12053	47	9	that	that	SCONJ
fumecheng-12053	47	10	a	a	DET
fumecheng-12053	47	11	cnn	cnn	NOUN
fumecheng-12053	47	12	is	be	AUX
fumecheng-12053	47	13	tremendously	tremendously	ADV
fumecheng-12053	47	14	fast	fast	ADJ
fumecheng-12053	47	15	in	in	ADP
fumecheng-12053	47	16	predicting	predict	VERB
fumecheng-12053	47	17	mechanical	mechanical	ADJ
fumecheng-12053	47	18	properties	property	NOUN
fumecheng-12053	47	19	in	in	ADP
fumecheng-12053	47	20	the	the	DET
fumecheng-12053	47	21	spr	spr	ADJ
fumecheng-12053	47	22	domain	domain	NOUN
fumecheng-12053	47	23	compared	compare	VERB
fumecheng-12053	47	24	to	to	ADP
fumecheng-12053	47	25	fea	fea	NOUN
fumecheng-12053	47	26	simulations	simulation	NOUN
fumecheng-12053	47	27	.	.	PUNCT
fumecheng-12053	48	1	yang	yang	PROPN
fumecheng-12053	48	2	et	et	PROPN
fumecheng-12053	48	3	al	al	PROPN
fumecheng-12053	48	4	.	.	PUNCT
fumecheng-12053	49	1	[	[	X
fumecheng-12053	49	2	22	22	NUM
fumecheng-12053	49	3	]	]	PUNCT
fumecheng-12053	49	4	employed	employ	VERB
fumecheng-12053	49	5	a	a	DET
fumecheng-12053	49	6	cnn	cnn	NOUN
fumecheng-12053	49	7	to	to	PART
fumecheng-12053	49	8	predict	predict	VERB
fumecheng-12053	49	9	the	the	DET
fumecheng-12053	49	10	elastic	elastic	ADJ
fumecheng-12053	49	11	mechanical	mechanical	ADJ
fumecheng-12053	49	12	properties	property	NOUN
fumecheng-12053	49	13	of	of	ADP
fumecheng-12053	49	14	a	a	DET
fumecheng-12053	49	15	high	high	ADJ
fumecheng-12053	49	16	–	–	PUNCT
fumecheng-12053	49	17	contrast	contrast	NOUN
fumecheng-12053	49	18	composite	composite	NOUN
fumecheng-12053	49	19	.	.	PUNCT
fumecheng-12053	50	1	the	the	DET
fumecheng-12053	50	2	input	input	NOUN
fumecheng-12053	50	3	for	for	ADP
fumecheng-12053	50	4	the	the	DET
fumecheng-12053	50	5	cnn	cnn	PROPN
fumecheng-12053	50	6	was	be	AUX
fumecheng-12053	50	7	the	the	DET
fumecheng-12053	50	8	arrangement	arrangement	NOUN
fumecheng-12053	50	9	of	of	ADP
fumecheng-12053	50	10	the	the	DET
fumecheng-12053	50	11	microstructure	microstructure	NOUN
fumecheng-12053	50	12	and	and	CCONJ
fumecheng-12053	50	13	it	it	PRON
fumecheng-12053	50	14	outperformed	outperform	VERB
fumecheng-12053	50	15	all	all	DET
fumecheng-12053	50	16	other	other	ADJ
fumecheng-12053	50	17	methods	method	NOUN
fumecheng-12053	50	18	.	.	PUNCT
fumecheng-12053	51	1	cecen	cecen	NOUN
fumecheng-12053	51	2	et	et	PROPN
fumecheng-12053	51	3	al	al	PROPN
fumecheng-12053	51	4	.	.	PUNCT
fumecheng-12053	52	1	[	[	X
fumecheng-12053	52	2	23	23	NUM
fumecheng-12053	52	3	]	]	PUNCT
fumecheng-12053	52	4	also	also	ADV
fumecheng-12053	52	5	developed	develop	VERB
fumecheng-12053	52	6	a	a	DET
fumecheng-12053	52	7	cnn	cnn	NOUN
fumecheng-12053	52	8	to	to	PART
fumecheng-12053	52	9	predict	predict	VERB
fumecheng-12053	52	10	mechanical	mechanical	ADJ
fumecheng-12053	52	11	properties	property	NOUN
fumecheng-12053	52	12	based	base	VERB
fumecheng-12053	52	13	on	on	ADP
fumecheng-12053	52	14	the	the	DET
fumecheng-12053	52	15	microstructure	microstructure	ADJ
fumecheng-12053	52	16	arrangement	arrangement	NOUN
fumecheng-12053	52	17	.	.	PUNCT
fumecheng-12053	53	1	they	they	PRON
fumecheng-12053	53	2	also	also	ADV
fumecheng-12053	53	3	used	use	VERB
fumecheng-12053	53	4	principal	principal	ADJ
fumecheng-12053	53	5	component	component	NOUN
fumecheng-12053	53	6	analysis	analysis	NOUN
fumecheng-12053	53	7	(	(	PUNCT
fumecheng-12053	53	8	pca	pca	NOUN
fumecheng-12053	53	9	)	)	PUNCT
fumecheng-12053	53	10	for	for	ADP
fumecheng-12053	53	11	dimension	dimension	NOUN
fumecheng-12053	53	12	reduction	reduction	NOUN
fumecheng-12053	53	13	.	.	PUNCT
fumecheng-12053	54	1	dimension	dimension	NOUN
fumecheng-12053	54	2	reduction	reduction	NOUN
fumecheng-12053	54	3	techniques	technique	NOUN
fumecheng-12053	54	4	could	could	AUX
fumecheng-12053	54	5	reduce	reduce	VERB
fumecheng-12053	54	6	the	the	DET
fumecheng-12053	54	7	size	size	NOUN
fumecheng-12053	54	8	of	of	ADP
fumecheng-12053	54	9	the	the	DET
fumecheng-12053	54	10	model	model	NOUN
fumecheng-12053	54	11	input	input	NOUN
fumecheng-12053	54	12	,	,	PUNCT
fumecheng-12053	54	13	which	which	PRON
fumecheng-12053	54	14	in	in	ADP
fumecheng-12053	54	15	turn	turn	NOUN
fumecheng-12053	54	16	could	could	AUX
fumecheng-12053	54	17	reduce	reduce	VERB
fumecheng-12053	54	18	the	the	DET
fumecheng-12053	54	19	computational	computational	ADJ
fumecheng-12053	54	20	cost	cost	NOUN
fumecheng-12053	54	21	of	of	ADP
fumecheng-12053	54	22	training	training	NOUN
fumecheng-12053	54	23	.	.	PUNCT
fumecheng-12053	55	1	however	however	ADV
fumecheng-12053	55	2	,	,	PUNCT
fumecheng-12053	55	3	one	one	PRON
fumecheng-12053	55	4	should	should	AUX
fumecheng-12053	55	5	be	be	AUX
fumecheng-12053	55	6	cautious	cautious	ADJ
fumecheng-12053	55	7	when	when	SCONJ
fumecheng-12053	55	8	using	use	VERB
fumecheng-12053	55	9	such	such	ADJ
fumecheng-12053	55	10	methods	method	NOUN
fumecheng-12053	55	11	as	as	SCONJ
fumecheng-12053	55	12	they	they	PRON
fumecheng-12053	55	13	may	may	AUX
fumecheng-12053	55	14	compromise	compromise	VERB
fumecheng-12053	55	15	the	the	DET
fumecheng-12053	55	16	overall	overall	ADJ
fumecheng-12053	55	17	prediction	prediction	NOUN
fumecheng-12053	55	18	accuracy	accuracy	NOUN
fumecheng-12053	55	19	.	.	PUNCT
fumecheng-12053	56	1	wang	wang	PROPN
fumecheng-12053	56	2	et	et	PROPN
fumecheng-12053	56	3	al	al	PROPN
fumecheng-12053	56	4	.	.	PROPN
fumecheng-12053	56	5	have	have	AUX
fumecheng-12053	56	6	presented	present	VERB
fumecheng-12053	56	7	an	an	DET
fumecheng-12053	56	8	ml	ml	NOUN
fumecheng-12053	56	9	approach	approach	NOUN
fumecheng-12053	56	10	for	for	ADP
fumecheng-12053	56	11	the	the	DET
fumecheng-12053	56	12	prediction	prediction	NOUN
fumecheng-12053	56	13	of	of	ADP
fumecheng-12053	56	14	material	material	NOUN
fumecheng-12053	56	15	properties	property	NOUN
fumecheng-12053	56	16	in	in	ADP
fumecheng-12053	56	17	polymer	polymer	NOUN
fumecheng-12053	56	18	nanocomposites	nanocomposite	NOUN
fumecheng-12053	56	19	.	.	PUNCT
fumecheng-12053	57	1	latypov	latypov	NOUN
fumecheng-12053	57	2	and	and	CCONJ
fumecheng-12053	57	3	kalidindi	kalidindi	NOUN
fumecheng-12053	58	1	[	[	X
fumecheng-12053	58	2	24	24	NUM
fumecheng-12053	58	3	]	]	PUNCT
fumecheng-12053	58	4	performed	perform	VERB
fumecheng-12053	58	5	a	a	DET
fumecheng-12053	58	6	variety	variety	NOUN
fumecheng-12053	58	7	of	of	ADP
fumecheng-12053	58	8	fea	fea	PROPN
fumecheng-12053	58	9	simulations	simulation	NOUN
fumecheng-12053	58	10	of	of	ADP
fumecheng-12053	58	11	digitally	digitally	ADV
fumecheng-12053	58	12	generated	generate	VERB
fumecheng-12053	58	13	microstructures	microstructure	NOUN
fumecheng-12053	58	14	to	to	PART
fumecheng-12053	58	15	create	create	VERB
fumecheng-12053	58	16	the	the	DET
fumecheng-12053	58	17	dataset	dataset	NOUN
fumecheng-12053	58	18	for	for	ADP
fumecheng-12053	58	19	training	train	VERB
fumecheng-12053	58	20	the	the	DET
fumecheng-12053	58	21	ml	ml	NOUN
fumecheng-12053	58	22	model	model	NOUN
fumecheng-12053	58	23	.	.	PUNCT
fumecheng-12053	59	1	their	their	PRON
fumecheng-12053	59	2	model	model	NOUN
fumecheng-12053	59	3	successfully	successfully	ADV
fumecheng-12053	59	4	predicted	predict	VERB
fumecheng-12053	59	5	the	the	DET
fumecheng-12053	59	6	yield	yield	NOUN
fumecheng-12053	59	7	strength	strength	NOUN
fumecheng-12053	59	8	and	and	CCONJ
fumecheng-12053	59	9	strain	strain	NOUN
fumecheng-12053	59	10	rate	rate	NOUN
fumecheng-12053	59	11	distribution	distribution	NOUN
fumecheng-12053	59	12	in	in	ADP
fumecheng-12053	59	13	multiphase	multiphase	NOUN
fumecheng-12053	59	14	materials	material	NOUN
fumecheng-12053	59	15	.	.	PUNCT
fumecheng-12053	60	1	to	to	PART
fumecheng-12053	60	2	simplify	simplify	VERB
fumecheng-12053	60	3	the	the	DET
fumecheng-12053	60	4	training	training	NOUN
fumecheng-12053	60	5	and	and	CCONJ
fumecheng-12053	60	6	the	the	DET
fumecheng-12053	60	7	ml	ml	PROPN
fumecheng-12053	60	8	model	model	NOUN
fumecheng-12053	60	9	,	,	PUNCT
fumecheng-12053	60	10	they	they	PRON
fumecheng-12053	60	11	used	use	VERB
fumecheng-12053	60	12	pca	pca	NOUN
fumecheng-12053	60	13	machine	machine	NOUN
fumecheng-12053	60	14	learning	learning	NOUN
fumecheng-12053	60	15	of	of	ADP
fumecheng-12053	60	16	structure	structure	NOUN
fumecheng-12053	60	17	–	–	PUNCT
fumecheng-12053	60	18	property	property	NOUN
fumecheng-12053	60	19	relationships	relationship	NOUN
fumecheng-12053	60	20	:	:	PUNCT
fumecheng-12053	60	21	an	an	DET
fumecheng-12053	60	22	application	application	NOUN
fumecheng-12053	60	23	to	to	PART
fumecheng-12053	60	24	heat	heat	NOUN
fumecheng-12053	60	25	generation	generation	NOUN
fumecheng-12053	60	26	...	...	PUNCT
fumecheng-12053	60	27	689	689	NUM
fumecheng-12053	60	28	techniques	technique	NOUN
fumecheng-12053	60	29	for	for	ADP
fumecheng-12053	60	30	dimensionality	dimensionality	NOUN
fumecheng-12053	60	31	reduction	reduction	NOUN
fumecheng-12053	60	32	.	.	PUNCT
fumecheng-12053	61	1	jung	jung	PROPN
fumecheng-12053	61	2	et	et	PROPN
fumecheng-12053	61	3	al	al	PROPN
fumecheng-12053	61	4	.	.	PUNCT
fumecheng-12053	62	1	[	[	X
fumecheng-12053	62	2	21	21	NUM
fumecheng-12053	62	3	]	]	PUNCT
fumecheng-12053	62	4	also	also	ADV
fumecheng-12053	62	5	created	create	VERB
fumecheng-12053	62	6	an	an	DET
fumecheng-12053	62	7	spr	spr	NOUN
fumecheng-12053	62	8	ml	ml	NOUN
fumecheng-12053	62	9	model	model	NOUN
fumecheng-12053	62	10	that	that	PRON
fumecheng-12053	62	11	can	can	AUX
fumecheng-12053	62	12	predict	predict	VERB
fumecheng-12053	62	13	the	the	DET
fumecheng-12053	62	14	elongation	elongation	NOUN
fumecheng-12053	62	15	,	,	PUNCT
fumecheng-12053	62	16	ultimate	ultimate	ADJ
fumecheng-12053	62	17	tensile	tensile	NOUN
fumecheng-12053	62	18	strength	strength	NOUN
fumecheng-12053	62	19	and	and	CCONJ
fumecheng-12053	62	20	strain	strain	NOUN
fumecheng-12053	62	21	localization	localization	NOUN
fumecheng-12053	62	22	index	index	NOUN
fumecheng-12053	62	23	based	base	VERB
fumecheng-12053	62	24	on	on	ADP
fumecheng-12053	62	25	the	the	DET
fumecheng-12053	62	26	arrangement	arrangement	NOUN
fumecheng-12053	62	27	of	of	ADP
fumecheng-12053	62	28	the	the	DET
fumecheng-12053	62	29	microstructure	microstructure	NOUN
fumecheng-12053	62	30	.	.	PUNCT
fumecheng-12053	63	1	in	in	ADP
fumecheng-12053	63	2	addition	addition	NOUN
fumecheng-12053	63	3	,	,	PUNCT
fumecheng-12053	63	4	they	they	PRON
fumecheng-12053	63	5	used	use	VERB
fumecheng-12053	63	6	pca	pca	NOUN
fumecheng-12053	63	7	and	and	CCONJ
fumecheng-12053	63	8	multidimensional	multidimensional	ADJ
fumecheng-12053	63	9	scaling	scaling	NOUN
fumecheng-12053	63	10	to	to	PART
fumecheng-12053	63	11	simplify	simplify	VERB
fumecheng-12053	63	12	the	the	DET
fumecheng-12053	63	13	ml	ml	NOUN
fumecheng-12053	63	14	model	model	NOUN
fumecheng-12053	63	15	.	.	PUNCT
fumecheng-12053	64	1	as	as	ADP
fumecheng-12053	64	2	for	for	ADP
fumecheng-12053	64	3	the	the	DET
fumecheng-12053	64	4	coupled	couple	VERB
fumecheng-12053	64	5	thermoplasticity	thermoplasticity	NOUN
fumecheng-12053	64	6	problems	problem	NOUN
fumecheng-12053	64	7	,	,	PUNCT
fumecheng-12053	64	8	king	king	PROPN
fumecheng-12053	64	9	et	et	PROPN
fumecheng-12053	64	10	al	al	PROPN
fumecheng-12053	64	11	.	.	PUNCT
fumecheng-12053	65	1	[	[	X
fumecheng-12053	65	2	25	25	NUM
fumecheng-12053	65	3	]	]	PUNCT
fumecheng-12053	65	4	developed	develop	VERB
fumecheng-12053	65	5	a	a	DET
fumecheng-12053	65	6	physically	physically	ADV
fumecheng-12053	65	7	informed	informed	ADJ
fumecheng-12053	65	8	machine	machine	NOUN
fumecheng-12053	65	9	learning	learning	NOUN
fumecheng-12053	65	10	model	model	NOUN
fumecheng-12053	65	11	that	that	PRON
fumecheng-12053	65	12	can	can	AUX
fumecheng-12053	65	13	effectively	effectively	ADV
fumecheng-12053	65	14	capture	capture	VERB
fumecheng-12053	65	15	the	the	DET
fumecheng-12053	65	16	temperature	temperature	NOUN
fumecheng-12053	65	17	increase	increase	NOUN
fumecheng-12053	65	18	during	during	ADP
fumecheng-12053	65	19	shear	shear	NOUN
fumecheng-12053	65	20	assisted	assist	VERB
fumecheng-12053	65	21	processing	processing	NOUN
fumecheng-12053	65	22	and	and	CCONJ
fumecheng-12053	65	23	extrusion	extrusion	NOUN
fumecheng-12053	65	24	shape	shape	NOUN
fumecheng-12053	65	25	.	.	PUNCT
fumecheng-12053	66	1	however	however	ADV
fumecheng-12053	66	2	,	,	PUNCT
fumecheng-12053	66	3	the	the	DET
fumecheng-12053	66	4	work	work	NOUN
fumecheng-12053	66	5	does	do	AUX
fumecheng-12053	66	6	not	not	PART
fumecheng-12053	66	7	explicitly	explicitly	ADV
fumecheng-12053	66	8	model	model	VERB
fumecheng-12053	66	9	the	the	DET
fumecheng-12053	66	10	temperature	temperature	NOUN
fumecheng-12053	66	11	increases	increase	NOUN
fumecheng-12053	66	12	based	base	VERB
fumecheng-12053	66	13	on	on	ADP
fumecheng-12053	66	14	the	the	DET
fumecheng-12053	66	15	detailed	detailed	ADJ
fumecheng-12053	66	16	microstructural	microstructural	ADJ
fumecheng-12053	66	17	characteristics	characteristic	NOUN
fumecheng-12053	66	18	or	or	CCONJ
fumecheng-12053	66	19	other	other	ADJ
fumecheng-12053	66	20	direct	direct	ADJ
fumecheng-12053	66	21	material	material	NOUN
fumecheng-12053	66	22	property	property	NOUN
fumecheng-12053	66	23	relationships	relationship	NOUN
fumecheng-12053	66	24	.	.	PUNCT
fumecheng-12053	67	1	instead	instead	ADV
fumecheng-12053	67	2	,	,	PUNCT
fumecheng-12053	67	3	the	the	DET
fumecheng-12053	67	4	complex	complex	ADJ
fumecheng-12053	67	5	interplay	interplay	NOUN
fumecheng-12053	67	6	between	between	ADP
fumecheng-12053	67	7	process	process	NOUN
fumecheng-12053	67	8	parameters	parameter	NOUN
fumecheng-12053	67	9	and	and	CCONJ
fumecheng-12053	67	10	temperature	temperature	NOUN
fumecheng-12053	67	11	dynamics	dynamic	NOUN
fumecheng-12053	67	12	is	be	AUX
fumecheng-12053	67	13	captured	capture	VERB
fumecheng-12053	67	14	by	by	ADP
fumecheng-12053	67	15	the	the	DET
fumecheng-12053	67	16	ml	ml	PROPN
fumecheng-12053	67	17	model	model	NOUN
fumecheng-12053	67	18	.	.	PUNCT
fumecheng-12053	68	1	pantalé	pantalé	PROPN
fumecheng-12053	68	2	et	et	PROPN
fumecheng-12053	68	3	al	al	PROPN
fumecheng-12053	68	4	.	.	PUNCT
fumecheng-12053	69	1	[	[	X
fumecheng-12053	69	2	26	26	NUM
fumecheng-12053	69	3	]	]	PUNCT
fumecheng-12053	69	4	used	use	VERB
fumecheng-12053	69	5	an	an	DET
fumecheng-12053	69	6	ml	ml	NOUN
fumecheng-12053	69	7	model	model	NOUN
fumecheng-12053	69	8	to	to	PART
fumecheng-12053	69	9	accurately	accurately	ADV
fumecheng-12053	69	10	replace	replace	VERB
fumecheng-12053	69	11	the	the	DET
fumecheng-12053	69	12	analytical	analytical	ADJ
fumecheng-12053	69	13	formulation	formulation	NOUN
fumecheng-12053	69	14	of	of	ADP
fumecheng-12053	69	15	a	a	DET
fumecheng-12053	69	16	johnson	johnson	PROPN
fumecheng-12053	69	17	–	–	PUNCT
fumecheng-12053	69	18	cook	cook	NOUN
fumecheng-12053	69	19	behavior	behavior	NOUN
fumecheng-12053	69	20	law	law	NOUN
fumecheng-12053	69	21	in	in	ADP
fumecheng-12053	69	22	explicit	explicit	ADJ
fumecheng-12053	69	23	finite	finite	ADJ
fumecheng-12053	69	24	element	element	NOUN
fumecheng-12053	69	25	simulations	simulation	NOUN
fumecheng-12053	69	26	.	.	PUNCT
fumecheng-12053	70	1	temperature	temperature	NOUN
fumecheng-12053	70	2	is	be	AUX
fumecheng-12053	70	3	included	include	VERB
fumecheng-12053	70	4	in	in	ADP
fumecheng-12053	70	5	the	the	DET
fumecheng-12053	70	6	formulation	formulation	NOUN
fumecheng-12053	70	7	,	,	PUNCT
fumecheng-12053	70	8	but	but	CCONJ
fumecheng-12053	70	9	its	its	PRON
fumecheng-12053	70	10	influence	influence	NOUN
fumecheng-12053	70	11	manifests	manifest	VERB
fumecheng-12053	70	12	itself	itself	PRON
fumecheng-12053	70	13	by	by	ADP
fumecheng-12053	70	14	affecting	affect	VERB
fumecheng-12053	70	15	the	the	DET
fumecheng-12053	70	16	flow	flow	NOUN
fumecheng-12053	70	17	law	law	NOUN
fumecheng-12053	70	18	.	.	PUNCT
fumecheng-12053	71	1	several	several	ADJ
fumecheng-12053	71	2	different	different	ADJ
fumecheng-12053	71	3	network	network	NOUN
fumecheng-12053	71	4	architectures	architecture	NOUN
fumecheng-12053	71	5	were	be	AUX
fumecheng-12053	71	6	tested	test	VERB
fumecheng-12053	71	7	.	.	PUNCT
fumecheng-12053	72	1	in	in	ADP
fumecheng-12053	72	2	the	the	DET
fumecheng-12053	72	3	context	context	NOUN
fumecheng-12053	72	4	of	of	ADP
fumecheng-12053	72	5	predicting	predict	VERB
fumecheng-12053	72	6	stresses	stress	NOUN
fumecheng-12053	72	7	and	and	CCONJ
fumecheng-12053	72	8	temperature	temperature	NOUN
fumecheng-12053	72	9	in	in	ADP
fumecheng-12053	72	10	the	the	DET
fumecheng-12053	72	11	thermoelasticity	thermoelasticity	NOUN
fumecheng-12053	72	12	of	of	ADP
fumecheng-12053	72	13	rubber	rubber	NOUN
fumecheng-12053	72	14	,	,	PUNCT
fumecheng-12053	72	15	the	the	DET
fumecheng-12053	72	16	neural	neural	ADJ
fumecheng-12053	72	17	network	network	NOUN
fumecheng-12053	72	18	based	base	VERB
fumecheng-12053	72	19	on	on	ADP
fumecheng-12053	72	20	the	the	DET
fumecheng-12053	72	21	strain	strain	NOUN
fumecheng-12053	72	22	invariants	invariant	NOUN
fumecheng-12053	72	23	shows	show	VERB
fumecheng-12053	72	24	better	well	ADJ
fumecheng-12053	72	25	performance	performance	NOUN
fumecheng-12053	72	26	than	than	ADP
fumecheng-12053	72	27	the	the	DET
fumecheng-12053	72	28	network	network	NOUN
fumecheng-12053	72	29	based	base	VERB
fumecheng-12053	72	30	on	on	ADP
fumecheng-12053	72	31	the	the	DET
fumecheng-12053	72	32	stress	stress	NOUN
fumecheng-12053	72	33	-	-	PUNCT
fumecheng-12053	72	34	strain	strain	NOUN
fumecheng-12053	72	35	model	model	NOUN
fumecheng-12053	72	36	[	[	X
fumecheng-12053	72	37	27	27	NUM
fumecheng-12053	72	38	]	]	PUNCT
fumecheng-12053	72	39	.	.	PUNCT
fumecheng-12053	73	1	however	however	ADV
fumecheng-12053	73	2	,	,	PUNCT
fumecheng-12053	73	3	plastic	plastic	ADJ
fumecheng-12053	73	4	deformation	deformation	NOUN
fumecheng-12053	73	5	is	be	AUX
fumecheng-12053	73	6	not	not	PART
fumecheng-12053	73	7	relevant	relevant	ADJ
fumecheng-12053	73	8	in	in	ADP
fumecheng-12053	73	9	such	such	ADJ
fumecheng-12053	73	10	cases	case	NOUN
fumecheng-12053	73	11	and	and	CCONJ
fumecheng-12053	73	12	was	be	AUX
fumecheng-12053	73	13	not	not	PART
fumecheng-12053	73	14	taken	take	VERB
fumecheng-12053	73	15	into	into	ADP
fumecheng-12053	73	16	account	account	NOUN
fumecheng-12053	73	17	.	.	PUNCT
fumecheng-12053	74	1	from	from	ADP
fumecheng-12053	74	2	the	the	DET
fumecheng-12053	74	3	above	above	PROPN
fumecheng-12053	74	4	literature	literature	PROPN
fumecheng-12053	74	5	review	review	PROPN
fumecheng-12053	74	6	,	,	PUNCT
fumecheng-12053	74	7	it	it	PRON
fumecheng-12053	74	8	can	can	AUX
fumecheng-12053	74	9	be	be	AUX
fumecheng-12053	74	10	concluded	conclude	VERB
fumecheng-12053	74	11	that	that	SCONJ
fumecheng-12053	74	12	although	although	SCONJ
fumecheng-12053	74	13	there	there	PRON
fumecheng-12053	74	14	are	be	VERB
fumecheng-12053	74	15	some	some	DET
fumecheng-12053	74	16	similar	similar	ADJ
fumecheng-12053	74	17	research	research	NOUN
fumecheng-12053	74	18	works	work	VERB
fumecheng-12053	74	19	on	on	ADP
fumecheng-12053	74	20	spr	spr	ADJ
fumecheng-12053	74	21	,	,	PUNCT
fumecheng-12053	74	22	none	none	NOUN
fumecheng-12053	74	23	of	of	ADP
fumecheng-12053	74	24	them	they	PRON
fumecheng-12053	74	25	deals	deal	VERB
fumecheng-12053	74	26	with	with	ADP
fumecheng-12053	74	27	the	the	DET
fumecheng-12053	74	28	ml	ml	NOUN
fumecheng-12053	74	29	prediction	prediction	NOUN
fumecheng-12053	74	30	of	of	ADP
fumecheng-12053	74	31	tqc	tqc	PROPN
fumecheng-12053	74	32	and	and	CCONJ
fumecheng-12053	74	33	heat	heat	NOUN
fumecheng-12053	74	34	generated	generate	VERB
fumecheng-12053	74	35	during	during	ADP
fumecheng-12053	74	36	plastic	plastic	ADJ
fumecheng-12053	74	37	deformation	deformation	NOUN
fumecheng-12053	74	38	.	.	PUNCT
fumecheng-12053	75	1	to	to	ADP
fumecheng-12053	75	2	this	this	DET
fumecheng-12053	75	3	end	end	NOUN
fumecheng-12053	75	4	,	,	PUNCT
fumecheng-12053	75	5	the	the	DET
fumecheng-12053	75	6	present	present	ADJ
fumecheng-12053	75	7	study	study	NOUN
fumecheng-12053	75	8	aims	aim	VERB
fumecheng-12053	75	9	for	for	ADP
fumecheng-12053	75	10	the	the	DET
fumecheng-12053	75	11	first	first	ADJ
fumecheng-12053	75	12	time	time	NOUN
fumecheng-12053	75	13	to	to	PART
fumecheng-12053	75	14	directly	directly	ADV
fumecheng-12053	75	15	predict	predict	VERB
fumecheng-12053	75	16	the	the	DET
fumecheng-12053	75	17	temperature	temperature	NOUN
fumecheng-12053	75	18	increase	increase	NOUN
fumecheng-12053	75	19	curve	curve	NOUN
fumecheng-12053	75	20	due	due	ADP
fumecheng-12053	75	21	to	to	ADP
fumecheng-12053	75	22	plastic	plastic	ADJ
fumecheng-12053	75	23	deformation	deformation	NOUN
fumecheng-12053	75	24	by	by	ADP
fumecheng-12053	75	25	spr	spr	NOUN
fumecheng-12053	75	26	using	use	VERB
fumecheng-12053	75	27	ml	ml	NOUN
fumecheng-12053	75	28	methods	method	NOUN
fumecheng-12053	75	29	.	.	PUNCT
fumecheng-12053	76	1	the	the	DET
fumecheng-12053	76	2	proposed	propose	VERB
fumecheng-12053	76	3	methodology	methodology	NOUN
fumecheng-12053	76	4	is	be	AUX
fumecheng-12053	76	5	based	base	VERB
fumecheng-12053	76	6	on	on	ADP
fumecheng-12053	76	7	the	the	DET
fumecheng-12053	76	8	particular	particular	ADJ
fumecheng-12053	76	9	microstructural	microstructural	ADJ
fumecheng-12053	76	10	configuration	configuration	NOUN
fumecheng-12053	76	11	of	of	ADP
fumecheng-12053	76	12	the	the	DET
fumecheng-12053	76	13	constituents	constituent	NOUN
fumecheng-12053	76	14	involved	involve	VERB
fumecheng-12053	76	15	and	and	CCONJ
fumecheng-12053	76	16	their	their	PRON
fumecheng-12053	76	17	thermomechanical	thermomechanical	ADJ
fumecheng-12053	76	18	properties	property	NOUN
fumecheng-12053	76	19	.	.	PUNCT
fumecheng-12053	77	1	2	2	X
fumecheng-12053	77	2	.	.	X
fumecheng-12053	77	3	methods	method	NOUN
fumecheng-12053	77	4	2.1	2.1	NUM
fumecheng-12053	77	5	dataset	dataset	NOUN
fumecheng-12053	77	6	generation	generation	NOUN
fumecheng-12053	77	7	in	in	ADP
fumecheng-12053	77	8	order	order	NOUN
fumecheng-12053	77	9	to	to	PART
fumecheng-12053	77	10	establish	establish	VERB
fumecheng-12053	77	11	a	a	DET
fumecheng-12053	77	12	relationship	relationship	NOUN
fumecheng-12053	77	13	between	between	ADP
fumecheng-12053	77	14	the	the	DET
fumecheng-12053	77	15	microstructure	microstructure	NOUN
fumecheng-12053	77	16	of	of	ADP
fumecheng-12053	77	17	the	the	DET
fumecheng-12053	77	18	material	material	NOUN
fumecheng-12053	77	19	and	and	CCONJ
fumecheng-12053	77	20	the	the	DET
fumecheng-12053	77	21	evaluated	evaluated	ADJ
fumecheng-12053	77	22	properties	property	NOUN
fumecheng-12053	77	23	using	use	VERB
fumecheng-12053	77	24	ml	ml	ADP
fumecheng-12053	77	25	,	,	PUNCT
fumecheng-12053	77	26	a	a	DET
fumecheng-12053	77	27	large	large	ADJ
fumecheng-12053	77	28	number	number	NOUN
fumecheng-12053	77	29	of	of	ADP
fumecheng-12053	77	30	different	different	ADJ
fumecheng-12053	77	31	microstructures	microstructure	NOUN
fumecheng-12053	77	32	should	should	AUX
fumecheng-12053	77	33	be	be	AUX
fumecheng-12053	77	34	obtained	obtain	VERB
fumecheng-12053	77	35	.	.	PUNCT
fumecheng-12053	78	1	in	in	ADP
fumecheng-12053	78	2	this	this	DET
fumecheng-12053	78	3	study	study	NOUN
fumecheng-12053	78	4	,	,	PUNCT
fumecheng-12053	78	5	representative	representative	ADJ
fumecheng-12053	78	6	volume	volume	NOUN
fumecheng-12053	78	7	elements	element	NOUN
fumecheng-12053	78	8	(	(	PUNCT
fumecheng-12053	78	9	rves	rf	NOUN
fumecheng-12053	78	10	)	)	PUNCT
fumecheng-12053	78	11	of	of	ADP
fumecheng-12053	78	12	equiaxed	equiaxe	VERB
fumecheng-12053	78	13	3d	3d	NUM
fumecheng-12053	78	14	two	two	NUM
fumecheng-12053	78	15	-	-	PUNCT
fumecheng-12053	78	16	phase	phase	NOUN
fumecheng-12053	78	17	microstructures	microstructure	NOUN
fumecheng-12053	78	18	consisting	consist	VERB
fumecheng-12053	78	19	of	of	ADP
fumecheng-12053	78	20	26x26x26	26x26x26	NUM
fumecheng-12053	78	21	voxels	voxel	NOUN
fumecheng-12053	78	22	were	be	AUX
fumecheng-12053	78	23	generated	generate	VERB
fumecheng-12053	78	24	utilizing	utilize	VERB
fumecheng-12053	78	25	the	the	DET
fumecheng-12053	78	26	open	open	ADJ
fumecheng-12053	78	27	-	-	PUNCT
fumecheng-12053	78	28	source	source	NOUN
fumecheng-12053	78	29	software	software	NOUN
fumecheng-12053	78	30	dream.3d	dream.3d	PROPN
fumecheng-12053	78	31	[	[	X
fumecheng-12053	78	32	28	28	NUM
fumecheng-12053	78	33	]	]	PUNCT
fumecheng-12053	78	34	.	.	PUNCT
fumecheng-12053	79	1	the	the	DET
fumecheng-12053	79	2	microstructure	microstructure	ADJ
fumecheng-12053	79	3	generation	generation	NOUN
fumecheng-12053	79	4	in	in	ADP
fumecheng-12053	79	5	the	the	DET
fumecheng-12053	79	6	software	software	NOUN
fumecheng-12053	79	7	relied	rely	VERB
fumecheng-12053	79	8	on	on	ADP
fumecheng-12053	79	9	a	a	DET
fumecheng-12053	79	10	gaussian	gaussian	ADJ
fumecheng-12053	79	11	random	random	ADJ
fumecheng-12053	79	12	distribution	distribution	NOUN
fumecheng-12053	79	13	,	,	PUNCT
fumecheng-12053	79	14	and	and	CCONJ
fumecheng-12053	79	15	only	only	ADV
fumecheng-12053	79	16	the	the	DET
fumecheng-12053	79	17	volume	volume	NOUN
fumecheng-12053	79	18	fractions	fraction	NOUN
fumecheng-12053	79	19	of	of	ADP
fumecheng-12053	79	20	the	the	DET
fumecheng-12053	79	21	phases	phase	NOUN
fumecheng-12053	79	22	were	be	AUX
fumecheng-12053	79	23	varied	varied	ADJ
fumecheng-12053	79	24	.	.	PUNCT
fumecheng-12053	80	1	specifically	specifically	ADV
fumecheng-12053	80	2	,	,	PUNCT
fumecheng-12053	80	3	the	the	DET
fumecheng-12053	80	4	volume	volume	NOUN
fumecheng-12053	80	5	fractions	fraction	NOUN
fumecheng-12053	80	6	of	of	ADP
fumecheng-12053	80	7	the	the	DET
fumecheng-12053	80	8	second	second	ADJ
fumecheng-12053	80	9	(	(	PUNCT
fumecheng-12053	80	10	hard	hard	ADJ
fumecheng-12053	80	11	)	)	PUNCT
fumecheng-12053	80	12	phase	phase	NOUN
fumecheng-12053	80	13	ranged	range	VERB
fumecheng-12053	80	14	from	from	ADP
fumecheng-12053	80	15	0	0	NUM
fumecheng-12053	80	16	%	%	NOUN
fumecheng-12053	80	17	to	to	PART
fumecheng-12053	80	18	15	15	NUM
fumecheng-12053	80	19	%	%	NOUN
fumecheng-12053	80	20	,	,	PUNCT
fumecheng-12053	80	21	while	while	SCONJ
fumecheng-12053	80	22	the	the	DET
fumecheng-12053	80	23	first	first	ADJ
fumecheng-12053	80	24	(	(	PUNCT
fumecheng-12053	80	25	soft	soft	ADJ
fumecheng-12053	80	26	)	)	PUNCT
fumecheng-12053	80	27	phase	phase	NOUN
fumecheng-12053	80	28	ranged	range	VERB
fumecheng-12053	80	29	from	from	ADP
fumecheng-12053	80	30	85	85	NUM
fumecheng-12053	80	31	%	%	NOUN
fumecheng-12053	80	32	to	to	PART
fumecheng-12053	80	33	100	100	NUM
fumecheng-12053	80	34	%	%	NOUN
fumecheng-12053	80	35	.	.	PUNCT
fumecheng-12053	81	1	to	to	PART
fumecheng-12053	81	2	maintain	maintain	VERB
fumecheng-12053	81	3	simplicity	simplicity	NOUN
fumecheng-12053	81	4	,	,	PUNCT
fumecheng-12053	81	5	all	all	DET
fumecheng-12053	81	6	other	other	ADJ
fumecheng-12053	81	7	parameters	parameter	NOUN
fumecheng-12053	81	8	were	be	AUX
fumecheng-12053	81	9	kept	keep	VERB
fumecheng-12053	81	10	constant	constant	ADJ
fumecheng-12053	81	11	throughout	throughout	ADP
fumecheng-12053	81	12	the	the	DET
fumecheng-12053	81	13	generation	generation	NOUN
fumecheng-12053	81	14	process	process	NOUN
fumecheng-12053	81	15	.	.	PUNCT
fumecheng-12053	82	1	the	the	DET
fumecheng-12053	82	2	resulting	result	VERB
fumecheng-12053	82	3	microstructures	microstructure	NOUN
fumecheng-12053	82	4	had	have	VERB
fumecheng-12053	82	5	hard	hard	ADJ
fumecheng-12053	82	6	phase	phase	NOUN
fumecheng-12053	82	7	particle	particle	NOUN
fumecheng-12053	82	8	sizes	size	NOUN
fumecheng-12053	82	9	ranging	range	VERB
fumecheng-12053	82	10	from	from	ADP
fumecheng-12053	82	11	2	2	NUM
fumecheng-12053	82	12	mm	mm	NOUN
fumecheng-12053	82	13	to	to	ADP
fumecheng-12053	82	14	13	13	NUM
fumecheng-12053	82	15	mm	mm	NOUN
fumecheng-12053	82	16	,	,	PUNCT
fumecheng-12053	82	17	with	with	ADP
fumecheng-12053	82	18	varying	vary	VERB
fumecheng-12053	82	19	quantities	quantity	NOUN
fumecheng-12053	82	20	of	of	ADP
fumecheng-12053	82	21	hard	hard	ADJ
fumecheng-12053	82	22	phase	phase	NOUN
fumecheng-12053	82	23	particles	particle	NOUN
fumecheng-12053	82	24	ranging	range	VERB
fumecheng-12053	82	25	from	from	ADP
fumecheng-12053	82	26	1	1	NUM
fumecheng-12053	82	27	to	to	ADP
fumecheng-12053	82	28	15	15	NUM
fumecheng-12053	82	29	.	.	PUNCT
fumecheng-12053	83	1	these	these	DET
fumecheng-12053	83	2	particles	particle	NOUN
fumecheng-12053	83	3	were	be	AUX
fumecheng-12053	83	4	randomly	randomly	ADV
fumecheng-12053	83	5	distributed	distribute	VERB
fumecheng-12053	83	6	in	in	ADP
fumecheng-12053	83	7	the	the	DET
fumecheng-12053	83	8	microstructure	microstructure	NOUN
fumecheng-12053	83	9	.	.	PUNCT
fumecheng-12053	84	1	it	it	PRON
fumecheng-12053	84	2	is	be	AUX
fumecheng-12053	84	3	noteworthy	noteworthy	ADJ
fumecheng-12053	84	4	that	that	SCONJ
fumecheng-12053	84	5	the	the	DET
fumecheng-12053	84	6	generation	generation	NOUN
fumecheng-12053	84	7	parameters	parameter	NOUN
fumecheng-12053	84	8	employed	employ	VERB
fumecheng-12053	84	9	here	here	ADV
fumecheng-12053	84	10	are	be	AUX
fumecheng-12053	84	11	consistent	consistent	ADJ
fumecheng-12053	84	12	with	with	ADP
fumecheng-12053	84	13	those	those	PRON
fumecheng-12053	84	14	used	use	VERB
fumecheng-12053	84	15	in	in	ADP
fumecheng-12053	84	16	a	a	DET
fumecheng-12053	84	17	previous	previous	ADJ
fumecheng-12053	84	18	study	study	NOUN
fumecheng-12053	84	19	[	[	X
fumecheng-12053	84	20	29	29	NUM
fumecheng-12053	84	21	]	]	PUNCT
fumecheng-12053	84	22	.	.	PUNCT
fumecheng-12053	85	1	for	for	ADP
fumecheng-12053	85	2	a	a	DET
fumecheng-12053	85	3	more	more	ADV
fumecheng-12053	85	4	comprehensive	comprehensive	ADJ
fumecheng-12053	85	5	understanding	understanding	NOUN
fumecheng-12053	85	6	of	of	ADP
fumecheng-12053	85	7	the	the	DET
fumecheng-12053	85	8	parameters	parameter	NOUN
fumecheng-12053	85	9	used	use	VERB
fumecheng-12053	85	10	,	,	PUNCT
fumecheng-12053	85	11	interested	interested	ADJ
fumecheng-12053	85	12	readers	reader	NOUN
fumecheng-12053	85	13	are	be	AUX
fumecheng-12053	85	14	encouraged	encourage	VERB
fumecheng-12053	85	15	to	to	PART
fumecheng-12053	85	16	refer	refer	VERB
fumecheng-12053	85	17	to	to	ADP
fumecheng-12053	85	18	this	this	DET
fumecheng-12053	85	19	study	study	NOUN
fumecheng-12053	85	20	.	.	PUNCT
fumecheng-12053	86	1	it	it	PRON
fumecheng-12053	86	2	is	be	AUX
fumecheng-12053	86	3	emphasized	emphasize	VERB
fumecheng-12053	86	4	that	that	SCONJ
fumecheng-12053	86	5	the	the	DET
fumecheng-12053	86	6	present	present	ADJ
fumecheng-12053	86	7	investigation	investigation	NOUN
fumecheng-12053	86	8	of	of	ADP
fumecheng-12053	86	9	the	the	DET
fumecheng-12053	86	10	mechanical	mechanical	ADJ
fumecheng-12053	86	11	behavior	behavior	NOUN
fumecheng-12053	86	12	of	of	ADP
fumecheng-12053	86	13	the	the	DET
fumecheng-12053	86	14	material	material	NOUN
fumecheng-12053	86	15	is	be	AUX
fumecheng-12053	86	16	based	base	VERB
fumecheng-12053	86	17	on	on	ADP
fumecheng-12053	86	18	a	a	DET
fumecheng-12053	86	19	more	more	ADV
fumecheng-12053	86	20	realistic	realistic	ADJ
fumecheng-12053	86	21	3d	3d	NUM
fumecheng-12053	86	22	scale	scale	NOUN
fumecheng-12053	86	23	than	than	ADP
fumecheng-12053	86	24	the	the	DET
fumecheng-12053	86	25	usually	usually	ADV
fumecheng-12053	86	26	considered	consider	VERB
fumecheng-12053	86	27	2d	2d	NUM
fumecheng-12053	86	28	scale	scale	NOUN
fumecheng-12053	87	1	[	[	X
fumecheng-12053	87	2	30–36	30–36	NUM
fumecheng-12053	87	3	]	]	PUNCT
fumecheng-12053	87	4	.	.	PUNCT
fumecheng-12053	88	1	nevertheless	nevertheless	ADV
fumecheng-12053	88	2	,	,	PUNCT
fumecheng-12053	88	3	it	it	PRON
fumecheng-12053	88	4	is	be	AUX
fumecheng-12053	88	5	important	important	ADJ
fumecheng-12053	88	6	to	to	PART
fumecheng-12053	88	7	emphasize	emphasize	VERB
fumecheng-12053	88	8	that	that	SCONJ
fumecheng-12053	88	9	it	it	PRON
fumecheng-12053	88	10	was	be	AUX
fumecheng-12053	88	11	not	not	PART
fumecheng-12053	88	12	the	the	DET
fumecheng-12053	88	13	intention	intention	NOUN
fumecheng-12053	88	14	to	to	PART
fumecheng-12053	88	15	explicitly	explicitly	ADV
fumecheng-12053	88	16	replicate	replicate	VERB
fumecheng-12053	88	17	real	real	ADJ
fumecheng-12053	88	18	materials	material	NOUN
fumecheng-12053	88	19	,	,	PUNCT
fumecheng-12053	88	20	although	although	SCONJ
fumecheng-12053	88	21	the	the	DET
fumecheng-12053	88	22	methodology	methodology	NOUN
fumecheng-12053	88	23	is	be	AUX
fumecheng-12053	88	24	applicable	applicable	ADJ
fumecheng-12053	88	25	to	to	ADP
fumecheng-12053	88	26	these	these	PRON
fumecheng-12053	88	27	as	as	ADV
fumecheng-12053	88	28	well	well	ADV
fumecheng-12053	88	29	.	.	PUNCT
fumecheng-12053	89	1	instead	instead	ADV
fumecheng-12053	89	2	,	,	PUNCT
fumecheng-12053	89	3	the	the	DET
fumecheng-12053	89	4	aim	aim	NOUN
fumecheng-12053	89	5	was	be	AUX
fumecheng-12053	89	6	to	to	PART
fumecheng-12053	89	7	investigate	investigate	VERB
fumecheng-12053	89	8	the	the	DET
fumecheng-12053	89	9	impact	impact	NOUN
fumecheng-12053	89	10	of	of	ADP
fumecheng-12053	89	11	different	different	ADJ
fumecheng-12053	89	12	particle	particle	NOUN
fumecheng-12053	89	13	sizes	size	NOUN
fumecheng-12053	89	14	and	and	CCONJ
fumecheng-12053	89	15	microstructural	microstructural	ADJ
fumecheng-12053	89	16	configurations	configuration	NOUN
fumecheng-12053	89	17	on	on	ADP
fumecheng-12053	89	18	the	the	DET
fumecheng-12053	89	19	mechanical	mechanical	ADJ
fumecheng-12053	89	20	properties	property	NOUN
fumecheng-12053	89	21	690	690	NUM
fumecheng-12053	89	22	f.	f.	PROPN
fumecheng-12053	89	23	nikolić	nikolić	PROPN
fumecheng-12053	89	24	,	,	PUNCT
fumecheng-12053	89	25	m.	m.	NOUN
fumecheng-12053	89	26	čanađija	čanađija	PROPN
fumecheng-12053	89	27	and	and	CCONJ
fumecheng-12053	89	28	behavior	behavior	NOUN
fumecheng-12053	89	29	of	of	ADP
fumecheng-12053	89	30	hypothetical	hypothetical	ADJ
fumecheng-12053	89	31	composites	composite	NOUN
fumecheng-12053	89	32	under	under	ADP
fumecheng-12053	89	33	different	different	ADJ
fumecheng-12053	89	34	conditions	condition	NOUN
fumecheng-12053	89	35	.	.	PUNCT
fumecheng-12053	90	1	this	this	DET
fumecheng-12053	90	2	approach	approach	NOUN
fumecheng-12053	90	3	allows	allow	VERB
fumecheng-12053	90	4	a	a	DET
fumecheng-12053	90	5	wide	wide	ADJ
fumecheng-12053	90	6	spectrum	spectrum	NOUN
fumecheng-12053	90	7	of	of	ADP
fumecheng-12053	90	8	particle	particle	NOUN
fumecheng-12053	90	9	sizes	size	NOUN
fumecheng-12053	90	10	and	and	CCONJ
fumecheng-12053	90	11	microstructural	microstructural	ADJ
fumecheng-12053	90	12	configurations	configuration	NOUN
fumecheng-12053	90	13	to	to	PART
fumecheng-12053	90	14	be	be	AUX
fumecheng-12053	90	15	explored	explore	VERB
fumecheng-12053	90	16	,	,	PUNCT
fumecheng-12053	90	17	some	some	PRON
fumecheng-12053	90	18	of	of	ADP
fumecheng-12053	90	19	which	which	PRON
fumecheng-12053	90	20	could	could	AUX
fumecheng-12053	90	21	potentially	potentially	ADV
fumecheng-12053	90	22	be	be	AUX
fumecheng-12053	90	23	larger	large	ADJ
fumecheng-12053	90	24	than	than	ADP
fumecheng-12053	90	25	those	those	PRON
fumecheng-12053	90	26	commonly	commonly	ADV
fumecheng-12053	90	27	found	find	VERB
fumecheng-12053	90	28	in	in	ADP
fumecheng-12053	90	29	real	real	ADJ
fumecheng-12053	90	30	composites	composite	NOUN
fumecheng-12053	90	31	.	.	PUNCT
fumecheng-12053	91	1	finally	finally	ADV
fumecheng-12053	91	2	,	,	PUNCT
fumecheng-12053	91	3	3474	3474	NUM
fumecheng-12053	91	4	different	different	ADJ
fumecheng-12053	91	5	microstructure	microstructure	ADJ
fumecheng-12053	91	6	arrangements	arrangement	NOUN
fumecheng-12053	91	7	were	be	AUX
fumecheng-12053	91	8	generated	generate	VERB
fumecheng-12053	91	9	.	.	PUNCT
fumecheng-12053	92	1	it	it	PRON
fumecheng-12053	92	2	should	should	AUX
fumecheng-12053	92	3	be	be	AUX
fumecheng-12053	92	4	noted	note	VERB
fumecheng-12053	92	5	that	that	SCONJ
fumecheng-12053	92	6	it	it	PRON
fumecheng-12053	92	7	is	be	AUX
fumecheng-12053	92	8	important	important	ADJ
fumecheng-12053	92	9	to	to	PART
fumecheng-12053	92	10	obtain	obtain	VERB
fumecheng-12053	92	11	a	a	DET
fumecheng-12053	92	12	large	large	ADJ
fumecheng-12053	92	13	number	number	NOUN
fumecheng-12053	92	14	of	of	ADP
fumecheng-12053	92	15	different	different	ADJ
fumecheng-12053	92	16	microstructural	microstructural	ADJ
fumecheng-12053	92	17	configurations	configuration	NOUN
fumecheng-12053	92	18	since	since	SCONJ
fumecheng-12053	92	19	heat	heat	NOUN
fumecheng-12053	92	20	generation	generation	NOUN
fumecheng-12053	92	21	also	also	ADV
fumecheng-12053	92	22	depends	depend	VERB
fumecheng-12053	92	23	on	on	ADP
fumecheng-12053	92	24	the	the	DET
fumecheng-12053	92	25	configuration	configuration	NOUN
fumecheng-12053	92	26	.	.	PUNCT
fumecheng-12053	93	1	to	to	PART
fumecheng-12053	93	2	determine	determine	VERB
fumecheng-12053	93	3	the	the	DET
fumecheng-12053	93	4	plastic	plastic	ADJ
fumecheng-12053	93	5	behavior	behavior	NOUN
fumecheng-12053	93	6	of	of	ADP
fumecheng-12053	93	7	each	each	DET
fumecheng-12053	93	8	rve	rve	PROPN
fumecheng-12053	93	9	,	,	PUNCT
fumecheng-12053	93	10	an	an	DET
fumecheng-12053	93	11	fea	fea	NOUN
fumecheng-12053	93	12	is	be	AUX
fumecheng-12053	93	13	performed	perform	VERB
fumecheng-12053	93	14	using	use	VERB
fumecheng-12053	93	15	abaqus	abaqus	NOUN
fumecheng-12053	93	16	version	version	NOUN
fumecheng-12053	93	17	2021	2021	NUM
fumecheng-12053	93	18	.	.	PUNCT
fumecheng-12053	94	1	for	for	ADP
fumecheng-12053	94	2	the	the	DET
fumecheng-12053	94	3	material	material	NOUN
fumecheng-12053	94	4	properties	property	NOUN
fumecheng-12053	94	5	,	,	PUNCT
fumecheng-12053	94	6	youngs	young	NOUN
fumecheng-12053	94	7	moduli	modulus	NOUN
fumecheng-12053	94	8	of	of	ADP
fumecheng-12053	94	9	50	50	NUM
fumecheng-12053	94	10	and	and	CCONJ
fumecheng-12053	94	11	500	500	NUM
fumecheng-12053	94	12	gpa	gpa	NOUN
fumecheng-12053	94	13	were	be	AUX
fumecheng-12053	94	14	used	use	VERB
fumecheng-12053	94	15	for	for	ADP
fumecheng-12053	94	16	the	the	DET
fumecheng-12053	94	17	first	first	ADJ
fumecheng-12053	94	18	and	and	CCONJ
fumecheng-12053	94	19	second	second	ADJ
fumecheng-12053	94	20	phase	phase	NOUN
fumecheng-12053	94	21	,	,	PUNCT
fumecheng-12053	94	22	respectively	respectively	ADV
fumecheng-12053	94	23	,	,	PUNCT
fumecheng-12053	94	24	while	while	SCONJ
fumecheng-12053	94	25	a	a	DET
fumecheng-12053	94	26	poisson	poisson	NOUN
fumecheng-12053	94	27	’s	’s	PART
fumecheng-12053	94	28	ratio	ratio	NOUN
fumecheng-12053	94	29	of	of	ADP
fumecheng-12053	94	30	0.33	0.33	NUM
fumecheng-12053	94	31	was	be	AUX
fumecheng-12053	94	32	chosen	choose	VERB
fumecheng-12053	94	33	for	for	ADP
fumecheng-12053	94	34	each	each	DET
fumecheng-12053	94	35	phase	phase	NOUN
fumecheng-12053	94	36	.	.	PUNCT
fumecheng-12053	95	1	the	the	DET
fumecheng-12053	95	2	true	true	ADJ
fumecheng-12053	95	3	(	(	PUNCT
fumecheng-12053	95	4	cauchy	cauchy	NOUN
fumecheng-12053	95	5	)	)	PUNCT
fumecheng-12053	95	6	stress	stress	VERB
fumecheng-12053	95	7	true	true	ADJ
fumecheng-12053	95	8	plastic	plastic	ADJ
fumecheng-12053	95	9	strain	strain	NOUN
fumecheng-12053	95	10	curves	curve	NOUN
fumecheng-12053	95	11	of	of	ADP
fumecheng-12053	95	12	each	each	DET
fumecheng-12053	95	13	phase	phase	NOUN
fumecheng-12053	95	14	are	be	AUX
fumecheng-12053	95	15	shown	show	VERB
fumecheng-12053	95	16	in	in	ADP
fumecheng-12053	95	17	fig	fig	NOUN
fumecheng-12053	95	18	.	.	PUNCT
fumecheng-12053	96	1	1	1	X
fumecheng-12053	96	2	.	.	X
fumecheng-12053	96	3	fig	fig	NOUN
fumecheng-12053	96	4	.	.	PUNCT
fumecheng-12053	97	1	1	1	NUM
fumecheng-12053	97	2	true	true	ADJ
fumecheng-12053	97	3	stress	stress	NOUN
fumecheng-12053	97	4	–	–	PUNCT
fumecheng-12053	97	5	true	true	ADJ
fumecheng-12053	97	6	plastic	plastic	ADJ
fumecheng-12053	97	7	strain	strain	NOUN
fumecheng-12053	97	8	diagrams	diagram	NOUN
fumecheng-12053	97	9	of	of	ADP
fumecheng-12053	97	10	:	:	PUNCT
fumecheng-12053	97	11	(	(	PUNCT
fumecheng-12053	97	12	a	a	X
fumecheng-12053	97	13	)	)	PUNCT
fumecheng-12053	97	14	soft	soft	ADJ
fumecheng-12053	97	15	phase	phase	NOUN
fumecheng-12053	97	16	and	and	CCONJ
fumecheng-12053	97	17	(	(	PUNCT
fumecheng-12053	97	18	b	b	NOUN
fumecheng-12053	97	19	)	)	PUNCT
fumecheng-12053	97	20	hard	hard	ADJ
fumecheng-12053	97	21	phase	phase	NOUN
fumecheng-12053	97	22	of	of	ADP
fumecheng-12053	97	23	the	the	DET
fumecheng-12053	97	24	microstructure	microstructure	NOUN
fumecheng-12053	97	25	these	these	DET
fumecheng-12053	97	26	curves	curve	NOUN
fumecheng-12053	97	27	resemble	resemble	VERB
fumecheng-12053	97	28	typical	typical	ADJ
fumecheng-12053	97	29	stress	stress	NOUN
fumecheng-12053	97	30	-	-	PUNCT
fumecheng-12053	97	31	strain	strain	NOUN
fumecheng-12053	97	32	curves	curve	NOUN
fumecheng-12053	97	33	represented	represent	VERB
fumecheng-12053	97	34	as	as	ADP
fumecheng-12053	97	35	a	a	DET
fumecheng-12053	97	36	series	series	NOUN
fumecheng-12053	97	37	of	of	ADP
fumecheng-12053	97	38	stress	stress	NOUN
fumecheng-12053	97	39	-	-	PUNCT
fumecheng-12053	97	40	strain	strain	NOUN
fumecheng-12053	97	41	points	point	NOUN
fumecheng-12053	97	42	as	as	SCONJ
fumecheng-12053	97	43	determined	determine	VERB
fumecheng-12053	97	44	in	in	ADP
fumecheng-12053	97	45	a	a	DET
fumecheng-12053	97	46	tensile	tensile	NOUN
fumecheng-12053	97	47	test	test	NOUN
fumecheng-12053	97	48	.	.	PUNCT
fumecheng-12053	98	1	no	no	DET
fumecheng-12053	98	2	attempt	attempt	NOUN
fumecheng-12053	98	3	was	be	AUX
fumecheng-12053	98	4	undertaken	undertake	VERB
fumecheng-12053	98	5	to	to	PART
fumecheng-12053	98	6	establish	establish	VERB
fumecheng-12053	98	7	a	a	DET
fumecheng-12053	98	8	specific	specific	ADJ
fumecheng-12053	98	9	equation	equation	NOUN
fumecheng-12053	98	10	relating	relate	VERB
fumecheng-12053	98	11	two	two	NUM
fumecheng-12053	98	12	quantities	quantity	NOUN
fumecheng-12053	98	13	.	.	PUNCT
fumecheng-12053	99	1	the	the	DET
fumecheng-12053	99	2	mapping	mapping	NOUN
fumecheng-12053	99	3	of	of	ADP
fumecheng-12053	99	4	the	the	DET
fumecheng-12053	99	5	properties	property	NOUN
fumecheng-12053	99	6	of	of	ADP
fumecheng-12053	99	7	each	each	DET
fumecheng-12053	99	8	phase	phase	NOUN
fumecheng-12053	99	9	to	to	ADP
fumecheng-12053	99	10	a	a	DET
fumecheng-12053	99	11	finite	finite	ADJ
fumecheng-12053	99	12	element	element	NOUN
fumecheng-12053	99	13	mesh	mesh	NOUN
fumecheng-12053	99	14	,	,	PUNCT
fumecheng-12053	99	15	the	the	DET
fumecheng-12053	99	16	size	size	NOUN
fumecheng-12053	99	17	and	and	CCONJ
fumecheng-12053	99	18	element	element	NOUN
fumecheng-12053	99	19	types	type	NOUN
fumecheng-12053	99	20	of	of	ADP
fumecheng-12053	99	21	the	the	DET
fumecheng-12053	99	22	mesh	mesh	NOUN
fumecheng-12053	99	23	,	,	PUNCT
fumecheng-12053	99	24	and	and	CCONJ
fumecheng-12053	99	25	the	the	DET
fumecheng-12053	99	26	simulation	simulation	NOUN
fumecheng-12053	99	27	procedure	procedure	NOUN
fumecheng-12053	99	28	matches	match	VERB
fumecheng-12053	99	29	our	our	PRON
fumecheng-12053	99	30	previous	previous	ADJ
fumecheng-12053	99	31	study	study	NOUN
fumecheng-12053	99	32	[	[	X
fumecheng-12053	99	33	30	30	NUM
fumecheng-12053	99	34	]	]	PUNCT
fumecheng-12053	99	35	.	.	PUNCT
fumecheng-12053	100	1	periodic	periodic	ADJ
fumecheng-12053	100	2	boundary	boundary	ADJ
fumecheng-12053	100	3	conditions	condition	NOUN
fumecheng-12053	100	4	were	be	AUX
fumecheng-12053	100	5	enforced	enforce	VERB
fumecheng-12053	100	6	,	,	PUNCT
fumecheng-12053	100	7	while	while	SCONJ
fumecheng-12053	100	8	the	the	DET
fumecheng-12053	100	9	machine	machine	NOUN
fumecheng-12053	100	10	learning	learning	NOUN
fumecheng-12053	100	11	of	of	ADP
fumecheng-12053	100	12	structure	structure	NOUN
fumecheng-12053	100	13	–	–	PUNCT
fumecheng-12053	100	14	property	property	NOUN
fumecheng-12053	100	15	relationships	relationship	NOUN
fumecheng-12053	100	16	:	:	PUNCT
fumecheng-12053	100	17	an	an	DET
fumecheng-12053	100	18	application	application	NOUN
fumecheng-12053	100	19	to	to	PART
fumecheng-12053	100	20	heat	heat	NOUN
fumecheng-12053	100	21	generation	generation	NOUN
fumecheng-12053	100	22	...	...	PUNCT
fumecheng-12053	100	23	691	691	NUM
fumecheng-12053	100	24	load	load	NOUN
fumecheng-12053	100	25	was	be	AUX
fumecheng-12053	100	26	specified	specify	VERB
fumecheng-12053	100	27	as	as	ADP
fumecheng-12053	100	28	an	an	DET
fumecheng-12053	100	29	enforced	enforce	VERB
fumecheng-12053	100	30	displacement	displacement	NOUN
fumecheng-12053	100	31	,	,	PUNCT
fumecheng-12053	100	32	resulting	result	VERB
fumecheng-12053	100	33	in	in	ADP
fumecheng-12053	100	34	a	a	DET
fumecheng-12053	100	35	strain	strain	NOUN
fumecheng-12053	100	36	magnitude	magnitude	NOUN
fumecheng-12053	100	37	of	of	ADP
fumecheng-12053	100	38	0.57	0.57	NUM
fumecheng-12053	100	39	%	%	NOUN
fumecheng-12053	100	40	.	.	PUNCT
fumecheng-12053	101	1	thus	thus	ADV
fumecheng-12053	101	2	,	,	PUNCT
fumecheng-12053	101	3	the	the	DET
fumecheng-12053	101	4	numerical	numerical	ADJ
fumecheng-12053	101	5	procedure	procedure	NOUN
fumecheng-12053	101	6	is	be	AUX
fumecheng-12053	101	7	equivalent	equivalent	ADJ
fumecheng-12053	101	8	to	to	ADP
fumecheng-12053	101	9	the	the	DET
fumecheng-12053	101	10	macroscopic	macroscopic	ADJ
fumecheng-12053	101	11	uniaxial	uniaxial	ADJ
fumecheng-12053	101	12	tensile	tensile	NOUN
fumecheng-12053	101	13	tests	test	NOUN
fumecheng-12053	101	14	.	.	PUNCT
fumecheng-12053	102	1	the	the	DET
fumecheng-12053	102	2	only	only	ADJ
fumecheng-12053	102	3	difference	difference	NOUN
fumecheng-12053	102	4	was	be	AUX
fumecheng-12053	102	5	that	that	SCONJ
fumecheng-12053	102	6	in	in	ADP
fumecheng-12053	102	7	the	the	DET
fumecheng-12053	102	8	present	present	ADJ
fumecheng-12053	102	9	study	study	NOUN
fumecheng-12053	102	10	the	the	DET
fumecheng-12053	102	11	influence	influence	NOUN
fumecheng-12053	102	12	of	of	ADP
fumecheng-12053	102	13	temperature	temperature	NOUN
fumecheng-12053	102	14	on	on	ADP
fumecheng-12053	102	15	the	the	DET
fumecheng-12053	102	16	mechanical	mechanical	ADJ
fumecheng-12053	102	17	properties	property	NOUN
fumecheng-12053	102	18	was	be	AUX
fumecheng-12053	102	19	neglected	neglect	VERB
fumecheng-12053	102	20	for	for	ADP
fumecheng-12053	102	21	simplicity	simplicity	NOUN
fumecheng-12053	102	22	.	.	PUNCT
fumecheng-12053	103	1	the	the	DET
fumecheng-12053	103	2	entire	entire	ADJ
fumecheng-12053	103	3	dataset	dataset	NOUN
fumecheng-12053	103	4	took	take	VERB
fumecheng-12053	103	5	approximately	approximately	ADV
fumecheng-12053	103	6	530	530	NUM
fumecheng-12053	103	7	hours	hour	NOUN
fumecheng-12053	103	8	to	to	PART
fumecheng-12053	103	9	generate	generate	VERB
fumecheng-12053	103	10	using	use	VERB
fumecheng-12053	103	11	an	an	DET
fumecheng-12053	103	12	intel	intel	NOUN
fumecheng-12053	103	13	®	®	PROPN
fumecheng-12053	103	14	coret	coret	NOUN
fumecheng-12053	103	15	m	m	VERB
fumecheng-12053	103	16	i7	i7	ADJ
fumecheng-12053	103	17	–	–	PUNCT
fumecheng-12053	103	18	4970	4970	NUM
fumecheng-12053	103	19	central	central	ADJ
fumecheng-12053	103	20	processing	processing	NOUN
fumecheng-12053	103	21	unit	unit	NOUN
fumecheng-12053	103	22	(	(	PUNCT
fumecheng-12053	103	23	cpu	cpu	PROPN
fumecheng-12053	103	24	)	)	PUNCT
fumecheng-12053	103	25	and	and	CCONJ
fumecheng-12053	103	26	a	a	DET
fumecheng-12053	103	27	single	single	ADJ
fumecheng-12053	103	28	processing	processing	NOUN
fumecheng-12053	103	29	unit	unit	NOUN
fumecheng-12053	103	30	.	.	PUNCT
fumecheng-12053	104	1	the	the	DET
fumecheng-12053	104	2	simulation	simulation	NOUN
fumecheng-12053	104	3	took	take	VERB
fumecheng-12053	104	4	between	between	ADP
fumecheng-12053	104	5	7	7	NUM
fumecheng-12053	104	6	and	and	CCONJ
fumecheng-12053	104	7	12	12	NUM
fumecheng-12053	104	8	minutes	minute	NOUN
fumecheng-12053	104	9	and	and	CCONJ
fumecheng-12053	104	10	on	on	ADP
fumecheng-12053	104	11	average	average	ADJ
fumecheng-12053	104	12	about	about	ADV
fumecheng-12053	104	13	9	9	NUM
fumecheng-12053	104	14	minutes	minute	NOUN
fumecheng-12053	104	15	,	,	PUNCT
fumecheng-12053	104	16	depending	depend	VERB
fumecheng-12053	104	17	on	on	ADP
fumecheng-12053	104	18	the	the	DET
fumecheng-12053	104	19	microstructure	microstructure	ADJ
fumecheng-12053	104	20	configuration	configuration	NOUN
fumecheng-12053	104	21	.	.	PUNCT
fumecheng-12053	105	1	the	the	DET
fumecheng-12053	105	2	strain	strain	NOUN
fumecheng-12053	105	3	magnitude	magnitude	NOUN
fumecheng-12053	105	4	was	be	AUX
fumecheng-12053	105	5	kept	keep	VERB
fumecheng-12053	105	6	relatively	relatively	ADV
fumecheng-12053	105	7	small	small	ADJ
fumecheng-12053	105	8	due	due	ADP
fumecheng-12053	105	9	to	to	ADP
fumecheng-12053	105	10	the	the	DET
fumecheng-12053	105	11	computational	computational	ADJ
fumecheng-12053	105	12	effort	effort	NOUN
fumecheng-12053	105	13	.	.	PUNCT
fumecheng-12053	106	1	very	very	ADV
fumecheng-12053	106	2	high	high	ADJ
fumecheng-12053	106	3	strain	strain	NOUN
fumecheng-12053	106	4	magnitudes	magnitude	NOUN
fumecheng-12053	106	5	require	require	VERB
fumecheng-12053	106	6	a	a	DET
fumecheng-12053	106	7	significant	significant	ADJ
fumecheng-12053	106	8	number	number	NOUN
fumecheng-12053	106	9	of	of	ADP
fumecheng-12053	106	10	simulation	simulation	NOUN
fumecheng-12053	106	11	steps	step	NOUN
fumecheng-12053	106	12	due	due	ADJ
fumecheng-12053	106	13	to	to	ADP
fumecheng-12053	106	14	convergence	convergence	NOUN
fumecheng-12053	106	15	issues	issue	NOUN
fumecheng-12053	106	16	and	and	CCONJ
fumecheng-12053	106	17	drastically	drastically	ADV
fumecheng-12053	106	18	increase	increase	VERB
fumecheng-12053	106	19	the	the	DET
fumecheng-12053	106	20	simulation	simulation	NOUN
fumecheng-12053	106	21	time	time	NOUN
fumecheng-12053	106	22	.	.	PUNCT
fumecheng-12053	107	1	therefore	therefore	ADV
fumecheng-12053	107	2	,	,	PUNCT
fumecheng-12053	107	3	a	a	DET
fumecheng-12053	107	4	lower	low	ADJ
fumecheng-12053	107	5	strain	strain	NOUN
fumecheng-12053	107	6	magnitude	magnitude	NOUN
fumecheng-12053	107	7	was	be	AUX
fumecheng-12053	107	8	chosen	choose	VERB
fumecheng-12053	107	9	so	so	SCONJ
fumecheng-12053	107	10	that	that	SCONJ
fumecheng-12053	107	11	the	the	DET
fumecheng-12053	107	12	simulations	simulation	NOUN
fumecheng-12053	107	13	could	could	AUX
fumecheng-12053	107	14	be	be	AUX
fumecheng-12053	107	15	performed	perform	VERB
fumecheng-12053	107	16	in	in	ADP
fumecheng-12053	107	17	a	a	DET
fumecheng-12053	107	18	realistic	realistic	ADJ
fumecheng-12053	107	19	time	time	NOUN
fumecheng-12053	107	20	frame	frame	NOUN
fumecheng-12053	107	21	.	.	PUNCT
fumecheng-12053	108	1	the	the	DET
fumecheng-12053	108	2	output	output	NOUN
fumecheng-12053	108	3	of	of	ADP
fumecheng-12053	108	4	the	the	DET
fumecheng-12053	108	5	analysis	analysis	NOUN
fumecheng-12053	108	6	was	be	AUX
fumecheng-12053	108	7	the	the	DET
fumecheng-12053	108	8	plastic	plastic	ADJ
fumecheng-12053	108	9	strain	strain	NOUN
fumecheng-12053	108	10	energy	energy	NOUN
fumecheng-12053	108	11	,	,	PUNCT
fumecheng-12053	108	12	which	which	PRON
fumecheng-12053	108	13	was	be	AUX
fumecheng-12053	108	14	given	give	VERB
fumecheng-12053	108	15	in	in	ADP
fumecheng-12053	108	16	20	20	NUM
fumecheng-12053	108	17	evenly	evenly	ADV
fumecheng-12053	108	18	spaced	space	VERB
fumecheng-12053	108	19	intervals	interval	NOUN
fumecheng-12053	108	20	.	.	PUNCT
fumecheng-12053	109	1	thus	thus	ADV
fumecheng-12053	109	2	,	,	PUNCT
fumecheng-12053	109	3	the	the	DET
fumecheng-12053	109	4	arrangement	arrangement	NOUN
fumecheng-12053	109	5	of	of	ADP
fumecheng-12053	109	6	the	the	DET
fumecheng-12053	109	7	microstructures	microstructure	NOUN
fumecheng-12053	109	8	was	be	AUX
fumecheng-12053	109	9	the	the	DET
fumecheng-12053	109	10	only	only	ADJ
fumecheng-12053	109	11	variable	variable	ADJ
fumecheng-12053	109	12	parameter	parameter	NOUN
fumecheng-12053	109	13	for	for	ADP
fumecheng-12053	109	14	the	the	DET
fumecheng-12053	109	15	fea	fea	PROPN
fumecheng-12053	109	16	simulation	simulation	NOUN
fumecheng-12053	109	17	.	.	PUNCT
fumecheng-12053	110	1	the	the	DET
fumecheng-12053	110	2	arrangement	arrangement	NOUN
fumecheng-12053	110	3	of	of	ADP
fumecheng-12053	110	4	the	the	DET
fumecheng-12053	110	5	phases	phase	NOUN
fumecheng-12053	110	6	with	with	ADP
fumecheng-12053	110	7	three	three	NUM
fumecheng-12053	110	8	different	different	ADJ
fumecheng-12053	110	9	hard	hard	ADJ
fumecheng-12053	110	10	phase	phase	NOUN
fumecheng-12053	110	11	fractions	fraction	NOUN
fumecheng-12053	110	12	is	be	AUX
fumecheng-12053	110	13	shown	show	VERB
fumecheng-12053	110	14	in	in	ADP
fumecheng-12053	110	15	fig	fig	NOUN
fumecheng-12053	110	16	.	.	PUNCT
fumecheng-12053	111	1	2	2	X
fumecheng-12053	111	2	.	.	X
fumecheng-12053	111	3	note	note	VERB
fumecheng-12053	111	4	that	that	SCONJ
fumecheng-12053	111	5	the	the	DET
fumecheng-12053	111	6	hard	hard	ADJ
fumecheng-12053	111	7	phase	phase	NOUN
fumecheng-12053	111	8	fraction	fraction	NOUN
fumecheng-12053	111	9	varied	varied	ADJ
fumecheng-12053	111	10	from	from	ADP
fumecheng-12053	111	11	0	0	NUM
fumecheng-12053	111	12	%	%	NOUN
fumecheng-12053	111	13	to	to	PART
fumecheng-12053	111	14	0.15	0.15	NUM
fumecheng-12053	111	15	%	%	NOUN
fumecheng-12053	111	16	in	in	ADP
fumecheng-12053	111	17	the	the	DET
fumecheng-12053	111	18	entire	entire	ADJ
fumecheng-12053	111	19	dataset	dataset	NOUN
fumecheng-12053	111	20	.	.	PUNCT
fumecheng-12053	112	1	the	the	DET
fumecheng-12053	112	2	hard	hard	ADJ
fumecheng-12053	112	3	phase	phase	NOUN
fumecheng-12053	112	4	fraction	fraction	NOUN
fumecheng-12053	112	5	was	be	AUX
fumecheng-12053	112	6	rather	rather	ADV
fumecheng-12053	112	7	low	low	ADJ
fumecheng-12053	112	8	as	as	SCONJ
fumecheng-12053	112	9	the	the	DET
fumecheng-12053	112	10	intention	intention	NOUN
fumecheng-12053	112	11	was	be	AUX
fumecheng-12053	112	12	to	to	PART
fumecheng-12053	112	13	show	show	VERB
fumecheng-12053	112	14	the	the	DET
fumecheng-12053	112	15	effect	effect	NOUN
fumecheng-12053	112	16	of	of	ADP
fumecheng-12053	112	17	strengthening	strengthen	VERB
fumecheng-12053	112	18	a	a	DET
fumecheng-12053	112	19	weaker	weak	ADJ
fumecheng-12053	112	20	material	material	NOUN
fumecheng-12053	112	21	with	with	ADP
fumecheng-12053	112	22	a	a	DET
fumecheng-12053	112	23	stronger	strong	ADJ
fumecheng-12053	112	24	material	material	NOUN
fumecheng-12053	112	25	.	.	PUNCT
fumecheng-12053	113	1	for	for	ADP
fumecheng-12053	113	2	each	each	DET
fumecheng-12053	113	3	rve	rve	NOUN
fumecheng-12053	113	4	in	in	ADP
fumecheng-12053	113	5	fig	fig	NOUN
fumecheng-12053	113	6	.	.	PUNCT
fumecheng-12053	114	1	2	2	NUM
fumecheng-12053	114	2	,	,	PUNCT
fumecheng-12053	114	3	the	the	DET
fumecheng-12053	114	4	resulting	result	VERB
fumecheng-12053	114	5	true	true	ADJ
fumecheng-12053	114	6	von	von	PROPN
fumecheng-12053	114	7	mises	mises	PROPN
fumecheng-12053	114	8	stress	stress	PROPN
fumecheng-12053	114	9	,	,	PUNCT
fumecheng-12053	114	10	the	the	DET
fumecheng-12053	114	11	total	total	ADJ
fumecheng-12053	114	12	displacement	displacement	NOUN
fumecheng-12053	114	13	and	and	CCONJ
fumecheng-12053	114	14	the	the	DET
fumecheng-12053	114	15	true	true	ADJ
fumecheng-12053	114	16	equivalent	equivalent	ADJ
fumecheng-12053	114	17	plastic	plastic	NOUN
fumecheng-12053	114	18	strain	strain	NOUN
fumecheng-12053	114	19	at	at	ADP
fumecheng-12053	114	20	the	the	DET
fumecheng-12053	114	21	last	last	ADJ
fumecheng-12053	114	22	simulation	simulation	NOUN
fumecheng-12053	114	23	increment	increment	NOUN
fumecheng-12053	114	24	are	be	AUX
fumecheng-12053	114	25	shown	show	VERB
fumecheng-12053	114	26	for	for	ADP
fumecheng-12053	114	27	the	the	DET
fumecheng-12053	114	28	corresponding	correspond	VERB
fumecheng-12053	114	29	rves	rf	NOUN
fumecheng-12053	114	30	(	(	PUNCT
fumecheng-12053	114	31	figs	fig	NOUN
fumecheng-12053	114	32	.	.	PUNCT
fumecheng-12053	115	1	3	3	NUM
fumecheng-12053	115	2	,	,	PUNCT
fumecheng-12053	115	3	4	4	NUM
fumecheng-12053	115	4	,	,	PUNCT
fumecheng-12053	115	5	5	5	NUM
fumecheng-12053	115	6	,	,	PUNCT
fumecheng-12053	115	7	6	6	NUM
fumecheng-12053	115	8	)	)	PUNCT
fumecheng-12053	115	9	.	.	PUNCT
fumecheng-12053	116	1	note	note	VERB
fumecheng-12053	116	2	that	that	SCONJ
fumecheng-12053	116	3	the	the	DET
fumecheng-12053	116	4	displacement	displacement	NOUN
fumecheng-12053	116	5	in	in	ADP
fumecheng-12053	116	6	each	each	DET
fumecheng-12053	116	7	figure	figure	NOUN
fumecheng-12053	116	8	is	be	AUX
fumecheng-12053	116	9	scaled	scale	VERB
fumecheng-12053	116	10	by	by	ADP
fumecheng-12053	116	11	25	25	NUM
fumecheng-12053	116	12	.	.	PUNCT
fumecheng-12053	117	1	some	some	DET
fumecheng-12053	117	2	elements	element	NOUN
fumecheng-12053	117	3	of	of	ADP
fumecheng-12053	117	4	the	the	DET
fumecheng-12053	117	5	rve	rve	PROPN
fumecheng-12053	117	6	are	be	AUX
fumecheng-12053	117	7	intentionally	intentionally	ADV
fumecheng-12053	117	8	hidden	hide	VERB
fumecheng-12053	117	9	to	to	PART
fumecheng-12053	117	10	visualize	visualize	VERB
fumecheng-12053	117	11	the	the	DET
fumecheng-12053	117	12	material	material	NOUN
fumecheng-12053	117	13	behavior	behavior	NOUN
fumecheng-12053	117	14	within	within	ADP
fumecheng-12053	117	15	the	the	DET
fumecheng-12053	117	16	rve	rve	PROPN
fumecheng-12053	117	17	.	.	PUNCT
fumecheng-12053	118	1	it	it	PRON
fumecheng-12053	118	2	should	should	AUX
fumecheng-12053	118	3	also	also	ADV
fumecheng-12053	118	4	be	be	AUX
fumecheng-12053	118	5	noted	note	VERB
fumecheng-12053	118	6	that	that	SCONJ
fumecheng-12053	118	7	the	the	DET
fumecheng-12053	118	8	von	von	PROPN
fumecheng-12053	118	9	mises	mises	PROPN
fumecheng-12053	118	10	stress	stress	VERB
fumecheng-12053	118	11	increases	increase	NOUN
fumecheng-12053	118	12	as	as	ADP
fumecheng-12053	118	13	the	the	DET
fumecheng-12053	118	14	fraction	fraction	NOUN
fumecheng-12053	118	15	of	of	ADP
fumecheng-12053	118	16	the	the	DET
fumecheng-12053	118	17	hard	hard	ADJ
fumecheng-12053	118	18	phase	phase	NOUN
fumecheng-12053	118	19	increases	increase	NOUN
fumecheng-12053	118	20	,	,	PUNCT
fumecheng-12053	118	21	especially	especially	ADV
fumecheng-12053	118	22	within	within	ADP
fumecheng-12053	118	23	the	the	DET
fumecheng-12053	118	24	elements	element	NOUN
fumecheng-12053	118	25	to	to	PART
fumecheng-12053	118	26	which	which	PRON
fumecheng-12053	118	27	material	material	NOUN
fumecheng-12053	118	28	properties	property	NOUN
fumecheng-12053	118	29	of	of	ADP
fumecheng-12053	118	30	the	the	DET
fumecheng-12053	118	31	hard	hard	ADJ
fumecheng-12053	118	32	phase	phase	NOUN
fumecheng-12053	118	33	are	be	AUX
fumecheng-12053	118	34	assigned	assign	VERB
fumecheng-12053	118	35	.	.	PUNCT
fumecheng-12053	119	1	for	for	ADP
fumecheng-12053	119	2	the	the	DET
fumecheng-12053	119	3	soft	soft	ADJ
fumecheng-12053	119	4	phase	phase	NOUN
fumecheng-12053	119	5	,	,	PUNCT
fumecheng-12053	119	6	only	only	ADV
fumecheng-12053	119	7	the	the	DET
fumecheng-12053	119	8	non	non	ADJ
fumecheng-12053	119	9	-	-	NOUN
fumecheng-12053	119	10	uniformity	uniformity	NOUN
fumecheng-12053	119	11	of	of	ADP
fumecheng-12053	119	12	the	the	DET
fumecheng-12053	119	13	stress	stress	NOUN
fumecheng-12053	119	14	field	field	NOUN
fumecheng-12053	119	15	is	be	AUX
fumecheng-12053	119	16	higher	high	ADJ
fumecheng-12053	119	17	,	,	PUNCT
fumecheng-12053	119	18	while	while	SCONJ
fumecheng-12053	119	19	the	the	DET
fumecheng-12053	119	20	general	general	ADJ
fumecheng-12053	119	21	level	level	NOUN
fumecheng-12053	119	22	hardly	hardly	ADV
fumecheng-12053	119	23	changes	change	NOUN
fumecheng-12053	119	24	,	,	PUNCT
fumecheng-12053	119	25	fig	fig	NOUN
fumecheng-12053	119	26	.	.	PUNCT
fumecheng-12053	120	1	3	3	X
fumecheng-12053	120	2	.	.	X
fumecheng-12053	120	3	for	for	ADP
fumecheng-12053	120	4	the	the	DET
fumecheng-12053	120	5	highest	high	ADJ
fumecheng-12053	120	6	fraction	fraction	NOUN
fumecheng-12053	120	7	of	of	ADP
fumecheng-12053	120	8	the	the	DET
fumecheng-12053	120	9	hard	hard	ADJ
fumecheng-12053	120	10	phase	phase	NOUN
fumecheng-12053	120	11	,	,	PUNCT
fumecheng-12053	120	12	the	the	DET
fumecheng-12053	120	13	deformation	deformation	NOUN
fumecheng-12053	120	14	is	be	AUX
fumecheng-12053	120	15	higher	high	ADJ
fumecheng-12053	120	16	,	,	PUNCT
fumecheng-12053	120	17	while	while	SCONJ
fumecheng-12053	120	18	there	there	PRON
fumecheng-12053	120	19	is	be	VERB
fumecheng-12053	120	20	hardly	hardly	ADV
fumecheng-12053	120	21	any	any	DET
fumecheng-12053	120	22	difference	difference	NOUN
fumecheng-12053	120	23	for	for	ADP
fumecheng-12053	120	24	the	the	DET
fumecheng-12053	120	25	two	two	NUM
fumecheng-12053	120	26	lower	low	ADJ
fumecheng-12053	120	27	values	value	NOUN
fumecheng-12053	120	28	,	,	PUNCT
fumecheng-12053	120	29	fig	fig	NOUN
fumecheng-12053	120	30	.	.	PUNCT
fumecheng-12053	121	1	4	4	X
fumecheng-12053	121	2	.	.	X
fumecheng-12053	121	3	both	both	CCONJ
fumecheng-12053	121	4	the	the	DET
fumecheng-12053	121	5	general	general	ADJ
fumecheng-12053	121	6	level	level	NOUN
fumecheng-12053	121	7	and	and	CCONJ
fumecheng-12053	121	8	the	the	DET
fumecheng-12053	121	9	nonuniformity	nonuniformity	NOUN
fumecheng-12053	121	10	of	of	ADP
fumecheng-12053	121	11	the	the	DET
fumecheng-12053	121	12	plastic	plastic	ADJ
fumecheng-12053	121	13	deformation	deformation	NOUN
fumecheng-12053	121	14	increase	increase	NOUN
fumecheng-12053	121	15	with	with	ADP
fumecheng-12053	121	16	increasing	increase	VERB
fumecheng-12053	121	17	hard	hard	ADJ
fumecheng-12053	121	18	phase	phase	NOUN
fumecheng-12053	121	19	fraction	fraction	NOUN
fumecheng-12053	121	20	,	,	PUNCT
fumecheng-12053	121	21	fig	fig	NOUN
fumecheng-12053	121	22	.	.	PUNCT
fumecheng-12053	122	1	5	5	X
fumecheng-12053	122	2	.	.	X
fumecheng-12053	123	1	furthermore	furthermore	ADV
fumecheng-12053	123	2	,	,	PUNCT
fumecheng-12053	123	3	it	it	PRON
fumecheng-12053	123	4	was	be	AUX
fumecheng-12053	123	5	observed	observe	VERB
fumecheng-12053	123	6	that	that	SCONJ
fumecheng-12053	123	7	the	the	DET
fumecheng-12053	123	8	level	level	NOUN
fumecheng-12053	123	9	of	of	ADP
fumecheng-12053	123	10	plastic	plastic	ADJ
fumecheng-12053	123	11	deformation	deformation	NOUN
fumecheng-12053	123	12	is	be	AUX
fumecheng-12053	123	13	significantly	significantly	ADV
fumecheng-12053	123	14	lower	low	ADJ
fumecheng-12053	123	15	within	within	ADP
fumecheng-12053	123	16	the	the	DET
fumecheng-12053	123	17	elements	element	NOUN
fumecheng-12053	123	18	to	to	PART
fumecheng-12053	123	19	which	which	PRON
fumecheng-12053	123	20	hard	hard	ADJ
fumecheng-12053	123	21	phase	phase	NOUN
fumecheng-12053	123	22	material	material	NOUN
fumecheng-12053	123	23	properties	property	NOUN
fumecheng-12053	123	24	are	be	AUX
fumecheng-12053	123	25	assigned	assign	VERB
fumecheng-12053	123	26	,	,	PUNCT
fumecheng-12053	123	27	fig	fig	NOUN
fumecheng-12053	123	28	.	.	PUNCT
fumecheng-12053	124	1	6	6	NUM
fumecheng-12053	124	2	.	.	X
fumecheng-12053	124	3	fig	fig	NOUN
fumecheng-12053	124	4	.	.	PUNCT
fumecheng-12053	125	1	2	2	NUM
fumecheng-12053	125	2	visualization	visualization	NOUN
fumecheng-12053	125	3	of	of	ADP
fumecheng-12053	125	4	the	the	DET
fumecheng-12053	125	5	arrangement	arrangement	NOUN
fumecheng-12053	125	6	of	of	ADP
fumecheng-12053	125	7	the	the	DET
fumecheng-12053	125	8	phases	phase	NOUN
fumecheng-12053	125	9	for	for	ADP
fumecheng-12053	125	10	a	a	DET
fumecheng-12053	125	11	different	different	ADJ
fumecheng-12053	125	12	rves	rf	NOUN
fumecheng-12053	125	13	692	692	NUM
fumecheng-12053	125	14	f.	f.	PROPN
fumecheng-12053	125	15	nikolić	nikolić	PROPN
fumecheng-12053	125	16	,	,	PUNCT
fumecheng-12053	125	17	m.	m.	NOUN
fumecheng-12053	125	18	čanađija	čanađija	PROPN
fumecheng-12053	125	19	fig	fig	NOUN
fumecheng-12053	125	20	.	.	PUNCT
fumecheng-12053	126	1	3	3	NUM
fumecheng-12053	126	2	von	von	PROPN
fumecheng-12053	126	3	mises	mises	PROPN
fumecheng-12053	126	4	stress	stress	NOUN
fumecheng-12053	126	5	(	(	PUNCT
fumecheng-12053	126	6	mpa	mpa	PROPN
fumecheng-12053	126	7	)	)	PUNCT
fumecheng-12053	126	8	for	for	ADP
fumecheng-12053	126	9	the	the	DET
fumecheng-12053	126	10	rves	rf	NOUN
fumecheng-12053	126	11	in	in	ADP
fumecheng-12053	126	12	fig	fig	NOUN
fumecheng-12053	126	13	.	.	PUNCT
fumecheng-12053	127	1	2	2	NUM
fumecheng-12053	127	2	fig	fig	NOUN
fumecheng-12053	127	3	.	.	PUNCT
fumecheng-12053	128	1	4	4	NUM
fumecheng-12053	128	2	total	total	ADJ
fumecheng-12053	128	3	displacement	displacement	NOUN
fumecheng-12053	128	4	(	(	PUNCT
fumecheng-12053	128	5	mm	mm	NOUN
fumecheng-12053	128	6	)	)	PUNCT
fumecheng-12053	128	7	for	for	ADP
fumecheng-12053	128	8	the	the	DET
fumecheng-12053	128	9	rves	rf	NOUN
fumecheng-12053	128	10	in	in	ADP
fumecheng-12053	128	11	fig	fig	NOUN
fumecheng-12053	128	12	.	.	PUNCT
fumecheng-12053	129	1	2	2	NUM
fumecheng-12053	129	2	fig	fig	NOUN
fumecheng-12053	129	3	.	.	PUNCT
fumecheng-12053	130	1	5	5	NUM
fumecheng-12053	130	2	equivalent	equivalent	ADJ
fumecheng-12053	130	3	plastic	plastic	NOUN
fumecheng-12053	130	4	strain	strain	NOUN
fumecheng-12053	130	5	for	for	ADP
fumecheng-12053	130	6	the	the	DET
fumecheng-12053	130	7	rves	rf	NOUN
fumecheng-12053	130	8	in	in	ADP
fumecheng-12053	130	9	fig	fig	NOUN
fumecheng-12053	130	10	.	.	PUNCT
fumecheng-12053	131	1	2	2	NUM
fumecheng-12053	131	2	machine	machine	NOUN
fumecheng-12053	131	3	learning	learning	NOUN
fumecheng-12053	131	4	of	of	ADP
fumecheng-12053	131	5	structure	structure	NOUN
fumecheng-12053	131	6	–	–	PUNCT
fumecheng-12053	131	7	property	property	NOUN
fumecheng-12053	131	8	relationships	relationship	NOUN
fumecheng-12053	131	9	:	:	PUNCT
fumecheng-12053	131	10	an	an	DET
fumecheng-12053	131	11	application	application	NOUN
fumecheng-12053	131	12	to	to	PART
fumecheng-12053	131	13	heat	heat	NOUN
fumecheng-12053	131	14	generation	generation	NOUN
fumecheng-12053	131	15	...	...	PUNCT
fumecheng-12053	131	16	693	693	NUM
fumecheng-12053	131	17	fig	fig	NOUN
fumecheng-12053	131	18	.	.	PUNCT
fumecheng-12053	132	1	6	6	NUM
fumecheng-12053	132	2	equivalent	equivalent	ADJ
fumecheng-12053	132	3	plastic	plastic	NOUN
fumecheng-12053	132	4	strain	strain	NOUN
fumecheng-12053	132	5	for	for	ADP
fumecheng-12053	132	6	the	the	DET
fumecheng-12053	132	7	rves	rf	NOUN
fumecheng-12053	132	8	in	in	ADP
fumecheng-12053	132	9	fig	fig	NOUN
fumecheng-12053	132	10	.	.	PUNCT
fumecheng-12053	133	1	2	2	NUM
fumecheng-12053	133	2	(	(	PUNCT
fumecheng-12053	133	3	only	only	ADV
fumecheng-12053	133	4	hard	hard	ADJ
fumecheng-12053	133	5	phase	phase	NOUN
fumecheng-12053	133	6	is	be	AUX
fumecheng-12053	133	7	shown	show	VERB
fumecheng-12053	133	8	)	)	PUNCT
fumecheng-12053	133	9	knowing	know	VERB
fumecheng-12053	133	10	the	the	DET
fumecheng-12053	133	11	amount	amount	NOUN
fumecheng-12053	133	12	of	of	ADP
fumecheng-12053	133	13	plastic	plastic	ADJ
fumecheng-12053	133	14	energy	energy	NOUN
fumecheng-12053	133	15	dissipated	dissipate	VERB
fumecheng-12053	133	16	during	during	ADP
fumecheng-12053	133	17	the	the	DET
fumecheng-12053	133	18	deformation	deformation	NOUN
fumecheng-12053	133	19	of	of	ADP
fumecheng-12053	133	20	the	the	DET
fumecheng-12053	133	21	rve	rve	PROPN
fumecheng-12053	133	22	allows	allow	VERB
fumecheng-12053	133	23	the	the	DET
fumecheng-12053	133	24	calculation	calculation	NOUN
fumecheng-12053	133	25	of	of	ADP
fumecheng-12053	133	26	the	the	DET
fumecheng-12053	133	27	average	average	ADJ
fumecheng-12053	133	28	temperature	temperature	NOUN
fumecheng-12053	133	29	increase	increase	NOUN
fumecheng-12053	133	30	in	in	ADP
fumecheng-12053	133	31	the	the	DET
fumecheng-12053	133	32	rve	rve	NOUN
fumecheng-12053	133	33	during	during	ADP
fumecheng-12053	133	34	deformation	deformation	NOUN
fumecheng-12053	133	35	,	,	PUNCT
fumecheng-12053	133	36	as	as	SCONJ
fumecheng-12053	133	37	outlined	outline	VERB
fumecheng-12053	133	38	below	below	ADP
fumecheng-12053	133	39	[	[	X
fumecheng-12053	133	40	1	1	NUM
fumecheng-12053	133	41	]	]	PUNCT
fumecheng-12053	133	42	:	:	PUNCT
fumecheng-12053	133	43	∆𝑇	∆𝑇	PROPN
fumecheng-12053	133	44	=	=	SYM
fumecheng-12053	133	45	𝑄	𝑄	PROPN
fumecheng-12053	133	46	·	·	PUNCT
fumecheng-12053	133	47	𝛽	𝛽	NOUN
fumecheng-12053	133	48	𝜌	𝜌	X
fumecheng-12053	133	49	·	·	PUNCT
fumecheng-12053	133	50	𝑉	𝑉	X
fumecheng-12053	133	51	·	·	PUNCT
fumecheng-12053	133	52	𝑐𝑝	𝑐𝑝	ADP
fumecheng-12053	133	53	(	(	PUNCT
fumecheng-12053	133	54	1	1	X
fumecheng-12053	133	55	)	)	PUNCT
fumecheng-12053	133	56	where	where	SCONJ
fumecheng-12053	133	57	∆t	∆t	PROPN
fumecheng-12053	133	58	is	be	AUX
fumecheng-12053	133	59	the	the	DET
fumecheng-12053	133	60	temperature	temperature	NOUN
fumecheng-12053	133	61	increase	increase	NOUN
fumecheng-12053	133	62	in	in	ADP
fumecheng-12053	133	63	[	[	X
fumecheng-12053	133	64	k	k	X
fumecheng-12053	133	65	]	]	X
fumecheng-12053	133	66	,	,	PUNCT
fumecheng-12053	133	67	q	q	X
fumecheng-12053	133	68	is	be	AUX
fumecheng-12053	133	69	the	the	DET
fumecheng-12053	133	70	total	total	ADJ
fumecheng-12053	133	71	plastic	plastic	ADJ
fumecheng-12053	133	72	energy	energy	NOUN
fumecheng-12053	133	73	of	of	ADP
fumecheng-12053	133	74	the	the	DET
fumecheng-12053	133	75	rve	rve	PROPN
fumecheng-12053	133	76	in	in	ADP
fumecheng-12053	133	77	[	[	X
fumecheng-12053	133	78	j	j	X
fumecheng-12053	133	79	]	]	X
fumecheng-12053	133	80	,	,	PUNCT
fumecheng-12053	133	81	β	β	X
fumecheng-12053	133	82	is	be	AUX
fumecheng-12053	133	83	the	the	DET
fumecheng-12053	133	84	tqc	tqc	PROPN
fumecheng-12053	133	85	,	,	PUNCT
fumecheng-12053	133	86	ρ	ρ	PROPN
fumecheng-12053	133	87	is	be	AUX
fumecheng-12053	133	88	the	the	DET
fumecheng-12053	133	89	mass	mass	ADJ
fumecheng-12053	133	90	density	density	NOUN
fumecheng-12053	133	91	in	in	ADP
fumecheng-12053	133	92	[	[	X
fumecheng-12053	133	93	kg	kg	X
fumecheng-12053	133	94	/	/	SYM
fumecheng-12053	133	95	m3	m3	PROPN
fumecheng-12053	133	96	]	]	PUNCT
fumecheng-12053	133	97	,	,	PUNCT
fumecheng-12053	133	98	v	v	NOUN
fumecheng-12053	133	99	is	be	AUX
fumecheng-12053	133	100	the	the	DET
fumecheng-12053	133	101	volume	volume	NOUN
fumecheng-12053	133	102	of	of	ADP
fumecheng-12053	133	103	the	the	DET
fumecheng-12053	133	104	rve	rve	PROPN
fumecheng-12053	133	105	in	in	ADP
fumecheng-12053	133	106	[	[	X
fumecheng-12053	133	107	m3	m3	X
fumecheng-12053	133	108	]	]	PUNCT
fumecheng-12053	133	109	and	and	CCONJ
fumecheng-12053	133	110	cp	cp	PROPN
fumecheng-12053	133	111	is	be	AUX
fumecheng-12053	133	112	the	the	DET
fumecheng-12053	133	113	specific	specific	ADJ
fumecheng-12053	133	114	heat	heat	NOUN
fumecheng-12053	133	115	capacity	capacity	NOUN
fumecheng-12053	133	116	in	in	ADP
fumecheng-12053	133	117	[	[	X
fumecheng-12053	133	118	j	j	PROPN
fumecheng-12053	133	119	/	/	SYM
fumecheng-12053	133	120	kg	kg	PROPN
fumecheng-12053	133	121	k	k	NOUN
fumecheng-12053	133	122	]	]	X
fumecheng-12053	133	123	.	.	PUNCT
fumecheng-12053	134	1	it	it	PRON
fumecheng-12053	134	2	is	be	AUX
fumecheng-12053	134	3	important	important	ADJ
fumecheng-12053	134	4	to	to	PART
fumecheng-12053	134	5	note	note	VERB
fumecheng-12053	134	6	that	that	SCONJ
fumecheng-12053	134	7	the	the	DET
fumecheng-12053	134	8	above	above	ADJ
fumecheng-12053	134	9	equation	equation	NOUN
fumecheng-12053	134	10	is	be	AUX
fumecheng-12053	134	11	only	only	ADV
fumecheng-12053	134	12	valid	valid	ADJ
fumecheng-12053	134	13	for	for	ADP
fumecheng-12053	134	14	adiabatic	adiabatic	ADJ
fumecheng-12053	134	15	conditions	condition	NOUN
fumecheng-12053	134	16	,	,	PUNCT
fumecheng-12053	134	17	which	which	PRON
fumecheng-12053	134	18	corresponds	correspond	VERB
fumecheng-12053	134	19	to	to	ADP
fumecheng-12053	134	20	higher	high	ADJ
fumecheng-12053	134	21	strain	strain	NOUN
fumecheng-12053	134	22	rates	rate	NOUN
fumecheng-12053	134	23	.	.	PUNCT
fumecheng-12053	135	1	however	however	ADV
fumecheng-12053	135	2	,	,	PUNCT
fumecheng-12053	135	3	the	the	DET
fumecheng-12053	135	4	non	non	ADJ
fumecheng-12053	135	5	–	–	PUNCT
fumecheng-12053	135	6	uniformity	uniformity	NOUN
fumecheng-12053	135	7	of	of	ADP
fumecheng-12053	135	8	the	the	DET
fumecheng-12053	135	9	temperature	temperature	NOUN
fumecheng-12053	135	10	field	field	NOUN
fumecheng-12053	135	11	due	due	ADP
fumecheng-12053	135	12	to	to	ADP
fumecheng-12053	135	13	the	the	DET
fumecheng-12053	135	14	non	non	ADJ
fumecheng-12053	135	15	-	-	ADJ
fumecheng-12053	135	16	uniform	uniform	ADJ
fumecheng-12053	135	17	plastic	plastic	ADJ
fumecheng-12053	135	18	deformation	deformation	NOUN
fumecheng-12053	135	19	was	be	AUX
fumecheng-12053	135	20	not	not	PART
fumecheng-12053	135	21	taken	take	VERB
fumecheng-12053	135	22	into	into	ADP
fumecheng-12053	135	23	account	account	NOUN
fumecheng-12053	135	24	and	and	CCONJ
fumecheng-12053	135	25	simplification	simplification	NOUN
fumecheng-12053	135	26	that	that	SCONJ
fumecheng-12053	135	27	the	the	DET
fumecheng-12053	135	28	entire	entire	ADJ
fumecheng-12053	135	29	rve	rve	NOUN
fumecheng-12053	135	30	heats	heat	VERB
fumecheng-12053	135	31	uniformly	uniformly	ADV
fumecheng-12053	135	32	was	be	AUX
fumecheng-12053	135	33	considered	consider	VERB
fumecheng-12053	135	34	.	.	PUNCT
fumecheng-12053	136	1	the	the	DET
fumecheng-12053	136	2	volume	volume	NOUN
fumecheng-12053	136	3	of	of	ADP
fumecheng-12053	136	4	the	the	DET
fumecheng-12053	136	5	rve	rve	PROPN
fumecheng-12053	136	6	was	be	AUX
fumecheng-12053	136	7	simply	simply	ADV
fumecheng-12053	136	8	calculated	calculate	VERB
fumecheng-12053	136	9	based	base	VERB
fumecheng-12053	136	10	on	on	ADP
fumecheng-12053	136	11	its	its	PRON
fumecheng-12053	136	12	dimensions	dimension	NOUN
fumecheng-12053	136	13	(	(	PUNCT
fumecheng-12053	136	14	26x26x26	26x26x26	NOUN
fumecheng-12053	136	15	mm	mm	INTJ
fumecheng-12053	136	16	)	)	PUNCT
fumecheng-12053	136	17	and	and	CCONJ
fumecheng-12053	136	18	corresponds	correspond	VERB
fumecheng-12053	136	19	to	to	ADP
fumecheng-12053	136	20	v	v	NOUN
fumecheng-12053	136	21	=	=	SYM
fumecheng-12053	136	22	1.7576·10−5	1.7576·10−5	NUM
fumecheng-12053	136	23	m3	m3	PROPN
fumecheng-12053	136	24	,	,	PUNCT
fumecheng-12053	136	25	while	while	SCONJ
fumecheng-12053	136	26	the	the	DET
fumecheng-12053	136	27	amount	amount	NOUN
fumecheng-12053	136	28	of	of	ADP
fumecheng-12053	136	29	plastic	plastic	ADJ
fumecheng-12053	136	30	deformation	deformation	NOUN
fumecheng-12053	136	31	was	be	AUX
fumecheng-12053	136	32	obtained	obtain	VERB
fumecheng-12053	136	33	from	from	ADP
fumecheng-12053	136	34	the	the	DET
fumecheng-12053	136	35	fea	fea	PROPN
fumecheng-12053	136	36	simulation	simulation	NOUN
fumecheng-12053	136	37	.	.	PUNCT
fumecheng-12053	137	1	the	the	DET
fumecheng-12053	137	2	mass	mass	ADJ
fumecheng-12053	137	3	density	density	NOUN
fumecheng-12053	137	4	and	and	CCONJ
fumecheng-12053	137	5	specific	specific	ADJ
fumecheng-12053	137	6	heat	heat	NOUN
fumecheng-12053	137	7	capacity	capacity	NOUN
fumecheng-12053	137	8	were	be	AUX
fumecheng-12053	137	9	both	both	PRON
fumecheng-12053	137	10	kept	keep	VERB
fumecheng-12053	137	11	constant	constant	ADJ
fumecheng-12053	137	12	for	for	ADP
fumecheng-12053	137	13	the	the	DET
fumecheng-12053	137	14	dataset	dataset	NOUN
fumecheng-12053	137	15	and	and	CCONJ
fumecheng-12053	137	16	are	be	AUX
fumecheng-12053	137	17	:	:	PUNCT
fumecheng-12053	137	18	cp	cp	PROPN
fumecheng-12053	137	19	=	=	PROPN
fumecheng-12053	137	20	500	500	NUM
fumecheng-12053	137	21	j	j	PROPN
fumecheng-12053	137	22	/	/	SYM
fumecheng-12053	137	23	kg	kg	PROPN
fumecheng-12053	137	24	k	k	PROPN
fumecheng-12053	137	25	and	and	CCONJ
fumecheng-12053	137	26	ρ	ρ	NUM
fumecheng-12053	137	27	=	=	SYM
fumecheng-12053	137	28	2500	2500	NUM
fumecheng-12053	137	29	kg	kg	NOUN
fumecheng-12053	137	30	/	/	SYM
fumecheng-12053	137	31	m3	m3	PROPN
fumecheng-12053	137	32	.	.	PUNCT
fumecheng-12053	138	1	for	for	ADP
fumecheng-12053	138	2	simplicity	simplicity	NOUN
fumecheng-12053	138	3	,	,	PUNCT
fumecheng-12053	138	4	the	the	DET
fumecheng-12053	138	5	same	same	ADJ
fumecheng-12053	138	6	cp	cp	INTJ
fumecheng-12053	138	7	and	and	CCONJ
fumecheng-12053	138	8	ρ	ρ	PROPN
fumecheng-12053	138	9	were	be	AUX
fumecheng-12053	138	10	assumed	assume	VERB
fumecheng-12053	138	11	for	for	ADP
fumecheng-12053	138	12	both	both	DET
fumecheng-12053	138	13	phases	phase	NOUN
fumecheng-12053	138	14	.	.	PUNCT
fumecheng-12053	139	1	even	even	ADV
fumecheng-12053	139	2	though	though	SCONJ
fumecheng-12053	139	3	these	these	DET
fumecheng-12053	139	4	properties	property	NOUN
fumecheng-12053	139	5	were	be	AUX
fumecheng-12053	139	6	kept	keep	VERB
fumecheng-12053	139	7	the	the	DET
fumecheng-12053	139	8	same	same	ADJ
fumecheng-12053	139	9	for	for	ADP
fumecheng-12053	139	10	both	both	DET
fumecheng-12053	139	11	phases	phase	NOUN
fumecheng-12053	139	12	in	in	ADP
fumecheng-12053	139	13	this	this	DET
fumecheng-12053	139	14	study	study	NOUN
fumecheng-12053	139	15	,	,	PUNCT
fumecheng-12053	139	16	it	it	PRON
fumecheng-12053	139	17	should	should	AUX
fumecheng-12053	139	18	not	not	PART
fumecheng-12053	139	19	be	be	AUX
fumecheng-12053	139	20	a	a	DET
fumecheng-12053	139	21	fundamental	fundamental	ADJ
fumecheng-12053	139	22	problem	problem	NOUN
fumecheng-12053	139	23	to	to	PART
fumecheng-12053	139	24	repeat	repeat	VERB
fumecheng-12053	139	25	a	a	DET
fumecheng-12053	139	26	similar	similar	ADJ
fumecheng-12053	139	27	study	study	NOUN
fumecheng-12053	139	28	with	with	ADP
fumecheng-12053	139	29	different	different	ADJ
fumecheng-12053	139	30	proportions	proportion	NOUN
fumecheng-12053	139	31	between	between	ADP
fumecheng-12053	139	32	cp	cp	PROPN
fumecheng-12053	139	33	and	and	CCONJ
fumecheng-12053	139	34	ρ	ρ	PROPN
fumecheng-12053	139	35	.	.	PUNCT
fumecheng-12053	140	1	the	the	DET
fumecheng-12053	140	2	tqc	tqc	PROPN
fumecheng-12053	140	3	β	β	X
fumecheng-12053	140	4	is	be	AUX
fumecheng-12053	140	5	designed	design	VERB
fumecheng-12053	140	6	to	to	PART
fumecheng-12053	140	7	change	change	VERB
fumecheng-12053	140	8	based	base	VERB
fumecheng-12053	140	9	on	on	ADP
fumecheng-12053	140	10	the	the	DET
fumecheng-12053	140	11	level	level	NOUN
fumecheng-12053	140	12	of	of	ADP
fumecheng-12053	140	13	strain	strain	NOUN
fumecheng-12053	140	14	experienced	experience	VERB
fumecheng-12053	140	15	by	by	ADP
fumecheng-12053	140	16	each	each	DET
fumecheng-12053	140	17	rve	rve	NOUN
fumecheng-12053	140	18	in	in	ADP
fumecheng-12053	140	19	the	the	DET
fumecheng-12053	140	20	dataset	dataset	NOUN
fumecheng-12053	140	21	:	:	PUNCT
fumecheng-12053	140	22	𝛽	𝛽	NOUN
fumecheng-12053	140	23	=	=	PUNCT
fumecheng-12053	140	24	𝛽1(18.86𝜀	𝛽1(18.86𝜀	NOUN
fumecheng-12053	140	25	+	+	CCONJ
fumecheng-12053	140	26	1	1	NUM
fumecheng-12053	140	27	)	)	PUNCT
fumecheng-12053	140	28	.	.	PUNCT
fumecheng-12053	141	1	(	(	PUNCT
fumecheng-12053	141	2	2	2	X
fumecheng-12053	141	3	)	)	PUNCT
fumecheng-12053	141	4	the	the	DET
fumecheng-12053	141	5	constant	constant	ADJ
fumecheng-12053	141	6	β1	β1	PROPN
fumecheng-12053	141	7	is	be	AUX
fumecheng-12053	141	8	randomly	randomly	ADV
fumecheng-12053	141	9	chosen	choose	VERB
fumecheng-12053	141	10	between	between	ADP
fumecheng-12053	141	11	0.7	0.7	NUM
fumecheng-12053	141	12	and	and	CCONJ
fumecheng-12053	141	13	0.8	0.8	NUM
fumecheng-12053	141	14	for	for	ADP
fumecheng-12053	141	15	each	each	DET
fumecheng-12053	141	16	rve	rve	PROPN
fumecheng-12053	141	17	.	.	PUNCT
fumecheng-12053	142	1	for	for	ADP
fumecheng-12053	142	2	the	the	DET
fumecheng-12053	142	3	zero	zero	NUM
fumecheng-12053	142	4	-	-	PUNCT
fumecheng-12053	142	5	strain	strain	NOUN
fumecheng-12053	142	6	and	and	CCONJ
fumecheng-12053	142	7	the	the	DET
fumecheng-12053	142	8	maximum	maximum	ADJ
fumecheng-12053	142	9	tensile	tensile	NOUN
fumecheng-12053	142	10	strain	strain	NOUN
fumecheng-12053	142	11	(	(	PUNCT
fumecheng-12053	142	12	0.57	0.57	NUM
fumecheng-12053	142	13	%	%	NOUN
fumecheng-12053	142	14	)	)	PUNCT
fumecheng-12053	142	15	in	in	ADP
fumecheng-12053	142	16	the	the	DET
fumecheng-12053	142	17	direction	direction	NOUN
fumecheng-12053	142	18	of	of	ADP
fumecheng-12053	142	19	the	the	DET
fumecheng-12053	142	20	prescribed	prescribed	ADJ
fumecheng-12053	142	21	displacement	displacement	NOUN
fumecheng-12053	142	22	,	,	PUNCT
fumecheng-12053	142	23	it	it	PRON
fumecheng-12053	142	24	turns	turn	VERB
fumecheng-12053	142	25	out	out	ADP
fumecheng-12053	142	26	that	that	SCONJ
fumecheng-12053	142	27			PROPN
fumecheng-12053	142	28	can	can	AUX
fumecheng-12053	142	29	fall	fall	VERB
fumecheng-12053	142	30	within	within	ADP
fumecheng-12053	142	31	the	the	DET
fumecheng-12053	142	32	range	range	NOUN
fumecheng-12053	142	33	of	of	ADP
fumecheng-12053	142	34	0.7	0.7	NUM
fumecheng-12053	142	35	to	to	PART
fumecheng-12053	142	36	0.886	0.886	NUM
fumecheng-12053	142	37	.	.	PUNCT
fumecheng-12053	143	1	it	it	PRON
fumecheng-12053	143	2	should	should	AUX
fumecheng-12053	143	3	be	be	AUX
fumecheng-12053	143	4	noted	note	VERB
fumecheng-12053	143	5	that	that	SCONJ
fumecheng-12053	143	6	the	the	DET
fumecheng-12053	143	7	eq	eq	NOUN
fumecheng-12053	143	8	.	.	PUNCT
fumecheng-12053	144	1	(	(	PUNCT
fumecheng-12053	144	2	2	2	X
fumecheng-12053	144	3	)	)	PUNCT
fumecheng-12053	144	4	is	be	AUX
fumecheng-12053	144	5	not	not	PART
fumecheng-12053	144	6	an	an	DET
fumecheng-12053	144	7	attempt	attempt	NOUN
fumecheng-12053	144	8	to	to	PART
fumecheng-12053	144	9	physically	physically	ADV
fumecheng-12053	144	10	describe	describe	VERB
fumecheng-12053	144	11	the	the	DET
fumecheng-12053	144	12	real	real	ADJ
fumecheng-12053	144	13	evolution	evolution	NOUN
fumecheng-12053	144	14	of	of	ADP
fumecheng-12053	144	15	the	the	DET
fumecheng-12053	144	16	tqc	tqc	ADJ
fumecheng-12053	144	17	,	,	PUNCT
fumecheng-12053	144	18	but	but	CCONJ
fumecheng-12053	144	19	merely	merely	ADV
fumecheng-12053	144	20	serves	serve	VERB
fumecheng-12053	144	21	to	to	PART
fumecheng-12053	144	22	promote	promote	VERB
fumecheng-12053	144	23	additional	additional	ADJ
fumecheng-12053	144	24	complexity	complexity	NOUN
fumecheng-12053	144	25	in	in	ADP
fumecheng-12053	144	26	the	the	DET
fumecheng-12053	144	27	heat	heat	NOUN
fumecheng-12053	144	28	generation	generation	NOUN
fumecheng-12053	144	29	process	process	NOUN
fumecheng-12053	144	30	while	while	SCONJ
fumecheng-12053	144	31	still	still	ADV
fumecheng-12053	144	32	keeping	keep	VERB
fumecheng-12053	144	33	the	the	DET
fumecheng-12053	144	34	tqc	tqc	NOUN
fumecheng-12053	144	35	within	within	ADP
fumecheng-12053	144	36	reasonable	reasonable	ADJ
fumecheng-12053	144	37	limits	limit	NOUN
fumecheng-12053	144	38	for	for	ADP
fumecheng-12053	144	39	some	some	DET
fumecheng-12053	144	40	widely	widely	ADV
fumecheng-12053	144	41	used	use	VERB
fumecheng-12053	144	42	construction	construction	NOUN
fumecheng-12053	144	43	materials	material	NOUN
fumecheng-12053	144	44	.	.	PUNCT
fumecheng-12053	145	1	694	694	NUM
fumecheng-12053	145	2	f.	f.	PROPN
fumecheng-12053	145	3	nikolić	nikolić	PROPN
fumecheng-12053	145	4	,	,	PUNCT
fumecheng-12053	145	5	m.	m.	NOUN
fumecheng-12053	145	6	čanađija	čanađija	VERB
fumecheng-12053	145	7	2.2	2.2	NUM
fumecheng-12053	145	8	overview	overview	NOUN
fumecheng-12053	145	9	of	of	ADP
fumecheng-12053	145	10	the	the	DET
fumecheng-12053	145	11	ml	ml	PROPN
fumecheng-12053	145	12	model	model	NOUN
fumecheng-12053	145	13	in	in	ADP
fumecheng-12053	145	14	general	general	ADJ
fumecheng-12053	145	15	,	,	PUNCT
fumecheng-12053	145	16	ml	ml	ADP
fumecheng-12053	145	17	algorithms	algorithm	NOUN
fumecheng-12053	145	18	can	can	AUX
fumecheng-12053	145	19	be	be	AUX
fumecheng-12053	145	20	divided	divide	VERB
fumecheng-12053	145	21	into	into	ADP
fumecheng-12053	145	22	two	two	NUM
fumecheng-12053	145	23	main	main	ADJ
fumecheng-12053	145	24	groups	group	NOUN
fumecheng-12053	145	25	:	:	PUNCT
fumecheng-12053	145	26	shallow	shallow	ADJ
fumecheng-12053	145	27	learning	learning	NOUN
fumecheng-12053	145	28	(	(	PUNCT
fumecheng-12053	145	29	e.g.	e.g.	ADV
fumecheng-12053	145	30	,	,	PUNCT
fumecheng-12053	145	31	smaller	small	ADJ
fumecheng-12053	145	32	artificial	artificial	ADJ
fumecheng-12053	145	33	neural	neural	ADJ
fumecheng-12053	145	34	networks	network	NOUN
fumecheng-12053	145	35	,	,	PUNCT
fumecheng-12053	145	36	vector	vector	NOUN
fumecheng-12053	145	37	machine	machine	NOUN
fumecheng-12053	145	38	,	,	PUNCT
fumecheng-12053	145	39	decision	decision	NOUN
fumecheng-12053	145	40	tree	tree	NOUN
fumecheng-12053	145	41	,	,	PUNCT
fumecheng-12053	145	42	and	and	CCONJ
fumecheng-12053	145	43	others	other	NOUN
fumecheng-12053	145	44	)	)	PUNCT
fumecheng-12053	145	45	and	and	CCONJ
fumecheng-12053	145	46	deep	deep	ADJ
fumecheng-12053	145	47	learning	learning	NOUN
fumecheng-12053	145	48	(	(	PUNCT
fumecheng-12053	145	49	dl	dl	NOUN
fumecheng-12053	145	50	)	)	PUNCT
fumecheng-12053	145	51	(	(	PUNCT
fumecheng-12053	145	52	e.g.	e.g.	ADV
fumecheng-12053	145	53	,	,	PUNCT
fumecheng-12053	145	54	recurrent	recurrent	ADJ
fumecheng-12053	145	55	neural	neural	ADJ
fumecheng-12053	145	56	networks	network	NOUN
fumecheng-12053	145	57	,	,	PUNCT
fumecheng-12053	145	58	deep	deep	ADJ
fumecheng-12053	145	59	belief	belief	NOUN
fumecheng-12053	145	60	networks	network	NOUN
fumecheng-12053	145	61	,	,	PUNCT
fumecheng-12053	145	62	cnn	cnn	PROPN
fumecheng-12053	145	63	,	,	PUNCT
fumecheng-12053	145	64	and	and	CCONJ
fumecheng-12053	145	65	others	other	NOUN
fumecheng-12053	145	66	)	)	PUNCT
fumecheng-12053	146	1	[	[	X
fumecheng-12053	146	2	37	37	NUM
fumecheng-12053	146	3	]	]	PUNCT
fumecheng-12053	146	4	.	.	PUNCT
fumecheng-12053	147	1	many	many	ADJ
fumecheng-12053	147	2	authors	author	NOUN
fumecheng-12053	147	3	have	have	AUX
fumecheng-12053	147	4	shown	show	VERB
fumecheng-12053	147	5	that	that	PRON
fumecheng-12053	147	6	complex	complex	ADJ
fumecheng-12053	147	7	dl	dl	PROPN
fumecheng-12053	147	8	algorithms	algorithm	NOUN
fumecheng-12053	147	9	typically	typically	ADV
fumecheng-12053	147	10	produce	produce	VERB
fumecheng-12053	147	11	better	well	ADJ
fumecheng-12053	147	12	results	result	NOUN
fumecheng-12053	147	13	[	[	X
fumecheng-12053	147	14	11–15	11–15	NUM
fumecheng-12053	147	15	,	,	PUNCT
fumecheng-12053	147	16	20	20	NUM
fumecheng-12053	147	17	,	,	PUNCT
fumecheng-12053	147	18	38–43	38–43	NUM
fumecheng-12053	147	19	]	]	PUNCT
fumecheng-12053	147	20	.	.	PUNCT
fumecheng-12053	148	1	however	however	ADV
fumecheng-12053	148	2	,	,	PUNCT
fumecheng-12053	148	3	determining	determine	VERB
fumecheng-12053	148	4	the	the	DET
fumecheng-12053	148	5	optimal	optimal	ADJ
fumecheng-12053	148	6	balance	balance	NOUN
fumecheng-12053	148	7	between	between	ADP
fumecheng-12053	148	8	computational	computational	ADJ
fumecheng-12053	148	9	resources	resource	NOUN
fumecheng-12053	148	10	and	and	CCONJ
fumecheng-12053	148	11	desired	desire	VERB
fumecheng-12053	148	12	precision	precision	NOUN
fumecheng-12053	148	13	remains	remain	VERB
fumecheng-12053	148	14	an	an	DET
fumecheng-12053	148	15	open	open	ADJ
fumecheng-12053	148	16	issue	issue	NOUN
fumecheng-12053	148	17	.	.	PUNCT
fumecheng-12053	149	1	the	the	DET
fumecheng-12053	149	2	ml	ml	PROPN
fumecheng-12053	149	3	model	model	NOUN
fumecheng-12053	149	4	used	use	VERB
fumecheng-12053	149	5	in	in	ADP
fumecheng-12053	149	6	the	the	DET
fumecheng-12053	149	7	present	present	ADJ
fumecheng-12053	149	8	study	study	NOUN
fumecheng-12053	149	9	is	be	AUX
fumecheng-12053	149	10	a	a	DET
fumecheng-12053	149	11	complex	complex	ADJ
fumecheng-12053	149	12	3d	3d	NUM
fumecheng-12053	149	13	-	-	PUNCT
fumecheng-12053	149	14	cnn	cnn	NOUN
fumecheng-12053	149	15	that	that	PRON
fumecheng-12053	149	16	considers	consider	VERB
fumecheng-12053	149	17	input	input	NOUN
fumecheng-12053	149	18	in	in	ADP
fumecheng-12053	149	19	the	the	DET
fumecheng-12053	149	20	form	form	NOUN
fumecheng-12053	149	21	of	of	ADP
fumecheng-12053	149	22	a	a	DET
fumecheng-12053	149	23	26x26x26	26x26x26	NOUN
fumecheng-12053	149	24	matrix	matrix	NOUN
fumecheng-12053	149	25	.	.	PUNCT
fumecheng-12053	150	1	the	the	DET
fumecheng-12053	150	2	matrix	matrix	NOUN
fumecheng-12053	150	3	contains	contain	VERB
fumecheng-12053	150	4	information	information	NOUN
fumecheng-12053	150	5	about	about	ADP
fumecheng-12053	150	6	the	the	DET
fumecheng-12053	150	7	arrangement	arrangement	NOUN
fumecheng-12053	150	8	of	of	ADP
fumecheng-12053	150	9	the	the	DET
fumecheng-12053	150	10	hard	hard	ADJ
fumecheng-12053	150	11	and	and	CCONJ
fumecheng-12053	150	12	soft	soft	ADJ
fumecheng-12053	150	13	phases	phase	NOUN
fumecheng-12053	150	14	of	of	ADP
fumecheng-12053	150	15	the	the	DET
fumecheng-12053	150	16	microstructure	microstructure	NOUN
fumecheng-12053	150	17	as	as	ADV
fumecheng-12053	150	18	well	well	ADV
fumecheng-12053	150	19	as	as	ADP
fumecheng-12053	150	20	the	the	DET
fumecheng-12053	150	21	tqc	tqc	ADJ
fumecheng-12053	150	22	value	value	NOUN
fumecheng-12053	150	23	.	.	PUNCT
fumecheng-12053	151	1	the	the	DET
fumecheng-12053	151	2	initial	initial	ADJ
fumecheng-12053	151	3	tqc	tqc	ADJ
fumecheng-12053	151	4	value	value	NOUN
fumecheng-12053	151	5	was	be	AUX
fumecheng-12053	151	6	used	use	VERB
fumecheng-12053	151	7	to	to	PART
fumecheng-12053	151	8	create	create	VERB
fumecheng-12053	151	9	the	the	DET
fumecheng-12053	151	10	matrix	matrix	NOUN
fumecheng-12053	151	11	as	as	SCONJ
fumecheng-12053	151	12	explained	explain	VERB
fumecheng-12053	151	13	in	in	ADP
fumecheng-12053	151	14	the	the	DET
fumecheng-12053	151	15	previous	previous	ADJ
fumecheng-12053	151	16	subsection	subsection	NOUN
fumecheng-12053	151	17	.	.	PUNCT
fumecheng-12053	152	1	the	the	DET
fumecheng-12053	152	2	initial	initial	ADJ
fumecheng-12053	152	3	matrix	matrix	NOUN
fumecheng-12053	152	4	consists	consist	VERB
fumecheng-12053	152	5	of	of	ADP
fumecheng-12053	152	6	zeros	zero	NOUN
fumecheng-12053	152	7	(	(	PUNCT
fumecheng-12053	152	8	soft	soft	ADJ
fumecheng-12053	152	9	phase	phase	NOUN
fumecheng-12053	152	10	)	)	PUNCT
fumecheng-12053	152	11	and	and	CCONJ
fumecheng-12053	152	12	tqc	tqc	ADJ
fumecheng-12053	152	13	(	(	PUNCT
fumecheng-12053	152	14	hard	hard	ADJ
fumecheng-12053	152	15	phase	phase	NOUN
fumecheng-12053	152	16	)	)	PUNCT
fumecheng-12053	152	17	.	.	PUNCT
fumecheng-12053	153	1	including	include	VERB
fumecheng-12053	153	2	the	the	DET
fumecheng-12053	153	3	tqc	tqc	ADJ
fumecheng-12053	153	4	value	value	NOUN
fumecheng-12053	153	5	in	in	ADP
fumecheng-12053	153	6	this	this	DET
fumecheng-12053	153	7	manner	manner	NOUN
fumecheng-12053	153	8	is	be	AUX
fumecheng-12053	153	9	a	a	DET
fumecheng-12053	153	10	convenient	convenient	ADJ
fumecheng-12053	153	11	way	way	NOUN
fumecheng-12053	153	12	to	to	PART
fumecheng-12053	153	13	pass	pass	VERB
fumecheng-12053	153	14	information	information	NOUN
fumecheng-12053	153	15	about	about	ADP
fumecheng-12053	153	16	the	the	DET
fumecheng-12053	153	17	tqc	tqc	ADJ
fumecheng-12053	153	18	value	value	NOUN
fumecheng-12053	153	19	to	to	ADP
fumecheng-12053	153	20	the	the	DET
fumecheng-12053	153	21	ml	ml	PROPN
fumecheng-12053	153	22	model	model	NOUN
fumecheng-12053	153	23	and	and	CCONJ
fumecheng-12053	153	24	simultaneously	simultaneously	ADV
fumecheng-12053	153	25	define	define	VERB
fumecheng-12053	153	26	the	the	DET
fumecheng-12053	153	27	distribution	distribution	NOUN
fumecheng-12053	153	28	of	of	ADP
fumecheng-12053	153	29	the	the	DET
fumecheng-12053	153	30	hard	hard	ADJ
fumecheng-12053	153	31	phase	phase	NOUN
fumecheng-12053	153	32	.	.	PUNCT
fumecheng-12053	154	1	thus	thus	ADV
fumecheng-12053	154	2	,	,	PUNCT
fumecheng-12053	154	3	the	the	DET
fumecheng-12053	154	4	tqc	tqc	ADJ
fumecheng-12053	154	5	value	value	NOUN
fumecheng-12053	154	6	is	be	AUX
fumecheng-12053	154	7	directly	directly	ADV
fumecheng-12053	154	8	included	include	VERB
fumecheng-12053	154	9	in	in	ADP
fumecheng-12053	154	10	the	the	DET
fumecheng-12053	154	11	cnn	cnn	PROPN
fumecheng-12053	154	12	.	.	PUNCT
fumecheng-12053	155	1	otherwise	otherwise	ADV
fumecheng-12053	155	2	,	,	PUNCT
fumecheng-12053	155	3	the	the	DET
fumecheng-12053	155	4	cnn	cnn	PROPN
fumecheng-12053	155	5	should	should	AUX
fumecheng-12053	155	6	be	be	AUX
fumecheng-12053	155	7	considered	consider	VERB
fumecheng-12053	155	8	as	as	ADP
fumecheng-12053	155	9	a	a	DET
fumecheng-12053	155	10	multiple	multiple	ADJ
fumecheng-12053	155	11	–	–	PUNCT
fumecheng-12053	155	12	input	input	NOUN
fumecheng-12053	155	13	(	(	PUNCT
fumecheng-12053	155	14	i.e.	i.e.	X
fumecheng-12053	155	15	,	,	PUNCT
fumecheng-12053	155	16	information	information	NOUN
fumecheng-12053	155	17	about	about	ADP
fumecheng-12053	155	18	the	the	DET
fumecheng-12053	155	19	phase	phase	NOUN
fumecheng-12053	155	20	arrangement	arrangement	NOUN
fumecheng-12053	155	21	and	and	CCONJ
fumecheng-12053	155	22	the	the	DET
fumecheng-12053	155	23	tqc	tqc	ADJ
fumecheng-12053	155	24	value	value	NOUN
fumecheng-12053	155	25	)	)	PUNCT
fumecheng-12053	155	26	,	,	PUNCT
fumecheng-12053	155	27	which	which	PRON
fumecheng-12053	155	28	is	be	AUX
fumecheng-12053	155	29	more	more	ADV
fumecheng-12053	155	30	computationally	computationally	ADV
fumecheng-12053	155	31	intensive	intensive	ADJ
fumecheng-12053	155	32	.	.	PUNCT
fumecheng-12053	156	1	therefore	therefore	ADV
fumecheng-12053	156	2	,	,	PUNCT
fumecheng-12053	156	3	the	the	DET
fumecheng-12053	156	4	ml	ml	PROPN
fumecheng-12053	156	5	model	model	NOUN
fumecheng-12053	156	6	captures	capture	VERB
fumecheng-12053	156	7	any	any	DET
fumecheng-12053	156	8	arrangement	arrangement	NOUN
fumecheng-12053	156	9	of	of	ADP
fumecheng-12053	156	10	phases	phase	NOUN
fumecheng-12053	156	11	in	in	ADP
fumecheng-12053	156	12	the	the	DET
fumecheng-12053	156	13	rve	rve	PROPN
fumecheng-12053	156	14	and	and	CCONJ
fumecheng-12053	156	15	can	can	AUX
fumecheng-12053	156	16	be	be	AUX
fumecheng-12053	156	17	used	use	VERB
fumecheng-12053	156	18	for	for	ADP
fumecheng-12053	156	19	the	the	DET
fumecheng-12053	156	20	same	same	ADJ
fumecheng-12053	156	21	purpose	purpose	NOUN
fumecheng-12053	156	22	as	as	ADP
fumecheng-12053	156	23	the	the	DET
fumecheng-12053	156	24	macroscopic	macroscopic	ADJ
fumecheng-12053	156	25	uniaxial	uniaxial	ADJ
fumecheng-12053	156	26	tensile	tensile	NOUN
fumecheng-12053	156	27	test	test	NOUN
fumecheng-12053	156	28	.	.	PUNCT
fumecheng-12053	157	1	since	since	SCONJ
fumecheng-12053	157	2	the	the	DET
fumecheng-12053	157	3	model	model	NOUN
fumecheng-12053	157	4	was	be	AUX
fumecheng-12053	157	5	trained	train	VERB
fumecheng-12053	157	6	using	use	VERB
fumecheng-12053	157	7	data	datum	NOUN
fumecheng-12053	157	8	obtained	obtain	VERB
fumecheng-12053	157	9	from	from	ADP
fumecheng-12053	157	10	the	the	DET
fumecheng-12053	157	11	uniaxial	uniaxial	ADJ
fumecheng-12053	157	12	tensile	tensile	NOUN
fumecheng-12053	157	13	test	test	NOUN
fumecheng-12053	157	14	,	,	PUNCT
fumecheng-12053	157	15	application	application	NOUN
fumecheng-12053	157	16	to	to	ADP
fumecheng-12053	157	17	other	other	ADJ
fumecheng-12053	157	18	boundary	boundary	ADJ
fumecheng-12053	157	19	conditions	condition	NOUN
fumecheng-12053	157	20	should	should	AUX
fumecheng-12053	157	21	be	be	AUX
fumecheng-12053	157	22	possible	possible	ADJ
fumecheng-12053	157	23	,	,	PUNCT
fumecheng-12053	157	24	but	but	CCONJ
fumecheng-12053	157	25	an	an	DET
fumecheng-12053	157	26	initial	initial	ADJ
fumecheng-12053	157	27	verification	verification	NOUN
fumecheng-12053	157	28	on	on	ADP
fumecheng-12053	157	29	some	some	DET
fumecheng-12053	157	30	test	test	NOUN
fumecheng-12053	157	31	examples	example	NOUN
fumecheng-12053	157	32	is	be	AUX
fumecheng-12053	157	33	recommended	recommend	VERB
fumecheng-12053	157	34	.	.	PUNCT
fumecheng-12053	158	1	it	it	PRON
fumecheng-12053	158	2	should	should	AUX
fumecheng-12053	158	3	be	be	AUX
fumecheng-12053	158	4	noted	note	VERB
fumecheng-12053	158	5	that	that	SCONJ
fumecheng-12053	158	6	only	only	ADV
fumecheng-12053	158	7	the	the	DET
fumecheng-12053	158	8	results	result	NOUN
fumecheng-12053	158	9	corresponding	correspond	VERB
fumecheng-12053	158	10	to	to	ADP
fumecheng-12053	158	11	ε	ε	PROPN
fumecheng-12053	158	12	greater	great	ADJ
fumecheng-12053	158	13	than	than	ADP
fumecheng-12053	158	14	0.00228	0.00228	NUM
fumecheng-12053	158	15	were	be	AUX
fumecheng-12053	158	16	used	use	VERB
fumecheng-12053	158	17	for	for	ADP
fumecheng-12053	158	18	training	training	NOUN
fumecheng-12053	158	19	.	.	PUNCT
fumecheng-12053	159	1	this	this	DET
fumecheng-12053	159	2	threshold	threshold	NOUN
fumecheng-12053	159	3	corresponds	correspond	VERB
fumecheng-12053	159	4	to	to	ADP
fumecheng-12053	159	5	the	the	DET
fumecheng-12053	159	6	last	last	ADJ
fumecheng-12053	159	7	12	12	NUM
fumecheng-12053	159	8	increments	increment	NOUN
fumecheng-12053	159	9	,	,	PUNCT
fumecheng-12053	159	10	while	while	SCONJ
fumecheng-12053	159	11	the	the	DET
fumecheng-12053	159	12	first	first	ADJ
fumecheng-12053	159	13	8	8	NUM
fumecheng-12053	159	14	increments	increment	NOUN
fumecheng-12053	159	15	were	be	AUX
fumecheng-12053	159	16	not	not	PART
fumecheng-12053	159	17	used	use	VERB
fumecheng-12053	159	18	.	.	PUNCT
fumecheng-12053	160	1	up	up	ADP
fumecheng-12053	160	2	to	to	ADP
fumecheng-12053	160	3	ε	ε	PROPN
fumecheng-12053	160	4	of	of	ADP
fumecheng-12053	160	5	0.00228	0.00228	NUM
fumecheng-12053	160	6	,	,	PUNCT
fumecheng-12053	160	7	the	the	DET
fumecheng-12053	160	8	plastic	plastic	ADJ
fumecheng-12053	160	9	strain	strain	NOUN
fumecheng-12053	160	10	is	be	AUX
fumecheng-12053	160	11	very	very	ADV
fumecheng-12053	160	12	low	low	ADJ
fumecheng-12053	160	13	and	and	CCONJ
fumecheng-12053	160	14	only	only	ADV
fumecheng-12053	160	15	occurs	occur	VERB
fumecheng-12053	160	16	due	due	ADJ
fumecheng-12053	160	17	to	to	ADP
fumecheng-12053	160	18	some	some	DET
fumecheng-12053	160	19	stress	stress	NOUN
fumecheng-12053	160	20	concentration	concentration	NOUN
fumecheng-12053	160	21	at	at	ADP
fumecheng-12053	160	22	the	the	DET
fumecheng-12053	160	23	interface	interface	NOUN
fumecheng-12053	160	24	between	between	ADP
fumecheng-12053	160	25	the	the	DET
fumecheng-12053	160	26	soft	soft	ADJ
fumecheng-12053	160	27	and	and	CCONJ
fumecheng-12053	160	28	hard	hard	ADJ
fumecheng-12053	160	29	phase	phase	NOUN
fumecheng-12053	160	30	.	.	PUNCT
fumecheng-12053	161	1	therefore	therefore	ADV
fumecheng-12053	161	2	,	,	PUNCT
fumecheng-12053	161	3	the	the	DET
fumecheng-12053	161	4	heat	heat	NOUN
fumecheng-12053	161	5	generation	generation	NOUN
fumecheng-12053	161	6	is	be	AUX
fumecheng-12053	161	7	also	also	ADV
fumecheng-12053	161	8	very	very	ADV
fumecheng-12053	161	9	low	low	ADJ
fumecheng-12053	161	10	in	in	ADP
fumecheng-12053	161	11	contrast	contrast	NOUN
fumecheng-12053	161	12	to	to	ADP
fumecheng-12053	161	13	the	the	DET
fumecheng-12053	161	14	part	part	NOUN
fumecheng-12053	161	15	of	of	ADP
fumecheng-12053	161	16	the	the	DET
fumecheng-12053	161	17	curve	curve	NOUN
fumecheng-12053	161	18	that	that	PRON
fumecheng-12053	161	19	includes	include	VERB
fumecheng-12053	161	20	ε	ε	PROPN
fumecheng-12053	161	21	above	above	ADP
fumecheng-12053	161	22	0.00228	0.00228	NUM
fumecheng-12053	161	23	.	.	PUNCT
fumecheng-12053	162	1	as	as	ADP
fumecheng-12053	162	2	a	a	DET
fumecheng-12053	162	3	consequence	consequence	NOUN
fumecheng-12053	162	4	,	,	PUNCT
fumecheng-12053	162	5	the	the	DET
fumecheng-12053	162	6	temperature	temperature	NOUN
fumecheng-12053	162	7	increase	increase	NOUN
fumecheng-12053	162	8	within	within	ADP
fumecheng-12053	162	9	the	the	DET
fumecheng-12053	162	10	first	first	ADJ
fumecheng-12053	162	11	8	8	NUM
fumecheng-12053	162	12	points	point	NOUN
fumecheng-12053	162	13	is	be	AUX
fumecheng-12053	162	14	negligible	negligible	ADJ
fumecheng-12053	162	15	in	in	ADP
fumecheng-12053	162	16	contrast	contrast	NOUN
fumecheng-12053	162	17	to	to	ADP
fumecheng-12053	162	18	the	the	DET
fumecheng-12053	162	19	temperature	temperature	NOUN
fumecheng-12053	162	20	increase	increase	NOUN
fumecheng-12053	162	21	within	within	ADP
fumecheng-12053	162	22	the	the	DET
fumecheng-12053	162	23	following	follow	VERB
fumecheng-12053	162	24	12	12	NUM
fumecheng-12053	162	25	points	point	NOUN
fumecheng-12053	162	26	.	.	PUNCT
fumecheng-12053	163	1	thus	thus	ADV
fumecheng-12053	163	2	,	,	PUNCT
fumecheng-12053	163	3	excluding	exclude	VERB
fumecheng-12053	163	4	the	the	DET
fumecheng-12053	163	5	first	first	ADJ
fumecheng-12053	163	6	8	8	NUM
fumecheng-12053	163	7	points	point	NOUN
fumecheng-12053	163	8	of	of	ADP
fumecheng-12053	163	9	the	the	DET
fumecheng-12053	163	10	curve	curve	NOUN
fumecheng-12053	163	11	from	from	ADP
fumecheng-12053	163	12	the	the	DET
fumecheng-12053	163	13	learning	learning	NOUN
fumecheng-12053	163	14	process	process	NOUN
fumecheng-12053	163	15	,	,	PUNCT
fumecheng-12053	163	16	allows	allow	VERB
fumecheng-12053	163	17	the	the	DET
fumecheng-12053	163	18	cnn	cnn	PROPN
fumecheng-12053	163	19	to	to	PART
fumecheng-12053	163	20	be	be	AUX
fumecheng-12053	163	21	much	much	ADV
fumecheng-12053	163	22	simpler	simple	ADJ
fumecheng-12053	163	23	and	and	CCONJ
fumecheng-12053	163	24	computationally	computationally	ADV
fumecheng-12053	163	25	more	more	ADV
fumecheng-12053	163	26	efficient	efficient	ADJ
fumecheng-12053	163	27	,	,	PUNCT
fumecheng-12053	163	28	while	while	SCONJ
fumecheng-12053	163	29	the	the	DET
fumecheng-12053	163	30	loss	loss	NOUN
fumecheng-12053	163	31	of	of	ADP
fumecheng-12053	163	32	accuracy	accuracy	NOUN
fumecheng-12053	163	33	is	be	AUX
fumecheng-12053	163	34	minimal	minimal	ADJ
fumecheng-12053	163	35	.	.	PUNCT
fumecheng-12053	164	1	additionally	additionally	ADV
fumecheng-12053	164	2	,	,	PUNCT
fumecheng-12053	164	3	several	several	ADJ
fumecheng-12053	164	4	alternative	alternative	ADJ
fumecheng-12053	164	5	cnn	cnn	PROPN
fumecheng-12053	164	6	configurations	configuration	NOUN
fumecheng-12053	164	7	are	be	AUX
fumecheng-12053	164	8	examined	examine	VERB
fumecheng-12053	164	9	to	to	PART
fumecheng-12053	164	10	compare	compare	VERB
fumecheng-12053	164	11	the	the	DET
fumecheng-12053	164	12	performance	performance	NOUN
fumecheng-12053	164	13	of	of	ADP
fumecheng-12053	164	14	the	the	DET
fumecheng-12053	164	15	different	different	ADJ
fumecheng-12053	164	16	model	model	NOUN
fumecheng-12053	164	17	structures	structure	NOUN
fumecheng-12053	164	18	.	.	PUNCT
fumecheng-12053	165	1	while	while	SCONJ
fumecheng-12053	165	2	numerous	numerous	ADJ
fumecheng-12053	165	3	experiments	experiment	NOUN
fumecheng-12053	165	4	have	have	AUX
fumecheng-12053	165	5	been	be	AUX
fumecheng-12053	165	6	conducted	conduct	VERB
fumecheng-12053	165	7	with	with	ADP
fumecheng-12053	165	8	different	different	ADJ
fumecheng-12053	165	9	cnn	cnn	PROPN
fumecheng-12053	165	10	configurations	configuration	NOUN
fumecheng-12053	165	11	to	to	PART
fumecheng-12053	165	12	determine	determine	VERB
fumecheng-12053	165	13	the	the	DET
fumecheng-12053	165	14	best	good	ADJ
fumecheng-12053	165	15	performing	perform	VERB
fumecheng-12053	165	16	one	one	NUM
fumecheng-12053	165	17	,	,	PUNCT
fumecheng-12053	165	18	the	the	DET
fumecheng-12053	165	19	focus	focus	NOUN
fumecheng-12053	165	20	here	here	ADV
fumecheng-12053	165	21	is	be	AUX
fumecheng-12053	165	22	limited	limit	VERB
fumecheng-12053	165	23	to	to	ADP
fumecheng-12053	165	24	six	six	NUM
fumecheng-12053	165	25	distinct	distinct	ADJ
fumecheng-12053	165	26	cnns	cnn	NOUN
fumecheng-12053	165	27	.	.	PUNCT
fumecheng-12053	166	1	the	the	DET
fumecheng-12053	166	2	six	six	NUM
fumecheng-12053	166	3	distinct	distinct	ADJ
fumecheng-12053	166	4	cnn	cnn	PROPN
fumecheng-12053	166	5	models	model	NOUN
fumecheng-12053	166	6	were	be	AUX
fumecheng-12053	166	7	tested	test	VERB
fumecheng-12053	166	8	on	on	ADP
fumecheng-12053	166	9	the	the	DET
fumecheng-12053	166	10	same	same	ADJ
fumecheng-12053	166	11	test	test	NOUN
fumecheng-12053	166	12	dataset	dataset	NOUN
fumecheng-12053	166	13	,	,	PUNCT
fumecheng-12053	166	14	and	and	CCONJ
fumecheng-12053	166	15	their	their	PRON
fumecheng-12053	166	16	respective	respective	ADJ
fumecheng-12053	166	17	performance	performance	NOUN
fumecheng-12053	166	18	results	result	NOUN
fumecheng-12053	166	19	are	be	AUX
fumecheng-12053	166	20	subsequently	subsequently	ADV
fumecheng-12053	166	21	presented	present	VERB
fumecheng-12053	166	22	.	.	PUNCT
fumecheng-12053	167	1	the	the	DET
fumecheng-12053	167	2	performance	performance	NOUN
fumecheng-12053	167	3	analysis	analysis	NOUN
fumecheng-12053	167	4	was	be	AUX
fumecheng-12053	167	5	concentrated	concentrate	VERB
fumecheng-12053	167	6	on	on	ADP
fumecheng-12053	167	7	the	the	DET
fumecheng-12053	167	8	maximum	maximum	ADJ
fumecheng-12053	167	9	global	global	ADJ
fumecheng-12053	167	10	prediction	prediction	NOUN
fumecheng-12053	167	11	error	error	NOUN
fumecheng-12053	167	12	,	,	PUNCT
fumecheng-12053	167	13	mean	mean	NOUN
fumecheng-12053	168	1	squared	square	VERB
fumecheng-12053	168	2	error	error	NOUN
fumecheng-12053	168	3	(	(	PUNCT
fumecheng-12053	168	4	mse	mse	NOUN
fumecheng-12053	168	5	)	)	PUNCT
fumecheng-12053	168	6	,	,	PUNCT
fumecheng-12053	168	7	and	and	CCONJ
fumecheng-12053	168	8	root	root	NOUN
fumecheng-12053	168	9	mean	mean	VERB
fumecheng-12053	168	10	squared	square	VERB
fumecheng-12053	168	11	error	error	NOUN
fumecheng-12053	168	12	(	(	PUNCT
fumecheng-12053	168	13	rmse	rmse	ADJ
fumecheng-12053	168	14	)	)	PUNCT
fumecheng-12053	168	15	metrics	metric	NOUN
fumecheng-12053	168	16	,	,	PUNCT
fumecheng-12053	168	17	tab	tab	NOUN
fumecheng-12053	168	18	.	.	PUNCT
fumecheng-12053	169	1	1	1	X
fumecheng-12053	169	2	.	.	X
fumecheng-12053	169	3	it	it	PRON
fumecheng-12053	169	4	should	should	AUX
fumecheng-12053	169	5	be	be	AUX
fumecheng-12053	169	6	noted	note	VERB
fumecheng-12053	169	7	that	that	SCONJ
fumecheng-12053	169	8	all	all	DET
fumecheng-12053	169	9	strain	strain	VERB
fumecheng-12053	169	10	increments	increment	NOUN
fumecheng-12053	169	11	were	be	AUX
fumecheng-12053	169	12	used	use	VERB
fumecheng-12053	169	13	to	to	PART
fumecheng-12053	169	14	evaluate	evaluate	VERB
fumecheng-12053	169	15	the	the	DET
fumecheng-12053	169	16	results	result	NOUN
fumecheng-12053	169	17	.	.	PUNCT
fumecheng-12053	170	1	according	accord	VERB
fumecheng-12053	170	2	to	to	ADP
fumecheng-12053	170	3	the	the	DET
fumecheng-12053	170	4	tab	tab	NOUN
fumecheng-12053	170	5	.	.	PUNCT
fumecheng-12053	170	6	1	1	NUM
fumecheng-12053	170	7	,	,	PUNCT
fumecheng-12053	170	8	it	it	PRON
fumecheng-12053	170	9	can	can	AUX
fumecheng-12053	170	10	be	be	AUX
fumecheng-12053	170	11	concluded	conclude	VERB
fumecheng-12053	170	12	that	that	SCONJ
fumecheng-12053	170	13	cnn1	cnn1	PROPN
fumecheng-12053	170	14	is	be	AUX
fumecheng-12053	170	15	the	the	DET
fumecheng-12053	170	16	best	good	ADJ
fumecheng-12053	170	17	performing	performing	NOUN
fumecheng-12053	170	18	model	model	NOUN
fumecheng-12053	170	19	and	and	CCONJ
fumecheng-12053	170	20	was	be	AUX
fumecheng-12053	170	21	selected	select	VERB
fumecheng-12053	170	22	for	for	ADP
fumecheng-12053	170	23	the	the	DET
fumecheng-12053	170	24	task	task	NOUN
fumecheng-12053	170	25	at	at	ADP
fumecheng-12053	170	26	hand	hand	NOUN
fumecheng-12053	170	27	.	.	PUNCT
fumecheng-12053	171	1	a	a	DET
fumecheng-12053	171	2	brief	brief	ADJ
fumecheng-12053	171	3	comparison	comparison	NOUN
fumecheng-12053	171	4	of	of	ADP
fumecheng-12053	171	5	the	the	DET
fumecheng-12053	171	6	performances	performance	NOUN
fumecheng-12053	171	7	of	of	ADP
fumecheng-12053	171	8	the	the	DET
fumecheng-12053	171	9	different	different	ADJ
fumecheng-12053	171	10	cnns	cnn	NOUN
fumecheng-12053	171	11	is	be	AUX
fumecheng-12053	171	12	presented	present	VERB
fumecheng-12053	171	13	in	in	ADP
fumecheng-12053	171	14	the	the	DET
fumecheng-12053	171	15	results	result	NOUN
fumecheng-12053	171	16	and	and	CCONJ
fumecheng-12053	171	17	discussion	discussion	NOUN
fumecheng-12053	171	18	section	section	NOUN
fumecheng-12053	171	19	.	.	PUNCT
fumecheng-12053	172	1	cnn1	cnn1	PROPN
fumecheng-12053	172	2	was	be	AUX
fumecheng-12053	172	3	constructed	construct	VERB
fumecheng-12053	172	4	using	use	VERB
fumecheng-12053	172	5	two	two	NUM
fumecheng-12053	172	6	blocks	block	NOUN
fumecheng-12053	172	7	built	build	VERB
fumecheng-12053	172	8	with	with	ADP
fumecheng-12053	172	9	3d	3d	ADJ
fumecheng-12053	172	10	convolutional	convolutional	ADJ
fumecheng-12053	172	11	layers	layer	NOUN
fumecheng-12053	172	12	.	.	PUNCT
fumecheng-12053	173	1	each	each	DET
fumecheng-12053	173	2	convolution	convolution	NOUN
fumecheng-12053	173	3	block	block	NOUN
fumecheng-12053	173	4	follows	follow	VERB
fumecheng-12053	173	5	a	a	DET
fumecheng-12053	173	6	parametric	parametric	ADJ
fumecheng-12053	173	7	rectified	rectify	VERB
fumecheng-12053	173	8	linear	linear	NOUN
fumecheng-12053	173	9	unit	unit	NOUN
fumecheng-12053	173	10	(	(	PUNCT
fumecheng-12053	173	11	prelu	prelu	NOUN
fumecheng-12053	173	12	)	)	PUNCT
fumecheng-12053	173	13	activation	activation	NOUN
fumecheng-12053	173	14	,	,	PUNCT
fumecheng-12053	173	15	a	a	DET
fumecheng-12053	173	16	batch	batch	NOUN
fumecheng-12053	173	17	normalization	normalization	NOUN
fumecheng-12053	173	18	and	and	CCONJ
fumecheng-12053	173	19	a	a	DET
fumecheng-12053	173	20	max	max	NOUN
fumecheng-12053	173	21	–	–	PUNCT
fumecheng-12053	173	22	pooling	pool	VERB
fumecheng-12053	173	23	layer	layer	NOUN
fumecheng-12053	173	24	.	.	PUNCT
fumecheng-12053	174	1	for	for	ADP
fumecheng-12053	174	2	the	the	DET
fumecheng-12053	174	3	first	first	ADJ
fumecheng-12053	174	4	block	block	NOUN
fumecheng-12053	174	5	,	,	PUNCT
fumecheng-12053	174	6	filter	filter	NOUN
fumecheng-12053	174	7	sizes	size	NOUN
fumecheng-12053	174	8	of	of	ADP
fumecheng-12053	174	9	(	(	PUNCT
fumecheng-12053	174	10	8x8x8x32	8x8x8x32	PROPN
fumecheng-12053	174	11	)	)	PUNCT
fumecheng-12053	174	12	were	be	AUX
fumecheng-12053	174	13	used	use	VERB
fumecheng-12053	174	14	,	,	PUNCT
fumecheng-12053	174	15	while	while	SCONJ
fumecheng-12053	174	16	filter	filter	NOUN
fumecheng-12053	174	17	sizes	size	NOUN
fumecheng-12053	174	18	of	of	ADP
fumecheng-12053	174	19	(	(	PUNCT
fumecheng-12053	174	20	6x6x6x32	6x6x6x32	PROPN
fumecheng-12053	174	21	)	)	PUNCT
fumecheng-12053	174	22	were	be	AUX
fumecheng-12053	174	23	used	use	VERB
fumecheng-12053	174	24	after	after	ADP
fumecheng-12053	174	25	the	the	DET
fumecheng-12053	174	26	max	max	PROPN
fumecheng-12053	174	27	-	-	PUNCT
fumecheng-12053	174	28	pooling	pool	VERB
fumecheng-12053	174	29	layers	layer	NOUN
fumecheng-12053	174	30	.	.	PUNCT
fumecheng-12053	175	1	for	for	ADP
fumecheng-12053	175	2	the	the	DET
fumecheng-12053	175	3	second	second	ADJ
fumecheng-12053	175	4	block	block	NOUN
fumecheng-12053	175	5	,	,	PUNCT
fumecheng-12053	175	6	filter	filter	NOUN
fumecheng-12053	175	7	sizes	size	NOUN
fumecheng-12053	175	8	of	of	ADP
fumecheng-12053	175	9	(	(	PUNCT
fumecheng-12053	175	10	5x5x5x32	5x5x5x32	PROPN
fumecheng-12053	175	11	)	)	PUNCT
fumecheng-12053	175	12	were	be	AUX
fumecheng-12053	175	13	used	use	VERB
fumecheng-12053	175	14	while	while	SCONJ
fumecheng-12053	175	15	after	after	ADP
fumecheng-12053	175	16	the	the	DET
fumecheng-12053	175	17	max	max	PROPN
fumecheng-12053	175	18	–	–	PUNCT
fumecheng-12053	175	19	pooling	pool	VERB
fumecheng-12053	175	20	layer	layer	NOUN
fumecheng-12053	175	21	,	,	PUNCT
fumecheng-12053	175	22	filter	filter	NOUN
fumecheng-12053	175	23	sizes	size	NOUN
fumecheng-12053	175	24	of	of	ADP
fumecheng-12053	175	25	(	(	PUNCT
fumecheng-12053	175	26	4x4x4x32	4x4x4x32	PROPN
fumecheng-12053	175	27	)	)	PUNCT
fumecheng-12053	175	28	were	be	AUX
fumecheng-12053	175	29	used	use	VERB
fumecheng-12053	175	30	.	.	PUNCT
fumecheng-12053	176	1	the	the	DET
fumecheng-12053	176	2	last	last	ADJ
fumecheng-12053	176	3	convolution	convolution	NOUN
fumecheng-12053	176	4	block	block	NOUN
fumecheng-12053	176	5	is	be	AUX
fumecheng-12053	176	6	followed	follow	VERB
fumecheng-12053	176	7	by	by	ADP
fumecheng-12053	176	8	a	a	DET
fumecheng-12053	176	9	meta	meta	ADJ
fumecheng-12053	176	10	–	–	PUNCT
fumecheng-12053	176	11	layer	layer	NOUN
fumecheng-12053	176	12	,	,	PUNCT
fumecheng-12053	176	13	which	which	PRON
fumecheng-12053	176	14	is	be	AUX
fumecheng-12053	176	15	then	then	ADV
fumecheng-12053	176	16	followed	follow	VERB
fumecheng-12053	176	17	by	by	ADP
fumecheng-12053	176	18	a	a	DET
fumecheng-12053	176	19	fully	fully	ADV
fumecheng-12053	176	20	connected	connected	ADJ
fumecheng-12053	176	21	layers	layer	NOUN
fumecheng-12053	176	22	of	of	ADP
fumecheng-12053	176	23	512	512	NUM
fumecheng-12053	176	24	,	,	PUNCT
fumecheng-12053	176	25	256	256	NUM
fumecheng-12053	176	26	,	,	PUNCT
fumecheng-12053	176	27	128	128	NUM
fumecheng-12053	176	28	,	,	PUNCT
fumecheng-12053	176	29	64	64	NUM
fumecheng-12053	176	30	and	and	CCONJ
fumecheng-12053	176	31	20	20	NUM
fumecheng-12053	176	32	neurons	neuron	NOUN
fumecheng-12053	176	33	.	.	PUNCT
fumecheng-12053	177	1	each	each	PRON
fumecheng-12053	177	2	of	of	ADP
fumecheng-12053	177	3	these	these	DET
fumecheng-12053	177	4	layers	layer	NOUN
fumecheng-12053	177	5	is	be	AUX
fumecheng-12053	177	6	followed	follow	VERB
fumecheng-12053	177	7	machine	machine	NOUN
fumecheng-12053	177	8	learning	learning	NOUN
fumecheng-12053	177	9	of	of	ADP
fumecheng-12053	177	10	structure	structure	NOUN
fumecheng-12053	177	11	–	–	PUNCT
fumecheng-12053	177	12	property	property	NOUN
fumecheng-12053	177	13	relationships	relationship	NOUN
fumecheng-12053	177	14	:	:	PUNCT
fumecheng-12053	177	15	an	an	DET
fumecheng-12053	177	16	application	application	NOUN
fumecheng-12053	177	17	to	to	PART
fumecheng-12053	177	18	heat	heat	NOUN
fumecheng-12053	177	19	generation	generation	NOUN
fumecheng-12053	177	20	...	...	PUNCT
fumecheng-12053	177	21	695	695	NUM
fumecheng-12053	177	22	by	by	ADP
fumecheng-12053	177	23	a	a	DET
fumecheng-12053	177	24	batch	batch	NOUN
fumecheng-12053	177	25	normalization	normalization	NOUN
fumecheng-12053	177	26	and	and	CCONJ
fumecheng-12053	177	27	the	the	DET
fumecheng-12053	177	28	prelu	prelu	NOUN
fumecheng-12053	177	29	activation	activation	NOUN
fumecheng-12053	177	30	function	function	NOUN
fumecheng-12053	177	31	.	.	PUNCT
fumecheng-12053	178	1	the	the	DET
fumecheng-12053	178	2	last	last	ADJ
fumecheng-12053	178	3	layer	layer	NOUN
fumecheng-12053	178	4	is	be	AUX
fumecheng-12053	178	5	followed	follow	VERB
fumecheng-12053	178	6	by	by	ADP
fumecheng-12053	178	7	12	12	NUM
fumecheng-12053	178	8	logistic	logistic	ADJ
fumecheng-12053	178	9	output	output	NOUN
fumecheng-12053	178	10	neurons	neuron	NOUN
fumecheng-12053	178	11	that	that	PRON
fumecheng-12053	178	12	output	output	VERB
fumecheng-12053	178	13	the	the	DET
fumecheng-12053	178	14	12	12	NUM
fumecheng-12053	178	15	uniformly	uniformly	ADV
fumecheng-12053	178	16	distributed	distribute	VERB
fumecheng-12053	178	17	temperature	temperature	NOUN
fumecheng-12053	178	18	increase	increase	NOUN
fumecheng-12053	178	19	intervals	interval	NOUN
fumecheng-12053	178	20	.	.	PUNCT
fumecheng-12053	179	1	the	the	DET
fumecheng-12053	179	2	cnn	cnn	PROPN
fumecheng-12053	179	3	operates	operate	VERB
fumecheng-12053	179	4	on	on	ADP
fumecheng-12053	179	5	the	the	DET
fumecheng-12053	179	6	feed	feed	NOUN
fumecheng-12053	179	7	–	–	PUNCT
fumecheng-12053	179	8	forward	forward	ADV
fumecheng-12053	179	9	(	(	PUNCT
fumecheng-12053	179	10	sequential	sequential	ADJ
fumecheng-12053	179	11	)	)	PUNCT
fumecheng-12053	179	12	principle	principle	NOUN
fumecheng-12053	179	13	.	.	PUNCT
fumecheng-12053	180	1	thus	thus	ADV
fumecheng-12053	180	2	,	,	PUNCT
fumecheng-12053	180	3	for	for	ADP
fumecheng-12053	180	4	the	the	DET
fumecheng-12053	180	5	microstructure	microstructure	ADJ
fumecheng-12053	180	6	arrangement	arrangement	NOUN
fumecheng-12053	180	7	and	and	CCONJ
fumecheng-12053	180	8	the	the	DET
fumecheng-12053	180	9	input	input	NOUN
fumecheng-12053	180	10	of	of	ADP
fumecheng-12053	180	11	the	the	DET
fumecheng-12053	180	12	tqc	tqc	ADJ
fumecheng-12053	180	13	value	value	NOUN
fumecheng-12053	180	14	,	,	PUNCT
fumecheng-12053	180	15	the	the	DET
fumecheng-12053	180	16	12	12	NUM
fumecheng-12053	180	17	points	point	NOUN
fumecheng-12053	180	18	of	of	ADP
fumecheng-12053	180	19	the	the	DET
fumecheng-12053	180	20	temperature	temperature	NOUN
fumecheng-12053	180	21	increase	increase	NOUN
fumecheng-12053	180	22	vs.	vs.	ADP
fumecheng-12053	180	23	true	true	ADJ
fumecheng-12053	180	24	strain	strain	NOUN
fumecheng-12053	180	25	curve	curve	NOUN
fumecheng-12053	180	26	were	be	AUX
fumecheng-12053	180	27	output	output	NOUN
fumecheng-12053	180	28	.	.	PUNCT
fumecheng-12053	181	1	as	as	SCONJ
fumecheng-12053	181	2	already	already	ADV
fumecheng-12053	181	3	mentioned	mention	VERB
fumecheng-12053	181	4	,	,	PUNCT
fumecheng-12053	181	5	dimension	dimension	NOUN
fumecheng-12053	181	6	reduction	reduction	NOUN
fumecheng-12053	181	7	techniques	technique	NOUN
fumecheng-12053	181	8	such	such	ADJ
fumecheng-12053	181	9	as	as	ADP
fumecheng-12053	181	10	pca	pca	PROPN
fumecheng-12053	181	11	could	could	AUX
fumecheng-12053	181	12	affect	affect	VERB
fumecheng-12053	181	13	the	the	DET
fumecheng-12053	181	14	overall	overall	ADJ
fumecheng-12053	181	15	efficiency	efficiency	NOUN
fumecheng-12053	181	16	of	of	ADP
fumecheng-12053	181	17	the	the	DET
fumecheng-12053	181	18	model	model	NOUN
fumecheng-12053	181	19	,	,	PUNCT
fumecheng-12053	181	20	so	so	SCONJ
fumecheng-12053	181	21	they	they	PRON
fumecheng-12053	181	22	are	be	AUX
fumecheng-12053	181	23	avoided	avoid	VERB
fumecheng-12053	181	24	in	in	ADP
fumecheng-12053	181	25	this	this	DET
fumecheng-12053	181	26	study	study	NOUN
fumecheng-12053	181	27	.	.	PUNCT
fumecheng-12053	182	1	a	a	DET
fumecheng-12053	182	2	schematic	schematic	ADJ
fumecheng-12053	182	3	representation	representation	NOUN
fumecheng-12053	182	4	of	of	ADP
fumecheng-12053	182	5	the	the	DET
fumecheng-12053	182	6	model	model	NOUN
fumecheng-12053	182	7	can	can	AUX
fumecheng-12053	182	8	be	be	AUX
fumecheng-12053	182	9	found	find	VERB
fumecheng-12053	182	10	in	in	ADP
fumecheng-12053	182	11	fig	fig	NOUN
fumecheng-12053	182	12	.	.	PUNCT
fumecheng-12053	183	1	7	7	X
fumecheng-12053	183	2	.	.	X
fumecheng-12053	183	3	fig	fig	NOUN
fumecheng-12053	183	4	.	.	PUNCT
fumecheng-12053	184	1	7	7	NUM
fumecheng-12053	184	2	a	a	DET
fumecheng-12053	184	3	schematic	schematic	ADJ
fumecheng-12053	184	4	representation	representation	NOUN
fumecheng-12053	184	5	of	of	ADP
fumecheng-12053	184	6	the	the	DET
fumecheng-12053	184	7	machine	machine	NOUN
fumecheng-12053	184	8	learning	learning	NOUN
fumecheng-12053	184	9	model	model	NOUN
fumecheng-12053	184	10	the	the	DET
fumecheng-12053	184	11	cnn	cnn	PROPN
fumecheng-12053	184	12	was	be	AUX
fumecheng-12053	184	13	trained	train	VERB
fumecheng-12053	184	14	with	with	ADP
fumecheng-12053	184	15	python	python	PROPN
fumecheng-12053	184	16	version	version	NOUN
fumecheng-12053	184	17	3.9	3.9	NUM
fumecheng-12053	184	18	and	and	CCONJ
fumecheng-12053	184	19	tensorflow	tensorflow	NOUN
fumecheng-12053	184	20	version	version	NOUN
fumecheng-12053	184	21	2.6	2.6	NUM
fumecheng-12053	184	22	using	use	VERB
fumecheng-12053	184	23	the	the	DET
fumecheng-12053	184	24	keras	keras	PROPN
fumecheng-12053	184	25	library	library	NOUN
fumecheng-12053	184	26	.	.	PUNCT
fumecheng-12053	185	1	convergence	convergence	NOUN
fumecheng-12053	185	2	was	be	AUX
fumecheng-12053	185	3	achieved	achieve	VERB
fumecheng-12053	185	4	after	after	ADP
fumecheng-12053	185	5	300	300	NUM
fumecheng-12053	185	6	epochs	epoch	NOUN
fumecheng-12053	185	7	with	with	ADP
fumecheng-12053	185	8	a	a	DET
fumecheng-12053	185	9	learning	learn	VERB
fumecheng-12053	185	10	rate	rate	NOUN
fumecheng-12053	185	11	of	of	ADP
fumecheng-12053	185	12	0.00025	0.00025	NUM
fumecheng-12053	185	13	and	and	CCONJ
fumecheng-12053	185	14	an	an	DET
fumecheng-12053	185	15	adam	adam	PROPN
fumecheng-12053	185	16	optimizer	optimizer	NOUN
fumecheng-12053	185	17	.	.	PUNCT
fumecheng-12053	186	1	the	the	DET
fumecheng-12053	186	2	training	training	NOUN
fumecheng-12053	186	3	was	be	AUX
fumecheng-12053	186	4	completed	complete	VERB
fumecheng-12053	186	5	in	in	ADP
fumecheng-12053	186	6	approximately	approximately	ADV
fumecheng-12053	186	7	one	one	NUM
fumecheng-12053	186	8	hour	hour	NOUN
fumecheng-12053	186	9	using	use	VERB
fumecheng-12053	186	10	an	an	DET
fumecheng-12053	186	11	nvidia	nvidia	PROPN
fumecheng-12053	186	12	quadro	quadro	PROPN
fumecheng-12053	186	13	k2200	k2200	PROPN
fumecheng-12053	186	14	graphics	graphic	NOUN
fumecheng-12053	186	15	card	card	NOUN
fumecheng-12053	186	16	.	.	PUNCT
fumecheng-12053	187	1	the	the	DET
fumecheng-12053	187	2	dataset	dataset	NOUN
fumecheng-12053	187	3	for	for	ADP
fumecheng-12053	187	4	training	training	NOUN
fumecheng-12053	187	5	was	be	AUX
fumecheng-12053	187	6	split	split	VERB
fumecheng-12053	187	7	into	into	ADP
fumecheng-12053	187	8	the	the	DET
fumecheng-12053	187	9	training	training	NOUN
fumecheng-12053	187	10	set	set	NOUN
fumecheng-12053	187	11	,	,	PUNCT
fumecheng-12053	187	12	the	the	DET
fumecheng-12053	187	13	validation	validation	NOUN
fumecheng-12053	187	14	set	set	NOUN
fumecheng-12053	187	15	and	and	CCONJ
fumecheng-12053	187	16	the	the	DET
fumecheng-12053	187	17	test	test	NOUN
fumecheng-12053	187	18	set	set	VERB
fumecheng-12053	187	19	in	in	ADP
fumecheng-12053	187	20	a	a	DET
fumecheng-12053	187	21	70:20:10	70:20:10	NUM
fumecheng-12053	187	22	ratio	ratio	NOUN
fumecheng-12053	187	23	.	.	PUNCT
fumecheng-12053	188	1	mse	mse	PROPN
fumecheng-12053	188	2	was	be	AUX
fumecheng-12053	188	3	used	use	VERB
fumecheng-12053	188	4	as	as	ADP
fumecheng-12053	188	5	the	the	DET
fumecheng-12053	188	6	validation	validation	NOUN
fumecheng-12053	188	7	loss	loss	NOUN
fumecheng-12053	188	8	metric	metric	NOUN
fumecheng-12053	188	9	,	,	PUNCT
fumecheng-12053	188	10	and	and	CCONJ
fumecheng-12053	188	11	the	the	DET
fumecheng-12053	188	12	model	model	NOUN
fumecheng-12053	188	13	was	be	AUX
fumecheng-12053	188	14	validated	validate	VERB
fumecheng-12053	188	15	using	use	VERB
fumecheng-12053	188	16	the	the	DET
fumecheng-12053	188	17	curves	curve	NOUN
fumecheng-12053	188	18	from	from	ADP
fumecheng-12053	188	19	the	the	DET
fumecheng-12053	188	20	fea	fea	NOUN
fumecheng-12053	188	21	.	.	PUNCT
fumecheng-12053	189	1	it	it	PRON
fumecheng-12053	189	2	is	be	AUX
fumecheng-12053	189	3	worth	worth	ADJ
fumecheng-12053	189	4	emphasizing	emphasize	VERB
fumecheng-12053	189	5	that	that	SCONJ
fumecheng-12053	189	6	the	the	DET
fumecheng-12053	189	7	training	training	NOUN
fumecheng-12053	189	8	procedures	procedure	NOUN
fumecheng-12053	189	9	remained	remain	VERB
fumecheng-12053	189	10	consistent	consistent	ADJ
fumecheng-12053	189	11	for	for	ADP
fumecheng-12053	189	12	all	all	DET
fumecheng-12053	189	13	different	different	ADJ
fumecheng-12053	189	14	cnns	cnn	NOUN
fumecheng-12053	189	15	presented	present	VERB
fumecheng-12053	189	16	in	in	ADP
fumecheng-12053	189	17	tab	tab	NOUN
fumecheng-12053	189	18	.	.	PUNCT
fumecheng-12053	190	1	1	1	NUM
fumecheng-12053	190	2	,	,	PUNCT
fumecheng-12053	190	3	thus	thus	ADV
fumecheng-12053	190	4	,	,	PUNCT
fumecheng-12053	190	5	only	only	ADV
fumecheng-12053	190	6	the	the	DET
fumecheng-12053	190	7	cnn	cnn	PROPN
fumecheng-12053	190	8	configuration	configuration	NOUN
fumecheng-12053	190	9	itself	itself	PRON
fumecheng-12053	190	10	was	be	AUX
fumecheng-12053	190	11	changed	change	VERB
fumecheng-12053	190	12	.	.	PUNCT
fumecheng-12053	191	1	unlike	unlike	ADP
fumecheng-12053	191	2	some	some	DET
fumecheng-12053	191	3	other	other	ADJ
fumecheng-12053	191	4	studies	study	NOUN
fumecheng-12053	191	5	[	[	X
fumecheng-12053	191	6	21	21	NUM
fumecheng-12053	191	7	,	,	PUNCT
fumecheng-12053	191	8	23	23	NUM
fumecheng-12053	191	9	,	,	PUNCT
fumecheng-12053	191	10	24	24	NUM
fumecheng-12053	191	11	,	,	PUNCT
fumecheng-12053	191	12	43	43	NUM
fumecheng-12053	191	13	]	]	PUNCT
fumecheng-12053	191	14	,	,	PUNCT
fumecheng-12053	191	15	the	the	DET
fumecheng-12053	191	16	advantage	advantage	NOUN
fumecheng-12053	191	17	of	of	ADP
fumecheng-12053	191	18	the	the	DET
fumecheng-12053	191	19	present	present	ADJ
fumecheng-12053	191	20	ml	ml	X
fumecheng-12053	191	21	model	model	NOUN
fumecheng-12053	191	22	was	be	AUX
fumecheng-12053	191	23	that	that	SCONJ
fumecheng-12053	191	24	simplifications	simplification	NOUN
fumecheng-12053	191	25	such	such	ADJ
fumecheng-12053	191	26	as	as	ADP
fumecheng-12053	191	27	dimension	dimension	NOUN
fumecheng-12053	191	28	reduction	reduction	NOUN
fumecheng-12053	191	29	techniques	technique	NOUN
fumecheng-12053	191	30	were	be	AUX
fumecheng-12053	191	31	not	not	PART
fumecheng-12053	191	32	necessary	necessary	ADJ
fumecheng-12053	191	33	,	,	PUNCT
fumecheng-12053	191	34	see	see	VERB
fumecheng-12053	191	35	results	result	NOUN
fumecheng-12053	191	36	and	and	CCONJ
fumecheng-12053	191	37	discussion	discussion	NOUN
fumecheng-12053	191	38	section	section	NOUN
fumecheng-12053	191	39	.	.	PUNCT
fumecheng-12053	192	1	in	in	ADP
fumecheng-12053	192	2	summary	summary	NOUN
fumecheng-12053	192	3	,	,	PUNCT
fumecheng-12053	192	4	the	the	DET
fumecheng-12053	192	5	cnn	cnn	PROPN
fumecheng-12053	192	6	uses	use	VERB
fumecheng-12053	192	7	the	the	DET
fumecheng-12053	192	8	microstructural	microstructural	ADJ
fumecheng-12053	192	9	configuration	configuration	NOUN
fumecheng-12053	192	10	of	of	ADP
fumecheng-12053	192	11	the	the	DET
fumecheng-12053	192	12	rve	rve	PROPN
fumecheng-12053	192	13	and	and	CCONJ
fumecheng-12053	192	14	tqc	tqc	NOUN
fumecheng-12053	192	15	as	as	ADP
fumecheng-12053	192	16	input	input	NOUN
fumecheng-12053	192	17	and	and	CCONJ
fumecheng-12053	192	18	outputs	output	VERB
fumecheng-12053	192	19	the	the	DET
fumecheng-12053	192	20	temperature	temperature	NOUN
fumecheng-12053	192	21	increase	increase	NOUN
fumecheng-12053	192	22	–	–	PUNCT
fumecheng-12053	192	23	strain	strain	NOUN
fumecheng-12053	192	24	curves	curve	NOUN
fumecheng-12053	192	25	.	.	PUNCT
fumecheng-12053	193	1	a	a	DET
fumecheng-12053	193	2	schematic	schematic	ADJ
fumecheng-12053	193	3	representation	representation	NOUN
fumecheng-12053	193	4	of	of	ADP
fumecheng-12053	193	5	the	the	DET
fumecheng-12053	193	6	entire	entire	ADJ
fumecheng-12053	193	7	learning	learning	NOUN
fumecheng-12053	193	8	process	process	NOUN
fumecheng-12053	193	9	is	be	AUX
fumecheng-12053	193	10	shown	show	VERB
fumecheng-12053	193	11	in	in	ADP
fumecheng-12053	193	12	fig	fig	NOUN
fumecheng-12053	193	13	.	.	PUNCT
fumecheng-12053	194	1	8	8	NUM
fumecheng-12053	194	2	.	.	X
fumecheng-12053	194	3	696	696	NUM
fumecheng-12053	194	4	f.	f.	PROPN
fumecheng-12053	194	5	nikolić	nikolić	PROPN
fumecheng-12053	194	6	,	,	PUNCT
fumecheng-12053	194	7	m.	m.	NOUN
fumecheng-12053	194	8	čanađija	čanađija	PROPN
fumecheng-12053	194	9	table	table	NOUN
fumecheng-12053	194	10	1	1	NUM
fumecheng-12053	194	11	cnn	cnn	NOUN
fumecheng-12053	194	12	models	model	VERB
fumecheng-12053	194	13	configuration	configuration	NOUN
fumecheng-12053	194	14	and	and	CCONJ
fumecheng-12053	194	15	performance	performance	NOUN
fumecheng-12053	194	16	model	model	NOUN
fumecheng-12053	194	17	cnn	cnn	PROPN
fumecheng-12053	194	18	configuration	configuration	PROPN
fumecheng-12053	194	19	mse	mse	PROPN
fumecheng-12053	194	20	rmse	rmse	PROPN
fumecheng-12053	194	21	error	error	NOUN
fumecheng-12053	194	22	comp	comp	NOUN
fumecheng-12053	194	23	.	.	PUNCT
fumecheng-12053	195	1	time	time	PROPN
fumecheng-12053	195	2	cnn1	cnn1	PROPN
fumecheng-12053	195	3	cl_1	cl_1	PROPN
fumecheng-12053	195	4	(	(	PUNCT
fumecheng-12053	195	5	f-16	f-16	PROPN
fumecheng-12053	195	6	,	,	PUNCT
fumecheng-12053	195	7	(	(	PUNCT
fumecheng-12053	195	8	26x26x26x32	26x26x26x32	NUM
fumecheng-12053	195	9	)	)	PUNCT
fumecheng-12053	195	10	–	–	PUNCT
fumecheng-12053	195	11	cf(8x8x8x32	cf(8x8x8x32	PROPN
fumecheng-12053	195	12	)	)	PUNCT
fumecheng-12053	195	13	1.94e-5	1.94e-5	NOUN
fumecheng-12053	195	14	0.004	0.004	NUM
fumecheng-12053	195	15	6	6	NUM
fumecheng-12053	195	16	%	%	NOUN
fumecheng-12053	195	17	68	68	NUM
fumecheng-12053	195	18	min	min	NOUN
fumecheng-12053	195	19	a	a	DET
fumecheng-12053	195	20	-	-	PUNCT
fumecheng-12053	195	21	prelu	prelu	NOUN
fumecheng-12053	195	22	)	)	PUNCT
fumecheng-12053	195	23	,	,	PUNCT
fumecheng-12053	195	24	bn	bn	X
fumecheng-12053	195	25	,	,	PUNCT
fumecheng-12053	195	26	mp_1	mp_1	PROPN
fumecheng-12053	195	27	(	(	PUNCT
fumecheng-12053	195	28	(	(	PUNCT
fumecheng-12053	195	29	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	195	30	)	)	PUNCT
fumecheng-12053	195	31	–	–	PUNCT
fumecheng-12053	195	32	mpf(6x6x6x32	mpf(6x6x6x32	NUM
fumecheng-12053	195	33	)	)	PUNCT
fumecheng-12053	195	34	)	)	PUNCT
fumecheng-12053	195	35	cl_2	cl_2	PROPN
fumecheng-12053	195	36	(	(	PUNCT
fumecheng-12053	195	37	f-16	f-16	PROPN
fumecheng-12053	195	38	,	,	PUNCT
fumecheng-12053	195	39	(	(	PUNCT
fumecheng-12053	195	40	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	195	41	)	)	PUNCT
fumecheng-12053	195	42	–	–	PUNCT
fumecheng-12053	195	43	cf(5x5x5x32	cf(5x5x5x32	X
fumecheng-12053	195	44	)	)	PUNCT
fumecheng-12053	195	45	a	a	DET
fumecheng-12053	195	46	-	-	PUNCT
fumecheng-12053	195	47	prelu	prelu	NOUN
fumecheng-12053	195	48	)	)	PUNCT
fumecheng-12053	195	49	)	)	PUNCT
fumecheng-12053	195	50	,	,	PUNCT
fumecheng-12053	195	51	bn	bn	X
fumecheng-12053	195	52	,	,	PUNCT
fumecheng-12053	195	53	mp_2	mp_2	PROPN
fumecheng-12053	195	54	(	(	PUNCT
fumecheng-12053	195	55	(	(	PUNCT
fumecheng-12053	195	56	8x8x8x32	8x8x8x32	PROPN
fumecheng-12053	195	57	)	)	PUNCT
fumecheng-12053	195	58	–	–	PUNCT
fumecheng-12053	195	59	mpf(4x4x4x32	mpf(4x4x4x32	NOUN
fumecheng-12053	195	60	)	)	PUNCT
fumecheng-12053	195	61	)	)	PUNCT
fumecheng-12053	195	62	d(512	d(512	PROPN
fumecheng-12053	195	63	,	,	PUNCT
fumecheng-12053	195	64	a	a	DET
fumecheng-12053	195	65	-	-	PUNCT
fumecheng-12053	195	66	prelu	prelu	NOUN
fumecheng-12053	195	67	)	)	PUNCT
fumecheng-12053	195	68	,	,	PUNCT
fumecheng-12053	195	69	bn	bn	X
fumecheng-12053	195	70	,	,	PUNCT
fumecheng-12053	195	71	d(256	d(256	PROPN
fumecheng-12053	195	72	,	,	PUNCT
fumecheng-12053	195	73	a	a	DET
fumecheng-12053	195	74	-	-	PUNCT
fumecheng-12053	195	75	prelu	prelu	NOUN
fumecheng-12053	195	76	)	)	PUNCT
fumecheng-12053	195	77	,	,	PUNCT
fumecheng-12053	195	78	bn	bn	X
fumecheng-12053	195	79	,	,	PUNCT
fumecheng-12053	195	80	d(128	d(128	NOUN
fumecheng-12053	195	81	,	,	PUNCT
fumecheng-12053	195	82	a	a	DET
fumecheng-12053	195	83	-	-	PUNCT
fumecheng-12053	195	84	prelu	prelu	NOUN
fumecheng-12053	195	85	)	)	PUNCT
fumecheng-12053	195	86	,	,	PUNCT
fumecheng-12053	195	87	bn	bn	NOUN
fumecheng-12053	195	88	,	,	PUNCT
fumecheng-12053	195	89	d(64	d(64	NOUN
fumecheng-12053	195	90	,	,	PUNCT
fumecheng-12053	195	91	a	a	DET
fumecheng-12053	195	92	-	-	PUNCT
fumecheng-12053	195	93	prelu	prelu	NOUN
fumecheng-12053	195	94	)	)	PUNCT
fumecheng-12053	195	95	,	,	PUNCT
fumecheng-12053	195	96	bn	bn	X
fumecheng-12053	195	97	,	,	PUNCT
fumecheng-12053	195	98	d(20	d(20	PROPN
fumecheng-12053	195	99	,	,	PUNCT
fumecheng-12053	195	100	a	a	DET
fumecheng-12053	195	101	-	-	PUNCT
fumecheng-12053	195	102	prelu	prelu	NOUN
fumecheng-12053	195	103	)	)	PUNCT
fumecheng-12053	195	104	,	,	PUNCT
fumecheng-12053	195	105	bn	bn	X
fumecheng-12053	195	106	,	,	PUNCT
fumecheng-12053	195	107	output	output	NOUN
fumecheng-12053	195	108	(	(	PUNCT
fumecheng-12053	195	109	opt	opt	PROPN
fumecheng-12053	195	110	:	:	PUNCT
fumecheng-12053	195	111	adam	adam	PROPN
fumecheng-12053	195	112	)	)	PUNCT
fumecheng-12053	195	113	cnn2	cnn2	NOUN
fumecheng-12053	195	114	cl_1	cl_1	ADJ
fumecheng-12053	195	115	(	(	PUNCT
fumecheng-12053	195	116	f-16	f-16	PROPN
fumecheng-12053	195	117	,	,	PUNCT
fumecheng-12053	195	118	(	(	PUNCT
fumecheng-12053	195	119	26x26x26x32	26x26x26x32	NUM
fumecheng-12053	195	120	)	)	PUNCT
fumecheng-12053	195	121	–	–	PUNCT
fumecheng-12053	195	122	cf(5x5x5x32	cf(5x5x5x32	X
fumecheng-12053	195	123	)	)	PUNCT
fumecheng-12053	195	124	2.97e-5	2.97e-5	NUM
fumecheng-12053	195	125	0.005	0.005	NUM
fumecheng-12053	195	126	20	20	NUM
fumecheng-12053	195	127	%	%	NOUN
fumecheng-12053	195	128	54	54	NUM
fumecheng-12053	195	129	min	min	NOUN
fumecheng-12053	195	130	a	a	DET
fumecheng-12053	195	131	-	-	PUNCT
fumecheng-12053	195	132	prelu	prelu	NOUN
fumecheng-12053	195	133	)	)	PUNCT
fumecheng-12053	195	134	,	,	PUNCT
fumecheng-12053	195	135	bn	bn	X
fumecheng-12053	195	136	,	,	PUNCT
fumecheng-12053	195	137	mp_1	mp_1	PROPN
fumecheng-12053	195	138	(	(	PUNCT
fumecheng-12053	195	139	(	(	PUNCT
fumecheng-12053	195	140	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	195	141	)	)	PUNCT
fumecheng-12053	195	142	–	–	PUNCT
fumecheng-12053	195	143	mpf(2x2x2x32	mpf(2x2x2x32	NUM
fumecheng-12053	195	144	)	)	PUNCT
fumecheng-12053	195	145	)	)	PUNCT
fumecheng-12053	196	1	cl_2	cl_2	PROPN
fumecheng-12053	196	2	(	(	PUNCT
fumecheng-12053	196	3	f-16	f-16	PROPN
fumecheng-12053	196	4	,	,	PUNCT
fumecheng-12053	196	5	(	(	PUNCT
fumecheng-12053	196	6	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	196	7	)	)	PUNCT
fumecheng-12053	196	8	–	–	PUNCT
fumecheng-12053	196	9	cf(3x3x3x32	cf(3x3x3x32	X
fumecheng-12053	196	10	)	)	PUNCT
fumecheng-12053	196	11	a	a	DET
fumecheng-12053	196	12	-	-	PUNCT
fumecheng-12053	196	13	prelu	prelu	NOUN
fumecheng-12053	196	14	)	)	PUNCT
fumecheng-12053	196	15	)	)	PUNCT
fumecheng-12053	196	16	,	,	PUNCT
fumecheng-12053	196	17	bn	bn	X
fumecheng-12053	196	18	,	,	PUNCT
fumecheng-12053	196	19	mp_2	mp_2	PROPN
fumecheng-12053	196	20	(	(	PUNCT
fumecheng-12053	196	21	(	(	PUNCT
fumecheng-12053	196	22	8x8x8x32	8x8x8x32	PROPN
fumecheng-12053	196	23	)	)	PUNCT
fumecheng-12053	196	24	–	–	PUNCT
fumecheng-12053	196	25	mpf(2x2x2x32	mpf(2x2x2x32	NUM
fumecheng-12053	196	26	)	)	PUNCT
fumecheng-12053	196	27	)	)	PUNCT
fumecheng-12053	197	1	d(1024	d(1024	PROPN
fumecheng-12053	197	2	,	,	PUNCT
fumecheng-12053	197	3	a	a	DET
fumecheng-12053	197	4	-	-	PUNCT
fumecheng-12053	197	5	prelu	prelu	NOUN
fumecheng-12053	197	6	)	)	PUNCT
fumecheng-12053	197	7	,	,	PUNCT
fumecheng-12053	197	8	d(0.5	d(0.5	PROPN
fumecheng-12053	197	9	)	)	PUNCT
fumecheng-12053	197	10	,	,	PUNCT
fumecheng-12053	197	11	bn	bn	X
fumecheng-12053	197	12	,	,	PUNCT
fumecheng-12053	197	13	d(512	d(512	PROPN
fumecheng-12053	197	14	,	,	PUNCT
fumecheng-12053	197	15	a	a	DET
fumecheng-12053	197	16	prelu	prelu	NOUN
fumecheng-12053	197	17	)	)	PUNCT
fumecheng-12053	197	18	,	,	PUNCT
fumecheng-12053	197	19	d(0.5	d(0.5	PROPN
fumecheng-12053	197	20	)	)	PUNCT
fumecheng-12053	197	21	,	,	PUNCT
fumecheng-12053	197	22	bn	bn	X
fumecheng-12053	197	23	,	,	PUNCT
fumecheng-12053	197	24	d(256	d(256	PROPN
fumecheng-12053	197	25	,	,	PUNCT
fumecheng-12053	197	26	a	a	DET
fumecheng-12053	197	27	-	-	PUNCT
fumecheng-12053	197	28	prelu	prelu	NOUN
fumecheng-12053	197	29	)	)	PUNCT
fumecheng-12053	197	30	,	,	PUNCT
fumecheng-12053	197	31	d(0.5	d(0.5	PROPN
fumecheng-12053	197	32	)	)	PUNCT
fumecheng-12053	197	33	,	,	PUNCT
fumecheng-12053	197	34	bn	bn	X
fumecheng-12053	197	35	,	,	PUNCT
fumecheng-12053	197	36	d(128	d(128	NOUN
fumecheng-12053	197	37	,	,	PUNCT
fumecheng-12053	197	38	a	a	DET
fumecheng-12053	197	39	-	-	PUNCT
fumecheng-12053	197	40	prelu	prelu	NOUN
fumecheng-12053	197	41	)	)	PUNCT
fumecheng-12053	197	42	,	,	PUNCT
fumecheng-12053	197	43	bn	bn	NOUN
fumecheng-12053	197	44	,	,	PUNCT
fumecheng-12053	197	45	d(64	d(64	NOUN
fumecheng-12053	197	46	,	,	PUNCT
fumecheng-12053	197	47	a	a	DET
fumecheng-12053	197	48	-	-	PUNCT
fumecheng-12053	197	49	prelu	prelu	NOUN
fumecheng-12053	197	50	)	)	PUNCT
fumecheng-12053	197	51	,	,	PUNCT
fumecheng-12053	197	52	bn	bn	X
fumecheng-12053	197	53	,	,	PUNCT
fumecheng-12053	197	54	d(20	d(20	PROPN
fumecheng-12053	197	55	,	,	PUNCT
fumecheng-12053	197	56	a	a	DET
fumecheng-12053	197	57	-	-	PUNCT
fumecheng-12053	197	58	prelu	prelu	NOUN
fumecheng-12053	197	59	)	)	PUNCT
fumecheng-12053	197	60	,	,	PUNCT
fumecheng-12053	197	61	bn	bn	X
fumecheng-12053	197	62	,	,	PUNCT
fumecheng-12053	197	63	output	output	NOUN
fumecheng-12053	197	64	,	,	PUNCT
fumecheng-12053	197	65	(	(	PUNCT
fumecheng-12053	197	66	opt	opt	PROPN
fumecheng-12053	197	67	:	:	PUNCT
fumecheng-12053	197	68	adam	adam	PROPN
fumecheng-12053	197	69	)	)	PUNCT
fumecheng-12053	197	70	cnn3	cnn3	PROPN
fumecheng-12053	197	71	cl_1	cl_1	ADV
fumecheng-12053	197	72	(	(	PUNCT
fumecheng-12053	197	73	f-16	f-16	PROPN
fumecheng-12053	197	74	,	,	PUNCT
fumecheng-12053	197	75	(	(	PUNCT
fumecheng-12053	197	76	26x26x26x32	26x26x26x32	NUM
fumecheng-12053	197	77	)	)	PUNCT
fumecheng-12053	197	78	–	–	PUNCT
fumecheng-12053	197	79	cf(5x5x5x32	cf(5x5x5x32	X
fumecheng-12053	197	80	)	)	PUNCT
fumecheng-12053	197	81	0.01	0.01	NUM
fumecheng-12053	197	82	0.094	0.094	NUM
fumecheng-12053	197	83	400	400	NUM
fumecheng-12053	197	84	%	%	NOUN
fumecheng-12053	197	85	42	42	NUM
fumecheng-12053	197	86	min	min	NOUN
fumecheng-12053	197	87	a	a	DET
fumecheng-12053	197	88	-	-	PUNCT
fumecheng-12053	197	89	relu	relu	NOUN
fumecheng-12053	197	90	)	)	PUNCT
fumecheng-12053	197	91	,	,	PUNCT
fumecheng-12053	197	92	bn	bn	X
fumecheng-12053	197	93	,	,	PUNCT
fumecheng-12053	197	94	mp_1	mp_1	PROPN
fumecheng-12053	197	95	(	(	PUNCT
fumecheng-12053	197	96	(	(	PUNCT
fumecheng-12053	197	97	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	197	98	)	)	PUNCT
fumecheng-12053	197	99	–	–	PUNCT
fumecheng-12053	197	100	mpf(2x2x2x32	mpf(2x2x2x32	NUM
fumecheng-12053	197	101	)	)	PUNCT
fumecheng-12053	197	102	)	)	PUNCT
fumecheng-12053	197	103	cl_2	cl_2	PROPN
fumecheng-12053	197	104	(	(	PUNCT
fumecheng-12053	197	105	f-16	f-16	PROPN
fumecheng-12053	197	106	,	,	PUNCT
fumecheng-12053	197	107	(	(	PUNCT
fumecheng-12053	197	108	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	197	109	)	)	PUNCT
fumecheng-12053	197	110	–	–	PUNCT
fumecheng-12053	197	111	cf(3x3x3x32	cf(3x3x3x32	X
fumecheng-12053	197	112	)	)	PUNCT
fumecheng-12053	197	113	a	a	DET
fumecheng-12053	197	114	-	-	PUNCT
fumecheng-12053	197	115	relu	relu	NOUN
fumecheng-12053	197	116	)	)	PUNCT
fumecheng-12053	197	117	)	)	PUNCT
fumecheng-12053	197	118	,	,	PUNCT
fumecheng-12053	197	119	bn	bn	X
fumecheng-12053	197	120	,	,	PUNCT
fumecheng-12053	197	121	mp_2	mp_2	PROPN
fumecheng-12053	197	122	(	(	PUNCT
fumecheng-12053	197	123	(	(	PUNCT
fumecheng-12053	197	124	8x8x8x32	8x8x8x32	PROPN
fumecheng-12053	197	125	)	)	PUNCT
fumecheng-12053	197	126	–	–	PUNCT
fumecheng-12053	197	127	mpf(2x2x2x32	mpf(2x2x2x32	NUM
fumecheng-12053	197	128	)	)	PUNCT
fumecheng-12053	197	129	)	)	PUNCT
fumecheng-12053	198	1	d(1024	d(1024	PROPN
fumecheng-12053	198	2	,	,	PUNCT
fumecheng-12053	198	3	a	a	DET
fumecheng-12053	198	4	-	-	PUNCT
fumecheng-12053	198	5	relu	relu	NOUN
fumecheng-12053	198	6	)	)	PUNCT
fumecheng-12053	198	7	,	,	PUNCT
fumecheng-12053	198	8	d(0.5	d(0.5	PROPN
fumecheng-12053	198	9	)	)	PUNCT
fumecheng-12053	198	10	,	,	PUNCT
fumecheng-12053	198	11	bn	bn	X
fumecheng-12053	198	12	,	,	PUNCT
fumecheng-12053	198	13	d(512	d(512	PROPN
fumecheng-12053	198	14	,	,	PUNCT
fumecheng-12053	198	15	a	a	DET
fumecheng-12053	198	16	-	-	PUNCT
fumecheng-12053	198	17	relu	relu	NOUN
fumecheng-12053	198	18	)	)	PUNCT
fumecheng-12053	198	19	,	,	PUNCT
fumecheng-12053	198	20	d(0.5	d(0.5	PROPN
fumecheng-12053	198	21	)	)	PUNCT
fumecheng-12053	198	22	,	,	PUNCT
fumecheng-12053	198	23	bn	bn	X
fumecheng-12053	198	24	,	,	PUNCT
fumecheng-12053	198	25	d(256	d(256	PROPN
fumecheng-12053	198	26	,	,	PUNCT
fumecheng-12053	198	27	a	a	DET
fumecheng-12053	198	28	-	-	PUNCT
fumecheng-12053	198	29	relu	relu	NOUN
fumecheng-12053	198	30	)	)	PUNCT
fumecheng-12053	198	31	,	,	PUNCT
fumecheng-12053	198	32	d(0.5	d(0.5	PROPN
fumecheng-12053	198	33	)	)	PUNCT
fumecheng-12053	198	34	,	,	PUNCT
fumecheng-12053	198	35	bn	bn	X
fumecheng-12053	198	36	,	,	PUNCT
fumecheng-12053	198	37	d(128	d(128	NOUN
fumecheng-12053	198	38	,	,	PUNCT
fumecheng-12053	198	39	a	a	DET
fumecheng-12053	198	40	-	-	PUNCT
fumecheng-12053	198	41	relu	relu	NOUN
fumecheng-12053	198	42	)	)	PUNCT
fumecheng-12053	198	43	,	,	PUNCT
fumecheng-12053	198	44	bn	bn	X
fumecheng-12053	198	45	,	,	PUNCT
fumecheng-12053	198	46	d(64	d(64	NOUN
fumecheng-12053	198	47	,	,	PUNCT
fumecheng-12053	198	48	a	a	DET
fumecheng-12053	198	49	-	-	PUNCT
fumecheng-12053	198	50	relu	relu	NOUN
fumecheng-12053	198	51	)	)	PUNCT
fumecheng-12053	198	52	,	,	PUNCT
fumecheng-12053	198	53	bn	bn	X
fumecheng-12053	198	54	,	,	PUNCT
fumecheng-12053	198	55	d(20	d(20	PROPN
fumecheng-12053	198	56	,	,	PUNCT
fumecheng-12053	198	57	a	a	DET
fumecheng-12053	198	58	-	-	PUNCT
fumecheng-12053	198	59	relu	relu	NOUN
fumecheng-12053	198	60	)	)	PUNCT
fumecheng-12053	198	61	,	,	PUNCT
fumecheng-12053	198	62	bn	bn	X
fumecheng-12053	198	63	,	,	PUNCT
fumecheng-12053	198	64	output	output	NOUN
fumecheng-12053	198	65	,	,	PUNCT
fumecheng-12053	198	66	(	(	PUNCT
fumecheng-12053	198	67	opt	opt	PROPN
fumecheng-12053	198	68	:	:	PUNCT
fumecheng-12053	198	69	sgd	sgd	PROPN
fumecheng-12053	198	70	)	)	PUNCT
fumecheng-12053	198	71	cnn4	cnn4	PROPN
fumecheng-12053	198	72	cl_1	cl_1	PROPN
fumecheng-12053	198	73	(	(	PUNCT
fumecheng-12053	198	74	f-16	f-16	PROPN
fumecheng-12053	198	75	,	,	PUNCT
fumecheng-12053	198	76	(	(	PUNCT
fumecheng-12053	198	77	26x26x26x32	26x26x26x32	NUM
fumecheng-12053	198	78	)	)	PUNCT
fumecheng-12053	198	79	–	–	PUNCT
fumecheng-12053	198	80	cf(8x8x8x32	cf(8x8x8x32	NOUN
fumecheng-12053	198	81	)	)	PUNCT
fumecheng-12053	198	82	6.52e-5	6.52e-5	NUM
fumecheng-12053	198	83	0.007	0.007	NUM
fumecheng-12053	198	84	50	50	NUM
fumecheng-12053	198	85	%	%	NOUN
fumecheng-12053	198	86	52	52	NUM
fumecheng-12053	198	87	min	min	NOUN
fumecheng-12053	198	88	a	a	DET
fumecheng-12053	198	89	-	-	PUNCT
fumecheng-12053	198	90	prelu	prelu	NOUN
fumecheng-12053	198	91	)	)	PUNCT
fumecheng-12053	198	92	,	,	PUNCT
fumecheng-12053	198	93	bn	bn	X
fumecheng-12053	198	94	,	,	PUNCT
fumecheng-12053	198	95	mp_1	mp_1	PROPN
fumecheng-12053	198	96	(	(	PUNCT
fumecheng-12053	198	97	(	(	PUNCT
fumecheng-12053	198	98	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	198	99	)	)	PUNCT
fumecheng-12053	198	100	–	–	PUNCT
fumecheng-12053	198	101	mpf(6x6x6x32	mpf(6x6x6x32	NUM
fumecheng-12053	198	102	)	)	PUNCT
fumecheng-12053	198	103	)	)	PUNCT
fumecheng-12053	198	104	cl_2	cl_2	PROPN
fumecheng-12053	198	105	(	(	PUNCT
fumecheng-12053	198	106	f-16	f-16	PROPN
fumecheng-12053	198	107	,	,	PUNCT
fumecheng-12053	198	108	(	(	PUNCT
fumecheng-12053	198	109	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	198	110	)	)	PUNCT
fumecheng-12053	198	111	–	–	PUNCT
fumecheng-12053	198	112	cf(5x5x5x32	cf(5x5x5x32	X
fumecheng-12053	198	113	)	)	PUNCT
fumecheng-12053	198	114	a	a	DET
fumecheng-12053	198	115	-	-	PUNCT
fumecheng-12053	198	116	prelu	prelu	NOUN
fumecheng-12053	198	117	)	)	PUNCT
fumecheng-12053	198	118	)	)	PUNCT
fumecheng-12053	198	119	,	,	PUNCT
fumecheng-12053	198	120	bn	bn	X
fumecheng-12053	198	121	,	,	PUNCT
fumecheng-12053	198	122	mp_2	mp_2	PROPN
fumecheng-12053	198	123	(	(	PUNCT
fumecheng-12053	198	124	(	(	PUNCT
fumecheng-12053	198	125	8x8x8x32	8x8x8x32	PROPN
fumecheng-12053	198	126	)	)	PUNCT
fumecheng-12053	198	127	–	–	PUNCT
fumecheng-12053	198	128	mpf(4x4x4x32	mpf(4x4x4x32	NOUN
fumecheng-12053	198	129	)	)	PUNCT
fumecheng-12053	198	130	)	)	PUNCT
fumecheng-12053	198	131	d(512	d(512	PROPN
fumecheng-12053	198	132	,	,	PUNCT
fumecheng-12053	198	133	a	a	DET
fumecheng-12053	198	134	-	-	PUNCT
fumecheng-12053	198	135	prelu	prelu	NOUN
fumecheng-12053	198	136	)	)	PUNCT
fumecheng-12053	198	137	,	,	PUNCT
fumecheng-12053	198	138	bn	bn	X
fumecheng-12053	198	139	,	,	PUNCT
fumecheng-12053	198	140	d(256	d(256	PROPN
fumecheng-12053	198	141	,	,	PUNCT
fumecheng-12053	198	142	a	a	DET
fumecheng-12053	198	143	-	-	PUNCT
fumecheng-12053	198	144	prelu	prelu	NOUN
fumecheng-12053	198	145	)	)	PUNCT
fumecheng-12053	198	146	,	,	PUNCT
fumecheng-12053	198	147	bn	bn	X
fumecheng-12053	198	148	,	,	PUNCT
fumecheng-12053	198	149	d(128	d(128	NOUN
fumecheng-12053	198	150	,	,	PUNCT
fumecheng-12053	198	151	a	a	DET
fumecheng-12053	198	152	-	-	PUNCT
fumecheng-12053	198	153	prelu	prelu	NOUN
fumecheng-12053	198	154	)	)	PUNCT
fumecheng-12053	198	155	,	,	PUNCT
fumecheng-12053	198	156	output	output	NOUN
fumecheng-12053	198	157	,	,	PUNCT
fumecheng-12053	198	158	(	(	PUNCT
fumecheng-12053	198	159	opt	opt	PROPN
fumecheng-12053	198	160	:	:	PUNCT
fumecheng-12053	198	161	adam	adam	PROPN
fumecheng-12053	198	162	)	)	PUNCT
fumecheng-12053	198	163	cnn5	cnn5	NOUN
fumecheng-12053	198	164	cl_1	cl_1	PROPN
fumecheng-12053	198	165	(	(	PUNCT
fumecheng-12053	198	166	f-16	f-16	PROPN
fumecheng-12053	198	167	,	,	PUNCT
fumecheng-12053	198	168	(	(	PUNCT
fumecheng-12053	198	169	26x26x26x32	26x26x26x32	NUM
fumecheng-12053	198	170	)	)	PUNCT
fumecheng-12053	198	171	–	–	PUNCT
fumecheng-12053	198	172	cf(5x5x5x32	cf(5x5x5x32	X
fumecheng-12053	198	173	)	)	PUNCT
fumecheng-12053	198	174	0.03	0.03	NUM
fumecheng-12053	198	175	0.17	0.17	NUM
fumecheng-12053	198	176	1400	1400	NUM
fumecheng-12053	198	177	%	%	NOUN
fumecheng-12053	198	178	38	38	NUM
fumecheng-12053	198	179	min	min	NOUN
fumecheng-12053	198	180	a	a	DET
fumecheng-12053	198	181	-	-	PUNCT
fumecheng-12053	198	182	relu	relu	NOUN
fumecheng-12053	198	183	)	)	PUNCT
fumecheng-12053	198	184	,	,	PUNCT
fumecheng-12053	198	185	bn	bn	X
fumecheng-12053	198	186	,	,	PUNCT
fumecheng-12053	198	187	mp_1	mp_1	PROPN
fumecheng-12053	198	188	(	(	PUNCT
fumecheng-12053	198	189	(	(	PUNCT
fumecheng-12053	198	190	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	198	191	)	)	PUNCT
fumecheng-12053	198	192	–	–	PUNCT
fumecheng-12053	198	193	mpf(4x4x4x32	mpf(4x4x4x32	NOUN
fumecheng-12053	198	194	)	)	PUNCT
fumecheng-12053	198	195	)	)	PUNCT
fumecheng-12053	198	196	cl_2	cl_2	PROPN
fumecheng-12053	198	197	(	(	PUNCT
fumecheng-12053	198	198	f-16	f-16	PROPN
fumecheng-12053	198	199	,	,	PUNCT
fumecheng-12053	198	200	(	(	PUNCT
fumecheng-12053	198	201	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	198	202	)	)	PUNCT
fumecheng-12053	198	203	–	–	PUNCT
fumecheng-12053	198	204	cf(3x3x3x32	cf(3x3x3x32	X
fumecheng-12053	198	205	)	)	PUNCT
fumecheng-12053	198	206	a	a	DET
fumecheng-12053	198	207	-	-	PUNCT
fumecheng-12053	198	208	relu	relu	NOUN
fumecheng-12053	198	209	)	)	PUNCT
fumecheng-12053	198	210	)	)	PUNCT
fumecheng-12053	198	211	,	,	PUNCT
fumecheng-12053	198	212	bn	bn	X
fumecheng-12053	198	213	,	,	PUNCT
fumecheng-12053	198	214	mp_2	mp_2	PROPN
fumecheng-12053	198	215	(	(	PUNCT
fumecheng-12053	198	216	(	(	PUNCT
fumecheng-12053	198	217	8x8x8x32	8x8x8x32	PROPN
fumecheng-12053	198	218	)	)	PUNCT
fumecheng-12053	198	219	–	–	PUNCT
fumecheng-12053	198	220	mpf(3x3x3x32	mpf(3x3x3x32	NUM
fumecheng-12053	198	221	)	)	PUNCT
fumecheng-12053	198	222	)	)	PUNCT
fumecheng-12053	199	1	d(256	d(256	PROPN
fumecheng-12053	199	2	,	,	PUNCT
fumecheng-12053	199	3	a	a	DET
fumecheng-12053	199	4	-	-	PUNCT
fumecheng-12053	199	5	relu	relu	NOUN
fumecheng-12053	199	6	)	)	PUNCT
fumecheng-12053	199	7	,	,	PUNCT
fumecheng-12053	199	8	bn	bn	X
fumecheng-12053	199	9	,	,	PUNCT
fumecheng-12053	199	10	d(128	d(128	NOUN
fumecheng-12053	199	11	,	,	PUNCT
fumecheng-12053	199	12	a	a	DET
fumecheng-12053	199	13	-	-	PUNCT
fumecheng-12053	199	14	relu	relu	NOUN
fumecheng-12053	199	15	)	)	PUNCT
fumecheng-12053	199	16	,	,	PUNCT
fumecheng-12053	199	17	bn	bn	X
fumecheng-12053	199	18	,	,	PUNCT
fumecheng-12053	199	19	output	output	NOUN
fumecheng-12053	199	20	,	,	PUNCT
fumecheng-12053	199	21	(	(	PUNCT
fumecheng-12053	199	22	opt	opt	PROPN
fumecheng-12053	199	23	:	:	PUNCT
fumecheng-12053	199	24	sgd	sgd	PROPN
fumecheng-12053	199	25	)	)	PUNCT
fumecheng-12053	199	26	cnn6	cnn6	PROPN
fumecheng-12053	199	27	cl_1	cl_1	ADV
fumecheng-12053	199	28	(	(	PUNCT
fumecheng-12053	199	29	f-16	f-16	PROPN
fumecheng-12053	199	30	,	,	PUNCT
fumecheng-12053	199	31	(	(	PUNCT
fumecheng-12053	199	32	26x26x26x32	26x26x26x32	NUM
fumecheng-12053	199	33	)	)	PUNCT
fumecheng-12053	199	34	–	–	PUNCT
fumecheng-12053	199	35	cf(5x5x5x32	cf(5x5x5x32	X
fumecheng-12053	199	36	)	)	PUNCT
fumecheng-12053	199	37	0.07	0.07	NUM
fumecheng-12053	199	38	0.26	0.26	NUM
fumecheng-12053	199	39	2000	2000	NUM
fumecheng-12053	199	40	%	%	NOUN
fumecheng-12053	199	41	28	28	NUM
fumecheng-12053	199	42	min	min	PROPN
fumecheng-12053	199	43	a	a	DET
fumecheng-12053	199	44	-	-	PUNCT
fumecheng-12053	199	45	relu	relu	NOUN
fumecheng-12053	199	46	)	)	PUNCT
fumecheng-12053	199	47	,	,	PUNCT
fumecheng-12053	199	48	bn	bn	X
fumecheng-12053	199	49	,	,	PUNCT
fumecheng-12053	199	50	mp_1	mp_1	PROPN
fumecheng-12053	199	51	(	(	PUNCT
fumecheng-12053	199	52	(	(	PUNCT
fumecheng-12053	199	53	13x13x13x32	13x13x13x32	NUM
fumecheng-12053	199	54	)	)	PUNCT
fumecheng-12053	199	55	–	–	PUNCT
fumecheng-12053	199	56	mpf(4x4x4x32	mpf(4x4x4x32	NOUN
fumecheng-12053	199	57	)	)	PUNCT
fumecheng-12053	199	58	)	)	PUNCT
fumecheng-12053	199	59	d(128	d(128	NOUN
fumecheng-12053	199	60	,	,	PUNCT
fumecheng-12053	199	61	a	a	DET
fumecheng-12053	199	62	-	-	PUNCT
fumecheng-12053	199	63	relu	relu	NOUN
fumecheng-12053	199	64	)	)	PUNCT
fumecheng-12053	199	65	,	,	PUNCT
fumecheng-12053	199	66	bn	bn	X
fumecheng-12053	199	67	,	,	PUNCT
fumecheng-12053	199	68	output	output	NOUN
fumecheng-12053	199	69	,	,	PUNCT
fumecheng-12053	199	70	(	(	PUNCT
fumecheng-12053	199	71	opt	opt	PROPN
fumecheng-12053	199	72	:	:	PUNCT
fumecheng-12053	199	73	sgd	sgd	PROPN
fumecheng-12053	199	74	)	)	PUNCT
fumecheng-12053	199	75	legend	legend	NOUN
fumecheng-12053	199	76	:	:	PUNCT
fumecheng-12053	199	77	clx	clx	PROPN
fumecheng-12053	199	78	–	–	PUNCT
fumecheng-12053	199	79	3d	3d	NUM
fumecheng-12053	199	80	convolutional	convolutional	ADJ
fumecheng-12053	199	81	layer	layer	NOUN
fumecheng-12053	199	82	,	,	PUNCT
fumecheng-12053	199	83	f	f	PROPN
fumecheng-12053	199	84	–	–	PUNCT
fumecheng-12053	199	85	number	number	NOUN
fumecheng-12053	199	86	of	of	ADP
fumecheng-12053	199	87	filters	filter	NOUN
fumecheng-12053	199	88	,	,	PUNCT
fumecheng-12053	199	89	cf	cf	NOUN
fumecheng-12053	199	90	–	–	PUNCT
fumecheng-12053	199	91	number	number	NOUN
fumecheng-12053	199	92	of	of	ADP
fumecheng-12053	199	93	convolutional	convolutional	ADJ
fumecheng-12053	199	94	filters	filter	NOUN
fumecheng-12053	199	95	,	,	PUNCT
fumecheng-12053	199	96	a	a	DET
fumecheng-12053	199	97	–	–	PUNCT
fumecheng-12053	199	98	activation	activation	NOUN
fumecheng-12053	199	99	function	function	NOUN
fumecheng-12053	199	100	,	,	PUNCT
fumecheng-12053	199	101	mpx	mpx	VERB
fumecheng-12053	199	102	–	–	PUNCT
fumecheng-12053	199	103	max	max	PROPN
fumecheng-12053	199	104	pooling	pooling	NOUN
fumecheng-12053	199	105	layer	layer	NOUN
fumecheng-12053	199	106	,	,	PUNCT
fumecheng-12053	199	107	mpf	mpf	PROPN
fumecheng-12053	199	108	–	–	PUNCT
fumecheng-12053	199	109	number	number	NOUN
fumecheng-12053	199	110	of	of	ADP
fumecheng-12053	199	111	max	max	PROPN
fumecheng-12053	199	112	pooling	pool	VERB
fumecheng-12053	199	113	filters	filter	NOUN
fumecheng-12053	199	114	bn	bn	ADP
fumecheng-12053	199	115	–	–	PUNCT
fumecheng-12053	199	116	batch	batch	NOUN
fumecheng-12053	199	117	normalization	normalization	NOUN
fumecheng-12053	199	118	layer	layer	NOUN
fumecheng-12053	199	119	,	,	PUNCT
fumecheng-12053	199	120	dr	dr	PROPN
fumecheng-12053	199	121	–	–	PUNCT
fumecheng-12053	199	122	dropout	dropout	NOUN
fumecheng-12053	199	123	layer	layer	NOUN
fumecheng-12053	199	124	,	,	PUNCT
fumecheng-12053	199	125	d	d	NOUN
fumecheng-12053	199	126	–	–	PUNCT
fumecheng-12053	199	127	dense	dense	ADJ
fumecheng-12053	199	128	(	(	PUNCT
fumecheng-12053	199	129	fully	fully	ADV
fumecheng-12053	199	130	connected	connected	ADJ
fumecheng-12053	199	131	layers	layer	NOUN
fumecheng-12053	199	132	)	)	PUNCT
fumecheng-12053	199	133	,	,	PUNCT
fumecheng-12053	199	134	opt	opt	VERB
fumecheng-12053	199	135	optimizer	optimizer	NOUN
fumecheng-12053	199	136	machine	machine	NOUN
fumecheng-12053	199	137	learning	learning	NOUN
fumecheng-12053	199	138	of	of	ADP
fumecheng-12053	199	139	structure	structure	NOUN
fumecheng-12053	199	140	–	–	PUNCT
fumecheng-12053	199	141	property	property	NOUN
fumecheng-12053	199	142	relationships	relationship	NOUN
fumecheng-12053	199	143	:	:	PUNCT
fumecheng-12053	199	144	an	an	DET
fumecheng-12053	199	145	application	application	NOUN
fumecheng-12053	199	146	to	to	PART
fumecheng-12053	199	147	heat	heat	NOUN
fumecheng-12053	199	148	generation	generation	NOUN
fumecheng-12053	199	149	...	...	PUNCT
fumecheng-12053	199	150	697	697	NUM
fumecheng-12053	199	151	fig	fig	NOUN
fumecheng-12053	199	152	.	.	PUNCT
fumecheng-12053	200	1	8	8	NUM
fumecheng-12053	200	2	schematic	schematic	ADJ
fumecheng-12053	200	3	representation	representation	NOUN
fumecheng-12053	200	4	of	of	ADP
fumecheng-12053	200	5	the	the	DET
fumecheng-12053	200	6	complete	complete	ADJ
fumecheng-12053	200	7	machine	machine	NOUN
fumecheng-12053	200	8	learning	learning	NOUN
fumecheng-12053	200	9	process	process	NOUN
fumecheng-12053	200	10	3	3	NUM
fumecheng-12053	200	11	.	.	NOUN
fumecheng-12053	200	12	results	result	NOUN
fumecheng-12053	200	13	and	and	CCONJ
fumecheng-12053	200	14	discussion	discussion	NOUN
fumecheng-12053	200	15	3.1	3.1	NUM
fumecheng-12053	200	16	.	.	PUNCT
fumecheng-12053	201	1	evaluation	evaluation	NOUN
fumecheng-12053	201	2	of	of	ADP
fumecheng-12053	201	3	different	different	ADJ
fumecheng-12053	201	4	cnn	cnn	PROPN
fumecheng-12053	201	5	configurations	configuration	NOUN
fumecheng-12053	201	6	a	a	DET
fumecheng-12053	201	7	brief	brief	ADJ
fumecheng-12053	201	8	comparison	comparison	NOUN
fumecheng-12053	201	9	of	of	ADP
fumecheng-12053	201	10	the	the	DET
fumecheng-12053	201	11	predictive	predictive	ADJ
fumecheng-12053	201	12	capabilities	capability	NOUN
fumecheng-12053	201	13	of	of	ADP
fumecheng-12053	201	14	the	the	DET
fumecheng-12053	201	15	six	six	NUM
fumecheng-12053	201	16	distinct	distinct	ADJ
fumecheng-12053	201	17	cnns	cnn	NOUN
fumecheng-12053	201	18	shown	show	VERB
fumecheng-12053	201	19	in	in	ADP
fumecheng-12053	201	20	tab	tab	NOUN
fumecheng-12053	201	21	1	1	NUM
fumecheng-12053	201	22	can	can	AUX
fumecheng-12053	201	23	be	be	AUX
fumecheng-12053	201	24	seen	see	VERB
fumecheng-12053	201	25	in	in	ADP
fumecheng-12053	201	26	fig	fig	NOUN
fumecheng-12053	201	27	.	.	PUNCT
fumecheng-12053	202	1	9	9	X
fumecheng-12053	202	2	.	.	X
fumecheng-12053	202	3	the	the	DET
fumecheng-12053	202	4	cnn5	cnn5	NOUN
fumecheng-12053	202	5	and	and	CCONJ
fumecheng-12053	202	6	cnn6	cnn6	PROPN
fumecheng-12053	202	7	configurations	configuration	NOUN
fumecheng-12053	202	8	represent	represent	VERB
fumecheng-12053	202	9	an	an	DET
fumecheng-12053	202	10	attempt	attempt	NOUN
fumecheng-12053	202	11	to	to	PART
fumecheng-12053	202	12	address	address	VERB
fumecheng-12053	202	13	the	the	DET
fumecheng-12053	202	14	task	task	NOUN
fumecheng-12053	202	15	at	at	ADP
fumecheng-12053	202	16	hand	hand	NOUN
fumecheng-12053	202	17	using	use	VERB
fumecheng-12053	202	18	an	an	DET
fumecheng-12053	202	19	extremely	extremely	ADV
fumecheng-12053	202	20	basic	basic	ADJ
fumecheng-12053	202	21	cnn	cnn	NOUN
fumecheng-12053	202	22	configuration	configuration	NOUN
fumecheng-12053	202	23	.	.	PUNCT
fumecheng-12053	203	1	both	both	DET
fumecheng-12053	203	2	models	model	NOUN
fumecheng-12053	203	3	show	show	VERB
fumecheng-12053	203	4	remarkable	remarkable	ADJ
fumecheng-12053	203	5	similarities	similarity	NOUN
fumecheng-12053	203	6	and	and	CCONJ
fumecheng-12053	203	7	exude	exude	ADJ
fumecheng-12053	203	8	simplicity	simplicity	NOUN
fumecheng-12053	203	9	.	.	PUNCT
fumecheng-12053	204	1	unfortunately	unfortunately	ADV
fumecheng-12053	204	2	,	,	PUNCT
fumecheng-12053	204	3	both	both	PRON
fumecheng-12053	204	4	performed	perform	VERB
fumecheng-12053	204	5	very	very	ADV
fumecheng-12053	204	6	poorly	poorly	ADV
fumecheng-12053	204	7	in	in	ADP
fumecheng-12053	204	8	this	this	DET
fumecheng-12053	204	9	task	task	NOUN
fumecheng-12053	204	10	.	.	PUNCT
fumecheng-12053	205	1	mse	mse	PROPN
fumecheng-12053	205	2	and	and	CCONJ
fumecheng-12053	205	3	rmse	rmse	PROPN
fumecheng-12053	205	4	were	be	AUX
fumecheng-12053	205	5	significantly	significantly	ADV
fumecheng-12053	205	6	high	high	ADJ
fumecheng-12053	205	7	compared	compare	VERB
fumecheng-12053	205	8	to	to	ADP
fumecheng-12053	205	9	the	the	DET
fumecheng-12053	205	10	best	good	ADJ
fumecheng-12053	205	11	performing	performing	NOUN
fumecheng-12053	205	12	model	model	NOUN
fumecheng-12053	205	13	and	and	CCONJ
fumecheng-12053	205	14	the	the	DET
fumecheng-12053	205	15	error	error	NOUN
fumecheng-12053	205	16	plots	plot	NOUN
fumecheng-12053	205	17	showed	show	VERB
fumecheng-12053	205	18	an	an	DET
fumecheng-12053	205	19	error	error	NOUN
fumecheng-12053	205	20	margin	margin	NOUN
fumecheng-12053	205	21	exceeding	exceed	VERB
fumecheng-12053	205	22	1000	1000	NUM
fumecheng-12053	205	23	%	%	NOUN
fumecheng-12053	205	24	.	.	PUNCT
fumecheng-12053	206	1	therefore	therefore	ADV
fumecheng-12053	206	2	,	,	PUNCT
fumecheng-12053	206	3	it	it	PRON
fumecheng-12053	206	4	can	can	AUX
fumecheng-12053	206	5	be	be	AUX
fumecheng-12053	206	6	concluded	conclude	VERB
fumecheng-12053	206	7	that	that	SCONJ
fumecheng-12053	206	8	such	such	ADJ
fumecheng-12053	206	9	simplified	simplified	ADJ
fumecheng-12053	206	10	cnn	cnn	PROPN
fumecheng-12053	206	11	models	model	NOUN
fumecheng-12053	206	12	are	be	AUX
fumecheng-12053	206	13	not	not	PART
fumecheng-12053	206	14	suitable	suitable	ADJ
fumecheng-12053	206	15	for	for	ADP
fumecheng-12053	206	16	conducting	conduct	VERB
fumecheng-12053	206	17	the	the	DET
fumecheng-12053	206	18	spr	spr	PROPN
fumecheng-12053	206	19	task	task	NOUN
fumecheng-12053	206	20	at	at	ADP
fumecheng-12053	206	21	this	this	DET
fumecheng-12053	206	22	scale	scale	NOUN
fumecheng-12053	206	23	.	.	PUNCT
fumecheng-12053	207	1	the	the	DET
fumecheng-12053	207	2	cnn4	cnn4	PROPN
fumecheng-12053	207	3	model	model	NOUN
fumecheng-12053	207	4	introduces	introduce	VERB
fumecheng-12053	207	5	a	a	DET
fumecheng-12053	207	6	slightly	slightly	ADV
fumecheng-12053	207	7	more	more	ADV
fumecheng-12053	207	8	complex	complex	ADJ
fumecheng-12053	207	9	structure	structure	NOUN
fumecheng-12053	207	10	and	and	CCONJ
fumecheng-12053	207	11	is	be	AUX
fumecheng-12053	207	12	additionally	additionally	ADV
fumecheng-12053	207	13	characterized	characterize	VERB
fumecheng-12053	207	14	by	by	ADP
fumecheng-12053	207	15	the	the	DET
fumecheng-12053	207	16	use	use	NOUN
fumecheng-12053	207	17	of	of	ADP
fumecheng-12053	207	18	an	an	DET
fumecheng-12053	207	19	adam	adam	PROPN
fumecheng-12053	207	20	optimizer	optimizer	NOUN
fumecheng-12053	207	21	instead	instead	ADV
fumecheng-12053	207	22	of	of	ADP
fumecheng-12053	207	23	sgd	sgd	X
fumecheng-12053	207	24	(	(	PUNCT
fumecheng-12053	207	25	stochastic	stochastic	ADJ
fumecheng-12053	207	26	gradient	gradient	NOUN
fumecheng-12053	207	27	decent	decent	NOUN
fumecheng-12053	207	28	)	)	PUNCT
fumecheng-12053	207	29	and	and	CCONJ
fumecheng-12053	207	30	prelu	prelu	NOUN
fumecheng-12053	207	31	activation	activation	NOUN
fumecheng-12053	207	32	functions	function	NOUN
fumecheng-12053	207	33	instead	instead	ADV
fumecheng-12053	207	34	of	of	ADP
fumecheng-12053	207	35	rectified	rectified	ADJ
fumecheng-12053	207	36	linear	linear	NOUN
fumecheng-12053	207	37	unit	unit	NOUN
fumecheng-12053	207	38	(	(	PUNCT
fumecheng-12053	207	39	relu	relu	NOUN
fumecheng-12053	207	40	)	)	PUNCT
fumecheng-12053	207	41	.	.	PUNCT
fumecheng-12053	208	1	this	this	DET
fumecheng-12053	208	2	model	model	NOUN
fumecheng-12053	208	3	demonstrated	demonstrate	VERB
fumecheng-12053	208	4	a	a	DET
fumecheng-12053	208	5	significantly	significantly	ADV
fumecheng-12053	208	6	improved	improve	VERB
fumecheng-12053	208	7	performance	performance	NOUN
fumecheng-12053	208	8	compared	compare	VERB
fumecheng-12053	208	9	to	to	ADP
fumecheng-12053	208	10	cnn6	cnn6	PROPN
fumecheng-12053	208	11	and	and	CCONJ
fumecheng-12053	208	12	cnn5	cnn5	PROPN
fumecheng-12053	208	13	.	.	PUNCT
fumecheng-12053	209	1	however	however	ADV
fumecheng-12053	209	2	,	,	PUNCT
fumecheng-12053	209	3	the	the	DET
fumecheng-12053	209	4	results	result	NOUN
fumecheng-12053	209	5	achieved	achieve	VERB
fumecheng-12053	209	6	still	still	ADV
fumecheng-12053	209	7	did	do	AUX
fumecheng-12053	209	8	not	not	PART
fumecheng-12053	209	9	reach	reach	VERB
fumecheng-12053	209	10	the	the	DET
fumecheng-12053	209	11	standards	standard	NOUN
fumecheng-12053	209	12	required	require	VERB
fumecheng-12053	209	13	for	for	ADP
fumecheng-12053	209	14	the	the	DET
fumecheng-12053	209	15	task	task	NOUN
fumecheng-12053	209	16	at	at	ADP
fumecheng-12053	209	17	hand	hand	NOUN
fumecheng-12053	209	18	.	.	PUNCT
fumecheng-12053	210	1	consequently	consequently	ADV
fumecheng-12053	210	2	,	,	PUNCT
fumecheng-12053	210	3	it	it	PRON
fumecheng-12053	210	4	can	can	AUX
fumecheng-12053	210	5	be	be	AUX
fumecheng-12053	210	6	concluded	conclude	VERB
fumecheng-12053	210	7	that	that	SCONJ
fumecheng-12053	210	8	the	the	DET
fumecheng-12053	210	9	adam	adam	PROPN
fumecheng-12053	210	10	optimizer	optimizer	NOUN
fumecheng-12053	210	11	and	and	CCONJ
fumecheng-12053	210	12	the	the	DET
fumecheng-12053	210	13	combination	combination	NOUN
fumecheng-12053	210	14	of	of	ADP
fumecheng-12053	210	15	prelu	prelu	NOUN
fumecheng-12053	210	16	activation	activation	NOUN
fumecheng-12053	210	17	functions	function	NOUN
fumecheng-12053	210	18	perform	perform	VERB
fumecheng-12053	210	19	better	well	ADJ
fumecheng-12053	210	20	than	than	ADP
fumecheng-12053	210	21	the	the	DET
fumecheng-12053	210	22	combination	combination	NOUN
fumecheng-12053	210	23	of	of	ADP
fumecheng-12053	210	24	sgd	sgd	NOUN
fumecheng-12053	210	25	optimizer	optimizer	NOUN
fumecheng-12053	210	26	and	and	CCONJ
fumecheng-12053	210	27	the	the	DET
fumecheng-12053	210	28	relu	relu	NOUN
fumecheng-12053	210	29	activation	activation	NOUN
fumecheng-12053	210	30	functions	function	NOUN
fumecheng-12053	210	31	for	for	ADP
fumecheng-12053	210	32	the	the	DET
fumecheng-12053	210	33	current	current	ADJ
fumecheng-12053	210	34	task	task	NOUN
fumecheng-12053	210	35	.	.	PUNCT
fumecheng-12053	211	1	moreover	moreover	ADV
fumecheng-12053	211	2	,	,	PUNCT
fumecheng-12053	211	3	the	the	DET
fumecheng-12053	211	4	more	more	ADV
fumecheng-12053	211	5	complex	complex	ADJ
fumecheng-12053	211	6	cnn3	cnn3	NOUN
fumecheng-12053	211	7	model	model	NOUN
fumecheng-12053	211	8	using	use	VERB
fumecheng-12053	211	9	an	an	DET
fumecheng-12053	211	10	sgd	sgd	NOUN
fumecheng-12053	211	11	optimizer	optimizer	NOUN
fumecheng-12053	211	12	and	and	CCONJ
fumecheng-12053	211	13	relu	relu	NOUN
fumecheng-12053	211	14	activation	activation	NOUN
fumecheng-12053	211	15	functions	function	NOUN
fumecheng-12053	211	16	,	,	PUNCT
fumecheng-12053	211	17	performed	perform	VERB
fumecheng-12053	211	18	worse	worse	ADV
fumecheng-12053	211	19	compared	compare	VERB
fumecheng-12053	211	20	to	to	ADP
fumecheng-12053	211	21	a	a	DET
fumecheng-12053	211	22	simpler	simple	ADJ
fumecheng-12053	211	23	cnn4	cnn4	NOUN
fumecheng-12053	211	24	model	model	NOUN
fumecheng-12053	211	25	,	,	PUNCT
fumecheng-12053	211	26	confirming	confirm	VERB
fumecheng-12053	211	27	the	the	DET
fumecheng-12053	211	28	above	above	ADJ
fumecheng-12053	211	29	hypothesis	hypothesis	NOUN
fumecheng-12053	211	30	.	.	PUNCT
fumecheng-12053	212	1	in	in	ADP
fumecheng-12053	212	2	general	general	ADJ
fumecheng-12053	212	3	,	,	PUNCT
fumecheng-12053	212	4	it	it	PRON
fumecheng-12053	212	5	can	can	AUX
fumecheng-12053	212	6	be	be	AUX
fumecheng-12053	212	7	concluded	conclude	VERB
fumecheng-12053	212	8	that	that	SCONJ
fumecheng-12053	212	9	although	although	SCONJ
fumecheng-12053	212	10	the	the	DET
fumecheng-12053	212	11	performance	performance	NOUN
fumecheng-12053	212	12	of	of	ADP
fumecheng-12053	212	13	the	the	DET
fumecheng-12053	212	14	more	more	ADV
fumecheng-12053	212	15	complex	complex	ADJ
fumecheng-12053	212	16	cnn3	cnn3	NOUN
fumecheng-12053	212	17	model	model	NOUN
fumecheng-12053	212	18	may	may	AUX
fumecheng-12053	212	19	not	not	PART
fumecheng-12053	212	20	be	be	AUX
fumecheng-12053	212	21	suitable	suitable	ADJ
fumecheng-12053	212	22	for	for	ADP
fumecheng-12053	212	23	the	the	DET
fumecheng-12053	212	24	current	current	ADJ
fumecheng-12053	212	25	task	task	NOUN
fumecheng-12053	212	26	,	,	PUNCT
fumecheng-12053	212	27	it	it	PRON
fumecheng-12053	212	28	outperforms	outperform	VERB
fumecheng-12053	212	29	the	the	DET
fumecheng-12053	212	30	simpler	simple	ADJ
fumecheng-12053	212	31	cnn6	cnn6	NOUN
fumecheng-12053	212	32	and	and	CCONJ
fumecheng-12053	212	33	cnn5	cnn5	NOUN
fumecheng-12053	212	34	models	model	NOUN
fumecheng-12053	212	35	that	that	PRON
fumecheng-12053	212	36	use	use	VERB
fumecheng-12053	212	37	the	the	DET
fumecheng-12053	212	38	same	same	ADJ
fumecheng-12053	212	39	activation	activation	NOUN
fumecheng-12053	212	40	functions	function	NOUN
fumecheng-12053	212	41	and	and	CCONJ
fumecheng-12053	212	42	optimizers	optimizer	NOUN
fumecheng-12053	212	43	.	.	PUNCT
fumecheng-12053	213	1	the	the	DET
fumecheng-12053	213	2	cnn2	cnn2	PROPN
fumecheng-12053	213	3	model	model	NOUN
fumecheng-12053	213	4	shares	share	VERB
fumecheng-12053	213	5	a	a	DET
fumecheng-12053	213	6	similar	similar	ADJ
fumecheng-12053	213	7	configuration	configuration	NOUN
fumecheng-12053	213	8	to	to	ADP
fumecheng-12053	213	9	the	the	DET
fumecheng-12053	213	10	cnn1	cnn1	PROPN
fumecheng-12053	213	11	model	model	NOUN
fumecheng-12053	213	12	,	,	PUNCT
fumecheng-12053	213	13	although	although	SCONJ
fumecheng-12053	213	14	it	it	PRON
fumecheng-12053	213	15	is	be	AUX
fumecheng-12053	213	16	slightly	slightly	ADV
fumecheng-12053	213	17	less	less	ADV
fumecheng-12053	213	18	complex	complex	ADJ
fumecheng-12053	213	19	.	.	PUNCT
fumecheng-12053	214	1	it	it	PRON
fumecheng-12053	214	2	is	be	AUX
fumecheng-12053	214	3	also	also	ADV
fumecheng-12053	214	4	worth	worth	ADJ
fumecheng-12053	214	5	noting	note	VERB
fumecheng-12053	214	6	that	that	SCONJ
fumecheng-12053	214	7	the	the	DET
fumecheng-12053	214	8	comparison	comparison	NOUN
fumecheng-12053	214	9	between	between	ADP
fumecheng-12053	214	10	the	the	DET
fumecheng-12053	214	11	cnn2	cnn2	PROPN
fumecheng-12053	214	12	and	and	CCONJ
fumecheng-12053	214	13	cnn1	cnn1	NOUN
fumecheng-12053	214	14	models	model	NOUN
fumecheng-12053	214	15	leads	lead	VERB
fumecheng-12053	214	16	to	to	ADP
fumecheng-12053	214	17	the	the	DET
fumecheng-12053	214	18	conclusion	conclusion	NOUN
fumecheng-12053	214	19	that	that	SCONJ
fumecheng-12053	214	20	a	a	DET
fumecheng-12053	214	21	small	small	ADJ
fumecheng-12053	214	22	proportion	proportion	NOUN
fumecheng-12053	214	23	of	of	ADP
fumecheng-12053	214	24	dropout	dropout	NOUN
fumecheng-12053	214	25	slightly	slightly	ADV
fumecheng-12053	214	26	reduces	reduce	VERB
fumecheng-12053	214	27	the	the	DET
fumecheng-12053	214	28	performance	performance	NOUN
fumecheng-12053	214	29	of	of	ADP
fumecheng-12053	214	30	the	the	DET
fumecheng-12053	214	31	model	model	NOUN
fumecheng-12053	214	32	.	.	PUNCT
fumecheng-12053	215	1	the	the	DET
fumecheng-12053	215	2	cnn2	cnn2	PROPN
fumecheng-12053	215	3	model	model	NOUN
fumecheng-12053	215	4	provided	provide	VERB
fumecheng-12053	215	5	commendable	commendable	ADJ
fumecheng-12053	215	6	performance	performance	NOUN
fumecheng-12053	215	7	on	on	ADP
fumecheng-12053	215	8	the	the	DET
fumecheng-12053	215	9	task	task	NOUN
fumecheng-12053	215	10	at	at	ADP
fumecheng-12053	215	11	hand	hand	NOUN
fumecheng-12053	215	12	.	.	PUNCT
fumecheng-12053	216	1	however	however	ADV
fumecheng-12053	216	2	,	,	PUNCT
fumecheng-12053	216	3	in	in	ADP
fumecheng-12053	216	4	terms	term	NOUN
fumecheng-12053	216	5	of	of	ADP
fumecheng-12053	216	6	metrics	metric	NOUN
fumecheng-12053	216	7	and	and	CCONJ
fumecheng-12053	216	8	global	global	ADJ
fumecheng-12053	216	9	error	error	NOUN
fumecheng-12053	216	10	,	,	PUNCT
fumecheng-12053	216	11	its	its	PRON
fumecheng-12053	216	12	results	result	NOUN
fumecheng-12053	216	13	were	be	AUX
fumecheng-12053	216	14	inferior	inferior	ADJ
fumecheng-12053	216	15	to	to	ADP
fumecheng-12053	216	16	those	those	PRON
fumecheng-12053	216	17	of	of	ADP
fumecheng-12053	216	18	the	the	DET
fumecheng-12053	216	19	cnn1	cnn1	PROPN
fumecheng-12053	216	20	model	model	NOUN
fumecheng-12053	216	21	.	.	PUNCT
fumecheng-12053	217	1	in	in	ADP
fumecheng-12053	217	2	addition	addition	NOUN
fumecheng-12053	217	3	,	,	PUNCT
fumecheng-12053	217	4	it	it	PRON
fumecheng-12053	217	5	is	be	AUX
fumecheng-12053	217	6	also	also	ADV
fumecheng-12053	217	7	visible	visible	ADJ
fumecheng-12053	217	8	that	that	SCONJ
fumecheng-12053	217	9	increasing	increase	VERB
fumecheng-12053	217	10	the	the	DET
fumecheng-12053	217	11	amount	amount	NOUN
fumecheng-12053	217	12	of	of	ADP
fumecheng-12053	217	13	kernel	kernel	PROPN
fumecheng-12053	217	14	and	and	CCONJ
fumecheng-12053	217	15	max	max	PROPN
fumecheng-12053	217	16	-	-	PUNCT
fumecheng-12053	217	17	pooling	pool	VERB
fumecheng-12053	217	18	filters	filter	NOUN
fumecheng-12053	217	19	size	size	NOUN
fumecheng-12053	217	20	increased	increase	VERB
fumecheng-12053	217	21	the	the	DET
fumecheng-12053	217	22	computation	computation	NOUN
fumecheng-12053	217	23	time	time	NOUN
fumecheng-12053	217	24	.	.	PUNCT
fumecheng-12053	218	1	for	for	ADP
fumecheng-12053	218	2	this	this	DET
fumecheng-12053	218	3	reason	reason	NOUN
fumecheng-12053	218	4	,	,	PUNCT
fumecheng-12053	218	5	the	the	DET
fumecheng-12053	218	6	cnn1	cnn1	PROPN
fumecheng-12053	218	7	configuration	configuration	NOUN
fumecheng-12053	218	8	is	be	AUX
fumecheng-12053	218	9	698	698	NUM
fumecheng-12053	218	10	f.	f.	PROPN
fumecheng-12053	218	11	nikolić	nikolić	PROPN
fumecheng-12053	218	12	,	,	PUNCT
fumecheng-12053	218	13	m.	m.	NOUN
fumecheng-12053	218	14	čanađija	čanađija	PROPN
fumecheng-12053	218	15	chosen	choose	VERB
fumecheng-12053	218	16	as	as	ADP
fumecheng-12053	218	17	the	the	DET
fumecheng-12053	218	18	primary	primary	ADJ
fumecheng-12053	218	19	one	one	NOUN
fumecheng-12053	218	20	in	in	ADP
fumecheng-12053	218	21	this	this	DET
fumecheng-12053	218	22	study	study	NOUN
fumecheng-12053	218	23	.	.	PUNCT
fumecheng-12053	219	1	therefore	therefore	ADV
fumecheng-12053	219	2	,	,	PUNCT
fumecheng-12053	219	3	it	it	PRON
fumecheng-12053	219	4	can	can	AUX
fumecheng-12053	219	5	be	be	AUX
fumecheng-12053	219	6	concluded	conclude	VERB
fumecheng-12053	219	7	that	that	SCONJ
fumecheng-12053	219	8	the	the	DET
fumecheng-12053	219	9	complexity	complexity	NOUN
fumecheng-12053	219	10	of	of	ADP
fumecheng-12053	219	11	the	the	DET
fumecheng-12053	219	12	model	model	NOUN
fumecheng-12053	219	13	as	as	ADV
fumecheng-12053	219	14	well	well	ADV
fumecheng-12053	219	15	as	as	ADP
fumecheng-12053	219	16	the	the	DET
fumecheng-12053	219	17	choice	choice	NOUN
fumecheng-12053	219	18	of	of	ADP
fumecheng-12053	219	19	activation	activation	NOUN
fumecheng-12053	219	20	functions	function	NOUN
fumecheng-12053	219	21	and	and	CCONJ
fumecheng-12053	219	22	optimizers	optimizer	NOUN
fumecheng-12053	219	23	are	be	AUX
fumecheng-12053	219	24	crucial	crucial	ADJ
fumecheng-12053	219	25	for	for	ADP
fumecheng-12053	219	26	the	the	DET
fumecheng-12053	219	27	accurate	accurate	ADJ
fumecheng-12053	219	28	prediction	prediction	NOUN
fumecheng-12053	219	29	of	of	ADP
fumecheng-12053	219	30	the	the	DET
fumecheng-12053	219	31	temperature	temperature	NOUN
fumecheng-12053	219	32	increase	increase	NOUN
fumecheng-12053	219	33	-	-	PUNCT
fumecheng-12053	219	34	strain	strain	NOUN
fumecheng-12053	219	35	curves	curve	NOUN
fumecheng-12053	219	36	involving	involve	VERB
fumecheng-12053	219	37	the	the	DET
fumecheng-12053	219	38	spr	spr	PROPN
fumecheng-12053	219	39	task	task	NOUN
fumecheng-12053	219	40	.	.	PUNCT
fumecheng-12053	220	1	it	it	PRON
fumecheng-12053	220	2	should	should	AUX
fumecheng-12053	220	3	be	be	AUX
fumecheng-12053	220	4	emphasized	emphasize	VERB
fumecheng-12053	220	5	again	again	ADV
fumecheng-12053	220	6	that	that	SCONJ
fumecheng-12053	220	7	the	the	DET
fumecheng-12053	220	8	study	study	NOUN
fumecheng-12053	220	9	did	do	AUX
fumecheng-12053	220	10	not	not	PART
fumecheng-12053	220	11	investigate	investigate	VERB
fumecheng-12053	220	12	all	all	DET
fumecheng-12053	220	13	possible	possible	ADJ
fumecheng-12053	220	14	combinations	combination	NOUN
fumecheng-12053	220	15	of	of	ADP
fumecheng-12053	220	16	activation	activation	NOUN
fumecheng-12053	220	17	functions	function	NOUN
fumecheng-12053	220	18	,	,	PUNCT
fumecheng-12053	220	19	parameters	parameter	NOUN
fumecheng-12053	220	20	and	and	CCONJ
fumecheng-12053	220	21	optimizers	optimizer	NOUN
fumecheng-12053	220	22	.	.	PUNCT
fumecheng-12053	221	1	instead	instead	ADV
fumecheng-12053	221	2	,	,	PUNCT
fumecheng-12053	221	3	only	only	ADV
fumecheng-12053	221	4	some	some	PRON
fumecheng-12053	221	5	of	of	ADP
fumecheng-12053	221	6	the	the	DET
fumecheng-12053	221	7	most	most	ADV
fumecheng-12053	221	8	popular	popular	ADJ
fumecheng-12053	221	9	choices	choice	NOUN
fumecheng-12053	221	10	were	be	AUX
fumecheng-12053	221	11	presented	present	VERB
fumecheng-12053	221	12	.	.	PUNCT
fumecheng-12053	222	1	fig	fig	NOUN
fumecheng-12053	222	2	.	.	PUNCT
fumecheng-12053	223	1	9	9	NUM
fumecheng-12053	223	2	comparison	comparison	NOUN
fumecheng-12053	223	3	between	between	ADP
fumecheng-12053	223	4	the	the	DET
fumecheng-12053	223	5	calculated	calculate	VERB
fumecheng-12053	223	6	(	(	PUNCT
fumecheng-12053	223	7	fea	fea	NOUN
fumecheng-12053	223	8	)	)	PUNCT
fumecheng-12053	223	9	and	and	CCONJ
fumecheng-12053	223	10	the	the	DET
fumecheng-12053	223	11	predicted	predict	VERB
fumecheng-12053	223	12	(	(	PUNCT
fumecheng-12053	223	13	cnn	cnn	PROPN
fumecheng-12053	223	14	)	)	PUNCT
fumecheng-12053	223	15	value	value	NOUN
fumecheng-12053	223	16	of	of	ADP
fumecheng-12053	223	17	the	the	DET
fumecheng-12053	223	18	temperature	temperature	NOUN
fumecheng-12053	223	19	increase	increase	NOUN
fumecheng-12053	223	20	for	for	ADP
fumecheng-12053	223	21	all	all	DET
fumecheng-12053	223	22	points	point	NOUN
fumecheng-12053	223	23	of	of	ADP
fumecheng-12053	223	24	the	the	DET
fumecheng-12053	223	25	temperature	temperature	NOUN
fumecheng-12053	223	26	increase	increase	NOUN
fumecheng-12053	223	27	curve	curve	NOUN
fumecheng-12053	223	28	for	for	ADP
fumecheng-12053	223	29	:	:	PUNCT
fumecheng-12053	223	30	(	(	PUNCT
fumecheng-12053	223	31	a	a	X
fumecheng-12053	223	32	)	)	PUNCT
fumecheng-12053	223	33	–	–	PUNCT
fumecheng-12053	223	34	cnn1	cnn1	NOUN
fumecheng-12053	223	35	model	model	NOUN
fumecheng-12053	223	36	,	,	PUNCT
fumecheng-12053	223	37	(	(	PUNCT
fumecheng-12053	223	38	b	b	NOUN
fumecheng-12053	223	39	)	)	PUNCT
fumecheng-12053	223	40	–	–	PUNCT
fumecheng-12053	223	41	cnn2	cnn2	NOUN
fumecheng-12053	223	42	model	model	NOUN
fumecheng-12053	223	43	,	,	PUNCT
fumecheng-12053	223	44	(	(	PUNCT
fumecheng-12053	223	45	c	c	X
fumecheng-12053	223	46	)	)	PUNCT
fumecheng-12053	223	47	–	–	PUNCT
fumecheng-12053	223	48	cnn3	cnn3	NOUN
fumecheng-12053	223	49	model	model	NOUN
fumecheng-12053	223	50	,	,	PUNCT
fumecheng-12053	223	51	(	(	PUNCT
fumecheng-12053	223	52	d	d	X
fumecheng-12053	223	53	)	)	PUNCT
fumecheng-12053	223	54	–	–	PUNCT
fumecheng-12053	223	55	cnn4	cnn4	PROPN
fumecheng-12053	223	56	model	model	NOUN
fumecheng-12053	223	57	,	,	PUNCT
fumecheng-12053	223	58	(	(	PUNCT
fumecheng-12053	223	59	e	e	NOUN
fumecheng-12053	223	60	)	)	PUNCT
fumecheng-12053	223	61	–	–	PUNCT
fumecheng-12053	223	62	cnn5	cnn5	NOUN
fumecheng-12053	223	63	model	model	NOUN
fumecheng-12053	223	64	,	,	PUNCT
fumecheng-12053	223	65	(	(	PUNCT
fumecheng-12053	223	66	f	f	X
fumecheng-12053	223	67	)	)	PUNCT
fumecheng-12053	223	68	–	–	PUNCT
fumecheng-12053	223	69	cnn6	cnn6	PROPN
fumecheng-12053	223	70	model	model	NOUN
fumecheng-12053	223	71	in	in	ADP
fumecheng-12053	223	72	tab	tab	PROPN
fumecheng-12053	223	73	.	.	PUNCT
fumecheng-12053	223	74	1	1	NUM
fumecheng-12053	223	75	3.2	3.2	NUM
fumecheng-12053	223	76	.	.	PUNCT
fumecheng-12053	224	1	evaluation	evaluation	NOUN
fumecheng-12053	224	2	of	of	ADP
fumecheng-12053	224	3	different	different	ADJ
fumecheng-12053	224	4	cnn	cnn	PROPN
fumecheng-12053	224	5	configurations	configuration	NOUN
fumecheng-12053	224	6	the	the	DET
fumecheng-12053	224	7	performance	performance	NOUN
fumecheng-12053	224	8	of	of	ADP
fumecheng-12053	224	9	the	the	DET
fumecheng-12053	224	10	cnn1	cnn1	PROPN
fumecheng-12053	224	11	model	model	NOUN
fumecheng-12053	224	12	was	be	AUX
fumecheng-12053	224	13	evaluated	evaluate	VERB
fumecheng-12053	224	14	on	on	ADP
fumecheng-12053	224	15	the	the	DET
fumecheng-12053	224	16	test	test	NOUN
fumecheng-12053	224	17	dataset	dataset	NOUN
fumecheng-12053	224	18	using	use	VERB
fumecheng-12053	224	19	the	the	DET
fumecheng-12053	224	20	mse	mse	NOUN
fumecheng-12053	224	21	and	and	CCONJ
fumecheng-12053	224	22	rmse	rmse	NOUN
fumecheng-12053	224	23	.	.	PUNCT
fumecheng-12053	225	1	rmse	rmse	PROPN
fumecheng-12053	225	2	and	and	CCONJ
fumecheng-12053	225	3	mse	mse	PROPN
fumecheng-12053	225	4	of	of	ADP
fumecheng-12053	225	5	the	the	DET
fumecheng-12053	225	6	model	model	NOUN
fumecheng-12053	225	7	were	be	AUX
fumecheng-12053	225	8	evaluated	evaluate	VERB
fumecheng-12053	225	9	as	as	ADP
fumecheng-12053	225	10	0.004353	0.004353	NUM
fumecheng-12053	225	11	°	°	ADP
fumecheng-12053	225	12	c	c	PROPN
fumecheng-12053	225	13	and	and	CCONJ
fumecheng-12053	225	14	1.9648·10−5	1.9648·10−5	NUM
fumecheng-12053	225	15	°	°	NUM
fumecheng-12053	225	16	c2	c2	PROPN
fumecheng-12053	225	17	,	,	PUNCT
fumecheng-12053	225	18	respectively	respectively	ADV
fumecheng-12053	225	19	.	.	PUNCT
fumecheng-12053	226	1	it	it	PRON
fumecheng-12053	226	2	should	should	AUX
fumecheng-12053	226	3	be	be	AUX
fumecheng-12053	226	4	noted	note	VERB
fumecheng-12053	226	5	that	that	SCONJ
fumecheng-12053	226	6	none	none	NOUN
fumecheng-12053	226	7	of	of	ADP
fumecheng-12053	226	8	the	the	DET
fumecheng-12053	226	9	microstructural	microstructural	ADJ
fumecheng-12053	226	10	configurations	configuration	NOUN
fumecheng-12053	226	11	and	and	CCONJ
fumecheng-12053	226	12	tqc	tqc	ADJ
fumecheng-12053	226	13	values	value	NOUN
fumecheng-12053	226	14	used	use	VERB
fumecheng-12053	226	15	during	during	ADP
fumecheng-12053	226	16	training	training	NOUN
fumecheng-12053	226	17	were	be	AUX
fumecheng-12053	226	18	also	also	ADV
fumecheng-12053	226	19	used	use	VERB
fumecheng-12053	226	20	in	in	ADP
fumecheng-12053	226	21	the	the	DET
fumecheng-12053	226	22	test	test	NOUN
fumecheng-12053	226	23	set	set	NOUN
fumecheng-12053	226	24	.	.	PUNCT
fumecheng-12053	227	1	in	in	ADP
fumecheng-12053	227	2	addition	addition	NOUN
fumecheng-12053	227	3	,	,	PUNCT
fumecheng-12053	227	4	the	the	DET
fumecheng-12053	227	5	model	model	NOUN
fumecheng-12053	227	6	showed	show	VERB
fumecheng-12053	227	7	an	an	DET
fumecheng-12053	227	8	extremely	extremely	ADV
fumecheng-12053	227	9	fast	fast	ADJ
fumecheng-12053	227	10	evaluation	evaluation	NOUN
fumecheng-12053	227	11	of	of	ADP
fumecheng-12053	227	12	the	the	DET
fumecheng-12053	227	13	temperature	temperature	NOUN
fumecheng-12053	227	14	increase	increase	NOUN
fumecheng-12053	227	15	,	,	PUNCT
fumecheng-12053	227	16	making	make	VERB
fumecheng-12053	227	17	348	348	NUM
fumecheng-12053	227	18	predictions	prediction	NOUN
fumecheng-12053	227	19	in	in	ADP
fumecheng-12053	227	20	about	about	ADV
fumecheng-12053	227	21	0.4	0.4	NUM
fumecheng-12053	227	22	seconds	second	NOUN
fumecheng-12053	227	23	.	.	PUNCT
fumecheng-12053	228	1	next	next	ADV
fumecheng-12053	228	2	,	,	PUNCT
fumecheng-12053	228	3	the	the	DET
fumecheng-12053	228	4	temperature	temperature	NOUN
fumecheng-12053	228	5	increase	increase	NOUN
fumecheng-12053	228	6	during	during	ADP
fumecheng-12053	228	7	the	the	DET
fumecheng-12053	228	8	last	last	ADJ
fumecheng-12053	228	9	twelve	twelve	NUM
fumecheng-12053	228	10	calculation	calculation	NOUN
fumecheng-12053	228	11	steps	step	NOUN
fumecheng-12053	228	12	,	,	PUNCT
fumecheng-12053	228	13	which	which	PRON
fumecheng-12053	228	14	represent	represent	VERB
fumecheng-12053	228	15	the	the	DET
fumecheng-12053	228	16	plastic	plastic	ADJ
fumecheng-12053	228	17	part	part	NOUN
fumecheng-12053	228	18	of	of	ADP
fumecheng-12053	228	19	the	the	DET
fumecheng-12053	228	20	deformation	deformation	NOUN
fumecheng-12053	228	21	process	process	NOUN
fumecheng-12053	228	22	,	,	PUNCT
fumecheng-12053	228	23	is	be	AUX
fumecheng-12053	228	24	examined	examine	VERB
fumecheng-12053	228	25	.	.	PUNCT
fumecheng-12053	229	1	the	the	DET
fumecheng-12053	229	2	comparison	comparison	NOUN
fumecheng-12053	229	3	of	of	ADP
fumecheng-12053	229	4	the	the	DET
fumecheng-12053	229	5	temperature	temperature	NOUN
fumecheng-12053	229	6	increase	increase	NOUN
fumecheng-12053	229	7	curves	curve	NOUN
fumecheng-12053	229	8	predicted	predict	VERB
fumecheng-12053	229	9	by	by	ADP
fumecheng-12053	229	10	the	the	DET
fumecheng-12053	229	11	ml	ml	PROPN
fumecheng-12053	229	12	model	model	NOUN
fumecheng-12053	229	13	with	with	ADP
fumecheng-12053	229	14	the	the	DET
fumecheng-12053	229	15	curves	curve	NOUN
fumecheng-12053	229	16	calculated	calculate	VERB
fumecheng-12053	229	17	by	by	ADP
fumecheng-12053	229	18	the	the	DET
fumecheng-12053	229	19	fea	fea	NOUN
fumecheng-12053	229	20	for	for	ADP
fumecheng-12053	229	21	four	four	NUM
fumecheng-12053	229	22	machine	machine	NOUN
fumecheng-12053	229	23	learning	learning	NOUN
fumecheng-12053	229	24	of	of	ADP
fumecheng-12053	229	25	structure	structure	NOUN
fumecheng-12053	229	26	–	–	PUNCT
fumecheng-12053	229	27	property	property	NOUN
fumecheng-12053	229	28	relationships	relationship	NOUN
fumecheng-12053	229	29	:	:	PUNCT
fumecheng-12053	229	30	an	an	DET
fumecheng-12053	229	31	application	application	NOUN
fumecheng-12053	229	32	to	to	PART
fumecheng-12053	229	33	heat	heat	NOUN
fumecheng-12053	229	34	generation	generation	NOUN
fumecheng-12053	229	35	...	...	PUNCT
fumecheng-12053	229	36	699	699	NUM
fumecheng-12053	229	37	different	different	ADJ
fumecheng-12053	229	38	hard	hard	ADJ
fumecheng-12053	229	39	phase	phase	NOUN
fumecheng-12053	229	40	fractions	fraction	NOUN
fumecheng-12053	229	41	and	and	CCONJ
fumecheng-12053	229	42	tqcs	tqcs	ADJ
fumecheng-12053	229	43	is	be	AUX
fumecheng-12053	229	44	shown	show	VERB
fumecheng-12053	229	45	in	in	ADP
fumecheng-12053	229	46	fig	fig	NOUN
fumecheng-12053	229	47	.	.	PUNCT
fumecheng-12053	230	1	10	10	NUM
fumecheng-12053	230	2	.	.	PUNCT
fumecheng-12053	231	1	it	it	PRON
fumecheng-12053	231	2	is	be	AUX
fumecheng-12053	231	3	evident	evident	ADJ
fumecheng-12053	231	4	that	that	SCONJ
fumecheng-12053	231	5	the	the	DET
fumecheng-12053	231	6	ml	ml	PROPN
fumecheng-12053	231	7	model	model	NOUN
fumecheng-12053	231	8	accurately	accurately	ADV
fumecheng-12053	231	9	reproduces	reproduce	VERB
fumecheng-12053	231	10	the	the	DET
fumecheng-12053	231	11	temperature	temperature	NOUN
fumecheng-12053	231	12	increase	increase	NOUN
fumecheng-12053	231	13	obtained	obtain	VERB
fumecheng-12053	231	14	by	by	ADP
fumecheng-12053	231	15	the	the	DET
fumecheng-12053	231	16	fea	fea	PROPN
fumecheng-12053	231	17	.	.	PUNCT
fumecheng-12053	232	1	note	note	VERB
fumecheng-12053	232	2	that	that	SCONJ
fumecheng-12053	232	3	the	the	DET
fumecheng-12053	232	4	rve	rve	PROPN
fumecheng-12053	232	5	is	be	AUX
fumecheng-12053	232	6	almost	almost	ADV
fumecheng-12053	232	7	entirely	entirely	ADV
fumecheng-12053	232	8	in	in	ADP
fumecheng-12053	232	9	the	the	DET
fumecheng-12053	232	10	elastic	elastic	ADJ
fumecheng-12053	232	11	state	state	NOUN
fumecheng-12053	232	12	during	during	ADP
fumecheng-12053	232	13	the	the	DET
fumecheng-12053	232	14	first	first	ADJ
fumecheng-12053	232	15	eight	eight	NUM
fumecheng-12053	232	16	calculation	calculation	NOUN
fumecheng-12053	232	17	steps	step	NOUN
fumecheng-12053	232	18	and	and	CCONJ
fumecheng-12053	232	19	the	the	DET
fumecheng-12053	232	20	heat	heat	NOUN
fumecheng-12053	232	21	generated	generate	VERB
fumecheng-12053	232	22	by	by	ADP
fumecheng-12053	232	23	plastic	plastic	ADJ
fumecheng-12053	232	24	dissipation	dissipation	NOUN
fumecheng-12053	232	25	is	be	AUX
fumecheng-12053	232	26	practically	practically	ADV
fumecheng-12053	232	27	nonexistent	nonexistent	ADJ
fumecheng-12053	232	28	.	.	PUNCT
fumecheng-12053	233	1	it	it	PRON
fumecheng-12053	233	2	can	can	AUX
fumecheng-12053	233	3	also	also	ADV
fumecheng-12053	233	4	be	be	AUX
fumecheng-12053	233	5	seen	see	VERB
fumecheng-12053	233	6	that	that	SCONJ
fumecheng-12053	233	7	the	the	DET
fumecheng-12053	233	8	temperature	temperature	NOUN
fumecheng-12053	233	9	increase	increase	NOUN
fumecheng-12053	233	10	does	do	AUX
fumecheng-12053	233	11	not	not	PART
fumecheng-12053	233	12	change	change	VERB
fumecheng-12053	233	13	significantly	significantly	ADV
fumecheng-12053	233	14	at	at	ADP
fumecheng-12053	233	15	different	different	ADJ
fumecheng-12053	233	16	tqcs	tqcs	ADJ
fumecheng-12053	233	17	.	.	PUNCT
fumecheng-12053	234	1	another	another	DET
fumecheng-12053	234	2	factor	factor	NOUN
fumecheng-12053	234	3	that	that	PRON
fumecheng-12053	234	4	affects	affect	VERB
fumecheng-12053	234	5	the	the	DET
fumecheng-12053	234	6	amount	amount	NOUN
fumecheng-12053	234	7	of	of	ADP
fumecheng-12053	234	8	heat	heat	NOUN
fumecheng-12053	234	9	generated	generate	VERB
fumecheng-12053	234	10	is	be	AUX
fumecheng-12053	234	11	the	the	DET
fumecheng-12053	234	12	arrangement	arrangement	NOUN
fumecheng-12053	234	13	of	of	ADP
fumecheng-12053	234	14	the	the	DET
fumecheng-12053	234	15	soft	soft	ADJ
fumecheng-12053	234	16	and	and	CCONJ
fumecheng-12053	234	17	hard	hard	ADJ
fumecheng-12053	234	18	phases	phase	NOUN
fumecheng-12053	234	19	within	within	ADP
fumecheng-12053	234	20	the	the	DET
fumecheng-12053	234	21	microstructure	microstructure	NOUN
fumecheng-12053	234	22	,	,	PUNCT
fumecheng-12053	234	23	which	which	PRON
fumecheng-12053	234	24	is	be	AUX
fumecheng-12053	234	25	studied	study	VERB
fumecheng-12053	234	26	in	in	ADP
fumecheng-12053	234	27	sec	sec	PROPN
fumecheng-12053	234	28	3.3	3.3	NUM
fumecheng-12053	234	29	.	.	PUNCT
fumecheng-12053	235	1	in	in	ADP
fumecheng-12053	235	2	the	the	DET
fumecheng-12053	235	3	end	end	NOUN
fumecheng-12053	235	4	,	,	PUNCT
fumecheng-12053	235	5	it	it	PRON
fumecheng-12053	235	6	can	can	AUX
fumecheng-12053	235	7	be	be	AUX
fumecheng-12053	235	8	noticed	notice	VERB
fumecheng-12053	235	9	that	that	SCONJ
fumecheng-12053	235	10	the	the	DET
fumecheng-12053	235	11	amount	amount	NOUN
fumecheng-12053	235	12	of	of	ADP
fumecheng-12053	235	13	heat	heat	NOUN
fumecheng-12053	235	14	generated	generate	VERB
fumecheng-12053	235	15	depends	depend	VERB
fumecheng-12053	235	16	most	most	ADV
fumecheng-12053	235	17	strongly	strongly	ADV
fumecheng-12053	235	18	on	on	ADP
fumecheng-12053	235	19	the	the	DET
fumecheng-12053	235	20	fraction	fraction	NOUN
fumecheng-12053	235	21	of	of	ADP
fumecheng-12053	235	22	the	the	DET
fumecheng-12053	235	23	hard	hard	ADJ
fumecheng-12053	235	24	phase	phase	NOUN
fumecheng-12053	235	25	.	.	PUNCT
fumecheng-12053	236	1	fig	fig	NOUN
fumecheng-12053	236	2	.	.	PUNCT
fumecheng-12053	237	1	10	10	NUM
fumecheng-12053	237	2	comparison	comparison	NOUN
fumecheng-12053	237	3	of	of	ADP
fumecheng-12053	237	4	the	the	DET
fumecheng-12053	237	5	temperature	temperature	NOUN
fumecheng-12053	237	6	increase	increase	NOUN
fumecheng-12053	237	7	curves	curve	NOUN
fumecheng-12053	237	8	as	as	SCONJ
fumecheng-12053	237	9	predicted	predict	VERB
fumecheng-12053	237	10	by	by	ADP
fumecheng-12053	237	11	the	the	DET
fumecheng-12053	237	12	ml	ml	PROPN
fumecheng-12053	237	13	model	model	NOUN
fumecheng-12053	237	14	with	with	ADP
fumecheng-12053	237	15	those	those	PRON
fumecheng-12053	237	16	calculated	calculate	VERB
fumecheng-12053	237	17	by	by	ADP
fumecheng-12053	237	18	the	the	DET
fumecheng-12053	237	19	fem	fem	NOUN
fumecheng-12053	237	20	(	(	PUNCT
fumecheng-12053	237	21	tqc	tqc	VERB
fumecheng-12053	237	22	at	at	ADP
fumecheng-12053	237	23	the	the	DET
fumecheng-12053	237	24	end	end	NOUN
fumecheng-12053	237	25	of	of	ADP
fumecheng-12053	237	26	deformation	deformation	NOUN
fumecheng-12053	237	27	is	be	AUX
fumecheng-12053	237	28	shown	show	VERB
fumecheng-12053	237	29	)	)	PUNCT
fumecheng-12053	237	30	the	the	DET
fumecheng-12053	237	31	performance	performance	NOUN
fumecheng-12053	237	32	of	of	ADP
fumecheng-12053	237	33	the	the	DET
fumecheng-12053	237	34	model	model	NOUN
fumecheng-12053	237	35	was	be	AUX
fumecheng-12053	237	36	also	also	ADV
fumecheng-12053	237	37	checked	check	VERB
fumecheng-12053	237	38	for	for	ADP
fumecheng-12053	237	39	all	all	DET
fumecheng-12053	237	40	strain	strain	NOUN
fumecheng-12053	237	41	points	point	NOUN
fumecheng-12053	237	42	and	and	CCONJ
fumecheng-12053	237	43	compared	compare	VERB
fumecheng-12053	237	44	with	with	ADP
fumecheng-12053	237	45	the	the	DET
fumecheng-12053	237	46	results	result	NOUN
fumecheng-12053	237	47	of	of	ADP
fumecheng-12053	237	48	the	the	DET
fumecheng-12053	237	49	fea	fea	NOUN
fumecheng-12053	237	50	.	.	PUNCT
fumecheng-12053	238	1	the	the	DET
fumecheng-12053	238	2	comparison	comparison	NOUN
fumecheng-12053	238	3	of	of	ADP
fumecheng-12053	238	4	ml	ml	NOUN
fumecheng-12053	238	5	and	and	CCONJ
fumecheng-12053	238	6	fea	fea	PROPN
fumecheng-12053	238	7	is	be	AUX
fumecheng-12053	238	8	shown	show	VERB
fumecheng-12053	238	9	in	in	ADP
fumecheng-12053	238	10	fig	fig	NOUN
fumecheng-12053	238	11	.	.	PUNCT
fumecheng-12053	239	1	9	9	NUM
fumecheng-12053	239	2	(	(	PUNCT
fumecheng-12053	239	3	a	a	NOUN
fumecheng-12053	239	4	)	)	PUNCT
fumecheng-12053	239	5	.	.	PUNCT
fumecheng-12053	240	1	throughout	throughout	ADP
fumecheng-12053	240	2	the	the	DET
fumecheng-12053	240	3	complete	complete	ADJ
fumecheng-12053	240	4	range	range	NOUN
fumecheng-12053	240	5	of	of	ADP
fumecheng-12053	240	6	temperature	temperature	NOUN
fumecheng-12053	240	7	increase	increase	NOUN
fumecheng-12053	240	8	,	,	PUNCT
fumecheng-12053	240	9	the	the	DET
fumecheng-12053	240	10	prediction	prediction	NOUN
fumecheng-12053	240	11	accuracy	accuracy	NOUN
fumecheng-12053	240	12	is	be	AUX
fumecheng-12053	240	13	very	very	ADV
fumecheng-12053	240	14	good	good	ADJ
fumecheng-12053	240	15	.	.	PUNCT
fumecheng-12053	241	1	it	it	PRON
fumecheng-12053	241	2	can	can	AUX
fumecheng-12053	241	3	also	also	ADV
fumecheng-12053	241	4	be	be	AUX
fumecheng-12053	241	5	seen	see	VERB
fumecheng-12053	241	6	that	that	SCONJ
fumecheng-12053	241	7	the	the	DET
fumecheng-12053	241	8	prediction	prediction	NOUN
fumecheng-12053	241	9	error	error	NOUN
fumecheng-12053	241	10	for	for	ADP
fumecheng-12053	241	11	any	any	DET
fumecheng-12053	241	12	point	point	NOUN
fumecheng-12053	241	13	in	in	ADP
fumecheng-12053	241	14	the	the	DET
fumecheng-12053	241	15	dataset	dataset	NOUN
fumecheng-12053	241	16	is	be	AUX
fumecheng-12053	241	17	less	less	ADJ
fumecheng-12053	241	18	than	than	ADP
fumecheng-12053	241	19	6.5	6.5	NUM
fumecheng-12053	241	20	%	%	NOUN
fumecheng-12053	241	21	.	.	PUNCT
fumecheng-12053	242	1	the	the	DET
fumecheng-12053	242	2	errors	error	NOUN
fumecheng-12053	242	3	between	between	ADP
fumecheng-12053	242	4	the	the	DET
fumecheng-12053	242	5	predicted	predict	VERB
fumecheng-12053	242	6	and	and	CCONJ
fumecheng-12053	242	7	calculated	calculate	VERB
fumecheng-12053	242	8	temperature	temperature	NOUN
fumecheng-12053	242	9	increase	increase	NOUN
fumecheng-12053	242	10	for	for	ADP
fumecheng-12053	242	11	all	all	DET
fumecheng-12053	242	12	strain	strain	NOUN
fumecheng-12053	242	13	points	point	NOUN
fumecheng-12053	242	14	were	be	AUX
fumecheng-12053	242	15	also	also	ADV
fumecheng-12053	242	16	checked	check	VERB
fumecheng-12053	242	17	.	.	PUNCT
fumecheng-12053	243	1	the	the	DET
fumecheng-12053	243	2	maximum	maximum	ADJ
fumecheng-12053	243	3	error	error	NOUN
fumecheng-12053	243	4	is	be	AUX
fumecheng-12053	243	5	0.012	0.012	NUM
fumecheng-12053	243	6	°	°	NOUN
fumecheng-12053	243	7	c	c	NOUN
fumecheng-12053	243	8	,	,	PUNCT
fumecheng-12053	243	9	while	while	SCONJ
fumecheng-12053	243	10	the	the	DET
fumecheng-12053	243	11	average	average	ADJ
fumecheng-12053	243	12	error	error	NOUN
fumecheng-12053	243	13	is	be	AUX
fumecheng-12053	243	14	5.87·10−5	5.87·10−5	NUM
fumecheng-12053	243	15	°	°	NOUN
fumecheng-12053	243	16	c	c	NOUN
fumecheng-12053	243	17	,	,	PUNCT
fumecheng-12053	243	18	while	while	SCONJ
fumecheng-12053	243	19	the	the	DET
fumecheng-12053	243	20	temperature	temperature	NOUN
fumecheng-12053	243	21	increase	increase	NOUN
fumecheng-12053	243	22	ranges	range	VERB
fumecheng-12053	243	23	from	from	ADP
fumecheng-12053	243	24	0.04	0.04	NUM
fumecheng-12053	243	25	°	°	NOUN
fumecheng-12053	243	26	c	c	NOUN
fumecheng-12053	243	27	to	to	ADP
fumecheng-12053	243	28	0.2	0.2	NUM
fumecheng-12053	243	29	°	°	NOUN
fumecheng-12053	243	30	c	c	NOUN
fumecheng-12053	243	31	.	.	PUNCT
fumecheng-12053	244	1	the	the	DET
fumecheng-12053	244	2	prediction	prediction	NOUN
fumecheng-12053	244	3	error	error	NOUN
fumecheng-12053	244	4	of	of	ADP
fumecheng-12053	244	5	the	the	DET
fumecheng-12053	244	6	ml	ml	PROPN
fumecheng-12053	244	7	model	model	NOUN
fumecheng-12053	244	8	is	be	AUX
fumecheng-12053	244	9	also	also	ADV
fumecheng-12053	244	10	analyzed	analyze	VERB
fumecheng-12053	244	11	for	for	ADP
fumecheng-12053	244	12	different	different	ADJ
fumecheng-12053	244	13	tqc	tqc	ADJ
fumecheng-12053	244	14	values	value	NOUN
fumecheng-12053	244	15	for	for	ADP
fumecheng-12053	244	16	all	all	DET
fumecheng-12053	244	17	strain	strain	NOUN
fumecheng-12053	244	18	points	point	NOUN
fumecheng-12053	244	19	,	,	PUNCT
fumecheng-12053	244	20	figs	fig	NOUN
fumecheng-12053	244	21	.	.	PUNCT
fumecheng-12053	245	1	11	11	NUM
fumecheng-12053	245	2	,	,	PUNCT
fumecheng-12053	245	3	12	12	NUM
fumecheng-12053	245	4	.	.	PUNCT
fumecheng-12053	246	1	again	again	ADV
fumecheng-12053	246	2	,	,	PUNCT
fumecheng-12053	246	3	it	it	PRON
fumecheng-12053	246	4	was	be	AUX
fumecheng-12053	246	5	found	find	VERB
fumecheng-12053	246	6	that	that	SCONJ
fumecheng-12053	246	7	the	the	DET
fumecheng-12053	246	8	temperature	temperature	NOUN
fumecheng-12053	246	9	increase	increase	NOUN
fumecheng-12053	246	10	is	be	AUX
fumecheng-12053	246	11	only	only	ADV
fumecheng-12053	246	12	weakly	weakly	ADV
fumecheng-12053	246	13	related	relate	VERB
fumecheng-12053	246	14	to	to	ADP
fumecheng-12053	246	15	the	the	DET
fumecheng-12053	246	16	tqc	tqc	ADJ
fumecheng-12053	246	17	value	value	NOUN
fumecheng-12053	246	18	.	.	PUNCT
fumecheng-12053	247	1	the	the	DET
fumecheng-12053	247	2	prediction	prediction	NOUN
fumecheng-12053	247	3	error	error	NOUN
fumecheng-12053	247	4	is	be	AUX
fumecheng-12053	247	5	also	also	ADV
fumecheng-12053	247	6	not	not	PART
fumecheng-12053	247	7	dependent	dependent	ADJ
fumecheng-12053	247	8	on	on	ADP
fumecheng-12053	247	9	the	the	DET
fumecheng-12053	247	10	tqc	tqc	ADJ
fumecheng-12053	247	11	value	value	NOUN
fumecheng-12053	247	12	.	.	PUNCT
fumecheng-12053	248	1	the	the	DET
fumecheng-12053	248	2	error	error	NOUN
fumecheng-12053	248	3	plots	plot	VERB
fumecheng-12053	248	4	for	for	ADP
fumecheng-12053	248	5	all	all	DET
fumecheng-12053	248	6	strain	strain	NOUN
fumecheng-12053	248	7	points	point	NOUN
fumecheng-12053	248	8	are	be	AUX
fumecheng-12053	248	9	shown	show	VERB
fumecheng-12053	248	10	in	in	ADP
fumecheng-12053	248	11	figs	fig	NOUN
fumecheng-12053	248	12	.	.	PUNCT
fumecheng-12053	249	1	13	13	NUM
fumecheng-12053	249	2	,	,	PUNCT
fumecheng-12053	249	3	14	14	NUM
fumecheng-12053	249	4	for	for	ADP
fumecheng-12053	249	5	the	the	DET
fumecheng-12053	249	6	different	different	ADJ
fumecheng-12053	249	7	hard	hard	ADJ
fumecheng-12053	249	8	phase	phase	NOUN
fumecheng-12053	249	9	fractions	fraction	NOUN
fumecheng-12053	249	10	.	.	PUNCT
fumecheng-12053	250	1	the	the	DET
fumecheng-12053	250	2	general	general	ADJ
fumecheng-12053	250	3	trend	trend	NOUN
fumecheng-12053	250	4	of	of	ADP
fumecheng-12053	250	5	a	a	DET
fumecheng-12053	250	6	temperature	temperature	NOUN
fumecheng-12053	250	7	increase	increase	NOUN
fumecheng-12053	250	8	with	with	ADP
fumecheng-12053	250	9	increasing	increase	VERB
fumecheng-12053	250	10	hard	hard	ADJ
fumecheng-12053	250	11	phase	phase	NOUN
fumecheng-12053	250	12	fraction	fraction	NOUN
fumecheng-12053	250	13	could	could	AUX
fumecheng-12053	250	14	be	be	AUX
fumecheng-12053	250	15	observed	observe	VERB
fumecheng-12053	250	16	.	.	PUNCT
fumecheng-12053	251	1	this	this	PRON
fumecheng-12053	251	2	means	mean	VERB
fumecheng-12053	251	3	that	that	SCONJ
fumecheng-12053	251	4	the	the	DET
fumecheng-12053	251	5	stiffer	stiff	ADJ
fumecheng-12053	251	6	rve	rve	PROPN
fumecheng-12053	251	7	configuration	configuration	NOUN
fumecheng-12053	251	8	increases	increase	VERB
fumecheng-12053	251	9	the	the	DET
fumecheng-12053	251	10	amount	amount	NOUN
fumecheng-12053	251	11	of	of	ADP
fumecheng-12053	251	12	700	700	NUM
fumecheng-12053	251	13	f.	f.	PROPN
fumecheng-12053	251	14	nikolić	nikolić	PROPN
fumecheng-12053	251	15	,	,	PUNCT
fumecheng-12053	251	16	m.	m.	NOUN
fumecheng-12053	251	17	čanađija	čanađija	PROPN
fumecheng-12053	251	18	plastic	plastic	NOUN
fumecheng-12053	251	19	strain	strain	NOUN
fumecheng-12053	251	20	and	and	CCONJ
fumecheng-12053	251	21	the	the	DET
fumecheng-12053	251	22	temperature	temperature	NOUN
fumecheng-12053	251	23	increase	increase	NOUN
fumecheng-12053	251	24	.	.	PUNCT
fumecheng-12053	252	1	the	the	DET
fumecheng-12053	252	2	effect	effect	NOUN
fumecheng-12053	252	3	of	of	ADP
fumecheng-12053	252	4	stiffness	stiffness	NOUN
fumecheng-12053	252	5	is	be	AUX
fumecheng-12053	252	6	more	more	ADV
fumecheng-12053	252	7	influential	influential	ADJ
fumecheng-12053	252	8	for	for	ADP
fumecheng-12053	252	9	the	the	DET
fumecheng-12053	252	10	temperature	temperature	NOUN
fumecheng-12053	252	11	increase	increase	NOUN
fumecheng-12053	252	12	than	than	ADP
fumecheng-12053	252	13	tqc	tqc	ADJ
fumecheng-12053	252	14	value	value	NOUN
fumecheng-12053	252	15	.	.	PUNCT
fumecheng-12053	253	1	nevertheless	nevertheless	ADV
fumecheng-12053	253	2	,	,	PUNCT
fumecheng-12053	253	3	a	a	DET
fumecheng-12053	253	4	stochastic	stochastic	ADJ
fumecheng-12053	253	5	distribution	distribution	NOUN
fumecheng-12053	253	6	can	can	AUX
fumecheng-12053	253	7	be	be	AUX
fumecheng-12053	253	8	recognized	recognize	VERB
fumecheng-12053	253	9	,	,	PUNCT
fumecheng-12053	253	10	which	which	PRON
fumecheng-12053	253	11	is	be	AUX
fumecheng-12053	253	12	related	relate	VERB
fumecheng-12053	253	13	to	to	ADP
fumecheng-12053	253	14	the	the	DET
fumecheng-12053	253	15	random	random	ADJ
fumecheng-12053	253	16	distribution	distribution	NOUN
fumecheng-12053	253	17	of	of	ADP
fumecheng-12053	253	18	the	the	DET
fumecheng-12053	253	19	soft	soft	ADJ
fumecheng-12053	253	20	and	and	CCONJ
fumecheng-12053	253	21	hard	hard	ADJ
fumecheng-12053	253	22	phases	phase	NOUN
fumecheng-12053	253	23	within	within	ADP
fumecheng-12053	253	24	the	the	DET
fumecheng-12053	253	25	rve	rve	PROPN
fumecheng-12053	253	26	.	.	PUNCT
fumecheng-12053	254	1	consequently	consequently	ADV
fumecheng-12053	254	2	,	,	PUNCT
fumecheng-12053	254	3	the	the	DET
fumecheng-12053	254	4	highest	high	ADJ
fumecheng-12053	254	5	temperature	temperature	NOUN
fumecheng-12053	254	6	increase	increase	NOUN
fumecheng-12053	254	7	is	be	AUX
fumecheng-12053	254	8	obtained	obtain	VERB
fumecheng-12053	254	9	at	at	ADP
fumecheng-12053	254	10	the	the	DET
fumecheng-12053	254	11	fractions	fraction	NOUN
fumecheng-12053	254	12	of	of	ADP
fumecheng-12053	254	13	0.085	0.085	NUM
fumecheng-12053	254	14	,	,	PUNCT
fumecheng-12053	254	15	0.118	0.118	NUM
fumecheng-12053	254	16	and	and	CCONJ
fumecheng-12053	254	17	0.135	0.135	NUM
fumecheng-12053	254	18	,	,	PUNCT
fumecheng-12053	254	19	as	as	SCONJ
fumecheng-12053	254	20	this	this	DET
fumecheng-12053	254	21	random	random	ADJ
fumecheng-12053	254	22	configuration	configuration	NOUN
fumecheng-12053	254	23	generates	generate	VERB
fumecheng-12053	254	24	the	the	DET
fumecheng-12053	254	25	largest	large	ADJ
fumecheng-12053	254	26	plastic	plastic	ADJ
fumecheng-12053	254	27	strain	strain	NOUN
fumecheng-12053	254	28	.	.	PUNCT
fumecheng-12053	255	1	thus	thus	ADV
fumecheng-12053	255	2	,	,	PUNCT
fumecheng-12053	255	3	as	as	SCONJ
fumecheng-12053	255	4	already	already	ADV
fumecheng-12053	255	5	mentioned	mention	VERB
fumecheng-12053	255	6	,	,	PUNCT
fumecheng-12053	255	7	the	the	DET
fumecheng-12053	255	8	3d	3d	NUM
fumecheng-12053	255	9	cnn	cnn	PROPN
fumecheng-12053	255	10	directly	directly	ADV
fumecheng-12053	255	11	captures	capture	VERB
fumecheng-12053	255	12	the	the	DET
fumecheng-12053	255	13	phase	phase	NOUN
fumecheng-12053	255	14	fractions	fraction	NOUN
fumecheng-12053	255	15	,	,	PUNCT
fumecheng-12053	255	16	the	the	DET
fumecheng-12053	255	17	arrangement	arrangement	NOUN
fumecheng-12053	255	18	of	of	ADP
fumecheng-12053	255	19	the	the	DET
fumecheng-12053	255	20	phases	phase	NOUN
fumecheng-12053	255	21	and	and	CCONJ
fumecheng-12053	255	22	the	the	DET
fumecheng-12053	255	23	tqc	tqc	ADJ
fumecheng-12053	255	24	value	value	NOUN
fumecheng-12053	255	25	.	.	PUNCT
fumecheng-12053	256	1	again	again	ADV
fumecheng-12053	256	2	,	,	PUNCT
fumecheng-12053	256	3	the	the	DET
fumecheng-12053	256	4	prediction	prediction	NOUN
fumecheng-12053	256	5	error	error	NOUN
fumecheng-12053	256	6	does	do	AUX
fumecheng-12053	256	7	not	not	PART
fumecheng-12053	256	8	appear	appear	VERB
fumecheng-12053	256	9	to	to	PART
fumecheng-12053	256	10	depend	depend	VERB
fumecheng-12053	256	11	on	on	ADP
fumecheng-12053	256	12	the	the	DET
fumecheng-12053	256	13	hard	hard	ADJ
fumecheng-12053	256	14	phase	phase	NOUN
fumecheng-12053	256	15	fraction	fraction	NOUN
fumecheng-12053	256	16	,	,	PUNCT
fumecheng-12053	256	17	while	while	SCONJ
fumecheng-12053	256	18	the	the	DET
fumecheng-12053	256	19	hard	hard	ADJ
fumecheng-12053	256	20	phase	phase	NOUN
fumecheng-12053	256	21	fraction	fraction	NOUN
fumecheng-12053	256	22	tends	tend	VERB
fumecheng-12053	256	23	to	to	PART
fumecheng-12053	256	24	be	be	AUX
fumecheng-12053	256	25	the	the	DET
fumecheng-12053	256	26	most	most	ADV
fumecheng-12053	256	27	influential	influential	ADJ
fumecheng-12053	256	28	factor	factor	NOUN
fumecheng-12053	256	29	for	for	ADP
fumecheng-12053	256	30	the	the	DET
fumecheng-12053	256	31	temperature	temperature	NOUN
fumecheng-12053	256	32	increase	increase	NOUN
fumecheng-12053	256	33	.	.	PUNCT
fumecheng-12053	257	1	fig	fig	NOUN
fumecheng-12053	257	2	.	.	PUNCT
fumecheng-12053	258	1	11	11	NUM
fumecheng-12053	258	2	prediction	prediction	NOUN
fumecheng-12053	258	3	error	error	NOUN
fumecheng-12053	258	4	for	for	ADP
fumecheng-12053	258	5	the	the	DET
fumecheng-12053	258	6	given	give	VERB
fumecheng-12053	258	7	tqc	tqc	ADJ
fumecheng-12053	258	8	interval	interval	NOUN
fumecheng-12053	258	9	of	of	ADP
fumecheng-12053	258	10	all	all	DET
fumecheng-12053	258	11	12	12	NUM
fumecheng-12053	258	12	points	point	NOUN
fumecheng-12053	258	13	of	of	ADP
fumecheng-12053	258	14	the	the	DET
fumecheng-12053	258	15	temperature	temperature	NOUN
fumecheng-12053	258	16	increase	increase	NOUN
fumecheng-12053	258	17	curve	curve	NOUN
fumecheng-12053	258	18	–	–	PUNCT
fumecheng-12053	258	19	actual	actual	ADJ
fumecheng-12053	258	20	tqc	tqc	NOUN
fumecheng-12053	258	21	(	(	PUNCT
fumecheng-12053	258	22	β	β	NOUN
fumecheng-12053	258	23	)	)	PUNCT
fumecheng-12053	258	24	for	for	ADP
fumecheng-12053	258	25	the	the	DET
fumecheng-12053	258	26	last	last	ADJ
fumecheng-12053	258	27	strain	strain	NOUN
fumecheng-12053	258	28	point	point	NOUN
fumecheng-12053	258	29	is	be	AUX
fumecheng-12053	258	30	shown	show	VERB
fumecheng-12053	258	31	fig	fig	NOUN
fumecheng-12053	258	32	.	.	PUNCT
fumecheng-12053	259	1	12	12	NUM
fumecheng-12053	259	2	predicted	predict	VERB
fumecheng-12053	259	3	and	and	CCONJ
fumecheng-12053	259	4	calculated	calculate	VERB
fumecheng-12053	259	5	temperature	temperature	NOUN
fumecheng-12053	259	6	increase	increase	NOUN
fumecheng-12053	259	7	for	for	ADP
fumecheng-12053	259	8	different	different	ADJ
fumecheng-12053	259	9	temperature	temperature	NOUN
fumecheng-12053	259	10	values	value	NOUN
fumecheng-12053	259	11	of	of	ADP
fumecheng-12053	259	12	tqc	tqc	NOUN
fumecheng-12053	259	13	of	of	ADP
fumecheng-12053	259	14	all	all	DET
fumecheng-12053	259	15	12	12	NUM
fumecheng-12053	259	16	points	point	NOUN
fumecheng-12053	259	17	of	of	ADP
fumecheng-12053	259	18	the	the	DET
fumecheng-12053	259	19	temperature	temperature	NOUN
fumecheng-12053	259	20	increase	increase	NOUN
fumecheng-12053	259	21	curve	curve	NOUN
fumecheng-12053	259	22	–	–	PUNCT
fumecheng-12053	259	23	actual	actual	ADJ
fumecheng-12053	259	24	tqc	tqc	NOUN
fumecheng-12053	259	25	(	(	PUNCT
fumecheng-12053	259	26	β	β	NOUN
fumecheng-12053	259	27	)	)	PUNCT
fumecheng-12053	259	28	for	for	ADP
fumecheng-12053	259	29	the	the	DET
fumecheng-12053	259	30	last	last	ADJ
fumecheng-12053	259	31	strain	strain	NOUN
fumecheng-12053	259	32	point	point	NOUN
fumecheng-12053	259	33	is	be	AUX
fumecheng-12053	259	34	shown	show	VERB
fumecheng-12053	259	35	machine	machine	NOUN
fumecheng-12053	259	36	learning	learning	NOUN
fumecheng-12053	259	37	of	of	ADP
fumecheng-12053	259	38	structure	structure	NOUN
fumecheng-12053	259	39	–	–	PUNCT
fumecheng-12053	259	40	property	property	NOUN
fumecheng-12053	259	41	relationships	relationship	NOUN
fumecheng-12053	259	42	:	:	PUNCT
fumecheng-12053	259	43	an	an	DET
fumecheng-12053	259	44	application	application	NOUN
fumecheng-12053	259	45	to	to	PART
fumecheng-12053	259	46	heat	heat	NOUN
fumecheng-12053	259	47	generation	generation	NOUN
fumecheng-12053	259	48	...	...	PUNCT
fumecheng-12053	259	49	701	701	NUM
fumecheng-12053	259	50	fig	fig	NOUN
fumecheng-12053	259	51	.	.	PUNCT
fumecheng-12053	260	1	13	13	NUM
fumecheng-12053	260	2	prediction	prediction	NOUN
fumecheng-12053	260	3	error	error	NOUN
fumecheng-12053	260	4	for	for	ADP
fumecheng-12053	260	5	the	the	DET
fumecheng-12053	260	6	hard	hard	ADJ
fumecheng-12053	260	7	phase	phase	NOUN
fumecheng-12053	260	8	fraction	fraction	NOUN
fumecheng-12053	260	9	interval	interval	NOUN
fumecheng-12053	260	10	of	of	ADP
fumecheng-12053	260	11	all	all	DET
fumecheng-12053	260	12	12	12	NUM
fumecheng-12053	260	13	points	point	NOUN
fumecheng-12053	260	14	of	of	ADP
fumecheng-12053	260	15	the	the	DET
fumecheng-12053	260	16	temperature	temperature	NOUN
fumecheng-12053	260	17	increase	increase	NOUN
fumecheng-12053	260	18	curve	curve	NOUN
fumecheng-12053	260	19	fig	fig	NOUN
fumecheng-12053	260	20	.	.	PUNCT
fumecheng-12053	261	1	14	14	NUM
fumecheng-12053	261	2	predicted	predict	VERB
fumecheng-12053	261	3	and	and	CCONJ
fumecheng-12053	261	4	calculated	calculate	VERB
fumecheng-12053	261	5	temperature	temperature	NOUN
fumecheng-12053	261	6	increase	increase	NOUN
fumecheng-12053	261	7	for	for	ADP
fumecheng-12053	261	8	different	different	ADJ
fumecheng-12053	261	9	temperature	temperature	NOUN
fumecheng-12053	261	10	values	value	NOUN
fumecheng-12053	261	11	of	of	ADP
fumecheng-12053	261	12	the	the	DET
fumecheng-12053	261	13	hard	hard	ADJ
fumecheng-12053	261	14	phase	phase	NOUN
fumecheng-12053	261	15	fraction	fraction	NOUN
fumecheng-12053	261	16	of	of	ADP
fumecheng-12053	261	17	all	all	DET
fumecheng-12053	261	18	12	12	NUM
fumecheng-12053	261	19	points	point	NOUN
fumecheng-12053	261	20	of	of	ADP
fumecheng-12053	261	21	the	the	DET
fumecheng-12053	261	22	temperature	temperature	NOUN
fumecheng-12053	261	23	increase	increase	NOUN
fumecheng-12053	261	24	curve	curve	NOUN
fumecheng-12053	261	25	arrows	arrow	NOUN
fumecheng-12053	261	26	show	show	VERB
fumecheng-12053	261	27	the	the	DET
fumecheng-12053	261	28	highest	high	ADJ
fumecheng-12053	261	29	temperature	temperature	NOUN
fumecheng-12053	261	30	increase	increase	NOUN
fumecheng-12053	261	31	finally	finally	ADV
fumecheng-12053	261	32	,	,	PUNCT
fumecheng-12053	261	33	this	this	DET
fumecheng-12053	261	34	approach	approach	NOUN
fumecheng-12053	261	35	is	be	AUX
fumecheng-12053	261	36	significantly	significantly	ADV
fumecheng-12053	261	37	more	more	ADV
fumecheng-12053	261	38	complex	complex	ADJ
fumecheng-12053	261	39	compared	compare	VERB
fumecheng-12053	261	40	to	to	ADP
fumecheng-12053	261	41	classical	classical	ADJ
fumecheng-12053	261	42	approaches	approach	NOUN
fumecheng-12053	261	43	that	that	PRON
fumecheng-12053	261	44	do	do	AUX
fumecheng-12053	261	45	not	not	PART
fumecheng-12053	261	46	use	use	VERB
fumecheng-12053	261	47	machine	machine	NOUN
fumecheng-12053	261	48	learning	learning	NOUN
fumecheng-12053	261	49	,	,	PUNCT
fumecheng-12053	262	1	e.g.	e.g.	ADV
fumecheng-12053	262	2	[	[	X
fumecheng-12053	262	3	4	4	NUM
fumecheng-12053	262	4	]	]	PUNCT
fumecheng-12053	262	5	.	.	PUNCT
fumecheng-12053	263	1	in	in	ADP
fumecheng-12053	263	2	the	the	DET
fumecheng-12053	263	3	latter	latter	ADJ
fumecheng-12053	263	4	,	,	PUNCT
fumecheng-12053	263	5	the	the	DET
fumecheng-12053	263	6	generated	generate	VERB
fumecheng-12053	263	7	heat	heat	NOUN
fumecheng-12053	263	8	is	be	AUX
fumecheng-12053	263	9	estimated	estimate	VERB
fumecheng-12053	263	10	by	by	ADP
fumecheng-12053	263	11	relying	rely	VERB
fumecheng-12053	263	12	on	on	ADP
fumecheng-12053	263	13	constant	constant	ADJ
fumecheng-12053	263	14	tqc	tqc	PROPN
fumecheng-12053	263	15	,	,	PUNCT
fumecheng-12053	263	16	which	which	PRON
fumecheng-12053	263	17	is	be	AUX
fumecheng-12053	263	18	of	of	ADP
fumecheng-12053	263	19	course	course	NOUN
fumecheng-12053	263	20	only	only	ADV
fumecheng-12053	263	21	an	an	DET
fumecheng-12053	263	22	approximation	approximation	NOUN
fumecheng-12053	263	23	.	.	PUNCT
fumecheng-12053	264	1	the	the	DET
fumecheng-12053	264	2	former	former	ADJ
fumecheng-12053	264	3	approach	approach	NOUN
fumecheng-12053	264	4	,	,	PUNCT
fumecheng-12053	264	5	advocated	advocate	VERB
fumecheng-12053	264	6	in	in	ADP
fumecheng-12053	264	7	the	the	DET
fumecheng-12053	264	8	present	present	ADJ
fumecheng-12053	264	9	research	research	NOUN
fumecheng-12053	264	10	is	be	AUX
fumecheng-12053	264	11	certainly	certainly	ADV
fumecheng-12053	264	12	more	more	ADV
fumecheng-12053	264	13	involved	involved	ADJ
fumecheng-12053	264	14	and	and	CCONJ
fumecheng-12053	264	15	computationally	computationally	ADV
fumecheng-12053	264	16	intensive	intensive	ADJ
fumecheng-12053	264	17	,	,	PUNCT
fumecheng-12053	264	18	at	at	ADP
fumecheng-12053	264	19	least	least	ADJ
fumecheng-12053	264	20	at	at	ADP
fumecheng-12053	264	21	start	start	NOUN
fumecheng-12053	264	22	.	.	PUNCT
fumecheng-12053	265	1	however	however	ADV
fumecheng-12053	265	2	,	,	PUNCT
fumecheng-12053	265	3	once	once	SCONJ
fumecheng-12053	265	4	the	the	DET
fumecheng-12053	265	5	neural	neural	ADJ
fumecheng-12053	265	6	network	network	NOUN
fumecheng-12053	265	7	is	be	AUX
fumecheng-12053	265	8	trained	train	VERB
fumecheng-12053	265	9	,	,	PUNCT
fumecheng-12053	265	10	it	it	PRON
fumecheng-12053	265	11	is	be	AUX
fumecheng-12053	265	12	fast	fast	ADJ
fumecheng-12053	265	13	and	and	CCONJ
fumecheng-12053	265	14	can	can	AUX
fumecheng-12053	265	15	account	account	VERB
fumecheng-12053	265	16	for	for	ADP
fumecheng-12053	265	17	differences	difference	NOUN
fumecheng-12053	265	18	in	in	ADP
fumecheng-12053	265	19	microstructure	microstructure	NOUN
fumecheng-12053	265	20	and	and	CCONJ
fumecheng-12053	265	21	provide	provide	VERB
fumecheng-12053	265	22	more	more	ADV
fumecheng-12053	265	23	accurate	accurate	ADJ
fumecheng-12053	265	24	tqc	tqc	ADJ
fumecheng-12053	265	25	estimates	estimate	NOUN
fumecheng-12053	265	26	.	.	PUNCT
fumecheng-12053	266	1	3.3	3.3	NUM
fumecheng-12053	266	2	.	.	PUNCT
fumecheng-12053	267	1	influence	influence	NOUN
fumecheng-12053	267	2	of	of	ADP
fumecheng-12053	267	3	the	the	DET
fumecheng-12053	267	4	regularity	regularity	NOUN
fumecheng-12053	267	5	of	of	ADP
fumecheng-12053	267	6	phases	phase	NOUN
fumecheng-12053	267	7	distribution	distribution	NOUN
fumecheng-12053	267	8	as	as	SCONJ
fumecheng-12053	267	9	shown	show	VERB
fumecheng-12053	267	10	in	in	ADP
fumecheng-12053	267	11	fig	fig	NOUN
fumecheng-12053	267	12	.	.	PUNCT
fumecheng-12053	268	1	15	15	NUM
fumecheng-12053	268	2	,	,	PUNCT
fumecheng-12053	268	3	the	the	DET
fumecheng-12053	268	4	influence	influence	NOUN
fumecheng-12053	268	5	of	of	ADP
fumecheng-12053	268	6	the	the	DET
fumecheng-12053	268	7	variations	variation	NOUN
fumecheng-12053	268	8	in	in	ADP
fumecheng-12053	268	9	distances	distance	NOUN
fumecheng-12053	268	10	between	between	ADP
fumecheng-12053	268	11	the	the	DET
fumecheng-12053	268	12	centers	center	NOUN
fumecheng-12053	268	13	of	of	ADP
fumecheng-12053	268	14	gravity	gravity	NOUN
fumecheng-12053	268	15	(	(	PUNCT
fumecheng-12053	268	16	cogs	cog	NOUN
fumecheng-12053	268	17	)	)	PUNCT
fumecheng-12053	268	18	within	within	ADP
fumecheng-12053	268	19	the	the	DET
fumecheng-12053	268	20	different	different	ADJ
fumecheng-12053	268	21	rves	rf	NOUN
fumecheng-12053	268	22	was	be	AUX
fumecheng-12053	268	23	investigated	investigate	VERB
fumecheng-12053	268	24	.	.	PUNCT
fumecheng-12053	269	1	the	the	DET
fumecheng-12053	269	2	positions	position	NOUN
fumecheng-12053	269	3	of	of	ADP
fumecheng-12053	269	4	the	the	DET
fumecheng-12053	269	5	cogs	cog	NOUN
fumecheng-12053	269	6	can	can	AUX
fumecheng-12053	269	7	serve	serve	VERB
fumecheng-12053	269	8	as	as	ADP
fumecheng-12053	269	9	an	an	DET
fumecheng-12053	269	10	indicator	indicator	NOUN
fumecheng-12053	269	11	for	for	ADP
fumecheng-12053	269	12	the	the	DET
fumecheng-12053	269	13	regularity	regularity	NOUN
fumecheng-12053	269	14	of	of	ADP
fumecheng-12053	269	15	the	the	DET
fumecheng-12053	269	16	hard	hard	ADJ
fumecheng-12053	269	17	phase	phase	NOUN
fumecheng-12053	269	18	distribution	distribution	NOUN
fumecheng-12053	269	19	.	.	PUNCT
fumecheng-12053	270	1	a	a	DET
fumecheng-12053	270	2	global	global	ADJ
fumecheng-12053	270	3	cog	cog	PROPN
fumecheng-12053	270	4	was	be	AUX
fumecheng-12053	270	5	calculated	calculate	VERB
fumecheng-12053	270	6	for	for	ADP
fumecheng-12053	270	7	the	the	DET
fumecheng-12053	270	8	hard	hard	ADJ
fumecheng-12053	270	9	and	and	CCONJ
fumecheng-12053	270	10	soft	soft	ADJ
fumecheng-12053	270	11	phases	phase	NOUN
fumecheng-12053	270	12	of	of	ADP
fumecheng-12053	270	13	each	each	DET
fumecheng-12053	270	14	rve	rve	NOUN
fumecheng-12053	270	15	,	,	PUNCT
fumecheng-12053	270	16	with	with	ADP
fumecheng-12053	270	17	the	the	DET
fumecheng-12053	270	18	resulting	result	VERB
fumecheng-12053	270	19	distances	distance	NOUN
fumecheng-12053	270	20	between	between	ADP
fumecheng-12053	270	21	the	the	DET
fumecheng-12053	270	22	cogs	cog	NOUN
fumecheng-12053	270	23	of	of	ADP
fumecheng-12053	270	24	the	the	DET
fumecheng-12053	270	25	soft	soft	ADJ
fumecheng-12053	270	26	and	and	CCONJ
fumecheng-12053	270	27	hard	hard	ADJ
fumecheng-12053	270	28	phases	phase	NOUN
fumecheng-12053	270	29	.	.	PUNCT
fumecheng-12053	271	1	it	it	PRON
fumecheng-12053	271	2	should	should	AUX
fumecheng-12053	271	3	be	be	AUX
fumecheng-12053	271	4	noted	note	VERB
fumecheng-12053	271	5	that	that	SCONJ
fumecheng-12053	271	6	each	each	DET
fumecheng-12053	271	7	strain	strain	NOUN
fumecheng-12053	271	8	point	point	NOUN
fumecheng-12053	271	9	is	be	AUX
fumecheng-12053	271	10	shown	show	VERB
fumecheng-12053	271	11	in	in	ADP
fumecheng-12053	271	12	702	702	NUM
fumecheng-12053	271	13	f.	f.	PROPN
fumecheng-12053	271	14	nikolić	nikolić	PROPN
fumecheng-12053	271	15	,	,	PUNCT
fumecheng-12053	271	16	m.	m.	NOUN
fumecheng-12053	271	17	čanađija	čanađija	VERB
fumecheng-12053	271	18	the	the	DET
fumecheng-12053	271	19	graph	graph	NOUN
fumecheng-12053	271	20	.	.	PUNCT
fumecheng-12053	272	1	generally	generally	ADV
fumecheng-12053	272	2	,	,	PUNCT
fumecheng-12053	272	3	a	a	DET
fumecheng-12053	272	4	higher	high	ADJ
fumecheng-12053	272	5	hard	hard	ADJ
fumecheng-12053	272	6	phase	phase	NOUN
fumecheng-12053	272	7	fractions	fraction	NOUN
fumecheng-12053	272	8	are	be	AUX
fumecheng-12053	272	9	associated	associate	VERB
fumecheng-12053	272	10	with	with	ADP
fumecheng-12053	272	11	a	a	DET
fumecheng-12053	272	12	smaller	small	ADJ
fumecheng-12053	272	13	cog	cog	NOUN
fumecheng-12053	272	14	distance	distance	NOUN
fumecheng-12053	272	15	.	.	PUNCT
fumecheng-12053	273	1	it	it	PRON
fumecheng-12053	273	2	was	be	AUX
fumecheng-12053	273	3	also	also	ADV
fumecheng-12053	273	4	observed	observe	VERB
fumecheng-12053	273	5	that	that	SCONJ
fumecheng-12053	273	6	some	some	PRON
fumecheng-12053	273	7	of	of	ADP
fumecheng-12053	273	8	the	the	DET
fumecheng-12053	273	9	rves	rf	NOUN
fumecheng-12053	273	10	have	have	VERB
fumecheng-12053	273	11	significantly	significantly	ADV
fumecheng-12053	273	12	higher	high	ADJ
fumecheng-12053	273	13	cog	cog	PROPN
fumecheng-12053	273	14	distances	distance	NOUN
fumecheng-12053	273	15	than	than	ADP
fumecheng-12053	273	16	most	most	ADJ
fumecheng-12053	273	17	of	of	ADP
fumecheng-12053	273	18	the	the	DET
fumecheng-12053	273	19	others	other	NOUN
fumecheng-12053	273	20	.	.	PUNCT
fumecheng-12053	274	1	this	this	DET
fumecheng-12053	274	2	observation	observation	NOUN
fumecheng-12053	274	3	can	can	AUX
fumecheng-12053	274	4	be	be	AUX
fumecheng-12053	274	5	traced	trace	VERB
fumecheng-12053	274	6	back	back	ADV
fumecheng-12053	274	7	to	to	ADP
fumecheng-12053	274	8	scenarios	scenario	NOUN
fumecheng-12053	274	9	with	with	ADP
fumecheng-12053	274	10	very	very	ADV
fumecheng-12053	274	11	low	low	ADJ
fumecheng-12053	274	12	fractions	fraction	NOUN
fumecheng-12053	274	13	of	of	ADP
fumecheng-12053	274	14	hard	hard	ADJ
fumecheng-12053	274	15	phase	phase	NOUN
fumecheng-12053	274	16	,	,	PUNCT
fumecheng-12053	274	17	where	where	SCONJ
fumecheng-12053	274	18	a	a	DET
fumecheng-12053	274	19	limited	limited	ADJ
fumecheng-12053	274	20	number	number	NOUN
fumecheng-12053	274	21	of	of	ADP
fumecheng-12053	274	22	small	small	ADJ
fumecheng-12053	274	23	particles	particle	NOUN
fumecheng-12053	274	24	are	be	AUX
fumecheng-12053	274	25	dispersed	disperse	VERB
fumecheng-12053	274	26	away	away	ADV
fumecheng-12053	274	27	from	from	ADP
fumecheng-12053	274	28	the	the	DET
fumecheng-12053	274	29	central	central	ADJ
fumecheng-12053	274	30	region	region	NOUN
fumecheng-12053	274	31	of	of	ADP
fumecheng-12053	274	32	the	the	DET
fumecheng-12053	274	33	rve	rve	PROPN
fumecheng-12053	274	34	.	.	PUNCT
fumecheng-12053	275	1	this	this	DET
fumecheng-12053	275	2	displacement	displacement	NOUN
fumecheng-12053	275	3	causes	cause	VERB
fumecheng-12053	275	4	the	the	DET
fumecheng-12053	275	5	global	global	ADJ
fumecheng-12053	275	6	cog	cog	PROPN
fumecheng-12053	275	7	of	of	ADP
fumecheng-12053	275	8	the	the	DET
fumecheng-12053	275	9	hard	hard	ADJ
fumecheng-12053	275	10	phase	phase	NOUN
fumecheng-12053	275	11	to	to	PART
fumecheng-12053	275	12	deviate	deviate	VERB
fumecheng-12053	275	13	significantly	significantly	ADV
fumecheng-12053	275	14	from	from	ADP
fumecheng-12053	275	15	the	the	DET
fumecheng-12053	275	16	central	central	ADJ
fumecheng-12053	275	17	point	point	NOUN
fumecheng-12053	275	18	of	of	ADP
fumecheng-12053	275	19	the	the	DET
fumecheng-12053	275	20	rve	rve	PROPN
fumecheng-12053	275	21	,	,	PUNCT
fumecheng-12053	275	22	which	which	PRON
fumecheng-12053	275	23	in	in	ADP
fumecheng-12053	275	24	turn	turn	NOUN
fumecheng-12053	275	25	leads	lead	VERB
fumecheng-12053	275	26	to	to	ADP
fumecheng-12053	275	27	a	a	DET
fumecheng-12053	275	28	larger	large	ADJ
fumecheng-12053	275	29	cog	cog	NOUN
fumecheng-12053	275	30	distance	distance	NOUN
fumecheng-12053	275	31	.	.	PUNCT
fumecheng-12053	276	1	recall	recall	VERB
fumecheng-12053	276	2	that	that	SCONJ
fumecheng-12053	276	3	the	the	DET
fumecheng-12053	276	4	cog	cog	NOUN
fumecheng-12053	276	5	of	of	ADP
fumecheng-12053	276	6	both	both	DET
fumecheng-12053	276	7	phases	phase	NOUN
fumecheng-12053	276	8	is	be	AUX
fumecheng-12053	276	9	generally	generally	ADV
fumecheng-12053	276	10	centered	center	VERB
fumecheng-12053	276	11	,	,	PUNCT
fumecheng-12053	276	12	since	since	SCONJ
fumecheng-12053	276	13	phase	phase	NOUN
fumecheng-12053	276	14	generation	generation	NOUN
fumecheng-12053	276	15	in	in	ADP
fumecheng-12053	276	16	dream.3d	dream.3d	PROPN
fumecheng-12053	276	17	is	be	AUX
fumecheng-12053	276	18	defined	define	VERB
fumecheng-12053	276	19	via	via	ADP
fumecheng-12053	276	20	the	the	DET
fumecheng-12053	276	21	normal	normal	ADJ
fumecheng-12053	276	22	distribution	distribution	NOUN
fumecheng-12053	276	23	.	.	PUNCT
fumecheng-12053	277	1	however	however	ADV
fumecheng-12053	277	2	,	,	PUNCT
fumecheng-12053	277	3	due	due	ADP
fumecheng-12053	277	4	to	to	ADP
fumecheng-12053	277	5	the	the	DET
fumecheng-12053	277	6	much	much	ADV
fumecheng-12053	277	7	higher	high	ADJ
fumecheng-12053	277	8	fraction	fraction	NOUN
fumecheng-12053	277	9	of	of	ADP
fumecheng-12053	277	10	soft	soft	ADJ
fumecheng-12053	277	11	phase	phase	NOUN
fumecheng-12053	277	12	in	in	ADP
fumecheng-12053	277	13	the	the	DET
fumecheng-12053	277	14	rve	rve	PROPN
fumecheng-12053	277	15	,	,	PUNCT
fumecheng-12053	277	16	the	the	DET
fumecheng-12053	277	17	cog	cog	NOUN
fumecheng-12053	277	18	of	of	ADP
fumecheng-12053	277	19	the	the	DET
fumecheng-12053	277	20	soft	soft	ADJ
fumecheng-12053	277	21	phase	phase	NOUN
fumecheng-12053	277	22	is	be	AUX
fumecheng-12053	277	23	generally	generally	ADV
fumecheng-12053	277	24	centered	center	VERB
fumecheng-12053	277	25	and	and	CCONJ
fumecheng-12053	277	26	close	close	ADJ
fumecheng-12053	277	27	to	to	ADP
fumecheng-12053	277	28	the	the	DET
fumecheng-12053	277	29	cog	cog	NOUN
fumecheng-12053	277	30	of	of	ADP
fumecheng-12053	277	31	the	the	DET
fumecheng-12053	277	32	rve	rve	PROPN
fumecheng-12053	277	33	.	.	PUNCT
fumecheng-12053	278	1	conversely	conversely	ADV
fumecheng-12053	278	2	,	,	PUNCT
fumecheng-12053	278	3	an	an	DET
fumecheng-12053	278	4	increase	increase	NOUN
fumecheng-12053	278	5	in	in	ADP
fumecheng-12053	278	6	the	the	DET
fumecheng-12053	278	7	hard	hard	ADJ
fumecheng-12053	278	8	phase	phase	NOUN
fumecheng-12053	278	9	fraction	fraction	NOUN
fumecheng-12053	278	10	generally	generally	ADV
fumecheng-12053	278	11	leads	lead	VERB
fumecheng-12053	278	12	to	to	ADP
fumecheng-12053	278	13	a	a	DET
fumecheng-12053	278	14	reduction	reduction	NOUN
fumecheng-12053	278	15	in	in	ADP
fumecheng-12053	278	16	the	the	DET
fumecheng-12053	278	17	cog	cog	NOUN
fumecheng-12053	278	18	distance	distance	NOUN
fumecheng-12053	278	19	.	.	PUNCT
fumecheng-12053	279	1	when	when	SCONJ
fumecheng-12053	279	2	fig	fig	NOUN
fumecheng-12053	279	3	.	.	PUNCT
fumecheng-12053	280	1	15	15	NUM
fumecheng-12053	280	2	(	(	PUNCT
fumecheng-12053	280	3	b	b	NOUN
fumecheng-12053	280	4	)	)	PUNCT
fumecheng-12053	280	5	is	be	AUX
fumecheng-12053	280	6	evaluated	evaluate	VERB
fumecheng-12053	280	7	again	again	ADV
fumecheng-12053	280	8	,	,	PUNCT
fumecheng-12053	280	9	a	a	DET
fumecheng-12053	280	10	previously	previously	ADV
fumecheng-12053	280	11	drawn	draw	VERB
fumecheng-12053	280	12	conclusion	conclusion	NOUN
fumecheng-12053	280	13	can	can	AUX
fumecheng-12053	280	14	be	be	AUX
fumecheng-12053	280	15	confirmed	confirm	VERB
fumecheng-12053	280	16	once	once	ADV
fumecheng-12053	280	17	more	more	ADJ
fumecheng-12053	280	18	:	:	PUNCT
fumecheng-12053	280	19	a	a	DET
fumecheng-12053	280	20	larger	large	ADJ
fumecheng-12053	280	21	temperature	temperature	NOUN
fumecheng-12053	280	22	increase	increase	NOUN
fumecheng-12053	280	23	is	be	AUX
fumecheng-12053	280	24	associated	associate	VERB
fumecheng-12053	280	25	with	with	ADP
fumecheng-12053	280	26	a	a	DET
fumecheng-12053	280	27	larger	large	ADJ
fumecheng-12053	280	28	fraction	fraction	NOUN
fumecheng-12053	280	29	of	of	ADP
fumecheng-12053	280	30	the	the	DET
fumecheng-12053	280	31	hard	hard	ADJ
fumecheng-12053	280	32	phase	phase	NOUN
fumecheng-12053	280	33	.	.	PUNCT
fumecheng-12053	281	1	furthermore	furthermore	ADV
fumecheng-12053	281	2	,	,	PUNCT
fumecheng-12053	281	3	the	the	DET
fumecheng-12053	281	4	prediction	prediction	NOUN
fumecheng-12053	281	5	error	error	NOUN
fumecheng-12053	281	6	also	also	ADV
fumecheng-12053	281	7	shows	show	VERB
fumecheng-12053	281	8	no	no	DET
fumecheng-12053	281	9	discernible	discernible	ADJ
fumecheng-12053	281	10	relationship	relationship	NOUN
fumecheng-12053	281	11	to	to	ADP
fumecheng-12053	281	12	the	the	DET
fumecheng-12053	281	13	cog	cog	PROPN
fumecheng-12053	281	14	distance	distance	NOUN
fumecheng-12053	281	15	.	.	PUNCT
fumecheng-12053	282	1	again	again	ADV
fumecheng-12053	282	2	,	,	PUNCT
fumecheng-12053	282	3	it	it	PRON
fumecheng-12053	282	4	can	can	AUX
fumecheng-12053	282	5	be	be	AUX
fumecheng-12053	282	6	seen	see	VERB
fumecheng-12053	282	7	that	that	SCONJ
fumecheng-12053	282	8	the	the	DET
fumecheng-12053	282	9	main	main	ADJ
fumecheng-12053	282	10	factor	factor	NOUN
fumecheng-12053	282	11	for	for	ADP
fumecheng-12053	282	12	the	the	DET
fumecheng-12053	282	13	temperature	temperature	NOUN
fumecheng-12053	282	14	increase	increase	NOUN
fumecheng-12053	282	15	is	be	AUX
fumecheng-12053	282	16	the	the	DET
fumecheng-12053	282	17	hard	hard	ADJ
fumecheng-12053	282	18	phase	phase	NOUN
fumecheng-12053	282	19	fraction	fraction	NOUN
fumecheng-12053	282	20	.	.	PUNCT
fumecheng-12053	283	1	fig	fig	NOUN
fumecheng-12053	283	2	.	.	PUNCT
fumecheng-12053	284	1	15	15	NUM
fumecheng-12053	284	2	distance	distance	NOUN
fumecheng-12053	284	3	between	between	ADP
fumecheng-12053	284	4	center	center	NOUN
fumecheng-12053	284	5	of	of	ADP
fumecheng-12053	284	6	gravity	gravity	NOUN
fumecheng-12053	284	7	of	of	ADP
fumecheng-12053	284	8	hard	hard	ADJ
fumecheng-12053	284	9	and	and	CCONJ
fumecheng-12053	284	10	soft	soft	ADJ
fumecheng-12053	284	11	phase	phase	NOUN
fumecheng-12053	284	12	of	of	ADP
fumecheng-12053	284	13	all	all	DET
fumecheng-12053	284	14	12	12	NUM
fumecheng-12053	284	15	points	point	NOUN
fumecheng-12053	284	16	of	of	ADP
fumecheng-12053	284	17	the	the	DET
fumecheng-12053	284	18	temperature	temperature	NOUN
fumecheng-12053	284	19	increase	increase	NOUN
fumecheng-12053	284	20	curve	curve	NOUN
fumecheng-12053	284	21	:	:	PUNCT
fumecheng-12053	284	22	(	(	PUNCT
fumecheng-12053	284	23	a	a	X
fumecheng-12053	284	24	)	)	PUNCT
fumecheng-12053	284	25	with	with	ADP
fumecheng-12053	284	26	prediction	prediction	NOUN
fumecheng-12053	284	27	error	error	NOUN
fumecheng-12053	284	28	and	and	CCONJ
fumecheng-12053	284	29	(	(	PUNCT
fumecheng-12053	284	30	b	b	NOUN
fumecheng-12053	284	31	)	)	PUNCT
fumecheng-12053	284	32	with	with	ADP
fumecheng-12053	284	33	temperature	temperature	NOUN
fumecheng-12053	284	34	increase	increase	NOUN
fumecheng-12053	284	35	furthermore	furthermore	ADV
fumecheng-12053	284	36	,	,	PUNCT
fumecheng-12053	284	37	a	a	DET
fumecheng-12053	284	38	study	study	NOUN
fumecheng-12053	284	39	was	be	AUX
fumecheng-12053	284	40	carried	carry	VERB
fumecheng-12053	284	41	out	out	ADP
fumecheng-12053	284	42	to	to	PART
fumecheng-12053	284	43	examine	examine	VERB
fumecheng-12053	284	44	the	the	DET
fumecheng-12053	284	45	impact	impact	NOUN
fumecheng-12053	284	46	of	of	ADP
fumecheng-12053	284	47	the	the	DET
fumecheng-12053	284	48	standard	standard	ADJ
fumecheng-12053	284	49	deviation	deviation	NOUN
fumecheng-12053	284	50	of	of	ADP
fumecheng-12053	284	51	the	the	DET
fumecheng-12053	284	52	distances	distance	NOUN
fumecheng-12053	284	53	between	between	ADP
fumecheng-12053	284	54	all	all	DET
fumecheng-12053	284	55	components	component	NOUN
fumecheng-12053	284	56	in	in	ADP
fumecheng-12053	284	57	the	the	DET
fumecheng-12053	284	58	soft	soft	ADJ
fumecheng-12053	284	59	and	and	CCONJ
fumecheng-12053	284	60	hard	hard	ADJ
fumecheng-12053	284	61	phase	phase	NOUN
fumecheng-12053	284	62	of	of	ADP
fumecheng-12053	284	63	the	the	DET
fumecheng-12053	284	64	rves	rf	NOUN
fumecheng-12053	284	65	from	from	ADP
fumecheng-12053	284	66	the	the	DET
fumecheng-12053	284	67	center	center	NOUN
fumecheng-12053	284	68	,	,	PUNCT
fumecheng-12053	284	69	see	see	VERB
fumecheng-12053	284	70	figs	fig	NOUN
fumecheng-12053	284	71	.	.	PUNCT
fumecheng-12053	285	1	16	16	NUM
fumecheng-12053	285	2	,	,	PUNCT
fumecheng-12053	285	3	17	17	NUM
fumecheng-12053	285	4	.	.	PUNCT
fumecheng-12053	286	1	the	the	DET
fumecheng-12053	286	2	main	main	ADJ
fumecheng-12053	286	3	objective	objective	NOUN
fumecheng-12053	286	4	is	be	AUX
fumecheng-12053	286	5	to	to	PART
fumecheng-12053	286	6	demonstrate	demonstrate	VERB
fumecheng-12053	286	7	the	the	DET
fumecheng-12053	286	8	variability	variability	NOUN
fumecheng-12053	286	9	in	in	ADP
fumecheng-12053	286	10	the	the	DET
fumecheng-12053	286	11	dispersion	dispersion	NOUN
fumecheng-12053	286	12	of	of	ADP
fumecheng-12053	286	13	the	the	DET
fumecheng-12053	286	14	data	data	NOUN
fumecheng-12053	286	15	has	have	VERB
fumecheng-12053	286	16	an	an	DET
fumecheng-12053	286	17	influence	influence	NOUN
fumecheng-12053	286	18	on	on	ADP
fumecheng-12053	286	19	the	the	DET
fumecheng-12053	286	20	results	result	NOUN
fumecheng-12053	286	21	.	.	PUNCT
fumecheng-12053	287	1	from	from	ADP
fumecheng-12053	287	2	figs	fig	NOUN
fumecheng-12053	287	3	.	.	PUNCT
fumecheng-12053	288	1	16	16	NUM
fumecheng-12053	288	2	,	,	PUNCT
fumecheng-12053	288	3	17	17	NUM
fumecheng-12053	288	4	it	it	PRON
fumecheng-12053	288	5	is	be	AUX
fumecheng-12053	288	6	clear	clear	ADJ
fumecheng-12053	288	7	that	that	SCONJ
fumecheng-12053	288	8	there	there	PRON
fumecheng-12053	288	9	is	be	VERB
fumecheng-12053	288	10	no	no	DET
fumecheng-12053	288	11	significant	significant	ADJ
fumecheng-12053	288	12	correlation	correlation	NOUN
fumecheng-12053	288	13	between	between	ADP
fumecheng-12053	288	14	the	the	DET
fumecheng-12053	288	15	error	error	NOUN
fumecheng-12053	288	16	and	and	CCONJ
fumecheng-12053	288	17	the	the	DET
fumecheng-12053	288	18	fraction	fraction	NOUN
fumecheng-12053	288	19	of	of	ADP
fumecheng-12053	288	20	the	the	DET
fumecheng-12053	288	21	hard	hard	ADJ
fumecheng-12053	288	22	phase	phase	NOUN
fumecheng-12053	288	23	as	as	ADV
fumecheng-12053	288	24	well	well	ADV
fumecheng-12053	288	25	as	as	ADP
fumecheng-12053	288	26	the	the	DET
fumecheng-12053	288	27	soft	soft	ADJ
fumecheng-12053	288	28	phase	phase	NOUN
fumecheng-12053	288	29	,	,	PUNCT
fumecheng-12053	288	30	regardless	regardless	ADV
fumecheng-12053	288	31	of	of	ADP
fumecheng-12053	288	32	whether	whether	SCONJ
fumecheng-12053	288	33	the	the	DET
fumecheng-12053	288	34	standard	standard	ADJ
fumecheng-12053	288	35	deviation	deviation	NOUN
fumecheng-12053	288	36	values	value	NOUN
fumecheng-12053	288	37	are	be	AUX
fumecheng-12053	288	38	higher	high	ADJ
fumecheng-12053	288	39	or	or	CCONJ
fumecheng-12053	288	40	lower	low	ADJ
fumecheng-12053	288	41	.	.	PUNCT
fumecheng-12053	289	1	it	it	PRON
fumecheng-12053	289	2	can	can	AUX
fumecheng-12053	289	3	be	be	AUX
fumecheng-12053	289	4	observed	observe	VERB
fumecheng-12053	289	5	that	that	SCONJ
fumecheng-12053	289	6	most	most	ADJ
fumecheng-12053	289	7	of	of	ADP
fumecheng-12053	289	8	the	the	DET
fumecheng-12053	289	9	values	value	NOUN
fumecheng-12053	289	10	of	of	ADP
fumecheng-12053	289	11	the	the	DET
fumecheng-12053	289	12	standard	standard	ADJ
fumecheng-12053	289	13	deviation	deviation	NOUN
fumecheng-12053	289	14	of	of	ADP
fumecheng-12053	289	15	the	the	DET
fumecheng-12053	289	16	soft	soft	ADJ
fumecheng-12053	289	17	phase	phase	NOUN
fumecheng-12053	289	18	are	be	AUX
fumecheng-12053	289	19	mostly	mostly	ADV
fumecheng-12053	289	20	concentrated	concentrate	VERB
fumecheng-12053	289	21	in	in	ADP
fumecheng-12053	289	22	a	a	DET
fumecheng-12053	289	23	narrow	narrow	ADJ
fumecheng-12053	289	24	range	range	NOUN
fumecheng-12053	289	25	around	around	ADP
fumecheng-12053	289	26	the	the	DET
fumecheng-12053	289	27	value	value	NOUN
fumecheng-12053	289	28	of	of	ADP
fumecheng-12053	289	29	3.62	3.62	NUM
fumecheng-12053	289	30	.	.	PUNCT
fumecheng-12053	290	1	the	the	DET
fumecheng-12053	290	2	extreme	extreme	ADJ
fumecheng-12053	290	3	values	value	NOUN
fumecheng-12053	290	4	of	of	ADP
fumecheng-12053	290	5	the	the	DET
fumecheng-12053	290	6	standard	standard	ADJ
fumecheng-12053	290	7	deviations	deviation	NOUN
fumecheng-12053	290	8	of	of	ADP
fumecheng-12053	290	9	cog	cog	PROPN
fumecheng-12053	290	10	are	be	AUX
fumecheng-12053	290	11	3.71	3.71	NUM
fumecheng-12053	290	12	and	and	CCONJ
fumecheng-12053	290	13	3.45	3.45	NUM
fumecheng-12053	290	14	,	,	PUNCT
fumecheng-12053	290	15	respectively	respectively	ADV
fumecheng-12053	290	16	.	.	PUNCT
fumecheng-12053	291	1	for	for	ADP
fumecheng-12053	291	2	the	the	DET
fumecheng-12053	291	3	hard	hard	ADJ
fumecheng-12053	291	4	phase	phase	NOUN
fumecheng-12053	291	5	,	,	PUNCT
fumecheng-12053	291	6	it	it	PRON
fumecheng-12053	291	7	could	could	AUX
fumecheng-12053	291	8	be	be	AUX
fumecheng-12053	291	9	observed	observe	VERB
fumecheng-12053	291	10	in	in	ADP
fumecheng-12053	291	11	fig	fig	NOUN
fumecheng-12053	291	12	.	.	PUNCT
fumecheng-12053	292	1	17	17	NUM
fumecheng-12053	293	1	that	that	SCONJ
fumecheng-12053	293	2	the	the	DET
fumecheng-12053	293	3	values	value	NOUN
fumecheng-12053	293	4	of	of	ADP
fumecheng-12053	293	5	the	the	DET
fumecheng-12053	293	6	standard	standard	ADJ
fumecheng-12053	293	7	deviation	deviation	NOUN
fumecheng-12053	293	8	are	be	AUX
fumecheng-12053	293	9	concentrated	concentrate	VERB
fumecheng-12053	293	10	in	in	ADP
fumecheng-12053	293	11	a	a	DET
fumecheng-12053	293	12	narrow	narrow	ADJ
fumecheng-12053	293	13	range	range	NOUN
fumecheng-12053	293	14	around	around	ADP
fumecheng-12053	293	15	the	the	DET
fumecheng-12053	293	16	value	value	NOUN
fumecheng-12053	293	17	of	of	ADP
fumecheng-12053	293	18	3.5	3.5	NUM
fumecheng-12053	293	19	,	,	PUNCT
fumecheng-12053	293	20	while	while	SCONJ
fumecheng-12053	293	21	the	the	DET
fumecheng-12053	293	22	minimum	minimum	NOUN
fumecheng-12053	293	23	and	and	CCONJ
fumecheng-12053	293	24	maximum	maximum	NOUN
fumecheng-12053	293	25	are	be	AUX
fumecheng-12053	293	26	0.25	0.25	NUM
fumecheng-12053	293	27	and	and	CCONJ
fumecheng-12053	293	28	5.80	5.80	NUM
fumecheng-12053	293	29	,	,	PUNCT
fumecheng-12053	293	30	respectively	respectively	ADV
fumecheng-12053	293	31	.	.	PUNCT
fumecheng-12053	294	1	this	this	PRON
fumecheng-12053	294	2	is	be	AUX
fumecheng-12053	294	3	in	in	ADP
fumecheng-12053	294	4	line	line	NOUN
fumecheng-12053	294	5	with	with	ADP
fumecheng-12053	294	6	the	the	DET
fumecheng-12053	294	7	previous	previous	ADJ
fumecheng-12053	294	8	conclusion	conclusion	NOUN
fumecheng-12053	294	9	that	that	SCONJ
fumecheng-12053	294	10	the	the	DET
fumecheng-12053	294	11	cog	cog	NOUN
fumecheng-12053	294	12	of	of	ADP
fumecheng-12053	294	13	the	the	DET
fumecheng-12053	294	14	hard	hard	ADJ
fumecheng-12053	294	15	phase	phase	NOUN
fumecheng-12053	294	16	can	can	AUX
fumecheng-12053	294	17	vary	vary	VERB
fumecheng-12053	294	18	significantly	significantly	ADV
fumecheng-12053	294	19	due	due	ADP
fumecheng-12053	294	20	to	to	ADP
fumecheng-12053	294	21	the	the	DET
fumecheng-12053	294	22	smaller	small	ADJ
fumecheng-12053	294	23	number	number	NOUN
fumecheng-12053	294	24	of	of	ADP
fumecheng-12053	294	25	particles	particle	NOUN
fumecheng-12053	294	26	and	and	CCONJ
fumecheng-12053	294	27	the	the	DET
fumecheng-12053	294	28	involved	involved	ADJ
fumecheng-12053	294	29	stochastic	stochastic	ADJ
fumecheng-12053	294	30	distribution	distribution	NOUN
fumecheng-12053	294	31	.	.	PUNCT
fumecheng-12053	295	1	machine	machine	NOUN
fumecheng-12053	295	2	learning	learning	NOUN
fumecheng-12053	295	3	of	of	ADP
fumecheng-12053	295	4	structure	structure	NOUN
fumecheng-12053	295	5	–	–	PUNCT
fumecheng-12053	295	6	property	property	NOUN
fumecheng-12053	295	7	relationships	relationship	NOUN
fumecheng-12053	295	8	:	:	PUNCT
fumecheng-12053	295	9	an	an	DET
fumecheng-12053	295	10	application	application	NOUN
fumecheng-12053	295	11	to	to	PART
fumecheng-12053	295	12	heat	heat	NOUN
fumecheng-12053	295	13	generation	generation	NOUN
fumecheng-12053	295	14	...	...	PUNCT
fumecheng-12053	295	15	703	703	NUM
fumecheng-12053	295	16	fig	fig	NOUN
fumecheng-12053	295	17	.	.	PUNCT
fumecheng-12053	296	1	16	16	NUM
fumecheng-12053	296	2	standard	standard	ADJ
fumecheng-12053	296	3	deviation	deviation	NOUN
fumecheng-12053	296	4	of	of	ADP
fumecheng-12053	296	5	center	center	NOUN
fumecheng-12053	296	6	of	of	ADP
fumecheng-12053	296	7	gravity	gravity	NOUN
fumecheng-12053	296	8	distances	distance	NOUN
fumecheng-12053	296	9	of	of	ADP
fumecheng-12053	296	10	all	all	DET
fumecheng-12053	296	11	elements	element	NOUN
fumecheng-12053	296	12	of	of	ADP
fumecheng-12053	296	13	an	an	DET
fumecheng-12053	296	14	rve	rve	NOUN
fumecheng-12053	296	15	from	from	ADP
fumecheng-12053	296	16	the	the	DET
fumecheng-12053	296	17	center	center	NOUN
fumecheng-12053	296	18	of	of	ADP
fumecheng-12053	296	19	gravity	gravity	NOUN
fumecheng-12053	296	20	center	center	NOUN
fumecheng-12053	296	21	for	for	ADP
fumecheng-12053	296	22	all	all	DET
fumecheng-12053	296	23	rves	rf	NOUN
fumecheng-12053	296	24	of	of	ADP
fumecheng-12053	296	25	all	all	DET
fumecheng-12053	296	26	12	12	NUM
fumecheng-12053	296	27	points	point	NOUN
fumecheng-12053	296	28	of	of	ADP
fumecheng-12053	296	29	the	the	DET
fumecheng-12053	296	30	temperature	temperature	NOUN
fumecheng-12053	296	31	increase	increase	NOUN
fumecheng-12053	296	32	curve	curve	NOUN
fumecheng-12053	296	33	–	–	PUNCT
fumecheng-12053	296	34	soft	soft	ADJ
fumecheng-12053	296	35	phase	phase	NOUN
fumecheng-12053	296	36	:	:	PUNCT
fumecheng-12053	296	37	(	(	PUNCT
fumecheng-12053	296	38	a	a	X
fumecheng-12053	296	39	)	)	PUNCT
fumecheng-12053	296	40	with	with	ADP
fumecheng-12053	296	41	prediction	prediction	NOUN
fumecheng-12053	296	42	error	error	NOUN
fumecheng-12053	296	43	and	and	CCONJ
fumecheng-12053	296	44	(	(	PUNCT
fumecheng-12053	296	45	b	b	NOUN
fumecheng-12053	296	46	)	)	PUNCT
fumecheng-12053	296	47	with	with	ADP
fumecheng-12053	296	48	temperature	temperature	NOUN
fumecheng-12053	296	49	increase	increase	NOUN
fumecheng-12053	296	50	fig	fig	NOUN
fumecheng-12053	296	51	.	.	PUNCT
fumecheng-12053	297	1	17	17	NUM
fumecheng-12053	297	2	standard	standard	ADJ
fumecheng-12053	297	3	deviation	deviation	NOUN
fumecheng-12053	297	4	of	of	ADP
fumecheng-12053	297	5	center	center	NOUN
fumecheng-12053	297	6	of	of	ADP
fumecheng-12053	297	7	gravity	gravity	NOUN
fumecheng-12053	297	8	distances	distance	NOUN
fumecheng-12053	297	9	of	of	ADP
fumecheng-12053	297	10	all	all	DET
fumecheng-12053	297	11	elements	element	NOUN
fumecheng-12053	297	12	of	of	ADP
fumecheng-12053	297	13	an	an	DET
fumecheng-12053	297	14	rve	rve	NOUN
fumecheng-12053	297	15	from	from	ADP
fumecheng-12053	297	16	the	the	DET
fumecheng-12053	297	17	center	center	NOUN
fumecheng-12053	297	18	of	of	ADP
fumecheng-12053	297	19	gravity	gravity	NOUN
fumecheng-12053	297	20	center	center	NOUN
fumecheng-12053	297	21	for	for	ADP
fumecheng-12053	297	22	all	all	DET
fumecheng-12053	297	23	rves	rf	NOUN
fumecheng-12053	297	24	of	of	ADP
fumecheng-12053	297	25	all	all	DET
fumecheng-12053	297	26	12	12	NUM
fumecheng-12053	297	27	points	point	NOUN
fumecheng-12053	297	28	of	of	ADP
fumecheng-12053	297	29	the	the	DET
fumecheng-12053	297	30	temperature	temperature	NOUN
fumecheng-12053	297	31	increase	increase	NOUN
fumecheng-12053	297	32	curve	curve	NOUN
fumecheng-12053	297	33	–	–	PUNCT
fumecheng-12053	297	34	hard	hard	ADJ
fumecheng-12053	297	35	phase	phase	NOUN
fumecheng-12053	297	36	:	:	PUNCT
fumecheng-12053	297	37	(	(	PUNCT
fumecheng-12053	297	38	a	a	X
fumecheng-12053	297	39	)	)	PUNCT
fumecheng-12053	297	40	with	with	ADP
fumecheng-12053	297	41	prediction	prediction	NOUN
fumecheng-12053	297	42	error	error	NOUN
fumecheng-12053	297	43	and	and	CCONJ
fumecheng-12053	297	44	(	(	PUNCT
fumecheng-12053	297	45	b	b	NOUN
fumecheng-12053	297	46	)	)	PUNCT
fumecheng-12053	297	47	with	with	ADP
fumecheng-12053	297	48	temperature	temperature	NOUN
fumecheng-12053	297	49	increase	increase	NOUN
fumecheng-12053	297	50	fig	fig	NOUN
fumecheng-12053	297	51	.	.	PUNCT
fumecheng-12053	298	1	18	18	NUM
fumecheng-12053	298	2	illustrates	illustrate	VERB
fumecheng-12053	298	3	the	the	DET
fumecheng-12053	298	4	correlation	correlation	NOUN
fumecheng-12053	298	5	between	between	ADP
fumecheng-12053	298	6	the	the	DET
fumecheng-12053	298	7	variables	variable	NOUN
fumecheng-12053	298	8	through	through	ADP
fumecheng-12053	298	9	a	a	DET
fumecheng-12053	298	10	scatterplot	scatterplot	NOUN
fumecheng-12053	298	11	representation	representation	NOUN
fumecheng-12053	298	12	that	that	PRON
fumecheng-12053	298	13	includes	include	VERB
fumecheng-12053	298	14	aspects	aspect	NOUN
fumecheng-12053	298	15	such	such	ADJ
fumecheng-12053	298	16	as	as	ADP
fumecheng-12053	298	17	the	the	DET
fumecheng-12053	298	18	cog	cog	PROPN
fumecheng-12053	298	19	distances	distance	NOUN
fumecheng-12053	298	20	of	of	ADP
fumecheng-12053	298	21	the	the	DET
fumecheng-12053	298	22	hard	hard	ADJ
fumecheng-12053	298	23	phase	phase	NOUN
fumecheng-12053	298	24	from	from	ADP
fumecheng-12053	298	25	the	the	DET
fumecheng-12053	298	26	center	center	NOUN
fumecheng-12053	298	27	,	,	PUNCT
fumecheng-12053	298	28	the	the	DET
fumecheng-12053	298	29	standard	standard	ADJ
fumecheng-12053	298	30	deviation	deviation	NOUN
fumecheng-12053	298	31	,	,	PUNCT
fumecheng-12053	298	32	the	the	DET
fumecheng-12053	298	33	mean	mean	ADJ
fumecheng-12053	298	34	distance	distance	NOUN
fumecheng-12053	298	35	of	of	ADP
fumecheng-12053	298	36	the	the	DET
fumecheng-12053	298	37	hard	hard	ADJ
fumecheng-12053	298	38	and	and	CCONJ
fumecheng-12053	298	39	soft	soft	ADJ
fumecheng-12053	298	40	phase	phase	NOUN
fumecheng-12053	298	41	from	from	ADP
fumecheng-12053	298	42	the	the	DET
fumecheng-12053	298	43	center	center	NOUN
fumecheng-12053	298	44	,	,	PUNCT
fumecheng-12053	298	45	the	the	DET
fumecheng-12053	298	46	hard	hard	ADJ
fumecheng-12053	298	47	phase	phase	NOUN
fumecheng-12053	298	48	fractions	fraction	NOUN
fumecheng-12053	298	49	,	,	PUNCT
fumecheng-12053	298	50	and	and	CCONJ
fumecheng-12053	298	51	the	the	DET
fumecheng-12053	298	52	prediction	prediction	NOUN
fumecheng-12053	298	53	error	error	NOUN
fumecheng-12053	298	54	.	.	PUNCT
fumecheng-12053	299	1	it	it	PRON
fumecheng-12053	299	2	should	should	AUX
fumecheng-12053	299	3	be	be	AUX
fumecheng-12053	299	4	noted	note	VERB
fumecheng-12053	299	5	that	that	SCONJ
fumecheng-12053	299	6	for	for	ADP
fumecheng-12053	299	7	the	the	DET
fumecheng-12053	299	8	calculation	calculation	NOUN
fumecheng-12053	299	9	of	of	ADP
fumecheng-12053	299	10	the	the	DET
fumecheng-12053	299	11	mean	mean	ADJ
fumecheng-12053	299	12	distance	distance	NOUN
fumecheng-12053	299	13	,	,	PUNCT
fumecheng-12053	299	14	the	the	DET
fumecheng-12053	299	15	cogs	cog	NOUN
fumecheng-12053	299	16	of	of	ADP
fumecheng-12053	299	17	the	the	DET
fumecheng-12053	299	18	individual	individual	ADJ
fumecheng-12053	299	19	elements	element	NOUN
fumecheng-12053	299	20	within	within	ADP
fumecheng-12053	299	21	the	the	DET
fumecheng-12053	299	22	rve	rve	NOUN
fumecheng-12053	299	23	are	be	AUX
fumecheng-12053	299	24	calculated	calculate	VERB
fumecheng-12053	299	25	for	for	ADP
fumecheng-12053	299	26	the	the	DET
fumecheng-12053	299	27	individual	individual	ADJ
fumecheng-12053	299	28	phase	phase	NOUN
fumecheng-12053	299	29	and	and	CCONJ
fumecheng-12053	299	30	the	the	DET
fumecheng-12053	299	31	mean	mean	ADJ
fumecheng-12053	299	32	distance	distance	NOUN
fumecheng-12053	299	33	is	be	AUX
fumecheng-12053	299	34	calculated	calculate	VERB
fumecheng-12053	299	35	.	.	PUNCT
fumecheng-12053	300	1	upon	upon	SCONJ
fumecheng-12053	300	2	evaluation	evaluation	NOUN
fumecheng-12053	300	3	of	of	ADP
fumecheng-12053	300	4	the	the	DET
fumecheng-12053	300	5	data	datum	NOUN
fumecheng-12053	300	6	,	,	PUNCT
fumecheng-12053	300	7	a	a	DET
fumecheng-12053	300	8	discernible	discernible	ADJ
fumecheng-12053	300	9	pattern	pattern	NOUN
fumecheng-12053	300	10	emerges	emerge	VERB
fumecheng-12053	300	11	:	:	PUNCT
fumecheng-12053	300	12	the	the	DET
fumecheng-12053	300	13	standard	standard	ADJ
fumecheng-12053	300	14	deviation	deviation	NOUN
fumecheng-12053	300	15	of	of	ADP
fumecheng-12053	300	16	the	the	DET
fumecheng-12053	300	17	cog	cog	PROPN
fumecheng-12053	300	18	distances	distance	NOUN
fumecheng-12053	300	19	and	and	CCONJ
fumecheng-12053	300	20	the	the	DET
fumecheng-12053	300	21	mean	mean	ADJ
fumecheng-12053	300	22	distance	distance	NOUN
fumecheng-12053	300	23	of	of	ADP
fumecheng-12053	300	24	the	the	DET
fumecheng-12053	300	25	hard	hard	ADJ
fumecheng-12053	300	26	phase	phase	NOUN
fumecheng-12053	300	27	are	be	AUX
fumecheng-12053	300	28	predominantly	predominantly	ADV
fumecheng-12053	300	29	concentrated	concentrate	VERB
fumecheng-12053	300	30	in	in	ADP
fumecheng-12053	300	31	a	a	DET
fumecheng-12053	300	32	narrow	narrow	ADJ
fumecheng-12053	300	33	range	range	NOUN
fumecheng-12053	300	34	around	around	ADP
fumecheng-12053	300	35	a	a	DET
fumecheng-12053	300	36	certain	certain	ADJ
fumecheng-12053	300	37	value	value	NOUN
fumecheng-12053	300	38	.	.	PUNCT
fumecheng-12053	301	1	only	only	ADV
fumecheng-12053	301	2	a	a	DET
fumecheng-12053	301	3	fraction	fraction	NOUN
fumecheng-12053	301	4	of	of	ADP
fumecheng-12053	301	5	the	the	DET
fumecheng-12053	301	6	rves	rf	NOUN
fumecheng-12053	301	7	deviate	deviate	VERB
fumecheng-12053	301	8	from	from	ADP
fumecheng-12053	301	9	this	this	DET
fumecheng-12053	301	10	specific	specific	ADJ
fumecheng-12053	301	11	zone	zone	NOUN
fumecheng-12053	301	12	,	,	PUNCT
fumecheng-12053	301	13	especially	especially	ADV
fumecheng-12053	301	14	those	those	PRON
fumecheng-12053	301	15	corresponding	correspond	VERB
fumecheng-12053	301	16	to	to	ADP
fumecheng-12053	301	17	a	a	DET
fumecheng-12053	301	18	very	very	ADV
fumecheng-12053	301	19	small	small	ADJ
fumecheng-12053	301	20	amount	amount	NOUN
fumecheng-12053	301	21	of	of	ADP
fumecheng-12053	301	22	hard	hard	ADJ
fumecheng-12053	301	23	phase	phase	NOUN
fumecheng-12053	301	24	fractions	fraction	NOUN
fumecheng-12053	301	25	.	.	PUNCT
fumecheng-12053	302	1	this	this	DET
fumecheng-12053	302	2	pattern	pattern	NOUN
fumecheng-12053	302	3	confirms	confirm	VERB
fumecheng-12053	302	4	the	the	DET
fumecheng-12053	302	5	previous	previous	ADJ
fumecheng-12053	302	6	assertion	assertion	NOUN
fumecheng-12053	302	7	of	of	ADP
fumecheng-12053	302	8	a	a	DET
fumecheng-12053	302	9	normal	normal	ADJ
fumecheng-12053	302	10	distribution	distribution	NOUN
fumecheng-12053	302	11	of	of	ADP
fumecheng-12053	302	12	phases	phase	NOUN
fumecheng-12053	302	13	within	within	ADP
fumecheng-12053	302	14	the	the	DET
fumecheng-12053	302	15	rve	rve	PROPN
fumecheng-12053	302	16	.	.	PUNCT
fumecheng-12053	303	1	the	the	DET
fumecheng-12053	303	2	cog	cog	PROPN
fumecheng-12053	303	3	distances	distance	NOUN
fumecheng-12053	303	4	show	show	VERB
fumecheng-12053	303	5	a	a	DET
fumecheng-12053	303	6	distribution	distribution	NOUN
fumecheng-12053	303	7	around	around	ADP
fumecheng-12053	303	8	smaller	small	ADJ
fumecheng-12053	303	9	values	value	NOUN
fumecheng-12053	303	10	,	,	PUNCT
fumecheng-12053	303	11	approximately	approximately	ADV
fumecheng-12053	303	12	3	3	NUM
fumecheng-12053	303	13	mm	mm	NOUN
fumecheng-12053	303	14	,	,	PUNCT
fumecheng-12053	303	15	while	while	SCONJ
fumecheng-12053	303	16	some	some	DET
fumecheng-12053	303	17	rves	rf	NOUN
fumecheng-12053	303	18	show	show	VERB
fumecheng-12053	303	19	higher	high	ADJ
fumecheng-12053	303	20	values	value	NOUN
fumecheng-12053	303	21	up	up	ADP
fumecheng-12053	303	22	to	to	PART
fumecheng-12053	303	23	15	15	NUM
fumecheng-12053	303	24	mm	mm	NOUN
fumecheng-12053	303	25	.	.	PUNCT
fumecheng-12053	304	1	as	as	SCONJ
fumecheng-12053	304	2	already	already	ADV
fumecheng-12053	304	3	explained	explain	VERB
fumecheng-12053	304	4	,	,	PUNCT
fumecheng-12053	304	5	these	these	PRON
fumecheng-12053	304	6	correlate	correlate	VERB
fumecheng-12053	304	7	predominantly	predominantly	ADV
fumecheng-12053	304	8	with	with	ADP
fumecheng-12053	304	9	smaller	small	ADJ
fumecheng-12053	304	10	fractions	fraction	NOUN
fumecheng-12053	304	11	of	of	ADP
fumecheng-12053	304	12	the	the	DET
fumecheng-12053	304	13	hard	hard	ADJ
fumecheng-12053	304	14	phase	phase	NOUN
fumecheng-12053	304	15	.	.	PUNCT
fumecheng-12053	305	1	704	704	NUM
fumecheng-12053	305	2	f.	f.	PROPN
fumecheng-12053	305	3	nikolić	nikolić	PROPN
fumecheng-12053	305	4	,	,	PUNCT
fumecheng-12053	305	5	m.	m.	NOUN
fumecheng-12053	305	6	čanađija	čanađija	NOUN
fumecheng-12053	305	7	it	it	PRON
fumecheng-12053	305	8	should	should	AUX
fumecheng-12053	305	9	also	also	ADV
fumecheng-12053	305	10	be	be	AUX
fumecheng-12053	305	11	again	again	ADV
fumecheng-12053	305	12	noted	note	VERB
fumecheng-12053	305	13	that	that	SCONJ
fumecheng-12053	305	14	higher	high	ADJ
fumecheng-12053	305	15	values	value	NOUN
fumecheng-12053	305	16	of	of	ADP
fumecheng-12053	305	17	the	the	DET
fumecheng-12053	305	18	temperature	temperature	NOUN
fumecheng-12053	305	19	increase	increase	NOUN
fumecheng-12053	305	20	are	be	AUX
fumecheng-12053	305	21	primarily	primarily	ADV
fumecheng-12053	305	22	associated	associate	VERB
fumecheng-12053	305	23	with	with	ADP
fumecheng-12053	305	24	higher	high	ADJ
fumecheng-12053	305	25	fractions	fraction	NOUN
fumecheng-12053	305	26	of	of	ADP
fumecheng-12053	305	27	the	the	DET
fumecheng-12053	305	28	hard	hard	ADJ
fumecheng-12053	305	29	phase	phase	NOUN
fumecheng-12053	305	30	.	.	PUNCT
fumecheng-12053	306	1	therefore	therefore	ADV
fumecheng-12053	306	2	,	,	PUNCT
fumecheng-12053	306	3	even	even	ADV
fumecheng-12053	306	4	though	though	SCONJ
fumecheng-12053	306	5	the	the	DET
fumecheng-12053	306	6	arrangement	arrangement	NOUN
fumecheng-12053	306	7	of	of	ADP
fumecheng-12053	306	8	the	the	DET
fumecheng-12053	306	9	phases	phase	NOUN
fumecheng-12053	306	10	slightly	slightly	ADV
fumecheng-12053	306	11	affects	affect	VERB
fumecheng-12053	306	12	the	the	DET
fumecheng-12053	306	13	temperature	temperature	NOUN
fumecheng-12053	306	14	increase	increase	NOUN
fumecheng-12053	306	15	and	and	CCONJ
fumecheng-12053	306	16	is	be	AUX
fumecheng-12053	306	17	captured	capture	VERB
fumecheng-12053	306	18	by	by	ADP
fumecheng-12053	306	19	the	the	DET
fumecheng-12053	306	20	ml	ml	PROPN
fumecheng-12053	306	21	model	model	NOUN
fumecheng-12053	306	22	,	,	PUNCT
fumecheng-12053	306	23	the	the	DET
fumecheng-12053	306	24	dominant	dominant	ADJ
fumecheng-12053	306	25	variable	variable	NOUN
fumecheng-12053	306	26	influencing	influence	VERB
fumecheng-12053	306	27	the	the	DET
fumecheng-12053	306	28	temperature	temperature	NOUN
fumecheng-12053	306	29	increase	increase	NOUN
fumecheng-12053	306	30	is	be	AUX
fumecheng-12053	306	31	the	the	DET
fumecheng-12053	306	32	hard	hard	ADJ
fumecheng-12053	306	33	phase	phase	NOUN
fumecheng-12053	306	34	fraction	fraction	NOUN
fumecheng-12053	306	35	.	.	PUNCT
fumecheng-12053	307	1	the	the	DET
fumecheng-12053	307	2	error	error	NOUN
fumecheng-12053	307	3	plots	plot	NOUN
fumecheng-12053	307	4	are	be	AUX
fumecheng-12053	307	5	also	also	ADV
fumecheng-12053	307	6	not	not	PART
fumecheng-12053	307	7	correlated	correlate	VERB
fumecheng-12053	307	8	with	with	ADP
fumecheng-12053	307	9	any	any	PRON
fumecheng-12053	307	10	of	of	ADP
fumecheng-12053	307	11	the	the	DET
fumecheng-12053	307	12	above	above	ADJ
fumecheng-12053	307	13	variables	variable	NOUN
fumecheng-12053	307	14	.	.	PUNCT
fumecheng-12053	308	1	fig	fig	NOUN
fumecheng-12053	308	2	.	.	PUNCT
fumecheng-12053	309	1	18	18	NUM
fumecheng-12053	309	2	scatter	scatter	NOUN
fumecheng-12053	309	3	matrix	matrix	NOUN
fumecheng-12053	309	4	of	of	ADP
fumecheng-12053	309	5	all	all	DET
fumecheng-12053	309	6	12	12	NUM
fumecheng-12053	309	7	points	point	NOUN
fumecheng-12053	309	8	of	of	ADP
fumecheng-12053	309	9	the	the	DET
fumecheng-12053	309	10	temperature	temperature	NOUN
fumecheng-12053	309	11	increase	increase	NOUN
fumecheng-12053	309	12	curve	curve	NOUN
fumecheng-12053	309	13	of	of	ADP
fumecheng-12053	309	14	all	all	DET
fumecheng-12053	309	15	rves	rf	NOUN
fumecheng-12053	309	16	–	–	PUNCT
fumecheng-12053	309	17	cog	cog	NOUN
fumecheng-12053	309	18	distances	distance	NOUN
fumecheng-12053	309	19	of	of	ADP
fumecheng-12053	309	20	the	the	DET
fumecheng-12053	309	21	hard	hard	ADJ
fumecheng-12053	309	22	phase	phase	NOUN
fumecheng-12053	309	23	from	from	ADP
fumecheng-12053	309	24	the	the	DET
fumecheng-12053	309	25	center	center	NOUN
fumecheng-12053	309	26	,	,	PUNCT
fumecheng-12053	309	27	standard	standard	ADJ
fumecheng-12053	309	28	deviation	deviation	NOUN
fumecheng-12053	309	29	,	,	PUNCT
fumecheng-12053	309	30	mean	mean	VERB
fumecheng-12053	309	31	distance	distance	NOUN
fumecheng-12053	309	32	of	of	ADP
fumecheng-12053	309	33	hard	hard	ADJ
fumecheng-12053	309	34	and	and	CCONJ
fumecheng-12053	309	35	soft	soft	ADJ
fumecheng-12053	309	36	phase	phase	NOUN
fumecheng-12053	309	37	from	from	ADP
fumecheng-12053	309	38	the	the	DET
fumecheng-12053	309	39	center	center	NOUN
fumecheng-12053	309	40	,	,	PUNCT
fumecheng-12053	309	41	hard	hard	ADJ
fumecheng-12053	309	42	phase	phase	NOUN
fumecheng-12053	309	43	fractions	fraction	NOUN
fumecheng-12053	309	44	,	,	PUNCT
fumecheng-12053	309	45	and	and	CCONJ
fumecheng-12053	309	46	the	the	DET
fumecheng-12053	309	47	prediction	prediction	NOUN
fumecheng-12053	309	48	error	error	NOUN
fumecheng-12053	309	49	4	4	NUM
fumecheng-12053	309	50	.	.	PUNCT
fumecheng-12053	309	51	conclusion	conclusion	NOUN
fumecheng-12053	309	52	the	the	DET
fumecheng-12053	309	53	current	current	ADJ
fumecheng-12053	309	54	study	study	NOUN
fumecheng-12053	309	55	has	have	AUX
fumecheng-12053	309	56	shown	show	VERB
fumecheng-12053	309	57	the	the	DET
fumecheng-12053	309	58	potential	potential	NOUN
fumecheng-12053	309	59	for	for	ADP
fumecheng-12053	309	60	the	the	DET
fumecheng-12053	309	61	use	use	NOUN
fumecheng-12053	309	62	of	of	ADP
fumecheng-12053	309	63	ml	ml	NOUN
fumecheng-12053	309	64	methods	method	NOUN
fumecheng-12053	309	65	in	in	ADP
fumecheng-12053	309	66	predicting	predict	VERB
fumecheng-12053	309	67	temperature	temperature	NOUN
fumecheng-12053	309	68	changes	change	NOUN
fumecheng-12053	309	69	resulting	result	VERB
fumecheng-12053	309	70	from	from	ADP
fumecheng-12053	309	71	plastic	plastic	ADJ
fumecheng-12053	309	72	deformation	deformation	NOUN
fumecheng-12053	309	73	of	of	ADP
fumecheng-12053	309	74	materials	material	NOUN
fumecheng-12053	309	75	using	use	VERB
fumecheng-12053	309	76	spr	spr	NOUN
fumecheng-12053	309	77	.	.	PUNCT
fumecheng-12053	310	1	in	in	ADP
fumecheng-12053	310	2	particular	particular	ADJ
fumecheng-12053	310	3	,	,	PUNCT
fumecheng-12053	310	4	more	more	ADV
fumecheng-12053	310	5	classical	classical	ADJ
fumecheng-12053	310	6	approaches	approach	NOUN
fumecheng-12053	310	7	based	base	VERB
fumecheng-12053	310	8	on	on	ADP
fumecheng-12053	310	9	fea	fea	PROPN
fumecheng-12053	310	10	are	be	AUX
fumecheng-12053	310	11	more	more	ADV
fumecheng-12053	310	12	efficient	efficient	ADJ
fumecheng-12053	310	13	when	when	SCONJ
fumecheng-12053	310	14	a	a	DET
fumecheng-12053	310	15	smaller	small	ADJ
fumecheng-12053	310	16	number	number	NOUN
fumecheng-12053	310	17	of	of	ADP
fumecheng-12053	310	18	machine	machine	NOUN
fumecheng-12053	310	19	learning	learning	NOUN
fumecheng-12053	310	20	of	of	ADP
fumecheng-12053	310	21	structure	structure	NOUN
fumecheng-12053	310	22	–	–	PUNCT
fumecheng-12053	310	23	property	property	NOUN
fumecheng-12053	310	24	relationships	relationship	NOUN
fumecheng-12053	310	25	:	:	PUNCT
fumecheng-12053	310	26	an	an	DET
fumecheng-12053	310	27	application	application	NOUN
fumecheng-12053	310	28	to	to	PART
fumecheng-12053	310	29	heat	heat	NOUN
fumecheng-12053	310	30	generation	generation	NOUN
fumecheng-12053	310	31	...	...	PUNCT
fumecheng-12053	310	32	705	705	NUM
fumecheng-12053	310	33	microstructure	microstructure	ADJ
fumecheng-12053	310	34	configurations	configuration	NOUN
fumecheng-12053	310	35	are	be	AUX
fumecheng-12053	310	36	to	to	PART
fumecheng-12053	310	37	be	be	AUX
fumecheng-12053	310	38	analyzed	analyze	VERB
fumecheng-12053	310	39	.	.	PUNCT
fumecheng-12053	311	1	these	these	PRON
fumecheng-12053	311	2	usually	usually	ADV
fumecheng-12053	311	3	rely	rely	VERB
fumecheng-12053	311	4	on	on	ADP
fumecheng-12053	311	5	eq	eq	ADP
fumecheng-12053	311	6	.	.	PUNCT
fumecheng-12053	312	1	(	(	PUNCT
fumecheng-12053	312	2	1	1	NUM
fumecheng-12053	312	3	)	)	PUNCT
fumecheng-12053	312	4	.	.	PUNCT
fumecheng-12053	313	1	however	however	ADV
fumecheng-12053	313	2	,	,	PUNCT
fumecheng-12053	313	3	if	if	SCONJ
fumecheng-12053	313	4	one	one	PRON
fumecheng-12053	313	5	wants	want	VERB
fumecheng-12053	313	6	to	to	PART
fumecheng-12053	313	7	gain	gain	VERB
fumecheng-12053	313	8	a	a	DET
fumecheng-12053	313	9	deeper	deep	ADJ
fumecheng-12053	313	10	insight	insight	NOUN
fumecheng-12053	313	11	into	into	ADP
fumecheng-12053	313	12	the	the	DET
fumecheng-12053	313	13	problem	problem	NOUN
fumecheng-12053	313	14	,	,	PUNCT
fumecheng-12053	313	15	the	the	DET
fumecheng-12053	313	16	number	number	NOUN
fumecheng-12053	313	17	of	of	ADP
fumecheng-12053	313	18	configurations	configuration	NOUN
fumecheng-12053	313	19	increases	increase	NOUN
fumecheng-12053	313	20	,	,	PUNCT
fumecheng-12053	313	21	which	which	PRON
fumecheng-12053	313	22	makes	make	VERB
fumecheng-12053	313	23	the	the	DET
fumecheng-12053	313	24	investigation	investigation	NOUN
fumecheng-12053	313	25	more	more	ADV
fumecheng-12053	313	26	difficult	difficult	ADJ
fumecheng-12053	313	27	.	.	PUNCT
fumecheng-12053	314	1	an	an	DET
fumecheng-12053	314	2	ml	ml	PROPN
fumecheng-12053	314	3	model	model	NOUN
fumecheng-12053	314	4	needs	need	VERB
fumecheng-12053	314	5	to	to	PART
fumecheng-12053	314	6	be	be	AUX
fumecheng-12053	314	7	trained	train	VERB
fumecheng-12053	314	8	,	,	PUNCT
fumecheng-12053	314	9	but	but	CCONJ
fumecheng-12053	314	10	once	once	SCONJ
fumecheng-12053	314	11	it	it	PRON
fumecheng-12053	314	12	is	be	AUX
fumecheng-12053	314	13	trained	train	VERB
fumecheng-12053	314	14	,	,	PUNCT
fumecheng-12053	314	15	it	it	PRON
fumecheng-12053	314	16	is	be	AUX
fumecheng-12053	314	17	very	very	ADV
fumecheng-12053	314	18	efficient	efficient	ADJ
fumecheng-12053	314	19	.	.	PUNCT
fumecheng-12053	315	1	this	this	PRON
fumecheng-12053	315	2	in	in	ADP
fumecheng-12053	315	3	turn	turn	NOUN
fumecheng-12053	315	4	makes	make	VERB
fumecheng-12053	315	5	it	it	PRON
fumecheng-12053	315	6	possible	possible	ADJ
fumecheng-12053	315	7	to	to	PART
fumecheng-12053	315	8	analyze	analyze	VERB
fumecheng-12053	315	9	a	a	DET
fumecheng-12053	315	10	larger	large	ADJ
fumecheng-12053	315	11	number	number	NOUN
fumecheng-12053	315	12	of	of	ADP
fumecheng-12053	315	13	simulations	simulation	NOUN
fumecheng-12053	315	14	,	,	PUNCT
fumecheng-12053	315	15	as	as	SCONJ
fumecheng-12053	315	16	the	the	DET
fumecheng-12053	315	17	data	datum	NOUN
fumecheng-12053	315	18	can	can	AUX
fumecheng-12053	315	19	be	be	AUX
fumecheng-12053	315	20	easily	easily	ADV
fumecheng-12053	315	21	processed	process	VERB
fumecheng-12053	315	22	and	and	CCONJ
fumecheng-12053	315	23	the	the	DET
fumecheng-12053	315	24	evaluation	evaluation	NOUN
fumecheng-12053	315	25	time	time	NOUN
fumecheng-12053	315	26	is	be	AUX
fumecheng-12053	315	27	short	short	ADJ
fumecheng-12053	315	28	.	.	PUNCT
fumecheng-12053	316	1	this	this	PRON
fumecheng-12053	316	2	can	can	AUX
fumecheng-12053	316	3	be	be	AUX
fumecheng-12053	316	4	useful	useful	ADJ
fumecheng-12053	316	5	,	,	PUNCT
fumecheng-12053	316	6	for	for	ADP
fumecheng-12053	316	7	example	example	NOUN
fumecheng-12053	316	8	,	,	PUNCT
fumecheng-12053	316	9	when	when	SCONJ
fumecheng-12053	316	10	optimizing	optimize	VERB
fumecheng-12053	316	11	the	the	DET
fumecheng-12053	316	12	microstructure	microstructure	NOUN
fumecheng-12053	316	13	to	to	PART
fumecheng-12053	316	14	obtain	obtain	VERB
fumecheng-12053	316	15	a	a	DET
fumecheng-12053	316	16	specific	specific	ADJ
fumecheng-12053	316	17	property	property	NOUN
fumecheng-12053	316	18	since	since	SCONJ
fumecheng-12053	316	19	the	the	DET
fumecheng-12053	316	20	procedure	procedure	NOUN
fumecheng-12053	316	21	requires	require	VERB
fumecheng-12053	316	22	a	a	DET
fumecheng-12053	316	23	large	large	ADJ
fumecheng-12053	316	24	number	number	NOUN
fumecheng-12053	316	25	of	of	ADP
fumecheng-12053	316	26	evaluations	evaluation	NOUN
fumecheng-12053	316	27	.	.	PUNCT
fumecheng-12053	317	1	the	the	DET
fumecheng-12053	317	2	study	study	NOUN
fumecheng-12053	317	3	examined	examine	VERB
fumecheng-12053	317	4	the	the	DET
fumecheng-12053	317	5	impact	impact	NOUN
fumecheng-12053	317	6	of	of	ADP
fumecheng-12053	317	7	various	various	ADJ
fumecheng-12053	317	8	factors	factor	NOUN
fumecheng-12053	317	9	,	,	PUNCT
fumecheng-12053	317	10	including	include	VERB
fumecheng-12053	317	11	the	the	DET
fumecheng-12053	317	12	fraction	fraction	NOUN
fumecheng-12053	317	13	of	of	ADP
fumecheng-12053	317	14	hard	hard	ADJ
fumecheng-12053	317	15	phase	phase	NOUN
fumecheng-12053	317	16	,	,	PUNCT
fumecheng-12053	317	17	the	the	DET
fumecheng-12053	317	18	tqc	tqc	ADJ
fumecheng-12053	317	19	value	value	NOUN
fumecheng-12053	317	20	and	and	CCONJ
fumecheng-12053	317	21	the	the	DET
fumecheng-12053	317	22	regularity	regularity	NOUN
fumecheng-12053	317	23	of	of	ADP
fumecheng-12053	317	24	phase	phase	NOUN
fumecheng-12053	317	25	distributions	distribution	NOUN
fumecheng-12053	317	26	,	,	PUNCT
fumecheng-12053	317	27	on	on	ADP
fumecheng-12053	317	28	the	the	DET
fumecheng-12053	317	29	extent	extent	NOUN
fumecheng-12053	317	30	of	of	ADP
fumecheng-12053	317	31	heat	heat	NOUN
fumecheng-12053	317	32	generation	generation	NOUN
fumecheng-12053	317	33	.	.	PUNCT
fumecheng-12053	318	1	the	the	DET
fumecheng-12053	318	2	results	result	NOUN
fumecheng-12053	318	3	revealed	reveal	VERB
fumecheng-12053	318	4	that	that	SCONJ
fumecheng-12053	318	5	within	within	ADP
fumecheng-12053	318	6	the	the	DET
fumecheng-12053	318	7	tqc	tqc	ADJ
fumecheng-12053	318	8	range	range	NOUN
fumecheng-12053	318	9	investigated	investigate	VERB
fumecheng-12053	318	10	,	,	PUNCT
fumecheng-12053	318	11	the	the	DET
fumecheng-12053	318	12	tqc	tqc	ADJ
fumecheng-12053	318	13	value	value	NOUN
fumecheng-12053	318	14	had	have	VERB
fumecheng-12053	318	15	little	little	ADJ
fumecheng-12053	318	16	influence	influence	NOUN
fumecheng-12053	318	17	on	on	ADP
fumecheng-12053	318	18	the	the	DET
fumecheng-12053	318	19	outcomes	outcome	NOUN
fumecheng-12053	318	20	.	.	PUNCT
fumecheng-12053	319	1	in	in	ADP
fumecheng-12053	319	2	contrast	contrast	NOUN
fumecheng-12053	319	3	,	,	PUNCT
fumecheng-12053	319	4	the	the	DET
fumecheng-12053	319	5	fraction	fraction	NOUN
fumecheng-12053	319	6	of	of	ADP
fumecheng-12053	319	7	the	the	DET
fumecheng-12053	319	8	hard	hard	ADJ
fumecheng-12053	319	9	phase	phase	NOUN
fumecheng-12053	319	10	emerged	emerge	VERB
fumecheng-12053	319	11	as	as	ADP
fumecheng-12053	319	12	the	the	DET
fumecheng-12053	319	13	most	most	ADV
fumecheng-12053	319	14	influential	influential	ADJ
fumecheng-12053	319	15	factor	factor	NOUN
fumecheng-12053	319	16	in	in	ADP
fumecheng-12053	319	17	determining	determine	VERB
fumecheng-12053	319	18	the	the	DET
fumecheng-12053	319	19	extent	extent	NOUN
fumecheng-12053	319	20	of	of	ADP
fumecheng-12053	319	21	the	the	DET
fumecheng-12053	319	22	temperature	temperature	NOUN
fumecheng-12053	319	23	increase	increase	NOUN
fumecheng-12053	319	24	.	.	PUNCT
fumecheng-12053	320	1	the	the	DET
fumecheng-12053	320	2	effect	effect	NOUN
fumecheng-12053	320	3	of	of	ADP
fumecheng-12053	320	4	the	the	DET
fumecheng-12053	320	5	regularity	regularity	NOUN
fumecheng-12053	320	6	of	of	ADP
fumecheng-12053	320	7	the	the	DET
fumecheng-12053	320	8	phase	phase	NOUN
fumecheng-12053	320	9	distribution	distribution	NOUN
fumecheng-12053	320	10	was	be	AUX
fumecheng-12053	320	11	also	also	ADV
fumecheng-12053	320	12	investigated	investigate	VERB
fumecheng-12053	320	13	.	.	PUNCT
fumecheng-12053	321	1	specifically	specifically	ADV
fumecheng-12053	321	2	,	,	PUNCT
fumecheng-12053	321	3	the	the	DET
fumecheng-12053	321	4	cog	cog	PROPN
fumecheng-12053	321	5	distances	distance	NOUN
fumecheng-12053	321	6	between	between	ADP
fumecheng-12053	321	7	the	the	DET
fumecheng-12053	321	8	hard	hard	ADJ
fumecheng-12053	321	9	and	and	CCONJ
fumecheng-12053	321	10	soft	soft	ADJ
fumecheng-12053	321	11	phases	phase	NOUN
fumecheng-12053	321	12	and	and	CCONJ
fumecheng-12053	321	13	the	the	DET
fumecheng-12053	321	14	standard	standard	ADJ
fumecheng-12053	321	15	deviation	deviation	NOUN
fumecheng-12053	321	16	of	of	ADP
fumecheng-12053	321	17	the	the	DET
fumecheng-12053	321	18	cogs	cog	NOUN
fumecheng-12053	321	19	for	for	ADP
fumecheng-12053	321	20	the	the	DET
fumecheng-12053	321	21	soft	soft	ADJ
fumecheng-12053	321	22	and	and	CCONJ
fumecheng-12053	321	23	hard	hard	ADJ
fumecheng-12053	321	24	phases	phase	NOUN
fumecheng-12053	321	25	were	be	AUX
fumecheng-12053	321	26	examined	examine	VERB
fumecheng-12053	321	27	.	.	PUNCT
fumecheng-12053	322	1	however	however	ADV
fumecheng-12053	322	2	,	,	PUNCT
fumecheng-12053	322	3	it	it	PRON
fumecheng-12053	322	4	was	be	AUX
fumecheng-12053	322	5	found	find	VERB
fumecheng-12053	322	6	that	that	SCONJ
fumecheng-12053	322	7	none	none	NOUN
fumecheng-12053	322	8	of	of	ADP
fumecheng-12053	322	9	these	these	DET
fumecheng-12053	322	10	values	value	NOUN
fumecheng-12053	322	11	correlated	correlate	VERB
fumecheng-12053	322	12	with	with	ADP
fumecheng-12053	322	13	the	the	DET
fumecheng-12053	322	14	prediction	prediction	NOUN
fumecheng-12053	322	15	error	error	NOUN
fumecheng-12053	322	16	or	or	CCONJ
fumecheng-12053	322	17	the	the	DET
fumecheng-12053	322	18	magnitude	magnitude	NOUN
fumecheng-12053	322	19	of	of	ADP
fumecheng-12053	322	20	the	the	DET
fumecheng-12053	322	21	temperature	temperature	NOUN
fumecheng-12053	322	22	increase	increase	NOUN
fumecheng-12053	322	23	.	.	PUNCT
fumecheng-12053	323	1	on	on	ADP
fumecheng-12053	323	2	the	the	DET
fumecheng-12053	323	3	other	other	ADJ
fumecheng-12053	323	4	hand	hand	NOUN
fumecheng-12053	323	5	,	,	PUNCT
fumecheng-12053	323	6	the	the	DET
fumecheng-12053	323	7	investigation	investigation	NOUN
fumecheng-12053	323	8	reconfirmed	reconfirm	VERB
fumecheng-12053	323	9	that	that	SCONJ
fumecheng-12053	323	10	the	the	DET
fumecheng-12053	323	11	fraction	fraction	NOUN
fumecheng-12053	323	12	of	of	ADP
fumecheng-12053	323	13	the	the	DET
fumecheng-12053	323	14	hard	hard	ADJ
fumecheng-12053	323	15	phase	phase	NOUN
fumecheng-12053	323	16	and	and	CCONJ
fumecheng-12053	323	17	the	the	DET
fumecheng-12053	323	18	microstructure	microstructure	ADJ
fumecheng-12053	323	19	configuration	configuration	NOUN
fumecheng-12053	323	20	remains	remain	VERB
fumecheng-12053	323	21	the	the	DET
fumecheng-12053	323	22	most	most	ADV
fumecheng-12053	323	23	influential	influential	ADJ
fumecheng-12053	323	24	factor	factor	NOUN
fumecheng-12053	323	25	contributing	contribute	VERB
fumecheng-12053	323	26	to	to	ADP
fumecheng-12053	323	27	temperature	temperature	NOUN
fumecheng-12053	323	28	increase	increase	NOUN
fumecheng-12053	323	29	.	.	PUNCT
fumecheng-12053	324	1	moreover	moreover	ADV
fumecheng-12053	324	2	,	,	PUNCT
fumecheng-12053	324	3	the	the	DET
fumecheng-12053	324	4	cnn	cnn	PROPN
fumecheng-12053	324	5	model	model	NOUN
fumecheng-12053	324	6	developed	develop	VERB
fumecheng-12053	324	7	in	in	ADP
fumecheng-12053	324	8	the	the	DET
fumecheng-12053	324	9	current	current	ADJ
fumecheng-12053	324	10	study	study	NOUN
fumecheng-12053	324	11	exhibits	exhibit	VERB
fumecheng-12053	324	12	a	a	DET
fumecheng-12053	324	13	high	high	ADJ
fumecheng-12053	324	14	computational	computational	ADJ
fumecheng-12053	324	15	efficiency	efficiency	NOUN
fumecheng-12053	324	16	,	,	PUNCT
fumecheng-12053	324	17	enabling	enable	VERB
fumecheng-12053	324	18	it	it	PRON
fumecheng-12053	324	19	to	to	PART
fumecheng-12053	324	20	generate	generate	VERB
fumecheng-12053	324	21	nearly	nearly	ADV
fumecheng-12053	324	22	350	350	NUM
fumecheng-12053	324	23	predictions	prediction	NOUN
fumecheng-12053	324	24	within	within	ADP
fumecheng-12053	324	25	0.4	0.4	NUM
fumecheng-12053	324	26	s.	s.	PROPN
fumecheng-12053	324	27	the	the	DET
fumecheng-12053	324	28	model	model	NOUN
fumecheng-12053	324	29	performed	perform	VERB
fumecheng-12053	324	30	very	very	ADV
fumecheng-12053	324	31	well	well	ADV
fumecheng-12053	324	32	,	,	PUNCT
fumecheng-12053	324	33	achieving	achieve	VERB
fumecheng-12053	324	34	an	an	DET
fumecheng-12053	324	35	rmse	rmse	NOUN
fumecheng-12053	324	36	of	of	ADP
fumecheng-12053	324	37	0.004353	0.004353	NUM
fumecheng-12053	324	38	and	and	CCONJ
fumecheng-12053	324	39	an	an	DET
fumecheng-12053	324	40	mse	mse	NOUN
fumecheng-12053	324	41	of	of	ADP
fumecheng-12053	324	42	1.9648·10−5	1.9648·10−5	NUM
fumecheng-12053	324	43	.	.	PUNCT
fumecheng-12053	325	1	the	the	DET
fumecheng-12053	325	2	maximum	maximum	ADJ
fumecheng-12053	325	3	prediction	prediction	NOUN
fumecheng-12053	325	4	error	error	NOUN
fumecheng-12053	325	5	of	of	ADP
fumecheng-12053	325	6	the	the	DET
fumecheng-12053	325	7	model	model	NOUN
fumecheng-12053	325	8	is	be	AUX
fumecheng-12053	325	9	0.012	0.012	NUM
fumecheng-12053	325	10	°	°	NOUN
fumecheng-12053	325	11	c	c	NOUN
fumecheng-12053	325	12	,	,	PUNCT
fumecheng-12053	325	13	while	while	SCONJ
fumecheng-12053	325	14	the	the	DET
fumecheng-12053	325	15	average	average	ADJ
fumecheng-12053	325	16	error	error	NOUN
fumecheng-12053	325	17	is	be	AUX
fumecheng-12053	325	18	5.87·10−5	5.87·10−5	NUM
fumecheng-12053	325	19	°	°	ADP
fumecheng-12053	325	20	c	c	NOUN
fumecheng-12053	325	21	within	within	ADP
fumecheng-12053	325	22	the	the	DET
fumecheng-12053	325	23	temperature	temperature	NOUN
fumecheng-12053	325	24	range	range	NOUN
fumecheng-12053	325	25	of	of	ADP
fumecheng-12053	325	26	0.04	0.04	NUM
fumecheng-12053	325	27	°	°	NOUN
fumecheng-12053	325	28	c	c	NOUN
fumecheng-12053	325	29	to	to	ADP
fumecheng-12053	325	30	0.2	0.2	NUM
fumecheng-12053	325	31	°	°	NOUN
fumecheng-12053	325	32	c	c	NOUN
fumecheng-12053	325	33	.	.	PUNCT
fumecheng-12053	326	1	the	the	DET
fumecheng-12053	326	2	scope	scope	NOUN
fumecheng-12053	326	3	of	of	ADP
fumecheng-12053	326	4	this	this	DET
fumecheng-12053	326	5	study	study	NOUN
fumecheng-12053	326	6	is	be	AUX
fumecheng-12053	326	7	limited	limit	VERB
fumecheng-12053	326	8	to	to	ADP
fumecheng-12053	326	9	examining	examine	VERB
fumecheng-12053	326	10	the	the	DET
fumecheng-12053	326	11	boundary	boundary	ADJ
fumecheng-12053	326	12	conditions	condition	NOUN
fumecheng-12053	326	13	that	that	PRON
fumecheng-12053	326	14	simulate	simulate	VERB
fumecheng-12053	326	15	a	a	DET
fumecheng-12053	326	16	macroscopic	macroscopic	ADJ
fumecheng-12053	326	17	uniaxial	uniaxial	ADJ
fumecheng-12053	326	18	tensile	tensile	NOUN
fumecheng-12053	326	19	test	test	NOUN
fumecheng-12053	326	20	,	,	PUNCT
fumecheng-12053	326	21	specifically	specifically	ADV
fumecheng-12053	326	22	focusing	focus	VERB
fumecheng-12053	326	23	on	on	ADP
fumecheng-12053	326	24	cases	case	NOUN
fumecheng-12053	326	25	with	with	ADP
fumecheng-12053	326	26	relatively	relatively	ADV
fumecheng-12053	326	27	small	small	ADJ
fumecheng-12053	326	28	plastic	plastic	NOUN
fumecheng-12053	326	29	deformations	deformation	NOUN
fumecheng-12053	326	30	.	.	PUNCT
fumecheng-12053	327	1	however	however	ADV
fumecheng-12053	327	2	,	,	PUNCT
fumecheng-12053	327	3	it	it	PRON
fumecheng-12053	327	4	would	would	AUX
fumecheng-12053	327	5	be	be	AUX
fumecheng-12053	327	6	worthwhile	worthwhile	ADJ
fumecheng-12053	327	7	to	to	PART
fumecheng-12053	327	8	explore	explore	VERB
fumecheng-12053	327	9	this	this	DET
fumecheng-12053	327	10	phenomenon	phenomenon	NOUN
fumecheng-12053	327	11	further	far	ADV
fumecheng-12053	327	12	by	by	ADP
fumecheng-12053	327	13	investigating	investigate	VERB
fumecheng-12053	327	14	alternative	alternative	ADJ
fumecheng-12053	327	15	boundary	boundary	ADJ
fumecheng-12053	327	16	conditions	condition	NOUN
fumecheng-12053	327	17	,	,	PUNCT
fumecheng-12053	327	18	such	such	ADJ
fumecheng-12053	327	19	as	as	ADP
fumecheng-12053	327	20	shear	shear	NOUN
fumecheng-12053	327	21	loading	loading	NOUN
fumecheng-12053	327	22	,	,	PUNCT
fumecheng-12053	327	23	and	and	CCONJ
fumecheng-12053	327	24	considering	consider	VERB
fumecheng-12053	327	25	larger	large	ADJ
fumecheng-12053	327	26	plastic	plastic	NOUN
fumecheng-12053	327	27	deformations	deformation	NOUN
fumecheng-12053	327	28	,	,	PUNCT
fumecheng-12053	327	29	provided	provide	VERB
fumecheng-12053	327	30	that	that	SCONJ
fumecheng-12053	327	31	sufficient	sufficient	ADJ
fumecheng-12053	327	32	computational	computational	ADJ
fumecheng-12053	327	33	resources	resource	NOUN
fumecheng-12053	327	34	are	be	AUX
fumecheng-12053	327	35	accessible	accessible	ADJ
fumecheng-12053	327	36	.	.	PUNCT
fumecheng-12053	328	1	acknowledgement	acknowledgement	NOUN
fumecheng-12053	328	2	:	:	PUNCT
fumecheng-12053	328	3	this	this	DET
fumecheng-12053	328	4	work	work	NOUN
fumecheng-12053	328	5	was	be	AUX
fumecheng-12053	328	6	supported	support	VERB
fumecheng-12053	328	7	in	in	ADP
fumecheng-12053	328	8	part	part	NOUN
fumecheng-12053	328	9	by	by	ADP
fumecheng-12053	328	10	the	the	DET
fumecheng-12053	328	11	university	university	PROPN
fumecheng-12053	328	12	of	of	ADP
fumecheng-12053	328	13	rijeka	rijeka	PROPN
fumecheng-12053	328	14	under	under	ADP
fumecheng-12053	328	15	project	project	NOUN
fumecheng-12053	328	16	number	number	NOUN
fumecheng-12053	328	17	uniri	uniri	ADJ
fumecheng-12053	328	18	-	-	PUNCT
fumecheng-12053	328	19	iskusni	iskusni	ADV
fumecheng-12053	328	20	-	-	PUNCT
fumecheng-12053	328	21	tehnic-23	tehnic-23	PROPN
fumecheng-12053	328	22	-	-	PUNCT
fumecheng-12053	328	23	37	37	NUM
fumecheng-12053	328	24	and	and	CCONJ
fumecheng-12053	328	25	in	in	ADP
fumecheng-12053	328	26	part	part	NOUN
fumecheng-12053	328	27	by	by	ADP
fumecheng-12053	328	28	the	the	DET
fumecheng-12053	328	29	croatian	croatian	PROPN
fumecheng-12053	328	30	science	science	PROPN
fumecheng-12053	328	31	foundation	foundation	PROPN
fumecheng-12053	328	32	under	under	ADP
fumecheng-12053	328	33	project	project	NOUN
fumecheng-12053	328	34	ip2019	ip2019	PROPN
fumecheng-12053	328	35	-	-	PUNCT
fumecheng-12053	328	36	04	04	NUM
fumecheng-12053	328	37	-	-	PUNCT
fumecheng-12053	328	38	4703	4703	NUM
fumecheng-12053	328	39	.	.	PUNCT
fumecheng-12053	329	1	all	all	DET
fumecheng-12053	329	2	the	the	DET
fumecheng-12053	329	3	support	support	NOUN
fumecheng-12053	329	4	is	be	AUX
fumecheng-12053	329	5	gratefully	gratefully	ADV
fumecheng-12053	329	6	acknowledged	acknowledge	VERB
fumecheng-12053	329	7	.	.	PUNCT
fumecheng-12053	330	1	references	reference	NOUN
fumecheng-12053	330	2	1	1	NUM
fumecheng-12053	330	3	.	.	X
fumecheng-12053	330	4	čanađija	čanađija	NOUN
fumecheng-12053	330	5	,	,	PUNCT
fumecheng-12053	330	6	m.	m.	NOUN
fumecheng-12053	330	7	,	,	PUNCT
fumecheng-12053	330	8	2023	2023	NUM
fumecheng-12053	330	9	,	,	PUNCT
fumecheng-12053	330	10	thermomechanics	thermomechanic	NOUN
fumecheng-12053	330	11	of	of	ADP
fumecheng-12053	330	12	solids	solid	NOUN
fumecheng-12053	330	13	and	and	CCONJ
fumecheng-12053	330	14	structures	structure	NOUN
fumecheng-12053	330	15	:	:	PUNCT
fumecheng-12053	330	16	physical	physical	ADJ
fumecheng-12053	330	17	mechanisms	mechanism	NOUN
fumecheng-12053	330	18	,	,	PUNCT
fumecheng-12053	330	19	continuum	continuum	ADJ
fumecheng-12053	330	20	mechanics	mechanic	NOUN
fumecheng-12053	330	21	,	,	PUNCT
fumecheng-12053	330	22	and	and	CCONJ
fumecheng-12053	330	23	applications	application	NOUN
fumecheng-12053	330	24	,	,	PUNCT
fumecheng-12053	330	25	elsevier	elsevier	NOUN
fumecheng-12053	330	26	.	.	PUNCT
fumecheng-12053	331	1	2	2	X
fumecheng-12053	331	2	.	.	X
fumecheng-12053	331	3	behrens	behrens	PROPN
fumecheng-12053	331	4	,	,	PUNCT
fumecheng-12053	331	5	b.a	b.a	PROPN
fumecheng-12053	331	6	.	.	PROPN
fumecheng-12053	331	7	,	,	PUNCT
fumecheng-12053	331	8	chugreev	chugreev	PROPN
fumecheng-12053	331	9	,	,	PUNCT
fumecheng-12053	331	10	a.	a.	NOUN
fumecheng-12053	331	11	,	,	PUNCT
fumecheng-12053	331	12	bohne	bohne	NOUN
fumecheng-12053	331	13	,	,	PUNCT
fumecheng-12053	331	14	f.	f.	PROPN
fumecheng-12053	331	15	,	,	PUNCT
fumecheng-12053	331	16	lorenz	lorenz	PROPN
fumecheng-12053	331	17	,	,	PUNCT
fumecheng-12053	331	18	r.	r.	PROPN
fumecheng-12053	331	19	,	,	PUNCT
fumecheng-12053	331	20	2019	2019	NUM
fumecheng-12053	331	21	,	,	PUNCT
fumecheng-12053	331	22	approach	approach	NOUN
fumecheng-12053	331	23	for	for	ADP
fumecheng-12053	331	24	modelling	model	VERB
fumecheng-12053	331	25	the	the	DET
fumecheng-12053	331	26	taylor	taylor	PROPN
fumecheng-12053	331	27	-	-	PUNCT
fumecheng-12053	331	28	quinney	quinney	PROPN
fumecheng-12053	331	29	coefficient	coefficient	NOUN
fumecheng-12053	331	30	of	of	ADP
fumecheng-12053	331	31	high	high	ADJ
fumecheng-12053	331	32	strength	strength	NOUN
fumecheng-12053	331	33	steels	steel	NOUN
fumecheng-12053	331	34	,	,	PUNCT
fumecheng-12053	331	35	procedia	procedia	NOUN
fumecheng-12053	331	36	manufacturing	manufacturing	NOUN
fumecheng-12053	331	37	,	,	PUNCT
fumecheng-12053	331	38	29	29	NUM
fumecheng-12053	331	39	,	,	PUNCT
fumecheng-12053	331	40	pp	pp	ADJ
fumecheng-12053	331	41	.	.	PUNCT
fumecheng-12053	332	1	464	464	NUM
fumecheng-12053	332	2	-	-	SYM
fumecheng-12053	332	3	471	471	NUM
fumecheng-12053	332	4	.	.	PUNCT
fumecheng-12053	333	1	3	3	X
fumecheng-12053	333	2	.	.	X
fumecheng-12053	333	3	čanađija	čanađija	NOUN
fumecheng-12053	333	4	,	,	PUNCT
fumecheng-12053	333	5	m.	m.	NOUN
fumecheng-12053	333	6	,	,	PUNCT
fumecheng-12053	333	7	mosler	mosler	NOUN
fumecheng-12053	333	8	,	,	PUNCT
fumecheng-12053	333	9	j.	j.	PROPN
fumecheng-12053	333	10	,	,	PUNCT
fumecheng-12053	333	11	2016	2016	NUM
fumecheng-12053	333	12	,	,	PUNCT
fumecheng-12053	333	13	a	a	DET
fumecheng-12053	333	14	variational	variational	ADJ
fumecheng-12053	333	15	formulation	formulation	NOUN
fumecheng-12053	333	16	for	for	ADP
fumecheng-12053	333	17	thermomechanically	thermomechanically	ADV
fumecheng-12053	333	18	coupled	couple	VERB
fumecheng-12053	333	19	low	low	ADJ
fumecheng-12053	333	20	cycle	cycle	NOUN
fumecheng-12053	333	21	fatigue	fatigue	NOUN
fumecheng-12053	333	22	at	at	ADP
fumecheng-12053	333	23	finite	finite	ADJ
fumecheng-12053	333	24	strains	strain	NOUN
fumecheng-12053	333	25	,	,	PUNCT
fumecheng-12053	333	26	international	international	ADJ
fumecheng-12053	333	27	journal	journal	NOUN
fumecheng-12053	333	28	of	of	ADP
fumecheng-12053	333	29	solids	solid	NOUN
fumecheng-12053	333	30	and	and	CCONJ
fumecheng-12053	333	31	structures	structure	NOUN
fumecheng-12053	333	32	,	,	PUNCT
fumecheng-12053	333	33	100	100	NUM
fumecheng-12053	333	34	,	,	PUNCT
fumecheng-12053	333	35	pp	pp	ADJ
fumecheng-12053	333	36	.	.	PUNCT
fumecheng-12053	334	1	388	388	NUM
fumecheng-12053	334	2	-	-	SYM
fumecheng-12053	334	3	398	398	NUM
fumecheng-12053	334	4	.	.	PUNCT
fumecheng-12053	335	1	4	4	NUM
fumecheng-12053	335	2	.	.	X
fumecheng-12053	335	3	čanađija	čanađija	NOUN
fumecheng-12053	335	4	,	,	PUNCT
fumecheng-12053	335	5	m.	m.	NOUN
fumecheng-12053	335	6	,	,	PUNCT
fumecheng-12053	335	7	brnić	brnić	ADV
fumecheng-12053	335	8	,	,	PUNCT
fumecheng-12053	335	9	j.	j.	PROPN
fumecheng-12053	335	10	,	,	PUNCT
fumecheng-12053	335	11	2004	2004	NUM
fumecheng-12053	335	12	,	,	PUNCT
fumecheng-12053	335	13	associative	associative	ADJ
fumecheng-12053	335	14	coupled	couple	VERB
fumecheng-12053	335	15	thermoplasticity	thermoplasticity	NOUN
fumecheng-12053	335	16	at	at	ADP
fumecheng-12053	335	17	finite	finite	ADJ
fumecheng-12053	335	18	strain	strain	NOUN
fumecheng-12053	335	19	with	with	ADP
fumecheng-12053	335	20	temperature	temperature	NOUN
fumecheng-12053	335	21	-	-	PUNCT
fumecheng-12053	335	22	dependent	dependent	ADJ
fumecheng-12053	335	23	material	material	NOUN
fumecheng-12053	335	24	parameters	parameter	NOUN
fumecheng-12053	335	25	,	,	PUNCT
fumecheng-12053	335	26	international	international	ADJ
fumecheng-12053	335	27	journal	journal	NOUN
fumecheng-12053	335	28	of	of	ADP
fumecheng-12053	335	29	plasticity	plasticity	NOUN
fumecheng-12053	335	30	,	,	PUNCT
fumecheng-12053	335	31	20(10	20(10	NUM
fumecheng-12053	335	32	)	)	PUNCT
fumecheng-12053	335	33	,	,	PUNCT
fumecheng-12053	335	34	pp	pp	ADP
fumecheng-12053	335	35	.	.	PUNCT
fumecheng-12053	336	1	1851	1851	NUM
fumecheng-12053	336	2	-	-	SYM
fumecheng-12053	336	3	1874	1874	NUM
fumecheng-12053	336	4	.	.	PUNCT
fumecheng-12053	337	1	5	5	X
fumecheng-12053	337	2	.	.	X
fumecheng-12053	337	3	rusinek	rusinek	ADJ
fumecheng-12053	337	4	,	,	PUNCT
fumecheng-12053	337	5	a.	a.	NOUN
fumecheng-12053	337	6	,	,	PUNCT
fumecheng-12053	337	7	klepaczko	klepaczko	PROPN
fumecheng-12053	337	8	,	,	PUNCT
fumecheng-12053	337	9	j.	j.	PROPN
fumecheng-12053	337	10	,	,	PUNCT
fumecheng-12053	337	11	2009	2009	NUM
fumecheng-12053	337	12	,	,	PUNCT
fumecheng-12053	337	13	experiments	experiment	NOUN
fumecheng-12053	337	14	on	on	ADP
fumecheng-12053	337	15	heat	heat	NOUN
fumecheng-12053	337	16	generated	generate	VERB
fumecheng-12053	337	17	during	during	ADP
fumecheng-12053	337	18	plastic	plastic	ADJ
fumecheng-12053	337	19	deformation	deformation	NOUN
fumecheng-12053	337	20	and	and	CCONJ
fumecheng-12053	337	21	stored	store	VERB
fumecheng-12053	337	22	energy	energy	NOUN
fumecheng-12053	337	23	for	for	ADP
fumecheng-12053	337	24	trip	trip	NOUN
fumecheng-12053	337	25	steels	steel	NOUN
fumecheng-12053	337	26	,	,	PUNCT
fumecheng-12053	337	27	materials	material	NOUN
fumecheng-12053	337	28	&	&	CCONJ
fumecheng-12053	337	29	design	design	NOUN
fumecheng-12053	337	30	,	,	PUNCT
fumecheng-12053	337	31	30(1	30(1	NUM
fumecheng-12053	337	32	)	)	PUNCT
fumecheng-12053	337	33	,	,	PUNCT
fumecheng-12053	337	34	pp	pp	PROPN
fumecheng-12053	337	35	.	.	PUNCT
fumecheng-12053	338	1	35	35	NUM
fumecheng-12053	338	2	-	-	SYM
fumecheng-12053	338	3	48	48	NUM
fumecheng-12053	338	4	.	.	PUNCT
fumecheng-12053	339	1	6	6	NUM
fumecheng-12053	339	2	.	.	X
fumecheng-12053	339	3	rittel	rittel	NOUN
fumecheng-12053	339	4	,	,	PUNCT
fumecheng-12053	339	5	d.	d.	PROPN
fumecheng-12053	339	6	,	,	PUNCT
fumecheng-12053	339	7	1999	1999	NUM
fumecheng-12053	339	8	,	,	PUNCT
fumecheng-12053	339	9	on	on	ADP
fumecheng-12053	339	10	the	the	DET
fumecheng-12053	339	11	conversion	conversion	NOUN
fumecheng-12053	339	12	of	of	ADP
fumecheng-12053	339	13	plastic	plastic	ADJ
fumecheng-12053	339	14	work	work	NOUN
fumecheng-12053	339	15	to	to	PART
fumecheng-12053	339	16	heat	heat	VERB
fumecheng-12053	339	17	during	during	ADP
fumecheng-12053	339	18	high	high	ADJ
fumecheng-12053	339	19	strain	strain	NOUN
fumecheng-12053	339	20	rate	rate	NOUN
fumecheng-12053	339	21	deformation	deformation	NOUN
fumecheng-12053	339	22	of	of	ADP
fumecheng-12053	339	23	glassy	glassy	NOUN
fumecheng-12053	339	24	polymers	polymer	NOUN
fumecheng-12053	339	25	,	,	PUNCT
fumecheng-12053	339	26	mechanics	mechanic	NOUN
fumecheng-12053	339	27	of	of	ADP
fumecheng-12053	339	28	materials	material	NOUN
fumecheng-12053	339	29	,	,	PUNCT
fumecheng-12053	339	30	31(2	31(2	NUM
fumecheng-12053	339	31	)	)	PUNCT
fumecheng-12053	339	32	,	,	PUNCT
fumecheng-12053	339	33	pp	pp	ADP
fumecheng-12053	339	34	.	.	PUNCT
fumecheng-12053	340	1	131–139	131–139	NUM
fumecheng-12053	340	2	.	.	PUNCT
fumecheng-12053	341	1	7	7	X
fumecheng-12053	341	2	.	.	X
fumecheng-12053	341	3	kositski	kositski	PROPN
fumecheng-12053	341	4	,	,	PUNCT
fumecheng-12053	341	5	r.	r.	PROPN
fumecheng-12053	341	6	,	,	PUNCT
fumecheng-12053	341	7	mordehai	mordehai	PROPN
fumecheng-12053	341	8	,	,	PUNCT
fumecheng-12053	341	9	d.	d.	PROPN
fumecheng-12053	341	10	,	,	PUNCT
fumecheng-12053	341	11	2021	2021	NUM
fumecheng-12053	341	12	,	,	PUNCT
fumecheng-12053	341	13	employing	employ	VERB
fumecheng-12053	341	14	molecular	molecular	ADJ
fumecheng-12053	341	15	dynamics	dynamic	NOUN
fumecheng-12053	341	16	to	to	PART
fumecheng-12053	341	17	shed	shed	VERB
fumecheng-12053	341	18	light	light	NOUN
fumecheng-12053	341	19	on	on	ADP
fumecheng-12053	341	20	the	the	DET
fumecheng-12053	341	21	microstructural	microstructural	ADJ
fumecheng-12053	341	22	origins	origin	NOUN
fumecheng-12053	341	23	of	of	ADP
fumecheng-12053	341	24	the	the	DET
fumecheng-12053	341	25	taylor	taylor	PROPN
fumecheng-12053	341	26	-	-	PUNCT
fumecheng-12053	341	27	quinney	quinney	PROPN
fumecheng-12053	341	28	coefficient	coefficient	PROPN
fumecheng-12053	341	29	,	,	PUNCT
fumecheng-12053	341	30	acta	acta	PROPN
fumecheng-12053	341	31	materialia	materialia	PROPN
fumecheng-12053	341	32	,	,	PUNCT
fumecheng-12053	341	33	205	205	NUM
fumecheng-12053	341	34	,	,	PUNCT
fumecheng-12053	341	35	116511	116511	NUM
fumecheng-12053	341	36	.	.	PUNCT
fumecheng-12053	342	1	706	706	NUM
fumecheng-12053	342	2	f.	f.	PROPN
fumecheng-12053	342	3	nikolić	nikolić	PROPN
fumecheng-12053	342	4	,	,	PUNCT
fumecheng-12053	342	5	m.	m.	NOUN
fumecheng-12053	342	6	čanađija	čanađija	PROPN
fumecheng-12053	342	7	8	8	NUM
fumecheng-12053	342	8	.	.	PUNCT
fumecheng-12053	343	1	zaera	zaera	PROPN
fumecheng-12053	343	2	,	,	PUNCT
fumecheng-12053	343	3	r.	r.	PROPN
fumecheng-12053	343	4	,	,	PUNCT
fumecheng-12053	343	5	rodríguez	rodríguez	NOUN
fumecheng-12053	343	6	-	-	PUNCT
fumecheng-12053	343	7	martínez	martínez	PROPN
fumecheng-12053	343	8	,	,	PUNCT
fumecheng-12053	343	9	j.a	j.a	PROPN
fumecheng-12053	343	10	.	.	PROPN
fumecheng-12053	343	11	,	,	PUNCT
fumecheng-12053	343	12	rittel	rittel	NOUN
fumecheng-12053	343	13	,	,	PUNCT
fumecheng-12053	343	14	d.	d.	PROPN
fumecheng-12053	343	15	,	,	PUNCT
fumecheng-12053	343	16	2013	2013	NUM
fumecheng-12053	343	17	,	,	PUNCT
fumecheng-12053	343	18	on	on	ADP
fumecheng-12053	343	19	the	the	DET
fumecheng-12053	343	20	taylor	taylor	PROPN
fumecheng-12053	343	21	–	–	PUNCT
fumecheng-12053	343	22	quinney	quinney	PROPN
fumecheng-12053	343	23	coefficient	coefficient	VERB
fumecheng-12053	343	24	in	in	ADP
fumecheng-12053	343	25	dynamically	dynamically	ADJ
fumecheng-12053	343	26	phase	phase	NOUN
fumecheng-12053	343	27	transforming	transform	VERB
fumecheng-12053	343	28	materials	material	NOUN
fumecheng-12053	343	29	.	.	PUNCT
fumecheng-12053	344	1	application	application	NOUN
fumecheng-12053	344	2	to	to	ADP
fumecheng-12053	344	3	304	304	NUM
fumecheng-12053	344	4	stainless	stainless	ADJ
fumecheng-12053	344	5	steel	steel	NOUN
fumecheng-12053	344	6	,	,	PUNCT
fumecheng-12053	344	7	international	international	ADJ
fumecheng-12053	344	8	journal	journal	NOUN
fumecheng-12053	344	9	of	of	ADP
fumecheng-12053	344	10	plasticity	plasticity	NOUN
fumecheng-12053	344	11	,	,	PUNCT
fumecheng-12053	344	12	40	40	NUM
fumecheng-12053	344	13	,	,	PUNCT
fumecheng-12053	344	14	pp	pp	ADJ
fumecheng-12053	344	15	.	.	PUNCT
fumecheng-12053	345	1	185–201	185–201	NUM
fumecheng-12053	345	2	.	.	PUNCT
fumecheng-12053	346	1	9	9	NUM
fumecheng-12053	346	2	.	.	X
fumecheng-12053	346	3	čanađija	čanađija	NOUN
fumecheng-12053	346	4	,	,	PUNCT
fumecheng-12053	346	5	m.	m.	NOUN
fumecheng-12053	346	6	,	,	PUNCT
fumecheng-12053	346	7	munjas	munjas	PROPN
fumecheng-12053	346	8	,	,	PUNCT
fumecheng-12053	346	9	n.	n.	NOUN
fumecheng-12053	346	10	,	,	PUNCT
fumecheng-12053	346	11	brnić	brnić	ADV
fumecheng-12053	346	12	,	,	PUNCT
fumecheng-12053	346	13	j.	j.	PROPN
fumecheng-12053	346	14	,	,	PUNCT
fumecheng-12053	346	15	2019	2019	NUM
fumecheng-12053	346	16	,	,	PUNCT
fumecheng-12053	346	17	thermodynamically	thermodynamically	ADV
fumecheng-12053	346	18	consistent	consistent	ADJ
fumecheng-12053	346	19	homogenization	homogenization	NOUN
fumecheng-12053	346	20	in	in	ADP
fumecheng-12053	346	21	finite	finite	ADJ
fumecheng-12053	346	22	strain	strain	NOUN
fumecheng-12053	346	23	thermoplasticity	thermoplasticity	NOUN
fumecheng-12053	346	24	,	,	PUNCT
fumecheng-12053	346	25	international	international	ADJ
fumecheng-12053	346	26	journal	journal	NOUN
fumecheng-12053	346	27	for	for	ADP
fumecheng-12053	346	28	multiscale	multiscale	ADJ
fumecheng-12053	346	29	computational	computational	ADJ
fumecheng-12053	346	30	engineering	engineering	NOUN
fumecheng-12053	346	31	,	,	PUNCT
fumecheng-12053	346	32	17(2	17(2	NUM
fumecheng-12053	346	33	)	)	PUNCT
fumecheng-12053	346	34	,	,	PUNCT
fumecheng-12053	346	35	pp	pp	PROPN
fumecheng-12053	346	36	.	.	PUNCT
fumecheng-12053	347	1	99	99	NUM
fumecheng-12053	347	2	-	-	SYM
fumecheng-12053	347	3	120	120	NUM
fumecheng-12053	347	4	.	.	PUNCT
fumecheng-12053	348	1	10	10	NUM
fumecheng-12053	348	2	.	.	X
fumecheng-12053	349	1	decost	decost	NOUN
fumecheng-12053	349	2	,	,	PUNCT
fumecheng-12053	349	3	b.l	b.l	PROPN
fumecheng-12053	349	4	.	.	PROPN
fumecheng-12053	349	5	,	,	PUNCT
fumecheng-12053	349	6	holm	holm	PROPN
fumecheng-12053	349	7	,	,	PUNCT
fumecheng-12053	349	8	e.a	e.a	PROPN
fumecheng-12053	349	9	.	.	PROPN
fumecheng-12053	349	10	,	,	PUNCT
fumecheng-12053	349	11	2015	2015	NUM
fumecheng-12053	349	12	,	,	PUNCT
fumecheng-12053	349	13	a	a	DET
fumecheng-12053	349	14	computer	computer	NOUN
fumecheng-12053	349	15	vision	vision	NOUN
fumecheng-12053	349	16	approach	approach	NOUN
fumecheng-12053	349	17	for	for	ADP
fumecheng-12053	349	18	automated	automate	VERB
fumecheng-12053	349	19	analysis	analysis	NOUN
fumecheng-12053	349	20	and	and	CCONJ
fumecheng-12053	349	21	classification	classification	NOUN
fumecheng-12053	349	22	of	of	ADP
fumecheng-12053	349	23	microstructural	microstructural	ADJ
fumecheng-12053	349	24	image	image	NOUN
fumecheng-12053	349	25	data	datum	NOUN
fumecheng-12053	349	26	,	,	PUNCT
fumecheng-12053	349	27	computational	computational	ADJ
fumecheng-12053	349	28	materials	material	NOUN
fumecheng-12053	349	29	science	science	NOUN
fumecheng-12053	349	30	,	,	PUNCT
fumecheng-12053	349	31	110	110	NUM
fumecheng-12053	349	32	,	,	PUNCT
fumecheng-12053	349	33	pp	pp	ADJ
fumecheng-12053	349	34	.	.	PUNCT
fumecheng-12053	350	1	126–133	126–133	NUM
fumecheng-12053	350	2	.	.	PUNCT
fumecheng-12053	351	1	11	11	NUM
fumecheng-12053	351	2	.	.	X
fumecheng-12053	352	1	azimi	azimi	PROPN
fumecheng-12053	352	2	,	,	PUNCT
fumecheng-12053	352	3	s.m	s.m	PROPN
fumecheng-12053	352	4	.	.	PROPN
fumecheng-12053	352	5	,	,	PUNCT
fumecheng-12053	352	6	britz	britz	PROPN
fumecheng-12053	352	7	,	,	PUNCT
fumecheng-12053	352	8	d.	d.	PROPN
fumecheng-12053	352	9	,	,	PUNCT
fumecheng-12053	352	10	engstler	engstler	NOUN
fumecheng-12053	352	11	,	,	PUNCT
fumecheng-12053	352	12	m.	m.	NOUN
fumecheng-12053	352	13	,	,	PUNCT
fumecheng-12053	352	14	fritz	fritz	PROPN
fumecheng-12053	352	15	,	,	PUNCT
fumecheng-12053	352	16	m.	m.	NOUN
fumecheng-12053	352	17	,	,	PUNCT
fumecheng-12053	352	18	mücklich	mücklich	NOUN
fumecheng-12053	352	19	,	,	PUNCT
fumecheng-12053	352	20	f.	f.	PROPN
fumecheng-12053	352	21	,	,	PUNCT
fumecheng-12053	352	22	2018	2018	NUM
fumecheng-12053	352	23	,	,	PUNCT
fumecheng-12053	352	24	advanced	advanced	ADJ
fumecheng-12053	352	25	steel	steel	NOUN
fumecheng-12053	352	26	microstructural	microstructural	ADJ
fumecheng-12053	352	27	classification	classification	NOUN
fumecheng-12053	352	28	by	by	ADP
fumecheng-12053	352	29	deep	deep	ADJ
fumecheng-12053	352	30	learning	learning	NOUN
fumecheng-12053	352	31	methods	method	NOUN
fumecheng-12053	352	32	,	,	PUNCT
fumecheng-12053	352	33	scientific	scientific	ADJ
fumecheng-12053	352	34	reports	report	NOUN
fumecheng-12053	352	35	,	,	PUNCT
fumecheng-12053	352	36	8(1	8(1	NOUN
fumecheng-12053	352	37	)	)	PUNCT
fumecheng-12053	352	38	,	,	PUNCT
fumecheng-12053	352	39	2128	2128	NUM
fumecheng-12053	352	40	.	.	PUNCT
fumecheng-12053	353	1	12	12	NUM
fumecheng-12053	353	2	.	.	PUNCT
fumecheng-12053	354	1	decost	decost	NOUN
fumecheng-12053	354	2	,	,	PUNCT
fumecheng-12053	354	3	b.l	b.l	PROPN
fumecheng-12053	354	4	.	.	PROPN
fumecheng-12053	354	5	,	,	PUNCT
fumecheng-12053	354	6	lei	lei	PROPN
fumecheng-12053	354	7	,	,	PUNCT
fumecheng-12053	354	8	b.	b.	PROPN
fumecheng-12053	354	9	,	,	PUNCT
fumecheng-12053	354	10	francis	francis	PROPN
fumecheng-12053	354	11	,	,	PUNCT
fumecheng-12053	354	12	t.	t.	PROPN
fumecheng-12053	354	13	,	,	PUNCT
fumecheng-12053	354	14	holm	holm	PROPN
fumecheng-12053	354	15	,	,	PUNCT
fumecheng-12053	354	16	e.a	e.a	PROPN
fumecheng-12053	354	17	.	.	PROPN
fumecheng-12053	354	18	,	,	PUNCT
fumecheng-12053	354	19	2019	2019	NUM
fumecheng-12053	354	20	,	,	PUNCT
fumecheng-12053	354	21	high	high	ADJ
fumecheng-12053	354	22	throughput	throughput	NOUN
fumecheng-12053	354	23	quantitative	quantitative	ADJ
fumecheng-12053	354	24	metallography	metallography	NOUN
fumecheng-12053	354	25	for	for	ADP
fumecheng-12053	354	26	complex	complex	ADJ
fumecheng-12053	354	27	microstructures	microstructure	NOUN
fumecheng-12053	354	28	using	use	VERB
fumecheng-12053	354	29	deep	deep	ADJ
fumecheng-12053	354	30	learning	learning	NOUN
fumecheng-12053	354	31	:	:	PUNCT
fumecheng-12053	354	32	a	a	DET
fumecheng-12053	354	33	case	case	NOUN
fumecheng-12053	354	34	study	study	NOUN
fumecheng-12053	354	35	in	in	ADP
fumecheng-12053	354	36	ultrahigh	ultrahigh	ADJ
fumecheng-12053	354	37	carbon	carbon	NOUN
fumecheng-12053	354	38	steel	steel	NOUN
fumecheng-12053	354	39	,	,	PUNCT
fumecheng-12053	354	40	microscopy	microscopy	NOUN
fumecheng-12053	354	41	and	and	CCONJ
fumecheng-12053	354	42	microanalysis	microanalysis	NOUN
fumecheng-12053	354	43	,	,	PUNCT
fumecheng-12053	354	44	25(1	25(1	NUM
fumecheng-12053	354	45	)	)	PUNCT
fumecheng-12053	354	46	,	,	PUNCT
fumecheng-12053	354	47	2129	2129	NUM
fumecheng-12053	354	48	.	.	PUNCT
fumecheng-12053	355	1	13	13	NUM
fumecheng-12053	355	2	.	.	X
fumecheng-12053	355	3	ferguson	ferguson	PROPN
fumecheng-12053	355	4	,	,	PUNCT
fumecheng-12053	355	5	m.k	m.k	PROPN
fumecheng-12053	355	6	.	.	PROPN
fumecheng-12053	355	7	,	,	PUNCT
fumecheng-12053	355	8	ronay	ronay	ADV
fumecheng-12053	355	9	,	,	PUNCT
fumecheng-12053	355	10	a.	a.	PROPN
fumecheng-12053	355	11	,	,	PUNCT
fumecheng-12053	355	12	lee	lee	PROPN
fumecheng-12053	355	13	,	,	PUNCT
fumecheng-12053	355	14	y.t.t	y.t.t	NOUN
fumecheng-12053	355	15	.	.	PROPN
fumecheng-12053	355	16	,	,	PUNCT
fumecheng-12053	355	17	law	law	PROPN
fumecheng-12053	355	18	,	,	PUNCT
fumecheng-12053	355	19	k.	k.	PROPN
fumecheng-12053	355	20	h.	h.	PROPN
fumecheng-12053	355	21	,	,	PUNCT
fumecheng-12053	355	22	2018	2018	NUM
fumecheng-12053	355	23	,	,	PUNCT
fumecheng-12053	355	24	detection	detection	NOUN
fumecheng-12053	355	25	and	and	CCONJ
fumecheng-12053	355	26	segmentation	segmentation	NOUN
fumecheng-12053	355	27	of	of	ADP
fumecheng-12053	355	28	manufacturing	manufacturing	NOUN
fumecheng-12053	355	29	defects	defect	NOUN
fumecheng-12053	355	30	with	with	ADP
fumecheng-12053	355	31	convolutional	convolutional	ADJ
fumecheng-12053	355	32	neural	neural	ADJ
fumecheng-12053	355	33	networks	network	NOUN
fumecheng-12053	355	34	and	and	CCONJ
fumecheng-12053	355	35	transfer	transfer	NOUN
fumecheng-12053	355	36	learning	learning	NOUN
fumecheng-12053	355	37	,	,	PUNCT
fumecheng-12053	355	38	smart	smart	ADJ
fumecheng-12053	355	39	and	and	CCONJ
fumecheng-12053	355	40	sustainable	sustainable	ADJ
fumecheng-12053	355	41	manufacturing	manufacturing	NOUN
fumecheng-12053	355	42	systems	system	NOUN
fumecheng-12053	355	43	,	,	PUNCT
fumecheng-12053	355	44	2(1	2(1	NUM
fumecheng-12053	355	45	)	)	PUNCT
fumecheng-12053	355	46	,	,	PUNCT
fumecheng-12053	355	47	pp	pp	ADP
fumecheng-12053	355	48	.	.	PUNCT
fumecheng-12053	355	49	137	137	NUM
fumecheng-12053	355	50	164	164	NUM
fumecheng-12053	355	51	.	.	PUNCT
fumecheng-12053	356	1	14	14	NUM
fumecheng-12053	356	2	.	.	PUNCT
fumecheng-12053	357	1	nikolić	nikolić	PROPN
fumecheng-12053	357	2	,	,	PUNCT
fumecheng-12053	357	3	f.	f.	PROPN
fumecheng-12053	357	4	,	,	PUNCT
fumecheng-12053	357	5	štajduhar	štajduhar	PROPN
fumecheng-12053	357	6	,	,	PUNCT
fumecheng-12053	357	7	i.	i.	PROPN
fumecheng-12053	357	8	,	,	PUNCT
fumecheng-12053	357	9	čanađija	čanađija	PROPN
fumecheng-12053	357	10	,	,	PUNCT
fumecheng-12053	357	11	m.	m.	NOUN
fumecheng-12053	357	12	,	,	PUNCT
fumecheng-12053	357	13	2021	2021	NUM
fumecheng-12053	357	14	,	,	PUNCT
fumecheng-12053	357	15	casting	cast	VERB
fumecheng-12053	357	16	microstructure	microstructure	ADJ
fumecheng-12053	357	17	inspection	inspection	NOUN
fumecheng-12053	357	18	using	use	VERB
fumecheng-12053	357	19	computer	computer	NOUN
fumecheng-12053	357	20	vision	vision	NOUN
fumecheng-12053	357	21	:	:	PUNCT
fumecheng-12053	357	22	dendrite	dendrite	ADJ
fumecheng-12053	357	23	spacing	spacing	NOUN
fumecheng-12053	357	24	in	in	ADP
fumecheng-12053	357	25	aluminum	aluminum	NOUN
fumecheng-12053	357	26	alloys	alloy	NOUN
fumecheng-12053	357	27	,	,	PUNCT
fumecheng-12053	357	28	metals	metal	NOUN
fumecheng-12053	357	29	,	,	PUNCT
fumecheng-12053	357	30	11(5	11(5	NUM
fumecheng-12053	357	31	)	)	PUNCT
fumecheng-12053	357	32	,	,	PUNCT
fumecheng-12053	357	33	756	756	NUM
fumecheng-12053	357	34	.	.	NOUN
fumecheng-12053	357	35	15	15	NUM
fumecheng-12053	357	36	.	.	PUNCT
fumecheng-12053	358	1	nikolić	nikolić	PROPN
fumecheng-12053	358	2	,	,	PUNCT
fumecheng-12053	358	3	f.	f.	PROPN
fumecheng-12053	358	4	,	,	PUNCT
fumecheng-12053	358	5	štajduhar	štajduhar	PROPN
fumecheng-12053	358	6	,	,	PUNCT
fumecheng-12053	358	7	i.	i.	PROPN
fumecheng-12053	358	8	,	,	PUNCT
fumecheng-12053	358	9	čanađija	čanađija	PROPN
fumecheng-12053	358	10	,	,	PUNCT
fumecheng-12053	358	11	m.	m.	NOUN
fumecheng-12053	358	12	,	,	PUNCT
fumecheng-12053	358	13	2022	2022	NUM
fumecheng-12053	358	14	,	,	PUNCT
fumecheng-12053	358	15	casting	cast	VERB
fumecheng-12053	358	16	defects	defect	NOUN
fumecheng-12053	358	17	detection	detection	NOUN
fumecheng-12053	358	18	in	in	ADP
fumecheng-12053	358	19	aluminum	aluminum	NOUN
fumecheng-12053	358	20	alloys	alloy	NOUN
fumecheng-12053	358	21	using	use	VERB
fumecheng-12053	358	22	deep	deep	ADJ
fumecheng-12053	358	23	learning	learning	NOUN
fumecheng-12053	358	24	:	:	PUNCT
fumecheng-12053	358	25	a	a	DET
fumecheng-12053	358	26	classification	classification	NOUN
fumecheng-12053	358	27	approach	approach	NOUN
fumecheng-12053	358	28	,	,	PUNCT
fumecheng-12053	358	29	international	international	ADJ
fumecheng-12053	358	30	journal	journal	NOUN
fumecheng-12053	358	31	of	of	ADP
fumecheng-12053	358	32	metalcasting	metalcasting	NOUN
fumecheng-12053	358	33	,	,	PUNCT
fumecheng-12053	358	34	17	17	NUM
fumecheng-12053	358	35	,	,	PUNCT
fumecheng-12053	358	36	pp	pp	ADJ
fumecheng-12053	358	37	.	.	PUNCT
fumecheng-12053	359	1	386–398	386–398	NUM
fumecheng-12053	359	2	.	.	PUNCT
fumecheng-12053	360	1	16	16	NUM
fumecheng-12053	360	2	.	.	PUNCT
fumecheng-12053	360	3	yucel	yucel	PROPN
fumecheng-12053	360	4	,	,	PUNCT
fumecheng-12053	360	5	b.	b.	PROPN
fumecheng-12053	360	6	,	,	PUNCT
fumecheng-12053	360	7	yucel	yucel	PROPN
fumecheng-12053	360	8	,	,	PUNCT
fumecheng-12053	360	9	s.	s.	PROPN
fumecheng-12053	360	10	,	,	PUNCT
fumecheng-12053	360	11	ray	ray	PROPN
fumecheng-12053	360	12	,	,	PUNCT
fumecheng-12053	360	13	a.	a.	NOUN
fumecheng-12053	360	14	,	,	PUNCT
fumecheng-12053	360	15	duprez	duprez	PROPN
fumecheng-12053	360	16	,	,	PUNCT
fumecheng-12053	360	17	l.	l.	PROPN
fumecheng-12053	360	18	,	,	PUNCT
fumecheng-12053	360	19	kalidindi	kalidindi	PROPN
fumecheng-12053	360	20	,	,	PUNCT
fumecheng-12053	360	21	s.r	s.r	PROPN
fumecheng-12053	360	22	.	.	PROPN
fumecheng-12053	360	23	,	,	PUNCT
fumecheng-12053	360	24	2020	2020	NUM
fumecheng-12053	360	25	,	,	PUNCT
fumecheng-12053	360	26	mining	mine	VERB
fumecheng-12053	360	27	the	the	DET
fumecheng-12053	360	28	correlations	correlation	NOUN
fumecheng-12053	360	29	between	between	ADP
fumecheng-12053	360	30	optical	optical	ADJ
fumecheng-12053	360	31	micrographs	micrograph	NOUN
fumecheng-12053	360	32	and	and	CCONJ
fumecheng-12053	360	33	mechanical	mechanical	ADJ
fumecheng-12053	360	34	properties	property	NOUN
fumecheng-12053	360	35	of	of	ADP
fumecheng-12053	360	36	cold	cold	ADV
fumecheng-12053	360	37	-	-	PUNCT
fumecheng-12053	360	38	rolled	roll	VERB
fumecheng-12053	360	39	hsla	hsla	NOUN
fumecheng-12053	360	40	steels	steel	NOUN
fumecheng-12053	360	41	using	use	VERB
fumecheng-12053	360	42	machine	machine	NOUN
fumecheng-12053	360	43	learning	learning	NOUN
fumecheng-12053	360	44	approaches	approach	NOUN
fumecheng-12053	360	45	,	,	PUNCT
fumecheng-12053	360	46	integrating	integrate	VERB
fumecheng-12053	360	47	materials	material	NOUN
fumecheng-12053	360	48	and	and	CCONJ
fumecheng-12053	360	49	manufacturing	manufacturing	NOUN
fumecheng-12053	360	50	innovation	innovation	NOUN
fumecheng-12053	360	51	,	,	PUNCT
fumecheng-12053	360	52	9(3	9(3	NUM
fumecheng-12053	360	53	)	)	PUNCT
fumecheng-12053	360	54	,	,	PUNCT
fumecheng-12053	360	55	pp	pp	ADP
fumecheng-12053	360	56	.	.	PUNCT
fumecheng-12053	361	1	240–256	240–256	NUM
fumecheng-12053	361	2	.	.	NOUN
fumecheng-12053	362	1	17	17	NUM
fumecheng-12053	362	2	.	.	PUNCT
fumecheng-12053	363	1	tagimalek	tagimalek	PROPN
fumecheng-12053	363	2	,	,	PUNCT
fumecheng-12053	363	3	h.	h.	PROPN
fumecheng-12053	363	4	,	,	PUNCT
fumecheng-12053	363	5	maraki	maraki	PROPN
fumecheng-12053	363	6	,	,	PUNCT
fumecheng-12053	363	7	m.r	m.r	PROPN
fumecheng-12053	363	8	.	.	PROPN
fumecheng-12053	363	9	,	,	PUNCT
fumecheng-12053	363	10	mahmoodi	mahmoodi	NOUN
fumecheng-12053	363	11	,	,	PUNCT
fumecheng-12053	363	12	m.	m.	NOUN
fumecheng-12053	363	13	,	,	PUNCT
fumecheng-12053	363	14	azargoman	azargoman	NOUN
fumecheng-12053	363	15	,	,	PUNCT
fumecheng-12053	363	16	m.	m.	NOUN
fumecheng-12053	363	17	,	,	PUNCT
fumecheng-12053	363	18	2022	2022	NUM
fumecheng-12053	363	19	,	,	PUNCT
fumecheng-12053	363	20	a	a	DET
fumecheng-12053	363	21	hybrid	hybrid	ADJ
fumecheng-12053	363	22	svm	svm	ADJ
fumecheng-12053	363	23	-	-	ADJ
fumecheng-12053	363	24	rvm	rvm	ADJ
fumecheng-12053	363	25	algorithm	algorithm	NOUN
fumecheng-12053	363	26	to	to	ADP
fumecheng-12053	363	27	mechanical	mechanical	ADJ
fumecheng-12053	363	28	properties	property	NOUN
fumecheng-12053	363	29	in	in	ADP
fumecheng-12053	363	30	the	the	DET
fumecheng-12053	363	31	friction	friction	NOUN
fumecheng-12053	363	32	stir	stir	NOUN
fumecheng-12053	363	33	welding	welding	NOUN
fumecheng-12053	363	34	process	process	NOUN
fumecheng-12053	363	35	,	,	PUNCT
fumecheng-12053	363	36	journal	journal	NOUN
fumecheng-12053	363	37	of	of	ADP
fumecheng-12053	363	38	applied	applied	ADJ
fumecheng-12053	363	39	and	and	CCONJ
fumecheng-12053	363	40	computational	computational	ADJ
fumecheng-12053	363	41	mechanics	mechanic	NOUN
fumecheng-12053	363	42	,	,	PUNCT
fumecheng-12053	363	43	8(1	8(1	NOUN
fumecheng-12053	363	44	)	)	PUNCT
fumecheng-12053	363	45	,	,	PUNCT
fumecheng-12053	363	46	pp	pp	ADJ
fumecheng-12053	363	47	.	.	PUNCT
fumecheng-12053	364	1	36–47	36–47	NUM
fumecheng-12053	364	2	.	.	X
fumecheng-12053	365	1	18	18	NUM
fumecheng-12053	365	2	.	.	PUNCT
fumecheng-12053	365	3	milićević	milićević	PROPN
fumecheng-12053	365	4	,	,	PUNCT
fumecheng-12053	365	5	i.	i.	PROPN
fumecheng-12053	365	6	,	,	PUNCT
fumecheng-12053	365	7	popović	popović	NOUN
fumecheng-12053	365	8	,	,	PUNCT
fumecheng-12053	365	9	m.	m.	NOUN
fumecheng-12053	365	10	,	,	PUNCT
fumecheng-12053	365	11	dučić	dučić	VERB
fumecheng-12053	365	12	,	,	PUNCT
fumecheng-12053	365	13	n.	n.	NOUN
fumecheng-12053	365	14	,	,	PUNCT
fumecheng-12053	365	15	vujičić	vujičić	ADJ
fumecheng-12053	365	16	,	,	PUNCT
fumecheng-12053	365	17	v.	v.	ADV
fumecheng-12053	365	18	,	,	PUNCT
fumecheng-12053	365	19	stepanić	stepanić	NOUN
fumecheng-12053	365	20	,	,	PUNCT
fumecheng-12053	365	21	p.	p.	NOUN
fumecheng-12053	365	22	,	,	PUNCT
fumecheng-12053	365	23	marinković	marinković	PROPN
fumecheng-12053	365	24	,	,	PUNCT
fumecheng-12053	365	25	d.	d.	PROPN
fumecheng-12053	365	26	,	,	PUNCT
fumecheng-12053	365	27	ćojbašić	ćojbašić	PROPN
fumecheng-12053	365	28	,	,	PUNCT
fumecheng-12053	365	29	ž	ž	PROPN
fumecheng-12053	365	30	.	.	PROPN
fumecheng-12053	365	31	,	,	PUNCT
fumecheng-12053	365	32	2024	2024	NUM
fumecheng-12053	365	33	,	,	PUNCT
fumecheng-12053	365	34	improving	improve	VERB
fumecheng-12053	365	35	the	the	DET
fumecheng-12053	365	36	mechanical	mechanical	ADJ
fumecheng-12053	365	37	characteristics	characteristic	NOUN
fumecheng-12053	365	38	of	of	ADP
fumecheng-12053	365	39	the	the	DET
fumecheng-12053	365	40	3d	3d	NOUN
fumecheng-12053	365	41	printing	printing	NOUN
fumecheng-12053	365	42	objects	object	NOUN
fumecheng-12053	365	43	using	use	VERB
fumecheng-12053	365	44	hybrid	hybrid	ADJ
fumecheng-12053	365	45	machine	machine	NOUN
fumecheng-12053	365	46	learning	learning	NOUN
fumecheng-12053	365	47	approach	approach	NOUN
fumecheng-12053	365	48	,	,	PUNCT
fumecheng-12053	365	49	facta	facta	PROPN
fumecheng-12053	365	50	universitatis	universitatis	PROPN
fumecheng-12053	365	51	series	series	PROPN
fumecheng-12053	365	52	mechanical	mechanical	ADJ
fumecheng-12053	365	53	engineering	engineering	NOUN
fumecheng-12053	365	54	,	,	PUNCT
fumecheng-12053	365	55	doi	doi	NOUN
fumecheng-12053	365	56	:	:	PUNCT
fumecheng-12053	365	57	10.22190	10.22190	NUM
fumecheng-12053	365	58	/	/	SYM
fumecheng-12053	365	59	fume220429036	fume220429036	NOUN
fumecheng-12053	365	60	m.	m.	NOUN
fumecheng-12053	365	61	19	19	NUM
fumecheng-12053	365	62	.	.	PUNCT
fumecheng-12053	366	1	zarezadeh	zarezadeh	NOUN
fumecheng-12053	366	2	,	,	PUNCT
fumecheng-12053	366	3	a.	a.	PROPN
fumecheng-12053	366	4	,	,	PUNCT
fumecheng-12053	366	5	shishesaz	shishesaz	PROPN
fumecheng-12053	366	6	,	,	PUNCT
fumecheng-12053	366	7	m.r	m.r	PROPN
fumecheng-12053	366	8	.	.	PROPN
fumecheng-12053	366	9	,	,	PUNCT
fumecheng-12053	366	10	ravanavard	ravanavard	NOUN
fumecheng-12053	366	11	,	,	PUNCT
fumecheng-12053	366	12	m.	m.	NOUN
fumecheng-12053	366	13	,	,	PUNCT
fumecheng-12053	366	14	ghobadi	ghobadi	NOUN
fumecheng-12053	366	15	,	,	PUNCT
fumecheng-12053	366	16	m.	m.	NOUN
fumecheng-12053	366	17	,	,	PUNCT
fumecheng-12053	366	18	zareipour	zareipour	NOUN
fumecheng-12053	366	19	,	,	PUNCT
fumecheng-12053	366	20	f.	f.	PROPN
fumecheng-12053	366	21	,	,	PUNCT
fumecheng-12053	366	22	mahdavian	mahdavian	ADJ
fumecheng-12053	366	23	,	,	PUNCT
fumecheng-12053	366	24	m.	m.	NOUN
fumecheng-12053	366	25	,	,	PUNCT
fumecheng-12053	366	26	2023	2023	NUM
fumecheng-12053	366	27	,	,	PUNCT
fumecheng-12053	366	28	electrochemical	electrochemical	ADJ
fumecheng-12053	366	29	and	and	CCONJ
fumecheng-12053	366	30	mechanical	mechanical	ADJ
fumecheng-12053	366	31	properties	property	NOUN
fumecheng-12053	366	32	of	of	ADP
fumecheng-12053	366	33	ni	ni	PROPN
fumecheng-12053	366	34	/	/	SYM
fumecheng-12053	366	35	g	g	NOUN
fumecheng-12053	366	36	-	-	PUNCT
fumecheng-12053	366	37	c3n4	c3n4	NOUN
fumecheng-12053	366	38	nanocomposite	nanocomposite	NOUN
fumecheng-12053	366	39	coatings	coating	NOUN
fumecheng-12053	366	40	with	with	ADP
fumecheng-12053	366	41	enhanced	enhanced	ADJ
fumecheng-12053	366	42	corrosion	corrosion	NOUN
fumecheng-12053	366	43	protective	protective	ADJ
fumecheng-12053	366	44	properties	property	NOUN
fumecheng-12053	366	45	:	:	PUNCT
fumecheng-12053	366	46	a	a	DET
fumecheng-12053	366	47	case	case	NOUN
fumecheng-12053	366	48	study	study	NOUN
fumecheng-12053	366	49	for	for	ADP
fumecheng-12053	366	50	modelling	model	VERB
fumecheng-12053	366	51	the	the	DET
fumecheng-12053	366	52	corrosion	corrosion	NOUN
fumecheng-12053	366	53	resistance	resistance	NOUN
fumecheng-12053	366	54	by	by	ADP
fumecheng-12053	366	55	ann	ann	PROPN
fumecheng-12053	366	56	and	and	CCONJ
fumecheng-12053	366	57	anfis	anfis	PROPN
fumecheng-12053	366	58	models	model	NOUN
fumecheng-12053	366	59	,	,	PUNCT
fumecheng-12053	366	60	journal	journal	NOUN
fumecheng-12053	366	61	of	of	ADP
fumecheng-12053	366	62	applied	applied	ADJ
fumecheng-12053	366	63	and	and	CCONJ
fumecheng-12053	366	64	computational	computational	ADJ
fumecheng-12053	366	65	mechanics	mechanic	NOUN
fumecheng-12053	366	66	,	,	PUNCT
fumecheng-12053	366	67	9(3	9(3	NUM
fumecheng-12053	366	68	)	)	PUNCT
fumecheng-12053	366	69	,	,	PUNCT
fumecheng-12053	366	70	pp	pp	ADP
fumecheng-12053	366	71	.	.	PUNCT
fumecheng-12053	367	1	590	590	NUM
fumecheng-12053	367	2	-	-	SYM
fumecheng-12053	367	3	606	606	NUM
fumecheng-12053	367	4	.	.	NOUN
fumecheng-12053	368	1	20	20	NUM
fumecheng-12053	368	2	.	.	PUNCT
fumecheng-12053	369	1	li	li	PROPN
fumecheng-12053	369	2	,	,	PUNCT
fumecheng-12053	369	3	x.	x.	PROPN
fumecheng-12053	369	4	,	,	PUNCT
fumecheng-12053	369	5	zhang	zhang	PROPN
fumecheng-12053	369	6	,	,	PUNCT
fumecheng-12053	369	7	y.	y.	PROPN
fumecheng-12053	369	8	,	,	PUNCT
fumecheng-12053	369	9	zhao	zhao	PROPN
fumecheng-12053	369	10	,	,	PUNCT
fumecheng-12053	369	11	h.	h.	PROPN
fumecheng-12053	369	12	,	,	PUNCT
fumecheng-12053	369	13	burkhart	burkhart	PROPN
fumecheng-12053	369	14	,	,	PUNCT
fumecheng-12053	369	15	c.	c.	PROPN
fumecheng-12053	369	16	,	,	PUNCT
fumecheng-12053	369	17	brinson	brinson	PROPN
fumecheng-12053	369	18	,	,	PUNCT
fumecheng-12053	369	19	l.c	l.c	PROPN
fumecheng-12053	369	20	.	.	PROPN
fumecheng-12053	369	21	,	,	PUNCT
fumecheng-12053	369	22	chen	chen	PROPN
fumecheng-12053	369	23	,	,	PUNCT
fumecheng-12053	369	24	w.	w.	PROPN
fumecheng-12053	369	25	,	,	PUNCT
fumecheng-12053	369	26	2018	2018	NUM
fumecheng-12053	369	27	,	,	PUNCT
fumecheng-12053	369	28	a	a	DET
fumecheng-12053	369	29	transfer	transfer	NOUN
fumecheng-12053	369	30	learning	learn	VERB
fumecheng-12053	369	31	approach	approach	NOUN
fumecheng-12053	369	32	for	for	ADP
fumecheng-12053	369	33	microstructure	microstructure	ADJ
fumecheng-12053	369	34	reconstruction	reconstruction	NOUN
fumecheng-12053	369	35	and	and	CCONJ
fumecheng-12053	369	36	structure	structure	NOUN
fumecheng-12053	369	37	-	-	PUNCT
fumecheng-12053	369	38	property	property	NOUN
fumecheng-12053	369	39	predictions	prediction	NOUN
fumecheng-12053	369	40	,	,	PUNCT
fumecheng-12053	369	41	scientific	scientific	ADJ
fumecheng-12053	369	42	reports	report	NOUN
fumecheng-12053	369	43	,	,	PUNCT
fumecheng-12053	369	44	8	8	NUM
fumecheng-12053	369	45	,	,	PUNCT
fumecheng-12053	369	46	13461	13461	NUM
fumecheng-12053	369	47	.	.	PUNCT
fumecheng-12053	370	1	21	21	NUM
fumecheng-12053	370	2	.	.	X
fumecheng-12053	370	3	jung	jung	PROPN
fumecheng-12053	370	4	,	,	PUNCT
fumecheng-12053	370	5	j.	j.	PROPN
fumecheng-12053	370	6	,	,	PUNCT
fumecheng-12053	370	7	yoon	yoon	PROPN
fumecheng-12053	370	8	,	,	PUNCT
fumecheng-12053	370	9	j.i	j.i	PROPN
fumecheng-12053	370	10	.	.	PROPN
fumecheng-12053	370	11	,	,	PUNCT
fumecheng-12053	370	12	park	park	PROPN
fumecheng-12053	370	13	,	,	PUNCT
fumecheng-12053	370	14	h.k	h.k	PROPN
fumecheng-12053	370	15	.	.	PROPN
fumecheng-12053	370	16	,	,	PUNCT
fumecheng-12053	370	17	kim	kim	PROPN
fumecheng-12053	370	18	,	,	PUNCT
fumecheng-12053	370	19	j.y	j.y	PROPN
fumecheng-12053	370	20	.	.	PROPN
fumecheng-12053	370	21	,	,	PUNCT
fumecheng-12053	370	22	kim	kim	PROPN
fumecheng-12053	370	23	,	,	PUNCT
fumecheng-12053	370	24	h.s	h.s	PROPN
fumecheng-12053	370	25	.	.	PROPN
fumecheng-12053	370	26	,	,	PUNCT
fumecheng-12053	370	27	2019	2019	NUM
fumecheng-12053	370	28	,	,	PUNCT
fumecheng-12053	370	29	an	an	DET
fumecheng-12053	370	30	efficient	efficient	ADJ
fumecheng-12053	370	31	machine	machine	NOUN
fumecheng-12053	370	32	learning	learn	VERB
fumecheng-12053	370	33	approach	approach	NOUN
fumecheng-12053	370	34	to	to	PART
fumecheng-12053	370	35	establish	establish	VERB
fumecheng-12053	370	36	structure	structure	NOUN
fumecheng-12053	370	37	-	-	PUNCT
fumecheng-12053	370	38	property	property	NOUN
fumecheng-12053	370	39	linkages	linkage	NOUN
fumecheng-12053	370	40	,	,	PUNCT
fumecheng-12053	370	41	computational	computational	ADJ
fumecheng-12053	370	42	materials	material	NOUN
fumecheng-12053	370	43	science	science	NOUN
fumecheng-12053	370	44	,	,	PUNCT
fumecheng-12053	370	45	156	156	NUM
fumecheng-12053	370	46	,	,	PUNCT
fumecheng-12053	370	47	pp	pp	ADJ
fumecheng-12053	370	48	.	.	PUNCT
fumecheng-12053	371	1	17–25	17–25	NUM
fumecheng-12053	371	2	.	.	NOUN
fumecheng-12053	372	1	22	22	NUM
fumecheng-12053	372	2	.	.	PUNCT
fumecheng-12053	373	1	yang	yang	PROPN
fumecheng-12053	373	2	,	,	PUNCT
fumecheng-12053	373	3	z.	z.	PROPN
fumecheng-12053	373	4	,	,	PUNCT
fumecheng-12053	373	5	yabansu	yabansu	PROPN
fumecheng-12053	373	6	,	,	PUNCT
fumecheng-12053	373	7	y.c	y.c	PROPN
fumecheng-12053	373	8	.	.	PROPN
fumecheng-12053	373	9	,	,	PUNCT
fumecheng-12053	373	10	al	al	PROPN
fumecheng-12053	373	11	-	-	PUNCT
fumecheng-12053	373	12	bahrani	bahrani	PROPN
fumecheng-12053	373	13	,	,	PUNCT
fumecheng-12053	373	14	r.	r.	PROPN
fumecheng-12053	373	15	,	,	PUNCT
fumecheng-12053	373	16	liao	liao	PROPN
fumecheng-12053	373	17	,	,	PUNCT
fumecheng-12053	373	18	w.k	w.k	PROPN
fumecheng-12053	373	19	.	.	PROPN
fumecheng-12053	373	20	,	,	PUNCT
fumecheng-12053	373	21	choudhary	choudhary	PROPN
fumecheng-12053	373	22	,	,	PUNCT
fumecheng-12053	373	23	a.n	a.n	PROPN
fumecheng-12053	373	24	.	.	PROPN
fumecheng-12053	373	25	,	,	PUNCT
fumecheng-12053	373	26	kalidindi	kalidindi	PROPN
fumecheng-12053	373	27	,	,	PUNCT
fumecheng-12053	373	28	s.r	s.r	PROPN
fumecheng-12053	373	29	.	.	PROPN
fumecheng-12053	373	30	,	,	PUNCT
fumecheng-12053	373	31	agrawal	agrawal	PROPN
fumecheng-12053	373	32	,	,	PUNCT
fumecheng-12053	373	33	a.	a.	NOUN
fumecheng-12053	373	34	,	,	PUNCT
fumecheng-12053	373	35	2018	2018	NUM
fumecheng-12053	373	36	,	,	PUNCT
fumecheng-12053	373	37	deep	deep	ADJ
fumecheng-12053	373	38	learning	learning	NOUN
fumecheng-12053	373	39	approaches	approach	VERB
fumecheng-12053	373	40	for	for	ADP
fumecheng-12053	373	41	mining	mining	NOUN
fumecheng-12053	373	42	structure	structure	NOUN
fumecheng-12053	373	43	-	-	PUNCT
fumecheng-12053	373	44	property	property	NOUN
fumecheng-12053	373	45	linkages	linkage	NOUN
fumecheng-12053	373	46	in	in	ADP
fumecheng-12053	373	47	high	high	ADJ
fumecheng-12053	373	48	contrast	contrast	NOUN
fumecheng-12053	373	49	composites	composite	NOUN
fumecheng-12053	373	50	from	from	ADP
fumecheng-12053	373	51	simulation	simulation	NOUN
fumecheng-12053	373	52	datasets	dataset	NOUN
fumecheng-12053	373	53	,	,	PUNCT
fumecheng-12053	373	54	computational	computational	ADJ
fumecheng-12053	373	55	materials	material	NOUN
fumecheng-12053	373	56	science	science	NOUN
fumecheng-12053	373	57	,	,	PUNCT
fumecheng-12053	373	58	151	151	NUM
fumecheng-12053	373	59	,	,	PUNCT
fumecheng-12053	373	60	pp	pp	ADJ
fumecheng-12053	373	61	.	.	PUNCT
fumecheng-12053	374	1	278–287	278–287	NUM
fumecheng-12053	374	2	.	.	PUNCT
fumecheng-12053	375	1	23	23	NUM
fumecheng-12053	375	2	.	.	PUNCT
fumecheng-12053	376	1	cecen	cecen	NOUN
fumecheng-12053	376	2	,	,	PUNCT
fumecheng-12053	376	3	a.	a.	PROPN
fumecheng-12053	376	4	,	,	PUNCT
fumecheng-12053	376	5	dai	dai	PROPN
fumecheng-12053	376	6	,	,	PUNCT
fumecheng-12053	376	7	h.	h.	PROPN
fumecheng-12053	376	8	,	,	PUNCT
fumecheng-12053	376	9	yabansu	yabansu	PROPN
fumecheng-12053	376	10	,	,	PUNCT
fumecheng-12053	376	11	y.c	y.c	PROPN
fumecheng-12053	376	12	.	.	PROPN
fumecheng-12053	376	13	,	,	PUNCT
fumecheng-12053	376	14	kalidindi	kalidindi	PROPN
fumecheng-12053	376	15	,	,	PUNCT
fumecheng-12053	376	16	s.r	s.r	PROPN
fumecheng-12053	376	17	.	.	PROPN
fumecheng-12053	376	18	,	,	PUNCT
fumecheng-12053	376	19	song	song	PROPN
fumecheng-12053	376	20	,	,	PUNCT
fumecheng-12053	376	21	l.	l.	PROPN
fumecheng-12053	376	22	,	,	PUNCT
fumecheng-12053	376	23	2018	2018	NUM
fumecheng-12053	376	24	,	,	PUNCT
fumecheng-12053	376	25	material	material	NOUN
fumecheng-12053	376	26	structure	structure	NOUN
fumecheng-12053	376	27	-	-	PUNCT
fumecheng-12053	376	28	property	property	NOUN
fumecheng-12053	376	29	linkages	linkage	NOUN
fumecheng-12053	376	30	using	use	VERB
fumecheng-12053	376	31	three	three	NUM
fumecheng-12053	376	32	-	-	PUNCT
fumecheng-12053	376	33	dimensional	dimensional	ADJ
fumecheng-12053	376	34	convolutional	convolutional	ADJ
fumecheng-12053	376	35	neural	neural	ADJ
fumecheng-12053	376	36	networks	network	NOUN
fumecheng-12053	376	37	,	,	PUNCT
fumecheng-12053	376	38	acta	acta	PROPN
fumecheng-12053	376	39	materialia	materialia	PROPN
fumecheng-12053	376	40	,	,	PUNCT
fumecheng-12053	376	41	146	146	NUM
fumecheng-12053	376	42	,	,	PUNCT
fumecheng-12053	376	43	pp	pp	ADJ
fumecheng-12053	376	44	.	.	PUNCT
fumecheng-12053	377	1	76–84	76–84	NOUN
fumecheng-12053	377	2	.	.	PUNCT
fumecheng-12053	378	1	24	24	NUM
fumecheng-12053	378	2	.	.	PUNCT
fumecheng-12053	379	1	latypov	latypov	PROPN
fumecheng-12053	379	2	,	,	PUNCT
fumecheng-12053	379	3	m.i	m.i	PROPN
fumecheng-12053	379	4	.	.	PROPN
fumecheng-12053	379	5	,	,	PUNCT
fumecheng-12053	379	6	kalidindi	kalidindi	PROPN
fumecheng-12053	379	7	,	,	PUNCT
fumecheng-12053	379	8	s.r	s.r	PROPN
fumecheng-12053	379	9	.	.	PROPN
fumecheng-12053	379	10	,	,	PUNCT
fumecheng-12053	379	11	2017	2017	NUM
fumecheng-12053	379	12	,	,	PUNCT
fumecheng-12053	379	13	data	data	NOUN
fumecheng-12053	379	14	-	-	PUNCT
fumecheng-12053	379	15	driven	drive	VERB
fumecheng-12053	379	16	reduced	reduce	VERB
fumecheng-12053	379	17	order	order	NOUN
fumecheng-12053	379	18	models	model	NOUN
fumecheng-12053	379	19	for	for	ADP
fumecheng-12053	379	20	effective	effective	ADJ
fumecheng-12053	379	21	yield	yield	NOUN
fumecheng-12053	379	22	strength	strength	NOUN
fumecheng-12053	379	23	and	and	CCONJ
fumecheng-12053	379	24	partitioning	partitioning	NOUN
fumecheng-12053	379	25	of	of	ADP
fumecheng-12053	379	26	strain	strain	NOUN
fumecheng-12053	379	27	in	in	ADP
fumecheng-12053	379	28	multiphase	multiphase	NOUN
fumecheng-12053	379	29	materials	material	NOUN
fumecheng-12053	379	30	,	,	PUNCT
fumecheng-12053	379	31	journal	journal	NOUN
fumecheng-12053	379	32	of	of	ADP
fumecheng-12053	379	33	computational	computational	ADJ
fumecheng-12053	379	34	physics	physics	NOUN
fumecheng-12053	379	35	,	,	PUNCT
fumecheng-12053	379	36	346	346	NUM
fumecheng-12053	379	37	,	,	PUNCT
fumecheng-12053	379	38	pp	pp	ADJ
fumecheng-12053	379	39	.	.	PUNCT
fumecheng-12053	380	1	242–261	242–261	NUM
fumecheng-12053	380	2	.	.	PUNCT
fumecheng-12053	381	1	25	25	NUM
fumecheng-12053	381	2	.	.	PUNCT
fumecheng-12053	381	3	king	king	PROPN
fumecheng-12053	381	4	,	,	PUNCT
fumecheng-12053	381	5	e.	e.	PROPN
fumecheng-12053	381	6	,	,	PUNCT
fumecheng-12053	381	7	li	li	PROPN
fumecheng-12053	381	8	,	,	PUNCT
fumecheng-12053	381	9	y.	y.	PROPN
fumecheng-12053	381	10	,	,	PUNCT
fumecheng-12053	381	11	hu	hu	PROPN
fumecheng-12053	381	12	,	,	PUNCT
fumecheng-12053	381	13	s.	s.	PROPN
fumecheng-12053	381	14	,	,	PUNCT
fumecheng-12053	381	15	machorro	machorro	PROPN
fumecheng-12053	381	16	,	,	PUNCT
fumecheng-12053	381	17	e.	e.	PROPN
fumecheng-12053	381	18	,	,	PUNCT
fumecheng-12053	381	19	2023	2023	NUM
fumecheng-12053	381	20	,	,	PUNCT
fumecheng-12053	381	21	physics	physics	NOUN
fumecheng-12053	381	22	-	-	PUNCT
fumecheng-12053	381	23	informed	inform	VERB
fumecheng-12053	381	24	machine	machine	NOUN
fumecheng-12053	381	25	-	-	PUNCT
fumecheng-12053	381	26	learning	learn	VERB
fumecheng-12053	381	27	model	model	NOUN
fumecheng-12053	381	28	of	of	ADP
fumecheng-12053	381	29	temperature	temperature	NOUN
fumecheng-12053	381	30	evolution	evolution	NOUN
fumecheng-12053	381	31	under	under	ADP
fumecheng-12053	381	32	solid	solid	ADJ
fumecheng-12053	381	33	phase	phase	NOUN
fumecheng-12053	381	34	processes	process	NOUN
fumecheng-12053	381	35	.	.	PUNCT
fumecheng-12053	382	1	computational	computational	ADJ
fumecheng-12053	382	2	mechanics	mechanic	NOUN
fumecheng-12053	382	3	,	,	PUNCT
fumecheng-12053	382	4	72(1	72(1	NOUN
fumecheng-12053	382	5	)	)	PUNCT
fumecheng-12053	382	6	,	,	PUNCT
fumecheng-12053	382	7	pp	pp	PROPN
fumecheng-12053	382	8	.	.	PUNCT
fumecheng-12053	383	1	125	125	NUM
fumecheng-12053	383	2	-	-	SYM
fumecheng-12053	383	3	136	136	NUM
fumecheng-12053	383	4	.	.	PUNCT
fumecheng-12053	384	1	26	26	NUM
fumecheng-12053	384	2	.	.	PUNCT
fumecheng-12053	385	1	pantalé	pantalé	PROPN
fumecheng-12053	385	2	,	,	PUNCT
fumecheng-12053	385	3	o.	o.	PROPN
fumecheng-12053	385	4	,	,	PUNCT
fumecheng-12053	385	5	mha	mha	PROPN
fumecheng-12053	385	6	,	,	PUNCT
fumecheng-12053	385	7	p.t	p.t	PROPN
fumecheng-12053	385	8	.	.	PROPN
fumecheng-12053	385	9	,	,	PUNCT
fumecheng-12053	385	10	tongne	tongne	NOUN
fumecheng-12053	385	11	,	,	PUNCT
fumecheng-12053	385	12	a.	a.	NOUN
fumecheng-12053	385	13	,	,	PUNCT
fumecheng-12053	385	14	2022	2022	NUM
fumecheng-12053	385	15	,	,	PUNCT
fumecheng-12053	385	16	efficient	efficient	ADJ
fumecheng-12053	385	17	implementation	implementation	NOUN
fumecheng-12053	385	18	of	of	ADP
fumecheng-12053	385	19	non	non	ADJ
fumecheng-12053	385	20	-	-	ADJ
fumecheng-12053	385	21	linear	linear	ADJ
fumecheng-12053	385	22	flow	flow	NOUN
fumecheng-12053	385	23	law	law	NOUN
fumecheng-12053	385	24	using	use	VERB
fumecheng-12053	385	25	neural	neural	ADJ
fumecheng-12053	385	26	network	network	NOUN
fumecheng-12053	385	27	into	into	ADP
fumecheng-12053	385	28	the	the	DET
fumecheng-12053	385	29	abaqus	abaqus	ADJ
fumecheng-12053	385	30	explicit	explicit	ADJ
fumecheng-12053	385	31	fem	fem	NOUN
fumecheng-12053	385	32	code	code	NOUN
fumecheng-12053	385	33	.	.	PUNCT
fumecheng-12053	386	1	finite	finite	ADJ
fumecheng-12053	386	2	elements	element	NOUN
fumecheng-12053	386	3	in	in	ADP
fumecheng-12053	386	4	analysis	analysis	NOUN
fumecheng-12053	386	5	and	and	CCONJ
fumecheng-12053	386	6	design	design	NOUN
fumecheng-12053	386	7	,	,	PUNCT
fumecheng-12053	386	8	198	198	NUM
fumecheng-12053	386	9	,	,	PUNCT
fumecheng-12053	386	10	103647	103647	NUM
fumecheng-12053	386	11	.	.	PUNCT
fumecheng-12053	387	1	27	27	NUM
fumecheng-12053	387	2	.	.	X
fumecheng-12053	388	1	zlatić	zlatić	NOUN
fumecheng-12053	388	2	,	,	PUNCT
fumecheng-12053	388	3	m.	m.	NOUN
fumecheng-12053	388	4	,	,	PUNCT
fumecheng-12053	388	5	čanađija	čanađija	NOUN
fumecheng-12053	388	6	,	,	PUNCT
fumecheng-12053	388	7	m.	m.	NOUN
fumecheng-12053	388	8	2023	2023	NUM
fumecheng-12053	388	9	,	,	PUNCT
fumecheng-12053	388	10	incompressible	incompressible	ADJ
fumecheng-12053	388	11	rubber	rubber	NOUN
fumecheng-12053	388	12	thermoelasticity	thermoelasticity	NOUN
fumecheng-12053	388	13	:	:	PUNCT
fumecheng-12053	388	14	a	a	DET
fumecheng-12053	388	15	neural	neural	ADJ
fumecheng-12053	388	16	network	network	NOUN
fumecheng-12053	388	17	approach	approach	NOUN
fumecheng-12053	388	18	.	.	PUNCT
fumecheng-12053	389	1	computational	computational	ADJ
fumecheng-12053	389	2	mechanics	mechanic	NOUN
fumecheng-12053	389	3	,	,	PUNCT
fumecheng-12053	389	4	71(5	71(5	NUM
fumecheng-12053	389	5	)	)	PUNCT
fumecheng-12053	389	6	,	,	PUNCT
fumecheng-12053	389	7	pp	pp	PROPN
fumecheng-12053	389	8	.	.	PUNCT
fumecheng-12053	390	1	895	895	NUM
fumecheng-12053	390	2	-	-	SYM
fumecheng-12053	390	3	916	916	NUM
fumecheng-12053	390	4	.	.	PUNCT
fumecheng-12053	391	1	28	28	NUM
fumecheng-12053	391	2	.	.	PUNCT
fumecheng-12053	392	1	groeber	groeber	PROPN
fumecheng-12053	392	2	,	,	PUNCT
fumecheng-12053	392	3	m.a	m.a	PROPN
fumecheng-12053	392	4	.	.	PROPN
fumecheng-12053	392	5	,	,	PUNCT
fumecheng-12053	392	6	jackson	jackson	PROPN
fumecheng-12053	392	7	,	,	PUNCT
fumecheng-12053	392	8	m.a	m.a	PROPN
fumecheng-12053	392	9	.	.	PROPN
fumecheng-12053	392	10	,	,	PUNCT
fumecheng-12053	392	11	2014	2014	NUM
fumecheng-12053	392	12	,	,	PUNCT
fumecheng-12053	392	13	dream.3d	dream.3d	PROPN
fumecheng-12053	392	14	:	:	PUNCT
fumecheng-12053	392	15	a	a	DET
fumecheng-12053	392	16	digital	digital	ADJ
fumecheng-12053	392	17	representation	representation	NOUN
fumecheng-12053	392	18	environment	environment	NOUN
fumecheng-12053	392	19	for	for	ADP
fumecheng-12053	392	20	the	the	DET
fumecheng-12053	392	21	analysis	analysis	NOUN
fumecheng-12053	392	22	of	of	ADP
fumecheng-12053	392	23	microstructure	microstructure	NOUN
fumecheng-12053	392	24	in	in	ADP
fumecheng-12053	392	25	3d	3d	NUM
fumecheng-12053	392	26	,	,	PUNCT
fumecheng-12053	392	27	integrating	integrate	VERB
fumecheng-12053	392	28	materials	material	NOUN
fumecheng-12053	392	29	and	and	CCONJ
fumecheng-12053	392	30	manufacturing	manufacturing	NOUN
fumecheng-12053	392	31	innovation	innovation	NOUN
fumecheng-12053	392	32	,	,	PUNCT
fumecheng-12053	392	33	3(1	3(1	NUM
fumecheng-12053	392	34	)	)	PUNCT
fumecheng-12053	392	35	,	,	PUNCT
fumecheng-12053	392	36	pp	pp	ADP
fumecheng-12053	392	37	.	.	PUNCT
fumecheng-12053	393	1	56–72	56–72	NUM
fumecheng-12053	393	2	.	.	PUNCT
fumecheng-12053	394	1	29	29	NUM
fumecheng-12053	394	2	.	.	PUNCT
fumecheng-12053	395	1	nikolić	nikolić	PROPN
fumecheng-12053	395	2	,	,	PUNCT
fumecheng-12053	395	3	f.	f.	PROPN
fumecheng-12053	395	4	,	,	PUNCT
fumecheng-12053	395	5	čanađija	čanađija	PROPN
fumecheng-12053	395	6	,	,	PUNCT
fumecheng-12053	395	7	m.	m.	NOUN
fumecheng-12053	395	8	,	,	PUNCT
fumecheng-12053	395	9	2023	2023	NUM
fumecheng-12053	395	10	,	,	PUNCT
fumecheng-12053	395	11	deep	deep	ADJ
fumecheng-12053	395	12	learning	learning	NOUN
fumecheng-12053	395	13	of	of	ADP
fumecheng-12053	395	14	temperature	temperature	NOUN
fumecheng-12053	395	15	–	–	PUNCT
fumecheng-12053	395	16	dependent	dependent	ADJ
fumecheng-12053	395	17	stress	stress	NOUN
fumecheng-12053	395	18	–	–	PUNCT
fumecheng-12053	395	19	strain	strain	VERB
fumecheng-12053	395	20	hardening	harden	VERB
fumecheng-12053	395	21	curves	curve	NOUN
fumecheng-12053	395	22	,	,	PUNCT
fumecheng-12053	395	23	comptes	compte	VERB
fumecheng-12053	395	24	rendus	rendus	PROPN
fumecheng-12053	395	25	.	.	PUNCT
fumecheng-12053	396	1	mécanique	mécanique	PROPN
fumecheng-12053	396	2	,	,	PUNCT
fumecheng-12053	396	3	351	351	NUM
fumecheng-12053	396	4	,	,	PUNCT
fumecheng-12053	396	5	pp	pp	ADJ
fumecheng-12053	396	6	.	.	PUNCT
fumecheng-12053	397	1	151–170	151–170	NUM
fumecheng-12053	397	2	.	.	PUNCT
fumecheng-12053	397	3	30	30	NUM
fumecheng-12053	397	4	.	.	PUNCT
fumecheng-12053	398	1	li	li	PROPN
fumecheng-12053	398	2	,	,	PUNCT
fumecheng-12053	398	3	x.	x.	PROPN
fumecheng-12053	398	4	,	,	PUNCT
fumecheng-12053	398	5	liu	liu	PROPN
fumecheng-12053	398	6	,	,	PUNCT
fumecheng-12053	398	7	z.	z.	PROPN
fumecheng-12053	398	8	,	,	PUNCT
fumecheng-12053	398	9	cui	cui	PROPN
fumecheng-12053	398	10	,	,	PUNCT
fumecheng-12053	398	11	s.	s.	PROPN
fumecheng-12053	398	12	,	,	PUNCT
fumecheng-12053	398	13	luo	luo	PROPN
fumecheng-12053	398	14	,	,	PUNCT
fumecheng-12053	398	15	c.	c.	PROPN
fumecheng-12053	398	16	,	,	PUNCT
fumecheng-12053	398	17	li	li	PROPN
fumecheng-12053	398	18	,	,	PUNCT
fumecheng-12053	398	19	c.	c.	PROPN
fumecheng-12053	398	20	,	,	PUNCT
fumecheng-12053	398	21	zhuang	zhuang	PROPN
fumecheng-12053	398	22	,	,	PUNCT
fumecheng-12053	398	23	z.	z.	PROPN
fumecheng-12053	398	24	,	,	PUNCT
fumecheng-12053	398	25	2019	2019	NUM
fumecheng-12053	398	26	,	,	PUNCT
fumecheng-12053	398	27	predicting	predict	VERB
fumecheng-12053	398	28	the	the	DET
fumecheng-12053	398	29	effective	effective	ADJ
fumecheng-12053	398	30	mechanical	mechanical	ADJ
fumecheng-12053	398	31	property	property	NOUN
fumecheng-12053	398	32	of	of	ADP
fumecheng-12053	398	33	heterogeneous	heterogeneous	ADJ
fumecheng-12053	398	34	materials	material	NOUN
fumecheng-12053	398	35	by	by	ADP
fumecheng-12053	398	36	image	image	NOUN
fumecheng-12053	398	37	based	base	VERB
fumecheng-12053	398	38	modelling	modelling	NOUN
fumecheng-12053	398	39	and	and	CCONJ
fumecheng-12053	398	40	deep	deep	ADJ
fumecheng-12053	398	41	learning	learning	NOUN
fumecheng-12053	398	42	,	,	PUNCT
fumecheng-12053	398	43	computer	computer	NOUN
fumecheng-12053	398	44	methods	method	NOUN
fumecheng-12053	398	45	in	in	ADP
fumecheng-12053	398	46	applied	applied	ADJ
fumecheng-12053	398	47	mechanics	mechanic	NOUN
fumecheng-12053	398	48	and	and	CCONJ
fumecheng-12053	398	49	engineering	engineering	NOUN
fumecheng-12053	398	50	,	,	PUNCT
fumecheng-12053	398	51	347	347	NUM
fumecheng-12053	398	52	,	,	PUNCT
fumecheng-12053	398	53	pp	pp	ADJ
fumecheng-12053	398	54	.	.	PUNCT
fumecheng-12053	399	1	735–753	735–753	NUM
fumecheng-12053	399	2	.	.	PUNCT
fumecheng-12053	400	1	31	31	NUM
fumecheng-12053	400	2	.	.	PUNCT
fumecheng-12053	401	1	wang	wang	PROPN
fumecheng-12053	401	2	,	,	PUNCT
fumecheng-12053	401	3	y.	y.	PROPN
fumecheng-12053	401	4	,	,	PUNCT
fumecheng-12053	401	5	zhang	zhang	PROPN
fumecheng-12053	401	6	,	,	PUNCT
fumecheng-12053	401	7	m.	m.	NOUN
fumecheng-12053	401	8	,	,	PUNCT
fumecheng-12053	401	9	lin	lin	PROPN
fumecheng-12053	401	10	,	,	PUNCT
fumecheng-12053	401	11	a.	a.	PROPN
fumecheng-12053	401	12	,	,	PUNCT
fumecheng-12053	401	13	iyer	iyer	PROPN
fumecheng-12053	401	14	,	,	PUNCT
fumecheng-12053	401	15	a.	a.	PROPN
fumecheng-12053	401	16	,	,	PUNCT
fumecheng-12053	401	17	prasad	prasad	PROPN
fumecheng-12053	401	18	,	,	PUNCT
fumecheng-12053	401	19	a.	a.	PROPN
fumecheng-12053	401	20	s.	s.	PROPN
fumecheng-12053	401	21	,	,	PUNCT
fumecheng-12053	401	22	li	li	PROPN
fumecheng-12053	401	23	,	,	PUNCT
fumecheng-12053	401	24	x.	x.	PROPN
fumecheng-12053	401	25	,	,	PUNCT
fumecheng-12053	401	26	zhang	zhang	PROPN
fumecheng-12053	401	27	,	,	PUNCT
fumecheng-12053	401	28	y.	y.	PROPN
fumecheng-12053	401	29	,	,	PUNCT
fumecheng-12053	401	30	schadler	schadler	PROPN
fumecheng-12053	401	31	,	,	PUNCT
fumecheng-12053	401	32	l.	l.	PROPN
fumecheng-12053	401	33	,	,	PUNCT
fumecheng-12053	401	34	chen	chen	PROPN
fumecheng-12053	401	35	,	,	PUNCT
fumecheng-12053	401	36	w.	w.	PROPN
fumecheng-12053	401	37	,	,	PUNCT
fumecheng-12053	401	38	brinson	brinson	PROPN
fumecheng-12053	401	39	,	,	PUNCT
fumecheng-12053	401	40	l.	l.	PROPN
fumecheng-12053	401	41	,	,	PUNCT
fumecheng-12053	401	42	2020	2020	NUM
fumecheng-12053	401	43	,	,	PUNCT
fumecheng-12053	401	44	mining	mining	NOUN
fumecheng-12053	401	45	structure	structure	NOUN
fumecheng-12053	401	46	–	–	PUNCT
fumecheng-12053	401	47	property	property	NOUN
fumecheng-12053	401	48	relationships	relationship	NOUN
fumecheng-12053	401	49	in	in	ADP
fumecheng-12053	401	50	polymer	polymer	NOUN
fumecheng-12053	401	51	nanocomposites	nanocomposite	NOUN
fumecheng-12053	401	52	using	use	VERB
fumecheng-12053	401	53	data	datum	NOUN
fumecheng-12053	401	54	driven	drive	VERB
fumecheng-12053	401	55	finite	finite	PROPN
fumecheng-12053	401	56	element	element	NOUN
fumecheng-12053	401	57	analysis	analysis	NOUN
fumecheng-12053	401	58	and	and	CCONJ
fumecheng-12053	401	59	multi	multi	ADJ
fumecheng-12053	401	60	-	-	ADJ
fumecheng-12053	401	61	task	task	ADJ
fumecheng-12053	401	62	convolutional	convolutional	ADJ
fumecheng-12053	401	63	neural	neural	ADJ
fumecheng-12053	401	64	networks	network	NOUN
fumecheng-12053	401	65	,	,	PUNCT
fumecheng-12053	401	66	molecular	molecular	ADJ
fumecheng-12053	401	67	systems	system	NOUN
fumecheng-12053	401	68	design	design	NOUN
fumecheng-12053	401	69	&	&	CCONJ
fumecheng-12053	401	70	engineering	engineering	PROPN
fumecheng-12053	401	71	,	,	PUNCT
fumecheng-12053	401	72	5	5	NUM
fumecheng-12053	401	73	,	,	PUNCT
fumecheng-12053	401	74	pp	pp	ADJ
fumecheng-12053	401	75	.	.	PUNCT
fumecheng-12053	402	1	962–975	962–975	NUM
fumecheng-12053	402	2	.	.	PUNCT
fumecheng-12053	402	3	machine	machine	NOUN
fumecheng-12053	402	4	learning	learning	NOUN
fumecheng-12053	402	5	of	of	ADP
fumecheng-12053	402	6	structure	structure	NOUN
fumecheng-12053	402	7	–	–	PUNCT
fumecheng-12053	402	8	property	property	NOUN
fumecheng-12053	402	9	relationships	relationship	NOUN
fumecheng-12053	402	10	:	:	PUNCT
fumecheng-12053	402	11	an	an	DET
fumecheng-12053	402	12	application	application	NOUN
fumecheng-12053	402	13	to	to	PART
fumecheng-12053	402	14	heat	heat	NOUN
fumecheng-12053	402	15	generation	generation	NOUN
fumecheng-12053	402	16	...	...	PUNCT
fumecheng-12053	403	1	707	707	NUM
fumecheng-12053	403	2	32	32	NUM
fumecheng-12053	403	3	.	.	PUNCT
fumecheng-12053	404	1	liu	liu	PROPN
fumecheng-12053	404	2	,	,	PUNCT
fumecheng-12053	404	3	z.	z.	PROPN
fumecheng-12053	404	4	,	,	PUNCT
fumecheng-12053	404	5	wu	wu	PROPN
fumecheng-12053	404	6	,	,	PUNCT
fumecheng-12053	404	7	c.	c.	PROPN
fumecheng-12053	404	8	,	,	PUNCT
fumecheng-12053	404	9	koishi	koishi	PROPN
fumecheng-12053	404	10	,	,	PUNCT
fumecheng-12053	404	11	m.	m.	NOUN
fumecheng-12053	404	12	,	,	PUNCT
fumecheng-12053	404	13	2019	2019	NUM
fumecheng-12053	404	14	,	,	PUNCT
fumecheng-12053	404	15	transfer	transfer	NOUN
fumecheng-12053	404	16	learning	learning	NOUN
fumecheng-12053	404	17	of	of	ADP
fumecheng-12053	404	18	deep	deep	ADJ
fumecheng-12053	404	19	material	material	NOUN
fumecheng-12053	404	20	network	network	NOUN
fumecheng-12053	404	21	for	for	ADP
fumecheng-12053	404	22	seamless	seamless	ADJ
fumecheng-12053	404	23	structure	structure	NOUN
fumecheng-12053	404	24	–	–	PUNCT
fumecheng-12053	404	25	property	property	NOUN
fumecheng-12053	404	26	predictions	prediction	NOUN
fumecheng-12053	404	27	,	,	PUNCT
fumecheng-12053	404	28	computational	computational	ADJ
fumecheng-12053	404	29	mechanics	mechanic	NOUN
fumecheng-12053	404	30	,	,	PUNCT
fumecheng-12053	404	31	64(2	64(2	NOUN
fumecheng-12053	404	32	)	)	PUNCT
fumecheng-12053	404	33	,	,	PUNCT
fumecheng-12053	404	34	pp	pp	ADP
fumecheng-12053	404	35	.	.	PUNCT
fumecheng-12053	405	1	451	451	NUM
fumecheng-12053	405	2	-	-	SYM
fumecheng-12053	405	3	465	465	NUM
fumecheng-12053	405	4	.	.	PUNCT
fumecheng-12053	406	1	33	33	NUM
fumecheng-12053	406	2	.	.	PUNCT
fumecheng-12053	407	1	balasivanandha	balasivanandha	PROPN
fumecheng-12053	407	2	prabu	prabu	NOUN
fumecheng-12053	407	3	,	,	PUNCT
fumecheng-12053	407	4	s.	s.	PROPN
fumecheng-12053	407	5	,	,	PUNCT
fumecheng-12053	407	6	karunamoorthy	karunamoorthy	PROPN
fumecheng-12053	407	7	,	,	PUNCT
fumecheng-12053	407	8	l.	l.	PROPN
fumecheng-12053	407	9	,	,	PUNCT
fumecheng-12053	407	10	2008	2008	NUM
fumecheng-12053	407	11	,	,	PUNCT
fumecheng-12053	407	12	microstructure	microstructure	ADJ
fumecheng-12053	407	13	based	base	VERB
fumecheng-12053	407	14	finite	finite	ADJ
fumecheng-12053	407	15	element	element	NOUN
fumecheng-12053	407	16	analysis	analysis	NOUN
fumecheng-12053	407	17	of	of	ADP
fumecheng-12053	407	18	failure	failure	NOUN
fumecheng-12053	407	19	prediction	prediction	NOUN
fumecheng-12053	407	20	in	in	ADP
fumecheng-12053	407	21	particle	particle	NOUN
fumecheng-12053	407	22	-	-	PUNCT
fumecheng-12053	407	23	reinforced	reinforce	VERB
fumecheng-12053	407	24	metal	metal	NOUN
fumecheng-12053	407	25	-	-	PUNCT
fumecheng-12053	407	26	matrix	matrix	NOUN
fumecheng-12053	407	27	composite	composite	NOUN
fumecheng-12053	407	28	,	,	PUNCT
fumecheng-12053	407	29	journal	journal	NOUN
fumecheng-12053	407	30	of	of	ADP
fumecheng-12053	407	31	materials	material	NOUN
fumecheng-12053	407	32	processing	processing	NOUN
fumecheng-12053	407	33	technology	technology	NOUN
fumecheng-12053	407	34	,	,	PUNCT
fumecheng-12053	407	35	207(1	207(1	NUM
fumecheng-12053	407	36	)	)	PUNCT
fumecheng-12053	407	37	,	,	PUNCT
fumecheng-12053	407	38	pp	pp	ADP
fumecheng-12053	407	39	.	.	PUNCT
fumecheng-12053	408	1	53–62	53–62	NUM
fumecheng-12053	408	2	.	.	NOUN
fumecheng-12053	408	3	34	34	NUM
fumecheng-12053	408	4	.	.	PUNCT
fumecheng-12053	409	1	phillion	phillion	NOUN
fumecheng-12053	409	2	,	,	PUNCT
fumecheng-12053	409	3	a.b	a.b	PROPN
fumecheng-12053	409	4	.	.	PROPN
fumecheng-12053	409	5	,	,	PUNCT
fumecheng-12053	409	6	cockcroft	cockcroft	PROPN
fumecheng-12053	409	7	,	,	PUNCT
fumecheng-12053	409	8	s.l	s.l	PROPN
fumecheng-12053	409	9	.	.	PROPN
fumecheng-12053	409	10	,	,	PUNCT
fumecheng-12053	409	11	lee	lee	PROPN
fumecheng-12053	409	12	,	,	PUNCT
fumecheng-12053	409	13	p.d	p.d	PROPN
fumecheng-12053	409	14	.	.	PROPN
fumecheng-12053	409	15	,	,	PUNCT
fumecheng-12053	409	16	2009	2009	NUM
fumecheng-12053	409	17	,	,	PUNCT
fumecheng-12053	409	18	predicting	predict	VERB
fumecheng-12053	409	19	the	the	DET
fumecheng-12053	409	20	constitutive	constitutive	ADJ
fumecheng-12053	409	21	behavior	behavior	NOUN
fumecheng-12053	409	22	of	of	ADP
fumecheng-12053	409	23	semi	semi	NOUN
fumecheng-12053	409	24	-	-	NOUN
fumecheng-12053	409	25	solids	solid	NOUN
fumecheng-12053	409	26	via	via	ADP
fumecheng-12053	409	27	a	a	DET
fumecheng-12053	409	28	direct	direct	ADJ
fumecheng-12053	409	29	finite	finite	NOUN
fumecheng-12053	409	30	element	element	NOUN
fumecheng-12053	409	31	simulation	simulation	NOUN
fumecheng-12053	409	32	:	:	PUNCT
fumecheng-12053	409	33	application	application	NOUN
fumecheng-12053	409	34	to	to	ADP
fumecheng-12053	409	35	aa5182	aa5182	PROPN
fumecheng-12053	409	36	,	,	PUNCT
fumecheng-12053	409	37	modelling	modelling	NOUN
fumecheng-12053	409	38	and	and	CCONJ
fumecheng-12053	409	39	simulation	simulation	NOUN
fumecheng-12053	409	40	in	in	ADP
fumecheng-12053	409	41	materials	material	NOUN
fumecheng-12053	409	42	science	science	NOUN
fumecheng-12053	409	43	and	and	CCONJ
fumecheng-12053	409	44	engineering	engineering	NOUN
fumecheng-12053	409	45	,	,	PUNCT
fumecheng-12053	409	46	17(5	17(5	NUM
fumecheng-12053	409	47	)	)	PUNCT
fumecheng-12053	409	48	,	,	PUNCT
fumecheng-12053	409	49	055011	055011	NUM
fumecheng-12053	409	50	.	.	PUNCT
fumecheng-12053	410	1	35	35	NUM
fumecheng-12053	410	2	.	.	PUNCT
fumecheng-12053	411	1	kim	kim	PROPN
fumecheng-12053	411	2	,	,	PUNCT
fumecheng-12053	411	3	k.	k.	PROPN
fumecheng-12053	411	4	,	,	PUNCT
fumecheng-12053	411	5	forest	forest	PROPN
fumecheng-12053	411	6	,	,	PUNCT
fumecheng-12053	411	7	b.	b.	PROPN
fumecheng-12053	411	8	,	,	PUNCT
fumecheng-12053	411	9	geringer	geringer	NOUN
fumecheng-12053	411	10	,	,	PUNCT
fumecheng-12053	411	11	j.	j.	PROPN
fumecheng-12053	411	12	,	,	PUNCT
fumecheng-12053	411	13	2011	2011	NUM
fumecheng-12053	411	14	,	,	PUNCT
fumecheng-12053	411	15	two	two	NUM
fumecheng-12053	411	16	-	-	PUNCT
fumecheng-12053	411	17	dimensional	dimensional	ADJ
fumecheng-12053	411	18	finite	finite	ADJ
fumecheng-12053	411	19	element	element	NOUN
fumecheng-12053	411	20	simulation	simulation	NOUN
fumecheng-12053	411	21	of	of	ADP
fumecheng-12053	411	22	fracture	fracture	PROPN
fumecheng-12053	411	23	and	and	CCONJ
fumecheng-12053	411	24	fatigue	fatigue	NOUN
fumecheng-12053	411	25	behaviours	behaviour	NOUN
fumecheng-12053	411	26	of	of	ADP
fumecheng-12053	411	27	alumina	alumina	NOUN
fumecheng-12053	411	28	microstructures	microstructure	NOUN
fumecheng-12053	411	29	for	for	ADP
fumecheng-12053	411	30	hip	hip	NOUN
fumecheng-12053	411	31	prosthesis	prosthesis	NOUN
fumecheng-12053	411	32	,	,	PUNCT
fumecheng-12053	411	33	proceedings	proceeding	NOUN
fumecheng-12053	411	34	of	of	ADP
fumecheng-12053	411	35	the	the	DET
fumecheng-12053	411	36	institution	institution	NOUN
fumecheng-12053	411	37	of	of	ADP
fumecheng-12053	411	38	mechanical	mechanical	ADJ
fumecheng-12053	411	39	engineers	engineer	NOUN
fumecheng-12053	411	40	,	,	PUNCT
fumecheng-12053	411	41	part	part	NOUN
fumecheng-12053	411	42	h	h	NOUN
fumecheng-12053	411	43	:	:	PUNCT
fumecheng-12053	411	44	journal	journal	NOUN
fumecheng-12053	411	45	of	of	ADP
fumecheng-12053	411	46	engineering	engineering	NOUN
fumecheng-12053	411	47	in	in	ADP
fumecheng-12053	411	48	medicine	medicine	NOUN
fumecheng-12053	411	49	,	,	PUNCT
fumecheng-12053	411	50	225(12	225(12	NUM
fumecheng-12053	411	51	)	)	PUNCT
fumecheng-12053	411	52	,	,	PUNCT
fumecheng-12053	411	53	pp	pp	ADP
fumecheng-12053	411	54	.	.	PUNCT
fumecheng-12053	411	55	1158–1168	1158–1168	NUM
fumecheng-12053	411	56	.	.	PUNCT
fumecheng-12053	412	1	36	36	NUM
fumecheng-12053	412	2	.	.	X
fumecheng-12053	413	1	patel	patel	PROPN
fumecheng-12053	413	2	,	,	PUNCT
fumecheng-12053	413	3	s.	s.	PROPN
fumecheng-12053	413	4	,	,	PUNCT
fumecheng-12053	413	5	vaish	vaish	PROPN
fumecheng-12053	413	6	,	,	PUNCT
fumecheng-12053	413	7	r.	r.	PROPN
fumecheng-12053	413	8	,	,	PUNCT
fumecheng-12053	413	9	sinha	sinha	PROPN
fumecheng-12053	413	10	,	,	PUNCT
fumecheng-12053	413	11	n.	n.	NOUN
fumecheng-12053	413	12	,	,	PUNCT
fumecheng-12053	413	13	bowen	bowen	PROPN
fumecheng-12053	413	14	,	,	PUNCT
fumecheng-12053	413	15	c.	c.	PROPN
fumecheng-12053	413	16	,	,	PUNCT
fumecheng-12053	413	17	2014	2014	NUM
fumecheng-12053	413	18	,	,	PUNCT
fumecheng-12053	413	19	finite	finite	PROPN
fumecheng-12053	413	20	element	element	NOUN
fumecheng-12053	413	21	analysis	analysis	NOUN
fumecheng-12053	413	22	of	of	ADP
fumecheng-12053	413	23	the	the	DET
fumecheng-12053	413	24	microstructure	microstructure	NOUN
fumecheng-12053	413	25	of	of	ADP
fumecheng-12053	413	26	aln	aln	NOUN
fumecheng-12053	413	27	-	-	PUNCT
fumecheng-12053	413	28	tin	tin	NOUN
fumecheng-12053	413	29	composites	composite	NOUN
fumecheng-12053	413	30	,	,	PUNCT
fumecheng-12053	413	31	strain	strain	NOUN
fumecheng-12053	413	32	,	,	PUNCT
fumecheng-12053	413	33	50	50	NUM
fumecheng-12053	413	34	(	(	PUNCT
fumecheng-12053	413	35	3	3	NUM
fumecheng-12053	413	36	)	)	PUNCT
fumecheng-12053	413	37	,	,	PUNCT
fumecheng-12053	413	38	pp	pp	ADP
fumecheng-12053	413	39	.	.	PUNCT
fumecheng-12053	414	1	250–261	250–261	NUM
fumecheng-12053	414	2	.	.	NOUN
fumecheng-12053	414	3	37	37	NUM
fumecheng-12053	414	4	.	.	PUNCT
fumecheng-12053	415	1	wei	wei	PROPN
fumecheng-12053	415	2	,	,	PUNCT
fumecheng-12053	415	3	j.	j.	PROPN
fumecheng-12053	415	4	,	,	PUNCT
fumecheng-12053	415	5	chu	chu	PROPN
fumecheng-12053	415	6	,	,	PUNCT
fumecheng-12053	415	7	x.	x.	PROPN
fumecheng-12053	415	8	,	,	PUNCT
fumecheng-12053	415	9	sun	sun	PROPN
fumecheng-12053	415	10	,	,	PUNCT
fumecheng-12053	415	11	x.y	x.y	PROPN
fumecheng-12053	415	12	.	.	PROPN
fumecheng-12053	415	13	,	,	PUNCT
fumecheng-12053	415	14	xu	xu	PROPN
fumecheng-12053	415	15	,	,	PUNCT
fumecheng-12053	415	16	k.	k.	PROPN
fumecheng-12053	415	17	,	,	PUNCT
fumecheng-12053	415	18	deng	deng	PROPN
fumecheng-12053	415	19	,	,	PUNCT
fumecheng-12053	415	20	h.	h.	PROPN
fumecheng-12053	415	21	x.	x.	PROPN
fumecheng-12053	415	22	,	,	PUNCT
fumecheng-12053	415	23	chen	chen	PROPN
fumecheng-12053	415	24	,	,	PUNCT
fumecheng-12053	415	25	j.	j.	PROPN
fumecheng-12053	415	26	,	,	PUNCT
fumecheng-12053	415	27	wei	wei	PROPN
fumecheng-12053	415	28	,	,	PUNCT
fumecheng-12053	415	29	z.	z.	PROPN
fumecheng-12053	415	30	,	,	PUNCT
fumecheng-12053	415	31	lei	lei	PROPN
fumecheng-12053	415	32	,	,	PUNCT
fumecheng-12053	415	33	m.	m.	NOUN
fumecheng-12053	415	34	,	,	PUNCT
fumecheng-12053	415	35	2019	2019	NUM
fumecheng-12053	415	36	,	,	PUNCT
fumecheng-12053	415	37	machine	machine	NOUN
fumecheng-12053	415	38	learning	learning	NOUN
fumecheng-12053	415	39	in	in	ADP
fumecheng-12053	415	40	materials	material	NOUN
fumecheng-12053	415	41	science	science	NOUN
fumecheng-12053	415	42	,	,	PUNCT
fumecheng-12053	415	43	infomat	infomat	NOUN
fumecheng-12053	415	44	,	,	PUNCT
fumecheng-12053	415	45	1(3	1(3	NUM
fumecheng-12053	415	46	)	)	PUNCT
fumecheng-12053	415	47	,	,	PUNCT
fumecheng-12053	415	48	pp	pp	ADP
fumecheng-12053	415	49	.	.	PUNCT
fumecheng-12053	416	1	338–358	338–358	NUM
fumecheng-12053	416	2	.	.	PUNCT
fumecheng-12053	417	1	38	38	NUM
fumecheng-12053	417	2	.	.	PUNCT
fumecheng-12053	418	1	herriott	herriott	PROPN
fumecheng-12053	418	2	,	,	PUNCT
fumecheng-12053	418	3	c.	c.	PROPN
fumecheng-12053	418	4	,	,	PUNCT
fumecheng-12053	418	5	spear	spear	NOUN
fumecheng-12053	418	6	,	,	PUNCT
fumecheng-12053	418	7	a.d	a.d	PROPN
fumecheng-12053	418	8	.	.	PROPN
fumecheng-12053	418	9	,	,	PUNCT
fumecheng-12053	418	10	2020	2020	NUM
fumecheng-12053	418	11	,	,	PUNCT
fumecheng-12053	418	12	predicting	predict	VERB
fumecheng-12053	418	13	microstructure	microstructure	ADJ
fumecheng-12053	418	14	-	-	PUNCT
fumecheng-12053	418	15	dependent	dependent	ADJ
fumecheng-12053	418	16	mechanical	mechanical	ADJ
fumecheng-12053	418	17	properties	property	NOUN
fumecheng-12053	418	18	in	in	ADP
fumecheng-12053	418	19	additively	additively	ADV
fumecheng-12053	418	20	manufactured	manufacture	VERB
fumecheng-12053	418	21	metals	metal	NOUN
fumecheng-12053	418	22	with	with	ADP
fumecheng-12053	418	23	machineand	machineand	NOUN
fumecheng-12053	418	24	deep	deep	ADV
fumecheng-12053	418	25	-	-	PUNCT
fumecheng-12053	418	26	learning	learn	VERB
fumecheng-12053	418	27	methods	method	NOUN
fumecheng-12053	418	28	,	,	PUNCT
fumecheng-12053	418	29	computational	computational	ADJ
fumecheng-12053	418	30	materials	material	NOUN
fumecheng-12053	418	31	science	science	NOUN
fumecheng-12053	418	32	,	,	PUNCT
fumecheng-12053	418	33	175	175	NUM
fumecheng-12053	418	34	,	,	PUNCT
fumecheng-12053	418	35	109599	109599	NUM
fumecheng-12053	418	36	.	.	PUNCT
fumecheng-12053	419	1	39	39	NUM
fumecheng-12053	419	2	.	.	PUNCT
fumecheng-12053	420	1	ragone	ragone	NOUN
fumecheng-12053	420	2	,	,	PUNCT
fumecheng-12053	420	3	m.	m.	NOUN
fumecheng-12053	420	4	,	,	PUNCT
fumecheng-12053	420	5	yurkiv	yurkiv	NOUN
fumecheng-12053	420	6	,	,	PUNCT
fumecheng-12053	420	7	v.	v.	ADJ
fumecheng-12053	420	8	,	,	PUNCT
fumecheng-12053	420	9	song	song	NOUN
fumecheng-12053	420	10	,	,	PUNCT
fumecheng-12053	420	11	b.	b.	PROPN
fumecheng-12053	420	12	,	,	PUNCT
fumecheng-12053	420	13	ramsubramanian	ramsubramanian	ADJ
fumecheng-12053	420	14	,	,	PUNCT
fumecheng-12053	420	15	a.	a.	NOUN
fumecheng-12053	420	16	,	,	PUNCT
fumecheng-12053	420	17	shahbazian	shahbazian	PROPN
fumecheng-12053	420	18	-	-	PUNCT
fumecheng-12053	420	19	yassar	yassar	PROPN
fumecheng-12053	420	20	,	,	PUNCT
fumecheng-12053	420	21	r.	r.	PROPN
fumecheng-12053	420	22	,	,	PUNCT
fumecheng-12053	420	23	mashayek	mashayek	ADV
fumecheng-12053	420	24	,	,	PUNCT
fumecheng-12053	420	25	f.	f.	PROPN
fumecheng-12053	420	26	,	,	PUNCT
fumecheng-12053	420	27	2020	2020	NUM
fumecheng-12053	420	28	,	,	PUNCT
fumecheng-12053	420	29	atomic	atomic	ADJ
fumecheng-12053	420	30	column	column	NOUN
fumecheng-12053	420	31	heights	height	VERB
fumecheng-12053	420	32	detection	detection	NOUN
fumecheng-12053	420	33	in	in	ADP
fumecheng-12053	420	34	metallic	metallic	ADJ
fumecheng-12053	420	35	nanoparticles	nanoparticle	NOUN
fumecheng-12053	420	36	using	use	VERB
fumecheng-12053	420	37	deep	deep	ADJ
fumecheng-12053	420	38	convolutional	convolutional	ADJ
fumecheng-12053	420	39	learning	learning	NOUN
fumecheng-12053	420	40	,	,	PUNCT
fumecheng-12053	420	41	computational	computational	ADJ
fumecheng-12053	420	42	materials	material	NOUN
fumecheng-12053	420	43	science	science	NOUN
fumecheng-12053	420	44	,	,	PUNCT
fumecheng-12053	420	45	180	180	NUM
fumecheng-12053	420	46	,	,	PUNCT
fumecheng-12053	420	47	109722	109722	NUM
fumecheng-12053	420	48	.	.	PUNCT
fumecheng-12053	421	1	40	40	NUM
fumecheng-12053	421	2	.	.	PUNCT
fumecheng-12053	422	1	barakbayeva	barakbayeva	PROPN
fumecheng-12053	422	2	,	,	PUNCT
fumecheng-12053	422	3	t.	t.	PROPN
fumecheng-12053	422	4	,	,	PUNCT
fumecheng-12053	422	5	demirci	demirci	NOUN
fumecheng-12053	422	6	,	,	PUNCT
fumecheng-12053	422	7	f.m	f.m	PROPN
fumecheng-12053	422	8	.	.	PROPN
fumecheng-12053	422	9	,	,	PUNCT
fumecheng-12053	422	10	2023	2023	NUM
fumecheng-12053	422	11	,	,	PUNCT
fumecheng-12053	422	12	fully	fully	ADV
fumecheng-12053	422	13	automatic	automatic	ADJ
fumecheng-12053	422	14	cnn	cnn	PROPN
fumecheng-12053	422	15	design	design	NOUN
fumecheng-12053	422	16	with	with	ADP
fumecheng-12053	422	17	inception	inception	NOUN
fumecheng-12053	422	18	and	and	CCONJ
fumecheng-12053	422	19	resnet	resnet	NOUN
fumecheng-12053	422	20	blocks	block	NOUN
fumecheng-12053	422	21	,	,	PUNCT
fumecheng-12053	422	22	neural	neural	ADJ
fumecheng-12053	422	23	computing	computing	NOUN
fumecheng-12053	422	24	and	and	CCONJ
fumecheng-12053	422	25	applications	application	NOUN
fumecheng-12053	422	26	,	,	PUNCT
fumecheng-12053	422	27	35	35	NUM
fumecheng-12053	422	28	,	,	PUNCT
fumecheng-12053	422	29	pp	pp	ADJ
fumecheng-12053	422	30	.	.	PUNCT
fumecheng-12053	423	1	1569–1580	1569–1580	NUM
fumecheng-12053	423	2	.	.	PUNCT
fumecheng-12053	424	1	41	41	NUM
fumecheng-12053	424	2	.	.	PUNCT
fumecheng-12053	425	1	bandyopadhyay	bandyopadhyay	NOUN
fumecheng-12053	425	2	,	,	PUNCT
fumecheng-12053	425	3	m.	m.	NOUN
fumecheng-12053	425	4	,	,	PUNCT
fumecheng-12053	425	5	2021	2021	NUM
fumecheng-12053	425	6	,	,	PUNCT
fumecheng-12053	425	7	multi	multi	ADJ
fumecheng-12053	425	8	-	-	ADJ
fumecheng-12053	425	9	stack	stack	ADJ
fumecheng-12053	425	10	hybrid	hybrid	ADJ
fumecheng-12053	425	11	cnn	cnn	PROPN
fumecheng-12053	425	12	with	with	ADP
fumecheng-12053	425	13	non	non	ADJ
fumecheng-12053	425	14	-	-	ADJ
fumecheng-12053	425	15	monotonic	monotonic	ADJ
fumecheng-12053	425	16	activation	activation	NOUN
fumecheng-12053	425	17	functions	function	NOUN
fumecheng-12053	425	18	for	for	ADP
fumecheng-12053	425	19	hyperspectral	hyperspectral	ADJ
fumecheng-12053	425	20	satellite	satellite	NOUN
fumecheng-12053	425	21	image	image	NOUN
fumecheng-12053	425	22	classification	classification	NOUN
fumecheng-12053	425	23	,	,	PUNCT
fumecheng-12053	425	24	neural	neural	ADJ
fumecheng-12053	425	25	computing	computing	NOUN
fumecheng-12053	425	26	and	and	CCONJ
fumecheng-12053	425	27	applications	application	NOUN
fumecheng-12053	425	28	,	,	PUNCT
fumecheng-12053	425	29	33(21	33(21	NUM
fumecheng-12053	425	30	)	)	PUNCT
fumecheng-12053	425	31	,	,	PUNCT
fumecheng-12053	425	32	pp	pp	ADP
fumecheng-12053	425	33	.	.	PUNCT
fumecheng-12053	425	34	14809–14822	14809–14822	NOUN
fumecheng-12053	425	35	.	.	PUNCT
fumecheng-12053	426	1	42	42	NUM
fumecheng-12053	426	2	.	.	PUNCT
fumecheng-12053	427	1	nour	nour	PROPN
fumecheng-12053	427	2	,	,	PUNCT
fumecheng-12053	427	3	m.	m.	NOUN
fumecheng-12053	427	4	,	,	PUNCT
fumecheng-12053	427	5	öztürk	öztürk	NOUN
fumecheng-12053	427	6	,	,	PUNCT
fumecheng-12053	427	7	ş	ş	X
fumecheng-12053	427	8	.	.	PROPN
fumecheng-12053	427	9	,	,	PUNCT
fumecheng-12053	427	10	polat	polat	PROPN
fumecheng-12053	427	11	,	,	PUNCT
fumecheng-12053	427	12	k.	k.	PROPN
fumecheng-12053	427	13	,	,	PUNCT
fumecheng-12053	427	14	2021	2021	NUM
fumecheng-12053	427	15	,	,	PUNCT
fumecheng-12053	427	16	a	a	DET
fumecheng-12053	427	17	novel	novel	ADJ
fumecheng-12053	427	18	classification	classification	NOUN
fumecheng-12053	427	19	framework	framework	NOUN
fumecheng-12053	427	20	using	use	VERB
fumecheng-12053	427	21	multiple	multiple	ADJ
fumecheng-12053	427	22	bandwidth	bandwidth	ADJ
fumecheng-12053	427	23	method	method	NOUN
fumecheng-12053	427	24	with	with	ADP
fumecheng-12053	427	25	optimized	optimize	VERB
fumecheng-12053	427	26	cnn	cnn	PROPN
fumecheng-12053	427	27	for	for	ADP
fumecheng-12053	427	28	brain	brain	NOUN
fumecheng-12053	427	29	computer	computer	NOUN
fumecheng-12053	427	30	interfaces	interface	NOUN
fumecheng-12053	427	31	with	with	ADP
fumecheng-12053	427	32	eeg	eeg	NOUN
fumecheng-12053	427	33	-	-	PUNCT
fumecheng-12053	427	34	fnirs	fnir	NOUN
fumecheng-12053	427	35	signals	signal	NOUN
fumecheng-12053	427	36	,	,	PUNCT
fumecheng-12053	427	37	neural	neural	ADJ
fumecheng-12053	427	38	computing	computing	NOUN
fumecheng-12053	427	39	and	and	CCONJ
fumecheng-12053	427	40	applications	application	NOUN
fumecheng-12053	427	41	,	,	PUNCT
fumecheng-12053	427	42	33	33	NUM
fumecheng-12053	427	43	,	,	PUNCT
fumecheng-12053	427	44	pp	pp	ADJ
fumecheng-12053	427	45	.	.	PUNCT
fumecheng-12053	428	1	15815–15829	15815–15829	NUM
fumecheng-12053	428	2	.	.	X
fumecheng-12053	429	1	43	43	NUM
fumecheng-12053	429	2	.	.	PUNCT
fumecheng-12053	430	1	leon	leon	PROPN
fumecheng-12053	430	2	-	-	PUNCT
fumecheng-12053	430	3	medina	medina	PROPN
fumecheng-12053	430	4	,	,	PUNCT
fumecheng-12053	430	5	j.x	j.x	PROPN
fumecheng-12053	430	6	.	.	PROPN
fumecheng-12053	430	7	,	,	PUNCT
fumecheng-12053	430	8	anaya	anaya	PROPN
fumecheng-12053	430	9	,	,	PUNCT
fumecheng-12053	430	10	m.	m.	NOUN
fumecheng-12053	430	11	,	,	PUNCT
fumecheng-12053	430	12	tibaduiza	tibaduiza	NOUN
fumecheng-12053	430	13	,	,	PUNCT
fumecheng-12053	430	14	d.a	d.a	PROPN
fumecheng-12053	430	15	.	.	PROPN
fumecheng-12053	430	16	,	,	PUNCT
fumecheng-12053	430	17	pozo	pozo	PROPN
fumecheng-12053	430	18	,	,	PUNCT
fumecheng-12053	430	19	f.	f.	PROPN
fumecheng-12053	430	20	,	,	PUNCT
fumecheng-12053	430	21	2021	2021	NUM
fumecheng-12053	430	22	,	,	PUNCT
fumecheng-12053	430	23	manifold	manifold	ADJ
fumecheng-12053	430	24	learning	learning	NOUN
fumecheng-12053	430	25	algorithms	algorithm	NOUN
fumecheng-12053	430	26	applied	apply	VERB
fumecheng-12053	430	27	to	to	ADP
fumecheng-12053	430	28	structural	structural	ADJ
fumecheng-12053	430	29	damage	damage	NOUN
fumecheng-12053	430	30	classification	classification	NOUN
fumecheng-12053	430	31	,	,	PUNCT
fumecheng-12053	430	32	journal	journal	NOUN
fumecheng-12053	430	33	of	of	ADP
fumecheng-12053	430	34	applied	applied	ADJ
fumecheng-12053	430	35	and	and	CCONJ
fumecheng-12053	430	36	computational	computational	ADJ
fumecheng-12053	430	37	mechanics	mechanic	NOUN
fumecheng-12053	430	38	,	,	PUNCT
fumecheng-12053	430	39	7(special	7(special	ADJ
fumecheng-12053	430	40	issue	issue	NOUN
fumecheng-12053	430	41	)	)	PUNCT
fumecheng-12053	430	42	,	,	PUNCT
fumecheng-12053	430	43	pp	pp	ADJ
fumecheng-12053	430	44	.	.	PUNCT
fumecheng-12053	430	45	1158	1158	NUM
fumecheng-12053	430	46	-	-	SYM
fumecheng-12053	430	47	1166	1166	NUM
fumecheng-12053	430	48	.	.	PUNCT