id	sid	tid	token	lemma	pos
fis-2726	1	1	shot	shoot	VERB
fis-2726	1	2	peening	peene	VERB
fis-2726	1	3	processes	process	NOUN
fis-2726	1	4	to	to	PART
fis-2726	1	5	obtain	obtain	VERB
fis-2726	1	6	nanocrystalline	nanocrystalline	ADJ
fis-2726	1	7	surfaces	surface	NOUN
fis-2726	1	8	in	in	ADP
fis-2726	1	9	metal	metal	NOUN
fis-2726	1	10	alloys	alloy	NOUN
fis-2726	1	11	:	:	PUNCT
fis-2726	1	12	y.	y.	NOUN
fis-2726	1	13	lu	lu	PROPN
fis-2726	1	14	et	et	PROPN
fis-2726	1	15	alii	alii	PROPN
fis-2726	1	16	,	,	PUNCT
fis-2726	1	17	frattura	frattura	PROPN
fis-2726	1	18	ed	ed	PROPN
fis-2726	1	19	integrità	integrità	PROPN
fis-2726	1	20	strutturale	strutturale	PROPN
fis-2726	1	21	,	,	PUNCT
fis-2726	1	22	53	53	NUM
fis-2726	1	23	(	(	PUNCT
fis-2726	1	24	2020	2020	NUM
fis-2726	1	25	)	)	PUNCT
fis-2726	1	26	325	325	NUM
fis-2726	1	27	-	-	SYM
fis-2726	1	28	336	336	NUM
fis-2726	1	29	;	;	PUNCT
fis-2726	1	30	doi	doi	NOUN
fis-2726	1	31	:	:	PUNCT
fis-2726	1	32	10.3221	10.3221	NUM
fis-2726	1	33	/	/	SYM
fis-2726	1	34	igf	igf	PROPN
fis-2726	1	35	-	-	NOUN
fis-2726	1	36	esis.53.25	esis.53.25	NOUN
fis-2726	1	37	325	325	NUM
fis-2726	1	38	a	a	DET
fis-2726	1	39	new	new	ADJ
fis-2726	1	40	approach	approach	NOUN
fis-2726	1	41	of	of	ADP
fis-2726	1	42	cmt	cmt	PROPN
fis-2726	1	43	seam	seam	PROPN
fis-2726	1	44	welding	weld	VERB
fis-2726	1	45	deformation	deformation	NOUN
fis-2726	1	46	forecasting	forecasting	NOUN
fis-2726	1	47	based	base	VERB
fis-2726	1	48	on	on	ADP
fis-2726	1	49	ga	ga	PROPN
fis-2726	1	50	-	-	PUNCT
fis-2726	1	51	bpnn	bpnn	NOUN
fis-2726	1	52	yao	yao	PROPN
fis-2726	1	53	lu	lu	PROPN
fis-2726	1	54	,	,	PUNCT
fis-2726	1	55	yanfeng	yanfeng	PROPN
fis-2726	1	56	xing	xing	PROPN
fis-2726	1	57	*	*	PROPN
fis-2726	1	58	,	,	PUNCT
fis-2726	1	59	xuexing	xuexing	PROPN
fis-2726	1	60	li	li	PROPN
fis-2726	1	61	,	,	PUNCT
fis-2726	1	62	sha	sha	PROPN
fis-2726	1	63	xu	xu	PROPN
fis-2726	1	64	school	school	NOUN
fis-2726	1	65	of	of	ADP
fis-2726	1	66	mechanical	mechanical	ADJ
fis-2726	1	67	and	and	CCONJ
fis-2726	1	68	automotive	automotive	ADJ
fis-2726	1	69	engineering	engineering	NOUN
fis-2726	1	70	,	,	PUNCT
fis-2726	1	71	shanghai	shanghai	PROPN
fis-2726	1	72	university	university	PROPN
fis-2726	1	73	of	of	ADP
fis-2726	1	74	engineering	engineering	NOUN
fis-2726	1	75	science	science	NOUN
fis-2726	1	76	,	,	PUNCT
fis-2726	1	77	china	china	PROPN
fis-2726	1	78	edison.lu@foxmail.com	edison.lu@foxmail.com	PROPN
fis-2726	1	79	,	,	PUNCT
fis-2726	1	80	smsmsues@163.com	smsmsues@163.com	PROPN
fis-2726	1	81	,	,	PUNCT
fis-2726	1	82	megres.li@foxmail.com	megres.li@foxmail.com	PROPN
fis-2726	1	83	,	,	PUNCT
fis-2726	1	84	xytongxing376@sina.com	xytongxing376@sina.com	X
fis-2726	2	1	abstract	abstract	NOUN
fis-2726	2	2	.	.	PUNCT
fis-2726	3	1	welding	weld	VERB
fis-2726	3	2	deformation	deformation	NOUN
fis-2726	3	3	affects	affect	VERB
fis-2726	3	4	the	the	DET
fis-2726	3	5	quality	quality	NOUN
fis-2726	3	6	of	of	ADP
fis-2726	3	7	the	the	DET
fis-2726	3	8	welded	weld	VERB
fis-2726	3	9	parts	part	NOUN
fis-2726	3	10	.	.	PUNCT
fis-2726	4	1	in	in	ADP
fis-2726	4	2	this	this	DET
fis-2726	4	3	paper	paper	NOUN
fis-2726	4	4	,	,	PUNCT
fis-2726	4	5	by	by	ADP
fis-2726	4	6	introducing	introduce	VERB
fis-2726	4	7	improved	improve	VERB
fis-2726	4	8	back	back	ADV
fis-2726	4	9	propagation	propagation	NOUN
fis-2726	4	10	neural	neural	ADJ
fis-2726	4	11	network	network	NOUN
fis-2726	4	12	(	(	PUNCT
fis-2726	4	13	bpnn	bpnn	NOUN
fis-2726	4	14	)	)	PUNCT
fis-2726	4	15	,	,	PUNCT
fis-2726	4	16	a	a	DET
fis-2726	4	17	cold	cold	ADJ
fis-2726	4	18	metal	metal	NOUN
fis-2726	4	19	transfer	transfer	NOUN
fis-2726	4	20	(	(	PUNCT
fis-2726	4	21	cmt	cmt	PROPN
fis-2726	4	22	)	)	PUNCT
fis-2726	4	23	welding	weld	VERB
fis-2726	4	24	deformation	deformation	NOUN
fis-2726	4	25	prediction	prediction	NOUN
fis-2726	4	26	model	model	NOUN
fis-2726	4	27	for	for	ADP
fis-2726	4	28	aluminum	aluminum	NOUN
fis-2726	4	29	-	-	PUNCT
fis-2726	4	30	steel	steel	NOUN
fis-2726	4	31	hybrid	hybrid	NOUN
fis-2726	4	32	sheets	sheet	NOUN
fis-2726	4	33	is	be	AUX
fis-2726	4	34	established	establish	VERB
fis-2726	4	35	.	.	PUNCT
fis-2726	5	1	before	before	ADP
fis-2726	5	2	applying	apply	VERB
fis-2726	5	3	bpnn	bpnn	NOUN
fis-2726	5	4	,	,	PUNCT
fis-2726	5	5	important	important	ADJ
fis-2726	5	6	parameters	parameter	NOUN
fis-2726	5	7	affecting	affect	VERB
fis-2726	5	8	welding	welding	NOUN
fis-2726	5	9	deformation	deformation	NOUN
fis-2726	5	10	were	be	AUX
fis-2726	5	11	obtained	obtain	VERB
fis-2726	5	12	by	by	ADP
fis-2726	5	13	orthogonal	orthogonal	ADJ
fis-2726	5	14	test	test	NOUN
fis-2726	5	15	and	and	CCONJ
fis-2726	5	16	gray	gray	ADJ
fis-2726	5	17	relational	relational	ADJ
fis-2726	5	18	grade	grade	NOUN
fis-2726	5	19	theory	theory	NOUN
fis-2726	5	20	.	.	PUNCT
fis-2726	6	1	the	the	DET
fis-2726	6	2	accuracy	accuracy	NOUN
fis-2726	6	3	of	of	ADP
fis-2726	6	4	welding	weld	VERB
fis-2726	6	5	deformation	deformation	NOUN
fis-2726	6	6	prediction	prediction	NOUN
fis-2726	6	7	of	of	ADP
fis-2726	6	8	bpnn	bpnn	NOUN
fis-2726	6	9	is	be	AUX
fis-2726	6	10	improved	improve	VERB
fis-2726	6	11	by	by	ADP
fis-2726	6	12	genetic	genetic	ADJ
fis-2726	6	13	algorithm	algorithm	NOUN
fis-2726	6	14	.	.	PUNCT
fis-2726	7	1	the	the	DET
fis-2726	7	2	results	result	NOUN
fis-2726	7	3	show	show	VERB
fis-2726	7	4	that	that	SCONJ
fis-2726	7	5	compared	compare	VERB
fis-2726	7	6	with	with	ADP
fis-2726	7	7	the	the	DET
fis-2726	7	8	prediction	prediction	NOUN
fis-2726	7	9	method	method	NOUN
fis-2726	7	10	based	base	VERB
fis-2726	7	11	on	on	ADP
fis-2726	7	12	traditional	traditional	ADJ
fis-2726	7	13	theory	theory	NOUN
fis-2726	7	14	,	,	PUNCT
fis-2726	7	15	the	the	DET
fis-2726	7	16	deformation	deformation	NOUN
fis-2726	7	17	prediction	prediction	NOUN
fis-2726	7	18	model	model	NOUN
fis-2726	7	19	based	base	VERB
fis-2726	7	20	on	on	ADP
fis-2726	7	21	ga	ga	PROPN
fis-2726	7	22	-	-	PUNCT
fis-2726	7	23	bpnn	bpnn	PROPN
fis-2726	7	24	has	have	VERB
fis-2726	7	25	higher	high	ADJ
fis-2726	7	26	accuracy	accuracy	NOUN
fis-2726	7	27	.	.	PUNCT
fis-2726	8	1	predicted	predict	VERB
fis-2726	8	2	results	result	NOUN
fis-2726	8	3	were	be	AUX
fis-2726	8	4	applied	apply	VERB
fis-2726	8	5	to	to	ADP
fis-2726	8	6	the	the	DET
fis-2726	8	7	aluminum	aluminum	NOUN
fis-2726	8	8	-	-	PUNCT
fis-2726	8	9	steel	steel	NOUN
fis-2726	8	10	cmt	cmt	PROPN
fis-2726	8	11	seam	seam	NOUN
fis-2726	8	12	welding	weld	VERB
fis-2726	8	13	in	in	ADP
fis-2726	8	14	the	the	DET
fis-2726	8	15	form	form	NOUN
fis-2726	8	16	of	of	ADP
fis-2726	8	17	inverse	inverse	ADJ
fis-2726	8	18	deformation	deformation	NOUN
fis-2726	8	19	,	,	PUNCT
fis-2726	8	20	and	and	CCONJ
fis-2726	8	21	the	the	DET
fis-2726	8	22	deformation	deformation	NOUN
fis-2726	8	23	of	of	ADP
fis-2726	8	24	the	the	DET
fis-2726	8	25	welded	weld	VERB
fis-2726	8	26	plate	plate	NOUN
fis-2726	8	27	was	be	AUX
fis-2726	8	28	significantly	significantly	ADV
fis-2726	8	29	improved	improve	VERB
fis-2726	8	30	.	.	PUNCT
fis-2726	9	1	keywords	keyword	NOUN
fis-2726	9	2	.	.	PUNCT
fis-2726	10	1	cold	cold	ADJ
fis-2726	10	2	metal	metal	NOUN
fis-2726	10	3	transfer	transfer	NOUN
fis-2726	10	4	welding	welding	NOUN
fis-2726	10	5	;	;	PUNCT
fis-2726	10	6	orthogonal	orthogonal	ADJ
fis-2726	10	7	test	test	NOUN
fis-2726	10	8	;	;	PUNCT
fis-2726	10	9	gray	gray	ADJ
fis-2726	10	10	relational	relational	ADJ
fis-2726	10	11	grade	grade	NOUN
fis-2726	10	12	theory	theory	NOUN
fis-2726	10	13	;	;	PUNCT
fis-2726	10	14	bp	bp	PROPN
fis-2726	10	15	neural	neural	ADJ
fis-2726	10	16	network	network	NOUN
fis-2726	10	17	;	;	PUNCT
fis-2726	10	18	genetic	genetic	ADJ
fis-2726	10	19	algorithm	algorithm	NOUN
fis-2726	10	20	.	.	PUNCT
fis-2726	11	1	citation	citation	NOUN
fis-2726	11	2	:	:	PUNCT
fis-2726	12	1	yao	yao	PROPN
fis-2726	12	2	,	,	PUNCT
fis-2726	12	3	lu	lu	PROPN
fis-2726	12	4	.	.	PROPN
fis-2726	12	5	,	,	PUNCT
fis-2726	12	6	yanfeng	yanfeng	PROPN
fis-2726	12	7	,	,	PUNCT
fis-2726	12	8	xing	xing	PROPN
fis-2726	12	9	.	.	PROPN
fis-2726	12	10	,	,	PUNCT
fis-2726	12	11	xuexing	xuexing	PROPN
fis-2726	12	12	,	,	PUNCT
fis-2726	12	13	li	li	PROPN
fis-2726	12	14	.	.	PROPN
fis-2726	12	15	,	,	PUNCT
fis-2726	12	16	sha	sha	PROPN
fis-2726	12	17	,	,	PUNCT
fis-2726	12	18	xu	xu	PROPN
fis-2726	12	19	.	.	PROPN
fis-2726	12	20	,	,	PUNCT
fis-2726	12	21	a	a	DET
fis-2726	12	22	new	new	ADJ
fis-2726	12	23	approach	approach	NOUN
fis-2726	12	24	of	of	ADP
fis-2726	12	25	cmt	cmt	PROPN
fis-2726	12	26	seam	seam	PROPN
fis-2726	12	27	welding	weld	VERB
fis-2726	12	28	deformation	deformation	NOUN
fis-2726	12	29	forecasting	forecasting	NOUN
fis-2726	12	30	based	base	VERB
fis-2726	12	31	on	on	ADP
fis-2726	12	32	ga	ga	PROPN
fis-2726	12	33	-	-	PUNCT
fis-2726	12	34	bpnn	bpnn	PROPN
fis-2726	12	35	,	,	PUNCT
fis-2726	12	36	frattura	frattura	PROPN
fis-2726	12	37	ed	ed	PROPN
fis-2726	12	38	integrità	integrità	PROPN
fis-2726	12	39	strutturale	strutturale	PROPN
fis-2726	12	40	,	,	PUNCT
fis-2726	12	41	53	53	NUM
fis-2726	12	42	(	(	PUNCT
fis-2726	12	43	2020	2020	NUM
fis-2726	12	44	)	)	PUNCT
fis-2726	12	45	325	325	NUM
fis-2726	12	46	-	-	SYM
fis-2726	12	47	336	336	NUM
fis-2726	12	48	.	.	PUNCT
fis-2726	12	49	received	receive	VERB
fis-2726	12	50	:	:	PUNCT
fis-2726	12	51	11.01.2020	11.01.2020	NUM
fis-2726	12	52	accepted	accept	VERB
fis-2726	12	53	:	:	PUNCT
fis-2726	12	54	18.05.2020	18.05.2020	NUM
fis-2726	12	55	published	publish	VERB
fis-2726	12	56	:	:	PUNCT
fis-2726	12	57	01.07.2020	01.07.2020	NUM
fis-2726	12	58	copyright	copyright	NOUN
fis-2726	12	59	:	:	PUNCT
fis-2726	12	60	©	©	PROPN
fis-2726	12	61	2020	2020	NUM
fis-2726	12	62	this	this	PRON
fis-2726	12	63	is	be	AUX
fis-2726	12	64	an	an	DET
fis-2726	12	65	open	open	ADJ
fis-2726	12	66	access	access	NOUN
fis-2726	12	67	article	article	NOUN
fis-2726	12	68	under	under	ADP
fis-2726	12	69	the	the	DET
fis-2726	12	70	terms	term	NOUN
fis-2726	12	71	of	of	ADP
fis-2726	12	72	the	the	DET
fis-2726	12	73	cc	cc	NOUN
fis-2726	12	74	-	-	PUNCT
fis-2726	12	75	by	by	ADP
fis-2726	12	76	4.0	4.0	NUM
fis-2726	12	77	,	,	PUNCT
fis-2726	12	78	which	which	PRON
fis-2726	12	79	permits	permit	VERB
fis-2726	12	80	unrestricted	unrestricted	ADJ
fis-2726	12	81	use	use	NOUN
fis-2726	12	82	,	,	PUNCT
fis-2726	12	83	distribution	distribution	NOUN
fis-2726	12	84	,	,	PUNCT
fis-2726	12	85	and	and	CCONJ
fis-2726	12	86	reproduction	reproduction	NOUN
fis-2726	12	87	in	in	ADP
fis-2726	12	88	any	any	DET
fis-2726	12	89	medium	medium	NOUN
fis-2726	12	90	,	,	PUNCT
fis-2726	12	91	provided	provide	VERB
fis-2726	12	92	the	the	DET
fis-2726	12	93	original	original	ADJ
fis-2726	12	94	author	author	NOUN
fis-2726	12	95	and	and	CCONJ
fis-2726	12	96	source	source	NOUN
fis-2726	12	97	are	be	AUX
fis-2726	12	98	credited	credit	VERB
fis-2726	12	99	.	.	PUNCT
fis-2726	13	1	introduction	introduction	NOUN
fis-2726	13	2	luminum	luminum	NOUN
fis-2726	13	3	alloy	alloy	NOUN
fis-2726	13	4	has	have	VERB
fis-2726	13	5	the	the	DET
fis-2726	13	6	advantages	advantage	NOUN
fis-2726	13	7	of	of	ADP
fis-2726	13	8	light	light	ADJ
fis-2726	13	9	weight	weight	NOUN
fis-2726	13	10	,	,	PUNCT
fis-2726	13	11	strong	strong	ADJ
fis-2726	13	12	corrosion	corrosion	NOUN
fis-2726	13	13	resistance	resistance	NOUN
fis-2726	13	14	and	and	CCONJ
fis-2726	13	15	good	good	ADJ
fis-2726	13	16	durability	durability	NOUN
fis-2726	13	17	.	.	PUNCT
fis-2726	14	1	therefore	therefore	ADV
fis-2726	14	2	,	,	PUNCT
fis-2726	14	3	the	the	DET
fis-2726	14	4	replacement	replacement	NOUN
fis-2726	14	5	of	of	ADP
fis-2726	14	6	the	the	DET
fis-2726	14	7	traditional	traditional	ADJ
fis-2726	14	8	steel	steel	NOUN
fis-2726	14	9	structure	structure	NOUN
fis-2726	14	10	by	by	ADP
fis-2726	14	11	the	the	DET
fis-2726	14	12	aluminum	aluminum	NOUN
fis-2726	14	13	-	-	PUNCT
fis-2726	14	14	steel	steel	NOUN
fis-2726	14	15	hybrid	hybrid	ADJ
fis-2726	14	16	structure	structure	NOUN
fis-2726	14	17	is	be	AUX
fis-2726	14	18	an	an	DET
fis-2726	14	19	effective	effective	ADJ
fis-2726	14	20	means	mean	NOUN
fis-2726	14	21	to	to	PART
fis-2726	14	22	realize	realize	VERB
fis-2726	14	23	the	the	DET
fis-2726	14	24	lightweight	lightweight	NOUN
fis-2726	14	25	of	of	ADP
fis-2726	14	26	the	the	DET
fis-2726	14	27	automobile	automobile	NOUN
fis-2726	14	28	.	.	PUNCT
fis-2726	15	1	aluminum	aluminum	NOUN
fis-2726	15	2	-	-	PUNCT
fis-2726	15	3	steel	steel	NOUN
fis-2726	15	4	hybrid	hybrid	ADJ
fis-2726	15	5	sheet	sheet	NOUN
fis-2726	15	6	with	with	ADP
fis-2726	15	7	traditional	traditional	ADJ
fis-2726	15	8	joining	joining	NOUN
fis-2726	15	9	method	method	NOUN
fis-2726	15	10	has	have	VERB
fis-2726	15	11	poor	poor	ADJ
fis-2726	15	12	mechanical	mechanical	ADJ
fis-2726	15	13	properties	property	NOUN
fis-2726	15	14	,	,	PUNCT
fis-2726	15	15	so	so	ADV
fis-2726	15	16	in	in	ADP
fis-2726	15	17	recent	recent	ADJ
fis-2726	15	18	years	year	NOUN
fis-2726	15	19	,	,	PUNCT
fis-2726	15	20	new	new	ADJ
fis-2726	15	21	metal	metal	NOUN
fis-2726	15	22	sheet	sheet	NOUN
fis-2726	15	23	joining	join	VERB
fis-2726	15	24	technologies	technology	NOUN
fis-2726	15	25	such	such	ADJ
fis-2726	15	26	as	as	ADP
fis-2726	15	27	cold	cold	ADJ
fis-2726	15	28	metal	metal	NOUN
fis-2726	15	29	transfer	transfer	NOUN
fis-2726	15	30	welding	weld	VERB
fis-2726	15	31	[	[	X
fis-2726	15	32	1	1	NUM
fis-2726	15	33	]	]	PUNCT
fis-2726	15	34	,	,	PUNCT
fis-2726	15	35	self	self	NOUN
fis-2726	15	36	-	-	PUNCT
fis-2726	15	37	piercing	pierce	VERB
fis-2726	15	38	riveting	riveting	ADJ
fis-2726	15	39	[	[	X
fis-2726	15	40	2	2	NUM
fis-2726	15	41	]	]	PUNCT
fis-2726	15	42	,	,	PUNCT
fis-2726	15	43	and	and	CCONJ
fis-2726	15	44	friction	friction	NOUN
fis-2726	15	45	stir	stir	VERB
fis-2726	15	46	welding	weld	VERB
fis-2726	15	47	[	[	X
fis-2726	15	48	3	3	NUM
fis-2726	15	49	]	]	PUNCT
fis-2726	15	50	have	have	AUX
fis-2726	15	51	received	receive	VERB
fis-2726	15	52	increasing	increase	VERB
fis-2726	15	53	attention	attention	NOUN
fis-2726	15	54	and	and	CCONJ
fis-2726	15	55	application	application	NOUN
fis-2726	15	56	.	.	PUNCT
fis-2726	16	1	cmt	cmt	PROPN
fis-2726	16	2	technology	technology	PROPN
fis-2726	16	3	has	have	VERB
fis-2726	16	4	the	the	DET
fis-2726	16	5	advantages	advantage	NOUN
fis-2726	16	6	of	of	ADP
fis-2726	16	7	low	low	ADJ
fis-2726	16	8	heat	heat	NOUN
fis-2726	16	9	input	input	NOUN
fis-2726	16	10	and	and	CCONJ
fis-2726	16	11	no	no	DET
fis-2726	16	12	spatter	spatter	NOUN
fis-2726	16	13	transition	transition	NOUN
fis-2726	16	14	.	.	PUNCT
fis-2726	17	1	the	the	DET
fis-2726	17	2	basic	basic	ADJ
fis-2726	17	3	principle	principle	NOUN
fis-2726	17	4	of	of	ADP
fis-2726	17	5	the	the	DET
fis-2726	17	6	cmt	cmt	PROPN
fis-2726	17	7	process	process	NOUN
fis-2726	17	8	is	be	AUX
fis-2726	17	9	a	a	DET
fis-2726	17	10	short	short	ADJ
fis-2726	17	11	circuit	circuit	NOUN
fis-2726	17	12	transition	transition	NOUN
fis-2726	17	13	.	.	PUNCT
fis-2726	18	1	each	each	DET
fis-2726	18	2	time	time	NOUN
fis-2726	18	3	the	the	DET
fis-2726	18	4	short	short	ADJ
fis-2726	18	5	circuit	circuit	NOUN
fis-2726	18	6	occurs	occur	VERB
fis-2726	18	7	,	,	PUNCT
fis-2726	18	8	the	the	DET
fis-2726	18	9	welding	welding	NOUN
fis-2726	18	10	wire	wire	NOUN
fis-2726	18	11	is	be	AUX
fis-2726	18	12	mechanically	mechanically	ADV
fis-2726	18	13	retracted	retract	VERB
fis-2726	18	14	,	,	PUNCT
fis-2726	18	15	which	which	PRON
fis-2726	18	16	assists	assist	VERB
fis-2726	18	17	the	the	DET
fis-2726	18	18	droplet	droplet	NOUN
fis-2726	18	19	to	to	PART
fis-2726	18	20	detach	detach	VERB
fis-2726	18	21	at	at	ADP
fis-2726	18	22	relatively	relatively	ADV
fis-2726	18	23	low	low	ADJ
fis-2726	18	24	welding	welding	NOUN
fis-2726	18	25	currents	current	NOUN
fis-2726	18	26	,	,	PUNCT
fis-2726	18	27	and	and	CCONJ
fis-2726	18	28	thus	thus	ADV
fis-2726	18	29	the	the	DET
fis-2726	18	30	welding	welding	NOUN
fis-2726	18	31	heat	heat	NOUN
fis-2726	18	32	input	input	NOUN
fis-2726	18	33	can	can	AUX
fis-2726	18	34	be	be	AUX
fis-2726	18	35	significantly	significantly	ADV
fis-2726	18	36	reduced	reduce	VERB
fis-2726	18	37	.	.	PUNCT
fis-2726	19	1	therefore	therefore	ADV
fis-2726	19	2	,	,	PUNCT
fis-2726	19	3	the	the	DET
fis-2726	19	4	cmt	cmt	PROPN
fis-2726	19	5	process	process	NOUN
fis-2726	19	6	is	be	AUX
fis-2726	19	7	suitable	suitable	ADJ
fis-2726	19	8	for	for	ADP
fis-2726	19	9	the	the	DET
fis-2726	19	10	welding	welding	NOUN
fis-2726	19	11	of	of	ADP
fis-2726	19	12	thin	thin	ADJ
fis-2726	19	13	gage	gage	NOUN
fis-2726	19	14	aluminum	aluminum	NOUN
fis-2726	19	15	alloys	alloy	NOUN
fis-2726	19	16	with	with	ADP
fis-2726	19	17	corresponding	correspond	VERB
fis-2726	19	18	low	low	ADJ
fis-2726	19	19	distortion	distortion	NOUN
fis-2726	19	20	and	and	CCONJ
fis-2726	19	21	high	high	ADJ
fis-2726	19	22	quality	quality	NOUN
fis-2726	19	23	.	.	PUNCT
fis-2726	20	1	there	there	PRON
fis-2726	20	2	is	be	VERB
fis-2726	20	3	no	no	DET
fis-2726	20	4	splash	splash	NOUN
fis-2726	20	5	in	in	ADP
fis-2726	20	6	the	the	DET
fis-2726	20	7	welding	welding	NOUN
fis-2726	20	8	process	process	NOUN
fis-2726	20	9	,	,	PUNCT
fis-2726	20	10	and	and	CCONJ
fis-2726	20	11	the	the	DET
fis-2726	20	12	weld	weld	NOUN
fis-2726	20	13	seam	seam	NOUN
fis-2726	20	14	is	be	AUX
fis-2726	20	15	beautifully	beautifully	ADV
fis-2726	20	16	formed	form	VERB
fis-2726	20	17	[	[	X
fis-2726	20	18	4	4	NUM
fis-2726	20	19	]	]	PUNCT
fis-2726	20	20	.	.	PUNCT
fis-2726	21	1	due	due	ADP
fis-2726	21	2	to	to	ADP
fis-2726	21	3	the	the	DET
fis-2726	21	4	large	large	ADJ
fis-2726	21	5	difference	difference	NOUN
fis-2726	21	6	in	in	ADP
fis-2726	21	7	material	material	NOUN
fis-2726	21	8	properties	property	NOUN
fis-2726	21	9	such	such	ADJ
fis-2726	21	10	as	as	ADP
fis-2726	21	11	linear	linear	ADJ
fis-2726	21	12	expansion	expansion	NOUN
fis-2726	21	13	coefficient	coefficient	NOUN
fis-2726	21	14	and	and	CCONJ
fis-2726	21	15	thermal	thermal	ADJ
fis-2726	21	16	conductivity	conductivity	NOUN
fis-2726	21	17	of	of	ADP
fis-2726	21	18	aluminum	aluminum	NOUN
fis-2726	21	19	and	and	CCONJ
fis-2726	21	20	steel	steel	NOUN
fis-2726	21	21	,	,	PUNCT
fis-2726	21	22	welding	weld	VERB
fis-2726	21	23	deformation	deformation	NOUN
fis-2726	21	24	occurs	occur	VERB
fis-2726	21	25	in	in	ADP
fis-2726	21	26	the	the	DET
fis-2726	21	27	aluminum	aluminum	NOUN
fis-2726	21	28	alloy	alloy	NOUN
fis-2726	21	29	cmt	cmt	NOUN
fis-2726	21	30	welding	welding	NOUN
fis-2726	21	31	process	process	NOUN
fis-2726	21	32	,	,	PUNCT
fis-2726	21	33	which	which	PRON
fis-2726	21	34	affects	affect	VERB
fis-2726	21	35	the	the	DET
fis-2726	21	36	a	a	DET
fis-2726	21	37	mailto:edison.lu@foxmail.com	mailto:edison.lu@foxmail.com	X
fis-2726	21	38	mailto:smsmsues@163.com	mailto:smsmsues@163.com	X
fis-2726	21	39	mailto:megres.li@foxmail.com	mailto:megres.li@foxmail.com	X
fis-2726	21	40	https://youtu.be/2l4sjlj15gy	https://youtu.be/2l4sjlj15gy	PROPN
fis-2726	21	41	y.	y.	PROPN
fis-2726	21	42	lu	lu	PROPN
fis-2726	21	43	et	et	PROPN
fis-2726	21	44	alii	alii	PROPN
fis-2726	21	45	,	,	PUNCT
fis-2726	21	46	frattura	frattura	PROPN
fis-2726	21	47	ed	ed	PROPN
fis-2726	21	48	integrità	integrità	PROPN
fis-2726	21	49	strutturale	strutturale	PROPN
fis-2726	21	50	,	,	PUNCT
fis-2726	21	51	53	53	NUM
fis-2726	21	52	(	(	PUNCT
fis-2726	21	53	2020	2020	NUM
fis-2726	21	54	)	)	PUNCT
fis-2726	21	55	325	325	NUM
fis-2726	21	56	-	-	SYM
fis-2726	21	57	336	336	NUM
fis-2726	21	58	;	;	PUNCT
fis-2726	21	59	doi	doi	NOUN
fis-2726	21	60	:	:	PUNCT
fis-2726	21	61	10.3221	10.3221	NUM
fis-2726	21	62	/	/	SYM
fis-2726	21	63	igf	igf	PROPN
fis-2726	21	64	-	-	ADJ
fis-2726	21	65	esis.53.25	esis.53.25	NOUN
fis-2726	21	66	326	326	NUM
fis-2726	21	67	manufacturing	manufacturing	NOUN
fis-2726	21	68	process	process	NOUN
fis-2726	21	69	of	of	ADP
fis-2726	21	70	the	the	DET
fis-2726	21	71	welded	weld	VERB
fis-2726	21	72	structure	structure	NOUN
fis-2726	21	73	.	.	PUNCT
fis-2726	22	1	at	at	ADP
fis-2726	22	2	present	present	ADJ
fis-2726	22	3	,	,	PUNCT
fis-2726	22	4	the	the	DET
fis-2726	22	5	main	main	ADJ
fis-2726	22	6	methods	method	NOUN
fis-2726	22	7	for	for	ADP
fis-2726	22	8	researchers	researcher	NOUN
fis-2726	22	9	to	to	PART
fis-2726	22	10	predict	predict	VERB
fis-2726	22	11	welding	welding	NOUN
fis-2726	22	12	deformation	deformation	NOUN
fis-2726	22	13	are	be	AUX
fis-2726	22	14	three	three	NUM
fis-2726	22	15	-	-	PUNCT
fis-2726	22	16	dimensional	dimensional	ADJ
fis-2726	22	17	thermoelastic	thermoelastic	ADJ
fis-2726	22	18	finite	finite	NOUN
fis-2726	22	19	element	element	NOUN
fis-2726	22	20	method	method	NOUN
fis-2726	22	21	and	and	CCONJ
fis-2726	22	22	inherent	inherent	ADJ
fis-2726	22	23	strain	strain	NOUN
fis-2726	22	24	method	method	NOUN
fis-2726	22	25	.	.	PUNCT
fis-2726	23	1	deng	deng	PROPN
fis-2726	23	2	et	et	PROPN
fis-2726	23	3	al	al	PROPN
fis-2726	23	4	.	.	PUNCT
fis-2726	24	1	[	[	X
fis-2726	24	2	5	5	NUM
fis-2726	24	3	]	]	PUNCT
fis-2726	24	4	predicted	predict	VERB
fis-2726	24	5	the	the	DET
fis-2726	24	6	residual	residual	ADJ
fis-2726	24	7	stress	stress	NOUN
fis-2726	24	8	distribution	distribution	NOUN
fis-2726	24	9	in	in	ADP
fis-2726	24	10	low	low	ADJ
fis-2726	24	11	alloy	alloy	NOUN
fis-2726	24	12	steel	steel	NOUN
fis-2726	24	13	and	and	CCONJ
fis-2726	24	14	stainless	stainless	ADJ
fis-2726	24	15	steel	steel	NOUN
fis-2726	24	16	dissimilar	dissimilar	ADJ
fis-2726	24	17	metal	metal	NOUN
fis-2726	24	18	round	round	NOUN
fis-2726	24	19	pipe	pipe	NOUN
fis-2726	24	20	joints	joint	NOUN
fis-2726	24	21	based	base	VERB
fis-2726	24	22	on	on	ADP
fis-2726	24	23	the	the	DET
fis-2726	24	24	thermoelastic	thermoelastic	ADJ
fis-2726	24	25	model	model	NOUN
fis-2726	24	26	.	.	PUNCT
fis-2726	25	1	xia	xia	PROPN
fis-2726	26	1	[	[	X
fis-2726	26	2	6	6	NUM
fis-2726	26	3	]	]	PUNCT
fis-2726	26	4	used	use	VERB
fis-2726	26	5	the	the	DET
fis-2726	26	6	three	three	NUM
fis-2726	26	7	-	-	PUNCT
fis-2726	26	8	dimensional	dimensional	ADJ
fis-2726	26	9	thermoelastic	thermoelastic	ADJ
fis-2726	26	10	finite	finite	NOUN
fis-2726	26	11	element	element	NOUN
fis-2726	26	12	method	method	NOUN
fis-2726	26	13	to	to	PART
fis-2726	26	14	predict	predict	VERB
fis-2726	26	15	the	the	DET
fis-2726	26	16	residual	residual	ADJ
fis-2726	26	17	stress	stress	NOUN
fis-2726	26	18	and	and	CCONJ
fis-2726	26	19	deformation	deformation	NOUN
fis-2726	26	20	of	of	ADP
fis-2726	26	21	steel	steel	NOUN
fis-2726	26	22	plates	plate	NOUN
fis-2726	26	23	with	with	ADP
fis-2726	26	24	different	different	ADJ
fis-2726	26	25	thicknesses	thickness	NOUN
fis-2726	26	26	.	.	PUNCT
fis-2726	27	1	liang	liang	PROPN
fis-2726	28	1	[	[	X
fis-2726	28	2	7	7	NUM
fis-2726	28	3	]	]	PUNCT
fis-2726	28	4	used	use	VERB
fis-2726	28	5	the	the	DET
fis-2726	28	6	three	three	NUM
fis-2726	28	7	-	-	PUNCT
fis-2726	28	8	dimensional	dimensional	ADJ
fis-2726	28	9	thermoelastic	thermoelastic	ADJ
fis-2726	28	10	finite	finite	NOUN
fis-2726	28	11	element	element	NOUN
fis-2726	28	12	method	method	NOUN
fis-2726	28	13	and	and	CCONJ
fis-2726	28	14	the	the	DET
fis-2726	28	15	inherent	inherent	ADJ
fis-2726	28	16	strain	strain	NOUN
fis-2726	28	17	method	method	NOUN
fis-2726	28	18	to	to	PART
fis-2726	28	19	predict	predict	VERB
fis-2726	28	20	the	the	DET
fis-2726	28	21	welding	welding	NOUN
fis-2726	28	22	deformation	deformation	NOUN
fis-2726	28	23	of	of	ADP
fis-2726	28	24	1	1	NUM
fis-2726	28	25	mm	mm	NOUN
fis-2726	28	26	ultra	ultra	ADJ
fis-2726	28	27	-	-	ADJ
fis-2726	28	28	thin	thin	ADJ
fis-2726	28	29	plate	plate	NOUN
fis-2726	28	30	.	.	PUNCT
fis-2726	29	1	the	the	DET
fis-2726	29	2	threedimensional	threedimensional	ADJ
fis-2726	29	3	thermoelastic	thermoelastic	ADJ
fis-2726	29	4	-	-	PUNCT
fis-2726	29	5	plastic	plastic	NOUN
fis-2726	29	6	finite	finite	NOUN
fis-2726	29	7	element	element	NOUN
fis-2726	29	8	method	method	NOUN
fis-2726	29	9	tracks	track	VERB
fis-2726	29	10	the	the	DET
fis-2726	29	11	entire	entire	ADJ
fis-2726	29	12	thermal	thermal	ADJ
fis-2726	29	13	cycle	cycle	NOUN
fis-2726	29	14	of	of	ADP
fis-2726	29	15	the	the	DET
fis-2726	29	16	welding	welding	NOUN
fis-2726	29	17	process	process	NOUN
fis-2726	29	18	,	,	PUNCT
fis-2726	29	19	and	and	CCONJ
fis-2726	29	20	can	can	AUX
fis-2726	29	21	obtain	obtain	VERB
fis-2726	29	22	the	the	DET
fis-2726	29	23	temperature	temperature	NOUN
fis-2726	29	24	field	field	NOUN
fis-2726	29	25	and	and	CCONJ
fis-2726	29	26	stress	stress	NOUN
fis-2726	29	27	field	field	NOUN
fis-2726	29	28	of	of	ADP
fis-2726	29	29	the	the	DET
fis-2726	29	30	welded	weld	VERB
fis-2726	29	31	plate	plate	NOUN
fis-2726	29	32	at	at	ADP
fis-2726	29	33	any	any	DET
fis-2726	29	34	time	time	NOUN
fis-2726	29	35	during	during	ADP
fis-2726	29	36	the	the	DET
fis-2726	29	37	welding	welding	NOUN
fis-2726	29	38	process	process	NOUN
fis-2726	29	39	and	and	CCONJ
fis-2726	29	40	the	the	DET
fis-2726	29	41	cooling	cool	VERB
fis-2726	29	42	process	process	NOUN
fis-2726	29	43	.	.	PUNCT
fis-2726	30	1	however	however	ADV
fis-2726	30	2	,	,	PUNCT
fis-2726	30	3	due	due	ADP
fis-2726	30	4	to	to	ADP
fis-2726	30	5	the	the	DET
fis-2726	30	6	current	current	ADJ
fis-2726	30	7	computer	computer	NOUN
fis-2726	30	8	level	level	NOUN
fis-2726	30	9	limitation	limitation	NOUN
fis-2726	30	10	,	,	PUNCT
fis-2726	30	11	the	the	DET
fis-2726	30	12	three	three	NUM
fis-2726	30	13	-	-	PUNCT
fis-2726	30	14	dimensional	dimensional	ADJ
fis-2726	30	15	thermoelastic	thermoelastic	ADJ
fis-2726	30	16	finite	finite	NOUN
fis-2726	30	17	element	element	NOUN
fis-2726	30	18	method	method	NOUN
fis-2726	30	19	can	can	AUX
fis-2726	30	20	not	not	PART
fis-2726	30	21	be	be	AUX
fis-2726	30	22	applied	apply	VERB
fis-2726	30	23	to	to	ADP
fis-2726	30	24	complex	complex	ADJ
fis-2726	30	25	practical	practical	ADJ
fis-2726	30	26	engineering	engineering	NOUN
fis-2726	30	27	.	.	PUNCT
fis-2726	31	1	the	the	DET
fis-2726	31	2	inherent	inherent	ADJ
fis-2726	31	3	strain	strain	NOUN
fis-2726	31	4	method	method	NOUN
fis-2726	31	5	can	can	AUX
fis-2726	31	6	economically	economically	ADV
fis-2726	31	7	predict	predict	VERB
fis-2726	31	8	large	large	ADJ
fis-2726	31	9	and	and	CCONJ
fis-2726	31	10	complex	complex	ADJ
fis-2726	31	11	structural	structural	ADJ
fis-2726	31	12	deformations	deformation	NOUN
fis-2726	31	13	with	with	ADP
fis-2726	31	14	short	short	ADJ
fis-2726	31	15	calculation	calculation	NOUN
fis-2726	31	16	times	time	NOUN
fis-2726	31	17	,	,	PUNCT
fis-2726	31	18	but	but	CCONJ
fis-2726	31	19	the	the	DET
fis-2726	31	20	precision	precision	NOUN
fis-2726	31	21	is	be	AUX
fis-2726	31	22	low	low	ADJ
fis-2726	31	23	[	[	X
fis-2726	31	24	8	8	NUM
fis-2726	31	25	]	]	PUNCT
fis-2726	31	26	.	.	PUNCT
fis-2726	32	1	therefore	therefore	ADV
fis-2726	32	2	,	,	PUNCT
fis-2726	32	3	it	it	PRON
fis-2726	32	4	is	be	AUX
fis-2726	32	5	particularly	particularly	ADV
fis-2726	32	6	important	important	ADJ
fis-2726	32	7	to	to	PART
fis-2726	32	8	find	find	VERB
fis-2726	32	9	a	a	DET
fis-2726	32	10	method	method	NOUN
fis-2726	32	11	that	that	PRON
fis-2726	32	12	is	be	AUX
fis-2726	32	13	highly	highly	ADV
fis-2726	32	14	accurate	accurate	ADJ
fis-2726	32	15	and	and	CCONJ
fis-2726	32	16	can	can	AUX
fis-2726	32	17	be	be	AUX
fis-2726	32	18	applied	apply	VERB
fis-2726	32	19	to	to	ADP
fis-2726	32	20	practical	practical	ADJ
fis-2726	32	21	complex	complex	ADJ
fis-2726	32	22	engineering	engineering	NOUN
fis-2726	32	23	problems	problem	NOUN
fis-2726	32	24	to	to	PART
fis-2726	32	25	predict	predict	VERB
fis-2726	32	26	the	the	DET
fis-2726	32	27	deformation	deformation	NOUN
fis-2726	32	28	of	of	ADP
fis-2726	32	29	the	the	DET
fis-2726	32	30	welded	weld	VERB
fis-2726	32	31	plate	plate	NOUN
fis-2726	32	32	.	.	PUNCT
fis-2726	33	1	in	in	ADP
fis-2726	33	2	the	the	DET
fis-2726	33	3	actual	actual	ADJ
fis-2726	33	4	welding	welding	NOUN
fis-2726	33	5	process	process	NOUN
fis-2726	33	6	,	,	PUNCT
fis-2726	33	7	the	the	DET
fis-2726	33	8	factors	factor	NOUN
fis-2726	33	9	affecting	affect	VERB
fis-2726	33	10	the	the	DET
fis-2726	33	11	welding	welding	NOUN
fis-2726	33	12	deformation	deformation	NOUN
fis-2726	33	13	are	be	AUX
fis-2726	33	14	complex	complex	ADJ
fis-2726	33	15	and	and	CCONJ
fis-2726	33	16	nonlinear	nonlinear	ADJ
fis-2726	33	17	[	[	X
fis-2726	33	18	9	9	NUM
fis-2726	33	19	]	]	PUNCT
fis-2726	33	20	.	.	PUNCT
fis-2726	34	1	while	while	SCONJ
fis-2726	34	2	bpnn	bpnn	NOUN
fis-2726	34	3	has	have	VERB
fis-2726	34	4	significant	significant	ADJ
fis-2726	34	5	advantages	advantage	NOUN
fis-2726	34	6	in	in	ADP
fis-2726	34	7	possessing	possess	VERB
fis-2726	34	8	associative	associative	ADJ
fis-2726	34	9	inference	inference	NOUN
fis-2726	34	10	and	and	CCONJ
fis-2726	34	11	adaptive	adaptive	ADJ
fis-2726	34	12	capacity	capacity	NOUN
fis-2726	34	13	,	,	PUNCT
fis-2726	34	14	and	and	CCONJ
fis-2726	34	15	particularly	particularly	ADV
fis-2726	34	16	it	it	PRON
fis-2726	34	17	can	can	AUX
fis-2726	34	18	be	be	AUX
fis-2726	34	19	applied	apply	VERB
fis-2726	34	20	to	to	ADP
fis-2726	34	21	processing	process	VERB
fis-2726	34	22	various	various	ADJ
fis-2726	34	23	kinds	kind	NOUN
fis-2726	34	24	of	of	ADP
fis-2726	34	25	nonlinear	nonlinear	ADJ
fis-2726	34	26	problems	problem	NOUN
fis-2726	34	27	[	[	X
fis-2726	34	28	10	10	NUM
fis-2726	34	29	]	]	PUNCT
fis-2726	34	30	.	.	PUNCT
fis-2726	35	1	bp	bp	PROPN
fis-2726	35	2	neural	neural	ADJ
fis-2726	35	3	network	network	NOUN
fis-2726	35	4	is	be	AUX
fis-2726	35	5	a	a	DET
fis-2726	35	6	multi	multi	ADJ
fis-2726	35	7	-	-	ADJ
fis-2726	35	8	layer	layer	NOUN
fis-2726	35	9	feed	feed	NOUN
fis-2726	35	10	forward	forward	ADV
fis-2726	35	11	neural	neural	ADJ
fis-2726	35	12	network	network	NOUN
fis-2726	35	13	.	.	PUNCT
fis-2726	36	1	its	its	PRON
fis-2726	36	2	essence	essence	NOUN
fis-2726	36	3	is	be	AUX
fis-2726	36	4	to	to	PART
fis-2726	36	5	approximate	approximate	VERB
fis-2726	36	6	the	the	DET
fis-2726	36	7	input	input	NOUN
fis-2726	36	8	-	-	PUNCT
fis-2726	36	9	output	output	NOUN
fis-2726	36	10	relationship	relationship	NOUN
fis-2726	36	11	of	of	ADP
fis-2726	36	12	complex	complex	ADJ
fis-2726	36	13	structures	structure	NOUN
fis-2726	36	14	by	by	ADP
fis-2726	36	15	multiple	multiple	ADJ
fis-2726	36	16	fittings	fitting	NOUN
fis-2726	36	17	with	with	ADP
fis-2726	36	18	simple	simple	ADJ
fis-2726	36	19	nonlinear	nonlinear	ADJ
fis-2726	36	20	functions	function	NOUN
fis-2726	36	21	[	[	X
fis-2726	36	22	11	11	NUM
fis-2726	36	23	]	]	PUNCT
fis-2726	36	24	.	.	PUNCT
fis-2726	37	1	bp	bp	PROPN
fis-2726	37	2	neural	neural	PROPN
fis-2726	37	3	network	network	NOUN
fis-2726	37	4	has	have	AUX
fis-2726	37	5	been	be	AUX
fis-2726	37	6	applied	apply	VERB
fis-2726	37	7	to	to	ADP
fis-2726	37	8	the	the	DET
fis-2726	37	9	prediction	prediction	NOUN
fis-2726	37	10	of	of	ADP
fis-2726	37	11	connection	connection	NOUN
fis-2726	37	12	technology	technology	NOUN
fis-2726	37	13	performance	performance	NOUN
fis-2726	37	14	such	such	ADJ
fis-2726	37	15	as	as	ADP
fis-2726	37	16	pulse	pulse	NOUN
fis-2726	37	17	mig	mig	NOUN
fis-2726	37	18	welding	welding	NOUN
fis-2726	37	19	[	[	X
fis-2726	37	20	12	12	NUM
fis-2726	37	21	]	]	PUNCT
fis-2726	37	22	,	,	PUNCT
fis-2726	37	23	imprint	imprint	NOUN
fis-2726	37	24	connection	connection	NOUN
fis-2726	37	25	[	[	X
fis-2726	37	26	13	13	NUM
fis-2726	37	27	]	]	PUNCT
fis-2726	37	28	,	,	PUNCT
fis-2726	37	29	resistance	resistance	NOUN
fis-2726	37	30	spot	spot	NOUN
fis-2726	37	31	welding	weld	VERB
fis-2726	37	32	[	[	X
fis-2726	37	33	14	14	NUM
fis-2726	37	34	]	]	PUNCT
fis-2726	37	35	,	,	PUNCT
fis-2726	37	36	although	although	SCONJ
fis-2726	37	37	bpnn	bpnn	NOUN
fis-2726	37	38	has	have	VERB
fis-2726	37	39	good	good	ADJ
fis-2726	37	40	local	local	ADJ
fis-2726	37	41	optimization	optimization	NOUN
fis-2726	37	42	ability	ability	NOUN
fis-2726	37	43	,	,	PUNCT
fis-2726	37	44	it	it	PRON
fis-2726	37	45	can	can	AUX
fis-2726	37	46	not	not	PART
fis-2726	37	47	find	find	VERB
fis-2726	37	48	the	the	DET
fis-2726	37	49	optimal	optimal	ADJ
fis-2726	37	50	solution	solution	NOUN
fis-2726	37	51	in	in	ADP
fis-2726	37	52	the	the	DET
fis-2726	37	53	global	global	ADJ
fis-2726	37	54	scope	scope	NOUN
fis-2726	37	55	.	.	PUNCT
fis-2726	38	1	bpnn	bpnn	PROPN
fis-2726	38	2	is	be	AUX
fis-2726	38	3	easy	easy	ADJ
fis-2726	38	4	to	to	PART
fis-2726	38	5	fall	fall	VERB
fis-2726	38	6	into	into	ADP
fis-2726	38	7	local	local	ADJ
fis-2726	38	8	extreme	extreme	ADJ
fis-2726	38	9	points	point	NOUN
fis-2726	38	10	,	,	PUNCT
fis-2726	38	11	restricting	restrict	VERB
fis-2726	38	12	the	the	DET
fis-2726	38	13	accuracy	accuracy	NOUN
fis-2726	38	14	of	of	ADP
fis-2726	38	15	the	the	DET
fis-2726	38	16	neural	neural	ADJ
fis-2726	38	17	network	network	NOUN
fis-2726	38	18	[	[	X
fis-2726	38	19	15	15	NUM
fis-2726	38	20	]	]	PUNCT
fis-2726	38	21	.	.	PUNCT
fis-2726	39	1	genetic	genetic	ADJ
fis-2726	39	2	algorithm	algorithm	NOUN
fis-2726	39	3	(	(	PUNCT
fis-2726	39	4	ga	ga	NOUN
fis-2726	39	5	)	)	PUNCT
fis-2726	39	6	is	be	AUX
fis-2726	39	7	an	an	DET
fis-2726	39	8	efficient	efficient	ADJ
fis-2726	39	9	global	global	ADJ
fis-2726	39	10	optimization	optimization	NOUN
fis-2726	39	11	search	search	NOUN
fis-2726	39	12	algorithm	algorithm	NOUN
fis-2726	39	13	.	.	PUNCT
fis-2726	40	1	the	the	DET
fis-2726	40	2	search	search	NOUN
fis-2726	40	3	spans	span	VERB
fis-2726	40	4	the	the	DET
fis-2726	40	5	entire	entire	ADJ
fis-2726	40	6	solution	solution	NOUN
fis-2726	40	7	space	space	NOUN
fis-2726	40	8	and	and	CCONJ
fis-2726	40	9	has	have	VERB
fis-2726	40	10	strong	strong	ADJ
fis-2726	40	11	global	global	ADJ
fis-2726	40	12	optimization	optimization	NOUN
fis-2726	40	13	ability	ability	NOUN
fis-2726	40	14	.	.	PUNCT
fis-2726	41	1	the	the	DET
fis-2726	41	2	combination	combination	NOUN
fis-2726	41	3	of	of	ADP
fis-2726	41	4	ga	ga	PROPN
fis-2726	41	5	and	and	CCONJ
fis-2726	41	6	bp	bp	PROPN
fis-2726	41	7	algorithm	algorithm	PROPN
fis-2726	41	8	can	can	AUX
fis-2726	41	9	be	be	AUX
fis-2726	41	10	used	use	VERB
fis-2726	41	11	to	to	PART
fis-2726	41	12	find	find	VERB
fis-2726	41	13	the	the	DET
fis-2726	41	14	best	good	ADJ
fis-2726	41	15	connection	connection	NOUN
fis-2726	41	16	right	right	ADV
fis-2726	41	17	in	in	ADP
fis-2726	41	18	the	the	DET
fis-2726	41	19	global	global	ADJ
fis-2726	41	20	scope	scope	NOUN
fis-2726	41	21	,	,	PUNCT
fis-2726	41	22	to	to	PART
fis-2726	41	23	avoid	avoid	VERB
fis-2726	41	24	the	the	DET
fis-2726	41	25	network	network	NOUN
fis-2726	41	26	falling	fall	VERB
fis-2726	41	27	into	into	ADP
fis-2726	41	28	local	local	ADJ
fis-2726	41	29	minimum	minimum	ADJ
fis-2726	41	30	points	point	NOUN
fis-2726	41	31	,	,	PUNCT
fis-2726	41	32	and	and	CCONJ
fis-2726	41	33	get	get	VERB
fis-2726	41	34	the	the	DET
fis-2726	41	35	optimal	optimal	ADJ
fis-2726	41	36	solution	solution	NOUN
fis-2726	41	37	[	[	X
fis-2726	41	38	16	16	NUM
fis-2726	41	39	]	]	PUNCT
fis-2726	41	40	.	.	PUNCT
fis-2726	42	1	therefore	therefore	ADV
fis-2726	42	2	,	,	PUNCT
fis-2726	42	3	the	the	DET
fis-2726	42	4	combination	combination	NOUN
fis-2726	42	5	of	of	ADP
fis-2726	42	6	ga	ga	PROPN
fis-2726	42	7	and	and	CCONJ
fis-2726	42	8	bpnn	bpnn	PROPN
fis-2726	42	9	can	can	AUX
fis-2726	42	10	improve	improve	VERB
fis-2726	42	11	the	the	DET
fis-2726	42	12	prediction	prediction	NOUN
fis-2726	42	13	accuracy	accuracy	NOUN
fis-2726	42	14	of	of	ADP
fis-2726	42	15	welding	weld	VERB
fis-2726	42	16	deformation	deformation	NOUN
fis-2726	42	17	of	of	ADP
fis-2726	42	18	aluminum	aluminum	NOUN
fis-2726	42	19	-	-	PUNCT
fis-2726	42	20	steel	steel	NOUN
fis-2726	42	21	sheet	sheet	NOUN
fis-2726	42	22	.	.	PUNCT
fis-2726	43	1	moreover，the	moreover，the	DET
fis-2726	43	2	deformation	deformation	NOUN
fis-2726	43	3	predicted	predict	VERB
fis-2726	43	4	by	by	ADP
fis-2726	43	5	the	the	DET
fis-2726	43	6	gabpnn	gabpnn	PROPN
fis-2726	43	7	method	method	NOUN
fis-2726	43	8	can	can	AUX
fis-2726	43	9	be	be	AUX
fis-2726	43	10	controlled	control	VERB
fis-2726	43	11	by	by	ADP
fis-2726	43	12	the	the	DET
fis-2726	43	13	inverse	inverse	ADJ
fis-2726	43	14	deformation	deformation	NOUN
fis-2726	43	15	method	method	NOUN
fis-2726	43	16	.	.	PUNCT
fis-2726	44	1	in	in	ADP
fis-2726	44	2	this	this	DET
fis-2726	44	3	paper	paper	NOUN
fis-2726	44	4	,	,	PUNCT
fis-2726	44	5	cmt	cmt	PROPN
fis-2726	44	6	welding	weld	VERB
fis-2726	44	7	orthogonal	orthogonal	ADJ
fis-2726	44	8	test	test	NOUN
fis-2726	44	9	was	be	AUX
fis-2726	44	10	carried	carry	VERB
fis-2726	44	11	out	out	ADP
fis-2726	44	12	on	on	ADP
fis-2726	44	13	aa6061	aa6061	PROPN
fis-2726	44	14	-	-	PUNCT
fis-2726	44	15	t6	t6	PROPN
fis-2726	44	16	aluminum	aluminum	NOUN
fis-2726	44	17	alloy	alloy	NOUN
fis-2726	44	18	and	and	CCONJ
fis-2726	44	19	dp590	dp590	NOUN
fis-2726	44	20	steel	steel	NOUN
fis-2726	44	21	sheet	sheet	NOUN
fis-2726	44	22	by	by	ADP
fis-2726	44	23	cmt	cmt	PROPN
fis-2726	44	24	welding	welding	NOUN
fis-2726	44	25	technology	technology	NOUN
fis-2726	44	26	.	.	PUNCT
fis-2726	45	1	the	the	DET
fis-2726	45	2	gray	gray	ADJ
fis-2726	45	3	relational	relational	ADJ
fis-2726	45	4	grade	grade	NOUN
fis-2726	45	5	theory	theory	NOUN
fis-2726	45	6	is	be	AUX
fis-2726	45	7	used	use	VERB
fis-2726	45	8	to	to	PART
fis-2726	45	9	analyze	analyze	VERB
fis-2726	45	10	the	the	DET
fis-2726	45	11	influence	influence	NOUN
fis-2726	45	12	of	of	ADP
fis-2726	45	13	cmt	cmt	PROPN
fis-2726	45	14	welding	weld	VERB
fis-2726	45	15	parameters	parameter	NOUN
fis-2726	45	16	on	on	ADP
fis-2726	45	17	the	the	DET
fis-2726	45	18	welding	welding	NOUN
fis-2726	45	19	deformation	deformation	NOUN
fis-2726	45	20	of	of	ADP
fis-2726	45	21	aluminum	aluminum	NOUN
fis-2726	45	22	steel	steel	NOUN
fis-2726	45	23	.	.	PUNCT
fis-2726	46	1	then	then	ADV
fis-2726	46	2	,	,	PUNCT
fis-2726	46	3	based	base	VERB
fis-2726	46	4	on	on	ADP
fis-2726	46	5	bp	bp	PROPN
fis-2726	46	6	neural	neural	ADJ
fis-2726	46	7	network	network	PROPN
fis-2726	46	8	and	and	CCONJ
fis-2726	46	9	ga	ga	PROPN
fis-2726	46	10	-	-	PUNCT
fis-2726	46	11	bp	bp	PROPN
fis-2726	46	12	neural	neural	ADJ
fis-2726	46	13	network	network	NOUN
fis-2726	46	14	,	,	PUNCT
fis-2726	46	15	the	the	DET
fis-2726	46	16	welding	welding	NOUN
fis-2726	46	17	deformation	deformation	NOUN
fis-2726	46	18	is	be	AUX
fis-2726	46	19	predicted	predict	VERB
fis-2726	46	20	.	.	PUNCT
fis-2726	47	1	the	the	DET
fis-2726	47	2	predicted	predict	VERB
fis-2726	47	3	results	result	NOUN
fis-2726	47	4	are	be	AUX
fis-2726	47	5	applied	apply	VERB
fis-2726	47	6	to	to	ADP
fis-2726	47	7	the	the	DET
fis-2726	47	8	welding	welding	NOUN
fis-2726	47	9	by	by	ADP
fis-2726	47	10	the	the	DET
fis-2726	47	11	inverse	inverse	ADJ
fis-2726	47	12	deformation	deformation	NOUN
fis-2726	47	13	method	method	NOUN
fis-2726	47	14	,	,	PUNCT
fis-2726	47	15	which	which	PRON
fis-2726	47	16	effectively	effectively	ADV
fis-2726	47	17	controls	control	VERB
fis-2726	47	18	the	the	DET
fis-2726	47	19	deformation	deformation	NOUN
fis-2726	47	20	of	of	ADP
fis-2726	47	21	the	the	DET
fis-2726	47	22	welded	weld	VERB
fis-2726	47	23	plate	plate	NOUN
fis-2726	47	24	.	.	PUNCT
fis-2726	48	1	methodology	methodology	NOUN
fis-2726	48	2	welding	welding	NOUN
fis-2726	48	3	parameter	parameter	NOUN
fis-2726	48	4	selection	selection	NOUN
fis-2726	48	5	method	method	NOUN
fis-2726	48	6	he	he	PRON
fis-2726	48	7	main	main	ADJ
fis-2726	48	8	parameters	parameter	NOUN
fis-2726	48	9	of	of	ADP
fis-2726	48	10	cmt	cmt	PROPN
fis-2726	48	11	welding	welding	NOUN
fis-2726	48	12	include	include	VERB
fis-2726	48	13	wire	wire	NOUN
fis-2726	48	14	feed	feed	NOUN
fis-2726	48	15	speed	speed	NOUN
fis-2726	48	16	,	,	PUNCT
fis-2726	48	17	welding	welding	NOUN
fis-2726	48	18	speed	speed	NOUN
fis-2726	48	19	,	,	PUNCT
fis-2726	48	20	arc	arc	NOUN
fis-2726	48	21	correction	correction	NOUN
fis-2726	48	22	,	,	PUNCT
fis-2726	48	23	aluminum	aluminum	NOUN
fis-2726	48	24	plate	plate	NOUN
fis-2726	48	25	thickness	thickness	NOUN
fis-2726	48	26	,	,	PUNCT
fis-2726	48	27	etc	etc	X
fis-2726	48	28	.	.	X
fis-2726	49	1	different	different	ADJ
fis-2726	49	2	parameters	parameter	NOUN
fis-2726	49	3	have	have	VERB
fis-2726	49	4	different	different	ADJ
fis-2726	49	5	effects	effect	NOUN
fis-2726	49	6	on	on	ADP
fis-2726	49	7	welding	weld	VERB
fis-2726	49	8	deformation	deformation	NOUN
fis-2726	49	9	.	.	PUNCT
fis-2726	50	1	in	in	ADP
fis-2726	50	2	order	order	NOUN
fis-2726	50	3	to	to	PART
fis-2726	50	4	facilitate	facilitate	VERB
fis-2726	50	5	the	the	DET
fis-2726	50	6	research	research	NOUN
fis-2726	50	7	,	,	PUNCT
fis-2726	50	8	this	this	DET
fis-2726	50	9	paper	paper	NOUN
fis-2726	50	10	screens	screen	VERB
fis-2726	50	11	out	out	ADP
fis-2726	50	12	the	the	DET
fis-2726	50	13	main	main	ADJ
fis-2726	50	14	parameters	parameter	NOUN
fis-2726	50	15	for	for	ADP
fis-2726	50	16	the	the	DET
fis-2726	50	17	large	large	ADJ
fis-2726	50	18	deformation	deformation	NOUN
fis-2726	50	19	of	of	ADP
fis-2726	50	20	the	the	DET
fis-2726	50	21	welding	welding	NOUN
fis-2726	50	22	based	base	VERB
fis-2726	50	23	on	on	ADP
fis-2726	50	24	the	the	DET
fis-2726	50	25	orthogonal	orthogonal	ADJ
fis-2726	50	26	test	test	NOUN
fis-2726	50	27	and	and	CCONJ
fis-2726	50	28	grey	grey	ADJ
fis-2726	50	29	relational	relational	ADJ
fis-2726	50	30	grade	grade	NOUN
fis-2726	50	31	theory	theory	NOUN
fis-2726	50	32	.	.	PUNCT
fis-2726	51	1	the	the	DET
fis-2726	51	2	basic	basic	ADJ
fis-2726	51	3	idea	idea	NOUN
fis-2726	51	4	of	of	ADP
fis-2726	51	5	the	the	DET
fis-2726	51	6	grey	grey	ADJ
fis-2726	51	7	relational	relational	ADJ
fis-2726	51	8	grade	grade	NOUN
fis-2726	51	9	theory	theory	NOUN
fis-2726	51	10	is	be	AUX
fis-2726	51	11	to	to	PART
fis-2726	51	12	judge	judge	VERB
fis-2726	51	13	the	the	DET
fis-2726	51	14	degree	degree	NOUN
fis-2726	51	15	of	of	ADP
fis-2726	51	16	correlation	correlation	NOUN
fis-2726	51	17	between	between	ADP
fis-2726	51	18	the	the	DET
fis-2726	51	19	factors	factor	NOUN
fis-2726	51	20	according	accord	VERB
fis-2726	51	21	to	to	ADP
fis-2726	51	22	the	the	DET
fis-2726	51	23	degree	degree	NOUN
fis-2726	51	24	of	of	ADP
fis-2726	51	25	similarity	similarity	NOUN
fis-2726	51	26	between	between	ADP
fis-2726	51	27	the	the	DET
fis-2726	51	28	curves	curve	NOUN
fis-2726	51	29	,	,	PUNCT
fis-2726	51	30	which	which	PRON
fis-2726	51	31	can	can	AUX
fis-2726	51	32	be	be	AUX
fis-2726	51	33	used	use	VERB
fis-2726	51	34	to	to	PART
fis-2726	51	35	determine	determine	VERB
fis-2726	51	36	the	the	DET
fis-2726	51	37	contribution	contribution	NOUN
fis-2726	51	38	of	of	ADP
fis-2726	51	39	factors	factor	NOUN
fis-2726	51	40	to	to	ADP
fis-2726	51	41	a	a	DET
fis-2726	51	42	certain	certain	ADJ
fis-2726	51	43	behavior	behavior	NOUN
fis-2726	51	44	or	or	CCONJ
fis-2726	51	45	indicator	indicator	NOUN
fis-2726	51	46	by	by	ADP
fis-2726	51	47	quantitatively	quantitatively	ADV
fis-2726	51	48	analyzing	analyze	VERB
fis-2726	51	49	the	the	DET
fis-2726	51	50	dynamic	dynamic	ADJ
fis-2726	51	51	development	development	NOUN
fis-2726	51	52	process	process	NOUN
fis-2726	51	53	of	of	ADP
fis-2726	51	54	the	the	DET
fis-2726	51	55	system	system	NOUN
fis-2726	51	56	[	[	X
fis-2726	51	57	17,18	17,18	X
fis-2726	51	58	]	]	PUNCT
fis-2726	51	59	.	.	PUNCT
fis-2726	52	1	this	this	DET
fis-2726	52	2	method	method	NOUN
fis-2726	52	3	can	can	AUX
fis-2726	52	4	be	be	AUX
fis-2726	52	5	used	use	VERB
fis-2726	52	6	to	to	PART
fis-2726	52	7	analyze	analyze	VERB
fis-2726	52	8	the	the	DET
fis-2726	52	9	extent	extent	NOUN
fis-2726	52	10	to	to	PART
fis-2726	52	11	which	which	PRON
fis-2726	52	12	various	various	ADJ
fis-2726	52	13	factors	factor	NOUN
fis-2726	52	14	affect	affect	VERB
fis-2726	52	15	the	the	DET
fis-2726	52	16	results	result	NOUN
fis-2726	52	17	and	and	CCONJ
fis-2726	52	18	can	can	AUX
fis-2726	52	19	be	be	AUX
fis-2726	52	20	used	use	VERB
fis-2726	52	21	for	for	ADP
fis-2726	52	22	nonlinear	nonlinear	ADJ
fis-2726	52	23	data	datum	NOUN
fis-2726	52	24	relationships	relationship	NOUN
fis-2726	52	25	.	.	PUNCT
fis-2726	53	1	the	the	DET
fis-2726	53	2	reason	reason	NOUN
fis-2726	53	3	why	why	SCONJ
fis-2726	53	4	this	this	DET
fis-2726	53	5	method	method	NOUN
fis-2726	53	6	is	be	AUX
fis-2726	53	7	used	use	VERB
fis-2726	53	8	is	be	AUX
fis-2726	53	9	to	to	PART
fis-2726	53	10	screen	screen	VERB
fis-2726	53	11	out	out	ADP
fis-2726	53	12	the	the	DET
fis-2726	53	13	process	process	NOUN
fis-2726	53	14	parameters	parameter	NOUN
fis-2726	53	15	that	that	PRON
fis-2726	53	16	have	have	VERB
fis-2726	53	17	a	a	DET
fis-2726	53	18	great	great	ADJ
fis-2726	53	19	influence	influence	NOUN
fis-2726	53	20	on	on	ADP
fis-2726	53	21	cmt	cmt	PROPN
fis-2726	53	22	welding	welding	NOUN
fis-2726	53	23	deformation	deformation	NOUN
fis-2726	53	24	,	,	PUNCT
fis-2726	53	25	thus	thus	ADV
fis-2726	53	26	simplifying	simplify	VERB
fis-2726	53	27	the	the	DET
fis-2726	53	28	late	late	ADJ
fis-2726	53	29	neural	neural	ADJ
fis-2726	53	30	network	network	NOUN
fis-2726	53	31	prediction	prediction	NOUN
fis-2726	53	32	model	model	NOUN
fis-2726	53	33	.	.	PUNCT
fis-2726	54	1	because	because	SCONJ
fis-2726	54	2	the	the	DET
fis-2726	54	3	welding	welding	NOUN
fis-2726	54	4	parameters	parameter	NOUN
fis-2726	54	5	and	and	CCONJ
fis-2726	54	6	the	the	DET
fis-2726	54	7	welding	welding	NOUN
fis-2726	54	8	deformation	deformation	NOUN
fis-2726	54	9	amount	amount	NOUN
fis-2726	54	10	show	show	VERB
fis-2726	54	11	a	a	DET
fis-2726	54	12	highly	highly	ADV
fis-2726	54	13	nonlinear	nonlinear	ADJ
fis-2726	54	14	relationship	relationship	NOUN
fis-2726	54	15	,	,	PUNCT
fis-2726	54	16	the	the	DET
fis-2726	54	17	gray	gray	ADJ
fis-2726	54	18	correlation	correlation	NOUN
fis-2726	54	19	analysis	analysis	NOUN
fis-2726	54	20	theory	theory	NOUN
fis-2726	54	21	is	be	AUX
fis-2726	54	22	used	use	VERB
fis-2726	54	23	to	to	PART
fis-2726	54	24	investigate	investigate	VERB
fis-2726	54	25	the	the	DET
fis-2726	54	26	influence	influence	NOUN
fis-2726	54	27	of	of	ADP
fis-2726	54	28	cmt	cmt	PROPN
fis-2726	54	29	welding	weld	VERB
fis-2726	54	30	parameters	parameter	NOUN
fis-2726	54	31	on	on	ADP
fis-2726	54	32	the	the	DET
fis-2726	54	33	welding	welding	NOUN
fis-2726	54	34	deformation	deformation	NOUN
fis-2726	54	35	.	.	PUNCT
fis-2726	55	1	the	the	DET
fis-2726	55	2	analysis	analysis	NOUN
fis-2726	55	3	steps	step	NOUN
fis-2726	55	4	are	be	AUX
fis-2726	55	5	as	as	SCONJ
fis-2726	55	6	follows	follow	VERB
fis-2726	55	7	.	.	PUNCT
fis-2726	56	1	let	let	VERB
fis-2726	56	2	the	the	DET
fis-2726	56	3	reference	reference	NOUN
fis-2726	56	4	sequence	sequence	NOUN
fis-2726	56	5	be	be	AUX
fis-2726	56	6	:	:	PUNCT
fis-2726	56	7			PROPN
fis-2726	56	8			PROPN
fis-2726	56	9	(	(	PUNCT
fis-2726	56	10	)	)	PUNCT
fis-2726	56	11	1,2	1,2	NUM
fis-2726	56	12	,	,	PUNCT
fis-2726	56	13	,	,	PUNCT
fis-2726	57	1	y	y	PROPN
fis-2726	57	2	y	y	PROPN
fis-2726	57	3	k	k	PROPN
fis-2726	57	4	k	k	PROPN
fis-2726	57	5	n=	n=	PROPN
fis-2726	57	6	=	=	SYM
fis-2726	57	7	(	(	PUNCT
fis-2726	57	8	1	1	X
fis-2726	57	9	)	)	PUNCT
fis-2726	57	10	the	the	DET
fis-2726	57	11	comparison	comparison	NOUN
fis-2726	57	12	sequence	sequence	NOUN
fis-2726	57	13	is	be	AUX
fis-2726	57	14	:	:	PUNCT
fis-2726	57	15	t	t	PROPN
fis-2726	57	16	y.	y.	PROPN
fis-2726	57	17	lu	lu	PROPN
fis-2726	57	18	et	et	PROPN
fis-2726	57	19	alii	alii	PROPN
fis-2726	57	20	,	,	PUNCT
fis-2726	57	21	frattura	frattura	PROPN
fis-2726	57	22	ed	ed	PROPN
fis-2726	57	23	integrità	integrità	PROPN
fis-2726	57	24	strutturale	strutturale	PROPN
fis-2726	57	25	,	,	PUNCT
fis-2726	57	26	53	53	NUM
fis-2726	57	27	(	(	PUNCT
fis-2726	57	28	2020	2020	NUM
fis-2726	57	29	)	)	PUNCT
fis-2726	57	30	325	325	NUM
fis-2726	57	31	-	-	SYM
fis-2726	57	32	336	336	NUM
fis-2726	57	33	;	;	PUNCT
fis-2726	57	34	doi	doi	NOUN
fis-2726	57	35	:	:	PUNCT
fis-2726	57	36	10.3221	10.3221	NUM
fis-2726	57	37	/	/	SYM
fis-2726	57	38	igf	igf	PROPN
fis-2726	57	39	-	-	NOUN
fis-2726	57	40	esis.53.25	esis.53.25	NOUN
fis-2726	57	41	327	327	NUM
fis-2726	57	42			NOUN
fis-2726	57	43			PROPN
fis-2726	57	44	(	(	PUNCT
fis-2726	57	45	)	)	PUNCT
fis-2726	57	46	1,2	1,2	NUM
fis-2726	57	47	,	,	PUNCT
fis-2726	57	48	,	,	PUNCT
fis-2726	57	49	,	,	PUNCT
fis-2726	57	50	1,2	1,2	NUM
fis-2726	57	51	,	,	PUNCT
fis-2726	57	52	,	,	PUNCT
fis-2726	57	53	i	i	PRON
fis-2726	57	54	ix	ix	ADP
fis-2726	57	55	x	x	PROPN
fis-2726	57	56	k	k	PROPN
fis-2726	57	57	k	k	PROPN
fis-2726	58	1	n	n	INTJ
fis-2726	58	2	i	i	PRON
fis-2726	58	3	m=	m=	X
fis-2726	58	4	=	=	PUNCT
fis-2726	59	1	=	=	SYM
fis-2726	59	2	(	(	PUNCT
fis-2726	59	3	2	2	X
fis-2726	59	4	)	)	PUNCT
fis-2726	59	5	the	the	DET
fis-2726	59	6	four	four	NUM
fis-2726	59	7	factors	factor	NOUN
fis-2726	59	8	selected	select	VERB
fis-2726	59	9	in	in	ADP
fis-2726	59	10	this	this	DET
fis-2726	59	11	article	article	NOUN
fis-2726	59	12	have	have	VERB
fis-2726	59	13	different	different	ADJ
fis-2726	59	14	physical	physical	ADJ
fis-2726	59	15	meanings	meaning	NOUN
fis-2726	59	16	,	,	PUNCT
fis-2726	59	17	so	so	ADV
fis-2726	59	18	the	the	DET
fis-2726	59	19	data	data	NOUN
fis-2726	59	20	dimensions	dimension	NOUN
fis-2726	59	21	are	be	AUX
fis-2726	59	22	different	different	ADJ
fis-2726	59	23	.	.	PUNCT
fis-2726	60	1	in	in	ADP
fis-2726	60	2	order	order	NOUN
fis-2726	60	3	to	to	PART
fis-2726	60	4	facilitate	facilitate	VERB
fis-2726	60	5	the	the	DET
fis-2726	60	6	comparison	comparison	NOUN
fis-2726	60	7	between	between	ADP
fis-2726	60	8	the	the	DET
fis-2726	60	9	factors	factor	NOUN
fis-2726	60	10	,	,	PUNCT
fis-2726	60	11	the	the	DET
fis-2726	60	12	data	data	NOUN
fis-2726	60	13	is	be	AUX
fis-2726	60	14	first	first	ADV
fis-2726	60	15	normalized	normalize	VERB
fis-2726	60	16	.	.	PUNCT
fis-2726	61	1	the	the	DET
fis-2726	61	2	normalization	normalization	NOUN
fis-2726	61	3	formula	formula	NOUN
fis-2726	61	4	is	be	AUX
fis-2726	61	5	as	as	SCONJ
fis-2726	61	6	follows	follow	VERB
fis-2726	61	7	:	:	PUNCT
fis-2726	61	8	min	min	NOUN
fis-2726	61	9	(	(	PUNCT
fis-2726	61	10	)	)	PUNCT
fis-2726	61	11	(	(	PUNCT
fis-2726	61	12	)	)	PUNCT
fis-2726	61	13	,	,	PUNCT
fis-2726	61	14	1	1	NUM
fis-2726	61	15	,	,	PUNCT
fis-2726	61	16	2	2	NUM
fis-2726	61	17	,	,	PUNCT
fis-2726	61	18	,	,	PUNCT
fis-2726	61	19	max	max	PROPN
fis-2726	61	20	(	(	PUNCT
fis-2726	61	21	)	)	PUNCT
fis-2726	61	22	min	min	NOUN
fis-2726	61	23	(	(	PUNCT
fis-2726	61	24	)	)	PUNCT
fis-2726	62	1	i	i	PRON
fis-2726	62	2	i	i	VERB
fis-2726	62	3	x	x	VERB
fis-2726	63	1	x	x	PUNCT
fis-2726	63	2	x	x	X
fis-2726	63	3	k	k	NOUN
fis-2726	63	4	i	i	PRON
fis-2726	63	5	n	n	VERB
fis-2726	63	6	x	x	NOUN
fis-2726	63	7	x	x	PUNCT
fis-2726	63	8	−	−	NOUN
fis-2726	63	9	=	=	SYM
fis-2726	63	10	=	=	SYM
fis-2726	63	11	−	−	PROPN
fis-2726	63	12	(	(	PUNCT
fis-2726	63	13	3	3	X
fis-2726	63	14	)	)	PUNCT
fis-2726	63	15	calculate	calculate	VERB
fis-2726	63	16	the	the	DET
fis-2726	63	17	correlation	correlation	NOUN
fis-2726	63	18	coefficient	coefficient	NOUN
fis-2726	63	19	(	(	PUNCT
fis-2726	63	20	)	)	PUNCT
fis-2726	63	21	i	i	PRON
fis-2726	63	22	k	k	VERB
fis-2726	63	23	between	between	ADP
fis-2726	63	24	(	(	PUNCT
fis-2726	63	25	)	)	PUNCT
fis-2726	63	26	y	y	PROPN
fis-2726	63	27	k	k	PROPN
fis-2726	63	28	and	and	CCONJ
fis-2726	63	29	(	(	PUNCT
fis-2726	63	30	)	)	PUNCT
fis-2726	63	31	ix	ix	PROPN
fis-2726	63	32	k	k	X
fis-2726	63	33	at	at	ADP
fis-2726	63	34	time	time	NOUN
fis-2726	63	35	k	k	PROPN
fis-2726	63	36	,	,	PUNCT
fis-2726	63	37	which	which	PRON
fis-2726	63	38	yields	yield	VERB
fis-2726	63	39	:	:	PUNCT
fis-2726	63	40	min	min	PROPN
fis-2726	63	41	min	min	PROPN
fis-2726	63	42	(	(	PUNCT
fis-2726	63	43	)	)	PUNCT
fis-2726	63	44	(	(	PUNCT
fis-2726	63	45	)	)	PUNCT
fis-2726	63	46	max	max	PROPN
fis-2726	63	47	max	max	PROPN
fis-2726	63	48	(	(	PUNCT
fis-2726	63	49	)	)	PUNCT
fis-2726	63	50	(	(	PUNCT
fis-2726	63	51	)	)	PUNCT
fis-2726	63	52	(	(	PUNCT
fis-2726	63	53	)	)	PUNCT
fis-2726	63	54	(	(	PUNCT
fis-2726	63	55	)	)	PUNCT
fis-2726	63	56	(	(	PUNCT
fis-2726	63	57	)	)	PUNCT
fis-2726	63	58	max	max	PROPN
fis-2726	63	59	max	max	PROPN
fis-2726	63	60	(	(	PUNCT
fis-2726	63	61	)	)	PUNCT
fis-2726	63	62	(	(	PUNCT
fis-2726	63	63	)	)	PUNCT
fis-2726	64	1	i	i	PRON
fis-2726	64	2	i	i	PRON
fis-2726	65	1	i	i	VERB
fis-2726	65	2	k	k	VERB
fis-2726	66	1	i	i	PRON
fis-2726	66	2	k	k	INTJ
fis-2726	67	1	i	i	PRON
fis-2726	67	2	i	i	PRON
fis-2726	68	1	i	i	PRON
fis-2726	69	1	i	i	VERB
fis-2726	70	1	k	k	VERB
fis-2726	70	2	y	y	PROPN
fis-2726	71	1	k	k	PROPN
fis-2726	71	2	x	x	PUNCT
fis-2726	72	1	k	k	PROPN
fis-2726	72	2	y	y	PROPN
fis-2726	72	3	k	k	PROPN
fis-2726	72	4	x	x	PUNCT
fis-2726	73	1	k	k	PROPN
fis-2726	73	2	k	k	PROPN
fis-2726	74	1	y	y	PROPN
fis-2726	74	2	k	k	PROPN
fis-2726	74	3	x	x	X
fis-2726	75	1	k	k	PROPN
fis-2726	75	2	y	y	PROPN
fis-2726	75	3	k	k	PROPN
fis-2726	75	4	x	x	X
fis-2726	75	5	k	k	NOUN
fis-2726	75	6			ADP
fis-2726	75	7			NOUN
fis-2726	75	8			ADP
fis-2726	75	9	−	−	PROPN
fis-2726	75	10	+	+	CCONJ
fis-2726	75	11	−	−	PROPN
fis-2726	75	12	=	=	SYM
fis-2726	76	1	−	−	PROPN
fis-2726	77	1	+	+	CCONJ
fis-2726	77	2	−	−	PROPN
fis-2726	77	3	(	(	PUNCT
fis-2726	77	4	4	4	NUM
fis-2726	77	5	)	)	PUNCT
fis-2726	77	6	in	in	ADP
fis-2726	77	7	the	the	DET
fis-2726	77	8	formula	formula	NOUN
fis-2726	77	9	:	:	PUNCT
fis-2726	77	10	k	k	X
fis-2726	77	11	is	be	AUX
fis-2726	77	12	the	the	DET
fis-2726	77	13	time	time	NOUN
fis-2726	77	14	;	;	PUNCT
fis-2726	77	15			ADP
fis-2726	77	16	is	be	AUX
fis-2726	77	17	the	the	DET
fis-2726	77	18	resolution	resolution	NOUN
fis-2726	77	19	;	;	PUNCT
fis-2726	77	20	the	the	DET
fis-2726	77	21	value	value	NOUN
fis-2726	77	22	range	range	NOUN
fis-2726	77	23	is	be	AUX
fis-2726	77	24	(	(	PUNCT
fis-2726	77	25	0,1	0,1	NUM
fis-2726	77	26	)	)	PUNCT
fis-2726	78	1	[	[	X
fis-2726	78	2	19	19	NUM
fis-2726	78	3	]	]	X
fis-2726	78	4	;	;	PUNCT
fis-2726	78	5	this	this	DET
fis-2726	78	6	article	article	NOUN
fis-2726	78	7	takes	take	VERB
fis-2726	78	8	0.8	0.8	NUM
fis-2726	78	9	;	;	PUNCT
fis-2726	78	10	min	min	NOUN
fis-2726	78	11	min	min	PROPN
fis-2726	78	12	(	(	PUNCT
fis-2726	78	13	)	)	PUNCT
fis-2726	78	14	(	(	PUNCT
fis-2726	78	15	)	)	PUNCT
fis-2726	78	16	i	i	PRON
fis-2726	79	1	i	i	VERB
fis-2726	79	2	k	k	NOUN
fis-2726	79	3	y	y	PROPN
fis-2726	79	4	k	k	PROPN
fis-2726	79	5	x	x	PROPN
fis-2726	79	6	k−	k−	PROPN
fis-2726	79	7	and	and	CCONJ
fis-2726	79	8	max	max	PROPN
fis-2726	79	9	max	max	PROPN
fis-2726	80	1	(	(	PUNCT
fis-2726	80	2	)	)	PUNCT
fis-2726	80	3	(	(	PUNCT
fis-2726	80	4	)	)	PUNCT
fis-2726	80	5	i	i	PRON
fis-2726	80	6	i	i	VERB
fis-2726	81	1	k	k	NOUN
fis-2726	81	2	y	y	PROPN
fis-2726	81	3	k	k	PROPN
fis-2726	81	4	x	x	PROPN
fis-2726	81	5	k−	k−	PROPN
fis-2726	81	6	are	be	AUX
fis-2726	81	7	the	the	DET
fis-2726	81	8	minimum	minimum	ADJ
fis-2726	81	9	and	and	CCONJ
fis-2726	81	10	maximum	maximum	ADJ
fis-2726	81	11	differences	difference	NOUN
fis-2726	81	12	of	of	ADP
fis-2726	81	13	the	the	DET
fis-2726	81	14	two	two	NUM
fis-2726	81	15	levels	level	NOUN
fis-2726	81	16	,	,	PUNCT
fis-2726	81	17	respectively	respectively	ADV
fis-2726	81	18	.	.	PUNCT
fis-2726	82	1	since	since	SCONJ
fis-2726	82	2	the	the	DET
fis-2726	82	3	correlation	correlation	NOUN
fis-2726	82	4	coefficient	coefficient	NOUN
fis-2726	82	5	is	be	AUX
fis-2726	82	6	the	the	DET
fis-2726	82	7	correlation	correlation	NOUN
fis-2726	82	8	degree	degree	NOUN
fis-2726	82	9	between	between	ADP
fis-2726	82	10	the	the	DET
fis-2726	82	11	comparison	comparison	NOUN
fis-2726	82	12	sequence	sequence	NOUN
fis-2726	82	13	and	and	CCONJ
fis-2726	82	14	the	the	DET
fis-2726	82	15	reference	reference	NOUN
fis-2726	82	16	sequence	sequence	NOUN
fis-2726	82	17	at	at	ADP
fis-2726	82	18	each	each	DET
fis-2726	82	19	time	time	NOUN
fis-2726	82	20	,	,	PUNCT
fis-2726	82	21	the	the	DET
fis-2726	82	22	value	value	NOUN
fis-2726	82	23	is	be	AUX
fis-2726	82	24	too	too	ADV
fis-2726	82	25	scattered	scatter	VERB
fis-2726	82	26	to	to	PART
fis-2726	82	27	be	be	AUX
fis-2726	82	28	detrimental	detrimental	ADJ
fis-2726	82	29	to	to	ADP
fis-2726	82	30	the	the	DET
fis-2726	82	31	overall	overall	ADJ
fis-2726	82	32	comparison	comparison	NOUN
fis-2726	82	33	.	.	PUNCT
fis-2726	83	1	therefore	therefore	ADV
fis-2726	83	2	,	,	PUNCT
fis-2726	83	3	the	the	DET
fis-2726	83	4	average	average	ADJ
fis-2726	83	5	value	value	NOUN
fis-2726	83	6	of	of	ADP
fis-2726	83	7	the	the	DET
fis-2726	83	8	comparison	comparison	NOUN
fis-2726	83	9	between	between	ADP
fis-2726	83	10	the	the	DET
fis-2726	83	11	two	two	NUM
fis-2726	83	12	columns	column	NOUN
fis-2726	83	13	ir	ir	X
fis-2726	83	14	is	be	AUX
fis-2726	83	15	as	as	SCONJ
fis-2726	83	16	follows	follow	VERB
fis-2726	83	17	:	:	PUNCT
fis-2726	83	18	1	1	NUM
fis-2726	83	19	1	1	NUM
fis-2726	83	20	(	(	PUNCT
fis-2726	83	21	)	)	PUNCT
fis-2726	83	22	,	,	PUNCT
fis-2726	83	23	1	1	NUM
fis-2726	83	24	,	,	PUNCT
fis-2726	83	25	2	2	NUM
fis-2726	83	26	,	,	PUNCT
fis-2726	83	27	,	,	PUNCT
fis-2726	83	28	n	n	CCONJ
fis-2726	84	1	i	i	PRON
fis-2726	84	2	i	i	VERB
fis-2726	85	1	k	k	NOUN
fis-2726	85	2	r	r	NOUN
fis-2726	86	1	k	k	PROPN
fis-2726	86	2	k	k	PROPN
fis-2726	86	3	n	n	CCONJ
fis-2726	86	4	n	n	PRON
fis-2726	86	5			NOUN
fis-2726	86	6	=	=	SYM
fis-2726	87	1	=	=	SYM
fis-2726	87	2	=	=	NOUN
fis-2726	87	3			X
fis-2726	87	4	(	(	PUNCT
fis-2726	87	5	5	5	X
fis-2726	87	6	)	)	PUNCT
fis-2726	87	7	the	the	DET
fis-2726	87	8	magnitude	magnitude	NOUN
fis-2726	87	9	of	of	ADP
fis-2726	87	10	the	the	DET
fis-2726	87	11	correlation	correlation	NOUN
fis-2726	87	12	characterizes	characterize	VERB
fis-2726	87	13	the	the	DET
fis-2726	87	14	relative	relative	ADJ
fis-2726	87	15	influence	influence	NOUN
fis-2726	87	16	of	of	ADP
fis-2726	87	17	the	the	DET
fis-2726	87	18	comparison	comparison	NOUN
fis-2726	87	19	sequence	sequence	NOUN
fis-2726	87	20	on	on	ADP
fis-2726	87	21	the	the	DET
fis-2726	87	22	reference	reference	NOUN
fis-2726	87	23	sequence	sequence	NOUN
fis-2726	87	24	.	.	PUNCT
fis-2726	88	1	establishment	establishment	NOUN
fis-2726	88	2	of	of	ADP
fis-2726	88	3	ga	ga	PROPN
fis-2726	88	4	-	-	PUNCT
fis-2726	88	5	bpnn	bpnn	NOUN
fis-2726	88	6	model	model	NOUN
fis-2726	88	7	the	the	DET
fis-2726	88	8	steps	step	NOUN
fis-2726	88	9	of	of	ADP
fis-2726	88	10	predicting	predict	VERB
fis-2726	88	11	aluminum	aluminum	NOUN
fis-2726	88	12	-	-	PUNCT
fis-2726	88	13	steel	steel	NOUN
fis-2726	88	14	cmt	cmt	NOUN
fis-2726	88	15	welding	weld	VERB
fis-2726	88	16	deformation	deformation	NOUN
fis-2726	88	17	by	by	ADP
fis-2726	88	18	ga	ga	PROPN
fis-2726	88	19	-	-	PUNCT
fis-2726	88	20	bpnn	bpnn	NOUN
fis-2726	88	21	are	be	AUX
fis-2726	88	22	as	as	SCONJ
fis-2726	88	23	follows	follow	VERB
fis-2726	88	24	:	:	PUNCT
fis-2726	88	25	1	1	X
fis-2726	88	26	)	)	PUNCT
fis-2726	88	27	determine	determine	VERB
fis-2726	88	28	the	the	DET
fis-2726	88	29	structure	structure	NOUN
fis-2726	88	30	of	of	ADP
fis-2726	88	31	bpnn	bpnn	NOUN
fis-2726	88	32	.	.	PUNCT
fis-2726	89	1	this	this	DET
fis-2726	89	2	paper	paper	NOUN
fis-2726	89	3	uses	use	VERB
fis-2726	89	4	a	a	DET
fis-2726	89	5	parallel	parallel	ADJ
fis-2726	89	6	network	network	NOUN
fis-2726	89	7	structure	structure	NOUN
fis-2726	89	8	,	,	PUNCT
fis-2726	89	9	including	include	VERB
fis-2726	89	10	the	the	DET
fis-2726	89	11	input	input	NOUN
fis-2726	89	12	layer	layer	NOUN
fis-2726	89	13	,	,	PUNCT
fis-2726	89	14	hidden	hide	VERB
fis-2726	89	15	layer	layer	NOUN
fis-2726	89	16	and	and	CCONJ
fis-2726	89	17	output	output	NOUN
fis-2726	89	18	layer	layer	NOUN
fis-2726	89	19	.	.	PUNCT
fis-2726	90	1	the	the	DET
fis-2726	90	2	number	number	NOUN
fis-2726	90	3	of	of	ADP
fis-2726	90	4	input	input	NOUN
fis-2726	90	5	and	and	CCONJ
fis-2726	90	6	output	output	NOUN
fis-2726	90	7	layers	layer	NOUN
fis-2726	90	8	is	be	AUX
fis-2726	90	9	determined	determine	VERB
fis-2726	90	10	by	by	ADP
fis-2726	90	11	test	test	NOUN
fis-2726	90	12	parameters	parameter	NOUN
fis-2726	90	13	and	and	CCONJ
fis-2726	90	14	evaluation	evaluation	NOUN
fis-2726	90	15	indicators	indicator	NOUN
fis-2726	90	16	.	.	PUNCT
fis-2726	91	1	the	the	DET
fis-2726	91	2	transfer	transfer	NOUN
fis-2726	91	3	function	function	NOUN
fis-2726	91	4	used	use	VERB
fis-2726	91	5	in	in	ADP
fis-2726	91	6	this	this	DET
fis-2726	91	7	paper	paper	NOUN
fis-2726	91	8	is	be	AUX
fis-2726	91	9	:	:	PUNCT
fis-2726	91	10	1	1	NUM
fis-2726	91	11	(	(	PUNCT
fis-2726	91	12	)	)	PUNCT
fis-2726	91	13	1	1	NUM
fis-2726	91	14	x	x	SYM
fis-2726	91	15	f	f	NOUN
fis-2726	91	16	x	x	X
fis-2726	91	17	e−	e−	PROPN
fis-2726	91	18	=	=	PUNCT
fis-2726	92	1	+	+	CCONJ
fis-2726	92	2	(	(	PUNCT
fis-2726	92	3	6	6	NUM
fis-2726	92	4	)	)	PUNCT
fis-2726	92	5	this	this	DET
fis-2726	92	6	function	function	NOUN
fis-2726	92	7	maps	map	VERB
fis-2726	92	8	the	the	DET
fis-2726	92	9	real	real	ADJ
fis-2726	92	10	field	field	NOUN
fis-2726	92	11	to	to	ADP
fis-2726	92	12	the	the	DET
fis-2726	92	13	[	[	NOUN
fis-2726	92	14	0,1	0,1	NUM
fis-2726	92	15	]	]	PUNCT
fis-2726	92	16	space	space	NOUN
fis-2726	92	17	smoothly	smoothly	ADV
fis-2726	92	18	.	.	PUNCT
fis-2726	93	1	in	in	ADP
fis-2726	93	2	addition	addition	NOUN
fis-2726	93	3	,	,	PUNCT
fis-2726	93	4	the	the	DET
fis-2726	93	5	function	function	NOUN
fis-2726	93	6	is	be	AUX
fis-2726	93	7	monotonically	monotonically	ADV
fis-2726	93	8	increasing	increase	VERB
fis-2726	93	9	,	,	PUNCT
fis-2726	93	10	continuous	continuous	ADJ
fis-2726	93	11	and	and	CCONJ
fis-2726	93	12	derivable	derivable	ADJ
fis-2726	93	13	,	,	PUNCT
fis-2726	93	14	and	and	CCONJ
fis-2726	93	15	the	the	DET
fis-2726	93	16	derivative	derivative	ADJ
fis-2726	93	17	form	form	NOUN
fis-2726	93	18	is	be	AUX
fis-2726	93	19	very	very	ADV
fis-2726	93	20	simple	simple	ADJ
fis-2726	93	21	,	,	PUNCT
fis-2726	93	22	which	which	PRON
fis-2726	93	23	is	be	AUX
fis-2726	93	24	a	a	DET
fis-2726	93	25	suitable	suitable	ADJ
fis-2726	93	26	function	function	NOUN
fis-2726	93	27	.	.	PUNCT
fis-2726	94	1	2	2	X
fis-2726	94	2	)	)	PUNCT
fis-2726	94	3	initialize	initialize	VERB
fis-2726	94	4	the	the	DET
fis-2726	94	5	weight	weight	NOUN
fis-2726	94	6	coefficients	coefficient	NOUN
fis-2726	94	7	connecting	connect	VERB
fis-2726	94	8	the	the	DET
fis-2726	94	9	input	input	NOUN
fis-2726	94	10	layer	layer	NOUN
fis-2726	94	11	,	,	PUNCT
fis-2726	94	12	hidden	hide	VERB
fis-2726	94	13	layer	layer	NOUN
fis-2726	94	14	and	and	CCONJ
fis-2726	94	15	output	output	NOUN
fis-2726	94	16	layer	layer	NOUN
fis-2726	94	17	of	of	ADP
fis-2726	94	18	the	the	DET
fis-2726	94	19	bpnn	bpnn	NOUN
fis-2726	94	20	;	;	PUNCT
fis-2726	94	21	3	3	X
fis-2726	94	22	)	)	PUNCT
fis-2726	94	23	code	code	NOUN
fis-2726	94	24	the	the	DET
fis-2726	94	25	chromosomes	chromosome	NOUN
fis-2726	94	26	of	of	ADP
fis-2726	94	27	the	the	DET
fis-2726	94	28	weight	weight	NOUN
fis-2726	94	29	coefficients	coefficient	NOUN
fis-2726	94	30	and	and	CCONJ
fis-2726	94	31	set	set	VERB
fis-2726	94	32	the	the	DET
fis-2726	94	33	ga	ga	PROPN
fis-2726	94	34	parameters	parameter	NOUN
fis-2726	94	35	.	.	PUNCT
fis-2726	95	1	in	in	ADP
fis-2726	95	2	this	this	DET
fis-2726	95	3	paper	paper	NOUN
fis-2726	95	4	,	,	PUNCT
fis-2726	95	5	the	the	DET
fis-2726	95	6	individual	individual	ADJ
fis-2726	95	7	coding	code	VERB
fis-2726	95	8	length	length	NOUN
fis-2726	95	9	of	of	ADP
fis-2726	95	10	the	the	DET
fis-2726	95	11	genetic	genetic	ADJ
fis-2726	95	12	algorithm	algorithm	NOUN
fis-2726	95	13	is	be	AUX
fis-2726	95	14	21	21	NUM
fis-2726	95	15	.	.	PUNCT
fis-2726	96	1	the	the	DET
fis-2726	96	2	parameters	parameter	NOUN
fis-2726	96	3	of	of	ADP
fis-2726	96	4	the	the	DET
fis-2726	96	5	genetic	genetic	ADJ
fis-2726	96	6	algorithm	algorithm	NOUN
fis-2726	96	7	are	be	AUX
fis-2726	96	8	set	set	VERB
fis-2726	96	9	as	as	SCONJ
fis-2726	96	10	follows	follow	VERB
fis-2726	96	11	:	:	PUNCT
fis-2726	96	12	the	the	DET
fis-2726	96	13	population	population	NOUN
fis-2726	96	14	size	size	NOUN
fis-2726	96	15	is	be	AUX
fis-2726	96	16	10	10	NUM
fis-2726	96	17	,	,	PUNCT
fis-2726	96	18	the	the	DET
fis-2726	96	19	number	number	NOUN
fis-2726	96	20	of	of	ADP
fis-2726	96	21	evolutions	evolution	NOUN
fis-2726	96	22	is	be	AUX
fis-2726	96	23	50	50	NUM
fis-2726	96	24	,	,	PUNCT
fis-2726	96	25	the	the	DET
fis-2726	96	26	crossover	crossover	NOUN
fis-2726	96	27	probability	probability	NOUN
fis-2726	96	28	is	be	AUX
fis-2726	96	29	0.4	0.4	NUM
fis-2726	96	30	,	,	PUNCT
fis-2726	96	31	and	and	CCONJ
fis-2726	96	32	the	the	DET
fis-2726	96	33	mutation	mutation	NOUN
fis-2726	96	34	probability	probability	NOUN
fis-2726	96	35	is	be	AUX
fis-2726	96	36	0.2	0.2	NUM
fis-2726	96	37	.	.	PUNCT
fis-2726	97	1	4	4	X
fis-2726	97	2	)	)	PUNCT
fis-2726	97	3	design	design	VERB
fis-2726	97	4	the	the	DET
fis-2726	97	5	fitness	fitness	NOUN
fis-2726	97	6	function	function	NOUN
fis-2726	97	7	and	and	CCONJ
fis-2726	97	8	calculate	calculate	VERB
fis-2726	97	9	the	the	DET
fis-2726	97	10	corresponding	correspond	VERB
fis-2726	97	11	fitness	fitness	NOUN
fis-2726	97	12	value	value	NOUN
fis-2726	97	13	of	of	ADP
fis-2726	97	14	current	current	ADJ
fis-2726	97	15	chromosomes	chromosome	NOUN
fis-2726	97	16	.	.	PUNCT
fis-2726	98	1	the	the	DET
fis-2726	98	2	fitness	fitness	NOUN
fis-2726	98	3	function	function	NOUN
fis-2726	98	4	is	be	AUX
fis-2726	98	5	designed	design	VERB
fis-2726	98	6	as	as	ADP
fis-2726	98	7	:	:	SYM
fis-2726	98	8	1	1	NUM
fis-2726	98	9	(	(	PUNCT
fis-2726	98	10	)	)	PUNCT
fis-2726	98	11	n	n	CCONJ
fis-2726	98	12	i	i	PRON
fis-2726	99	1	i	i	PRON
fis-2726	100	1	i	i	PRON
fis-2726	100	2	f	f	PROPN
fis-2726	100	3	abs	ab	VERB
fis-2726	100	4	y	y	NOUN
fis-2726	100	5	o	o	NOUN
fis-2726	101	1	=	=	PUNCT
fis-2726	101	2	=	=	X
fis-2726	102	1	−	−	NOUN
fis-2726	102	2	(	(	PUNCT
fis-2726	102	3	7	7	NUM
fis-2726	102	4	)	)	PUNCT
fis-2726	102	5	(	(	PUNCT
fis-2726	102	6	n	n	PRON
fis-2726	102	7	denotes	denote	VERB
fis-2726	102	8	the	the	DET
fis-2726	102	9	number	number	NOUN
fis-2726	102	10	of	of	ADP
fis-2726	102	11	neurons	neuron	NOUN
fis-2726	102	12	in	in	ADP
fis-2726	102	13	the	the	DET
fis-2726	102	14	output	output	NOUN
fis-2726	102	15	layer	layer	NOUN
fis-2726	102	16	,	,	PUNCT
fis-2726	102	17	io	io	PROPN
fis-2726	102	18	and	and	CCONJ
fis-2726	102	19	iy	iy	PROPN
fis-2726	102	20	represent	represent	VERB
fis-2726	102	21	the	the	DET
fis-2726	102	22	predicted	predict	VERB
fis-2726	102	23	and	and	CCONJ
fis-2726	102	24	actual	actual	ADJ
fis-2726	102	25	outputs	output	NOUN
fis-2726	102	26	of	of	ADP
fis-2726	102	27	the	the	DET
fis-2726	102	28	ith	ith	PROPN
fis-2726	102	29	neuron	neuron	PROPN
fis-2726	102	30	,	,	PUNCT
fis-2726	102	31	respectively	respectively	ADV
fis-2726	102	32	)	)	PUNCT
fis-2726	103	1	y.	y.	PROPN
fis-2726	103	2	lu	lu	PROPN
fis-2726	103	3	et	et	PROPN
fis-2726	103	4	alii	alii	PROPN
fis-2726	103	5	,	,	PUNCT
fis-2726	103	6	frattura	frattura	PROPN
fis-2726	103	7	ed	ed	PROPN
fis-2726	103	8	integrità	integrità	PROPN
fis-2726	103	9	strutturale	strutturale	PROPN
fis-2726	103	10	,	,	PUNCT
fis-2726	103	11	53	53	NUM
fis-2726	103	12	(	(	PUNCT
fis-2726	103	13	2020	2020	NUM
fis-2726	103	14	)	)	PUNCT
fis-2726	103	15	325	325	NUM
fis-2726	103	16	-	-	SYM
fis-2726	103	17	336	336	NUM
fis-2726	103	18	;	;	PUNCT
fis-2726	103	19	doi	doi	NOUN
fis-2726	103	20	:	:	PUNCT
fis-2726	103	21	10.3221	10.3221	NUM
fis-2726	103	22	/	/	SYM
fis-2726	103	23	igf	igf	PROPN
fis-2726	103	24	-	-	ADJ
fis-2726	103	25	esis.53.25	esis.53.25	NOUN
fis-2726	103	26	328	328	NUM
fis-2726	103	27	5	5	NUM
fis-2726	103	28	)	)	PUNCT
fis-2726	103	29	do	do	VERB
fis-2726	103	30	the	the	DET
fis-2726	103	31	selection	selection	NOUN
fis-2726	103	32	crossover	crossover	NOUN
fis-2726	103	33	and	and	CCONJ
fis-2726	103	34	mutation	mutation	NOUN
fis-2726	103	35	to	to	PART
fis-2726	103	36	produce	produce	VERB
fis-2726	103	37	the	the	DET
fis-2726	103	38	best	good	ADJ
fis-2726	103	39	fitness	fitness	NOUN
fis-2726	103	40	values	value	NOUN
fis-2726	103	41	;	;	PUNCT
fis-2726	103	42	it	it	PRON
fis-2726	103	43	went	go	VERB
fis-2726	103	44	on	on	ADP
fis-2726	103	45	the	the	DET
fis-2726	103	46	step	step	NOUN
fis-2726	103	47	5	5	NUM
fis-2726	103	48	's	's	PART
fis-2726	103	49	process	process	NOUN
fis-2726	103	50	of	of	ADP
fis-2726	103	51	iterative	iterative	ADJ
fis-2726	103	52	evolution	evolution	NOUN
fis-2726	103	53	until	until	ADP
fis-2726	103	54	getting	get	VERB
fis-2726	103	55	the	the	DET
fis-2726	103	56	near	near	ADV
fis-2726	103	57	-	-	PUNCT
fis-2726	103	58	optimal	optimal	ADJ
fis-2726	103	59	fitness	fitness	NOUN
fis-2726	103	60	value	value	NOUN
fis-2726	103	61	or	or	CCONJ
fis-2726	103	62	going	go	VERB
fis-2726	103	63	to	to	ADP
fis-2726	103	64	the	the	DET
fis-2726	103	65	default	default	NOUN
fis-2726	103	66	maximum	maximum	ADJ
fis-2726	103	67	generation	generation	NOUN
fis-2726	103	68	of	of	ADP
fis-2726	103	69	evolution	evolution	NOUN
fis-2726	103	70	.	.	PUNCT
fis-2726	104	1	the	the	DET
fis-2726	104	2	output	output	NOUN
fis-2726	104	3	of	of	ADP
fis-2726	104	4	this	this	DET
fis-2726	104	5	process	process	NOUN
fis-2726	104	6	was	be	AUX
fis-2726	104	7	the	the	DET
fis-2726	104	8	individual	individual	NOUN
fis-2726	104	9	with	with	ADP
fis-2726	104	10	the	the	DET
fis-2726	104	11	best	good	ADJ
fis-2726	104	12	fitness	fitness	NOUN
fis-2726	104	13	,	,	PUNCT
fis-2726	104	14	and	and	CCONJ
fis-2726	104	15	the	the	DET
fis-2726	104	16	individual	individual	NOUN
fis-2726	104	17	consists	consist	VERB
fis-2726	104	18	of	of	ADP
fis-2726	104	19	the	the	DET
fis-2726	104	20	weights	weight	NOUN
fis-2726	104	21	and	and	CCONJ
fis-2726	104	22	threshold	threshold	NOUN
fis-2726	104	23	,	,	PUNCT
fis-2726	104	24	which	which	PRON
fis-2726	104	25	would	would	AUX
fis-2726	104	26	be	be	AUX
fis-2726	104	27	used	use	VERB
fis-2726	104	28	as	as	ADP
fis-2726	104	29	the	the	DET
fis-2726	104	30	final	final	ADJ
fis-2726	104	31	weights	weight	NOUN
fis-2726	104	32	and	and	CCONJ
fis-2726	104	33	thresholds	threshold	NOUN
fis-2726	104	34	of	of	ADP
fis-2726	104	35	the	the	DET
fis-2726	104	36	bpnn	bpnn	NOUN
fis-2726	104	37	.	.	PUNCT
fis-2726	105	1	fig	fig	NOUN
fis-2726	105	2	.	.	PUNCT
fis-2726	106	1	1	1	NUM
fis-2726	106	2	illustrates	illustrate	VERB
fis-2726	106	3	the	the	DET
fis-2726	106	4	solution	solution	NOUN
fis-2726	106	5	procedure	procedure	NOUN
fis-2726	106	6	of	of	ADP
fis-2726	106	7	the	the	DET
fis-2726	106	8	ga	ga	PROPN
fis-2726	106	9	optimized	optimize	VERB
fis-2726	106	10	bpnn	bpnn	NOUN
fis-2726	106	11	method	method	NOUN
fis-2726	106	12	for	for	ADP
fis-2726	106	13	deformation	deformation	NOUN
fis-2726	106	14	forecasting	forecasting	NOUN
fis-2726	106	15	of	of	ADP
fis-2726	106	16	aluminumsteel	aluminumsteel	NOUN
fis-2726	106	17	cmt	cmt	PROPN
fis-2726	106	18	welding	welding	PROPN
fis-2726	106	19	.	.	PUNCT
fis-2726	107	1	data	datum	NOUN
fis-2726	107	2	input	input	NOUN
fis-2726	107	3	and	and	CCONJ
fis-2726	107	4	normalizationdata	normalizationdata	ADJ
fis-2726	107	5	input	input	NOUN
fis-2726	107	6	and	and	CCONJ
fis-2726	107	7	normalization	normalization	NOUN
fis-2726	107	8	codecode	codecode	NOUN
fis-2726	107	9	bpnn	bpnn	NOUN
fis-2726	107	10	training	training	NOUN
fis-2726	107	11	to	to	PART
fis-2726	107	12	obtain	obtain	VERB
fis-2726	107	13	fitness	fitness	NOUN
fis-2726	107	14	valuebpnn	valuebpnn	PROPN
fis-2726	107	15	training	training	NOUN
fis-2726	107	16	to	to	PART
fis-2726	107	17	obtain	obtain	VERB
fis-2726	107	18	fitness	fitness	NOUN
fis-2726	107	19	value	value	NOUN
fis-2726	107	20	selectionselection	selectionselection	NOUN
fis-2726	107	21	crossovercrossover	crossovercrossover	PROPN
fis-2726	107	22	mulationmulation	mulationmulation	NOUN
fis-2726	107	23	recalculate	recalculate	VERB
fis-2726	107	24	the	the	DET
fis-2726	107	25	individual	individual	ADJ
fis-2726	107	26	fitnessrecalculate	fitnessrecalculate	NOUN
fis-2726	107	27	the	the	DET
fis-2726	107	28	individual	individual	ADJ
fis-2726	107	29	fitness	fitness	NOUN
fis-2726	107	30	termination	termination	NOUN
fis-2726	107	31	conditionis	conditionis	PROPN
fis-2726	107	32	satisfied	satisfied	ADJ
fis-2726	107	33	?	?	PUNCT
fis-2726	108	1	termination	termination	NOUN
fis-2726	108	2	conditionis	conditionis	NOUN
fis-2726	108	3	satisfied	satisfied	ADJ
fis-2726	108	4	?	?	PUNCT
fis-2726	109	1	n	n	PRON
fis-2726	109	2	design	design	VERB
fis-2726	109	3	the	the	DET
fis-2726	109	4	sturcture	sturcture	NOUN
fis-2726	109	5	of	of	ADP
fis-2726	109	6	the	the	DET
fis-2726	109	7	bp	bp	PROPN
fis-2726	109	8	neural	neural	PROPN
fis-2726	109	9	networkdesign	networkdesign	VERB
fis-2726	109	10	the	the	DET
fis-2726	109	11	sturcture	sturcture	NOUN
fis-2726	109	12	of	of	ADP
fis-2726	109	13	the	the	DET
fis-2726	109	14	bp	bp	PROPN
fis-2726	109	15	neural	neural	PROPN
fis-2726	109	16	network	network	PROPN
fis-2726	109	17	initial	initial	ADJ
fis-2726	109	18	weight	weight	NOUN
fis-2726	109	19	and	and	CCONJ
fis-2726	109	20	thresholdinitial	thresholdinitial	ADJ
fis-2726	109	21	weight	weight	NOUN
fis-2726	109	22	and	and	CCONJ
fis-2726	109	23	threshold	threshold	VERB
fis-2726	109	24	the	the	DET
fis-2726	109	25	best	good	ADJ
fis-2726	109	26	weights	weight	NOUN
fis-2726	109	27	and	and	CCONJ
fis-2726	109	28	thresholdsthe	thresholdsthe	DET
fis-2726	109	29	best	good	ADJ
fis-2726	109	30	weights	weight	NOUN
fis-2726	109	31	and	and	CCONJ
fis-2726	109	32	thresholds	threshold	VERB
fis-2726	109	33	simulation	simulation	NOUN
fis-2726	109	34	resultssimulation	resultssimulation	PROPN
fis-2726	109	35	results	result	VERB
fis-2726	109	36	y	y	PRON
fis-2726	109	37	figure	figure	VERB
fis-2726	109	38	1	1	NUM
fis-2726	109	39	:	:	PUNCT
fis-2726	109	40	the	the	DET
fis-2726	109	41	flow	flow	NOUN
fis-2726	109	42	chart	chart	NOUN
fis-2726	109	43	of	of	ADP
fis-2726	109	44	ga	ga	PROPN
fis-2726	109	45	optimized	optimize	VERB
fis-2726	109	46	bpnn	bpnn	NOUN
fis-2726	109	47	method	method	NOUN
fis-2726	109	48	after	after	SCONJ
fis-2726	109	49	the	the	DET
fis-2726	109	50	ga	ga	PROPN
fis-2726	109	51	-	-	PUNCT
fis-2726	109	52	bpnn	bpnn	NOUN
fis-2726	109	53	model	model	NOUN
fis-2726	109	54	is	be	AUX
fis-2726	109	55	established	establish	VERB
fis-2726	109	56	,	,	PUNCT
fis-2726	109	57	it	it	PRON
fis-2726	109	58	can	can	AUX
fis-2726	109	59	be	be	AUX
fis-2726	109	60	used	use	VERB
fis-2726	109	61	to	to	PART
fis-2726	109	62	deal	deal	VERB
fis-2726	109	63	with	with	ADP
fis-2726	109	64	complex	complex	ADJ
fis-2726	109	65	nonlinear	nonlinear	ADJ
fis-2726	109	66	problems	problem	NOUN
fis-2726	109	67	,	,	PUNCT
fis-2726	109	68	which	which	PRON
fis-2726	109	69	provides	provide	VERB
fis-2726	109	70	a	a	DET
fis-2726	109	71	reference	reference	NOUN
fis-2726	109	72	for	for	ADP
fis-2726	109	73	the	the	DET
fis-2726	109	74	subsequent	subsequent	ADJ
fis-2726	109	75	prediction	prediction	NOUN
fis-2726	109	76	of	of	ADP
fis-2726	109	77	aluminum	aluminum	NOUN
fis-2726	109	78	steel	steel	NOUN
fis-2726	109	79	welding	welding	NOUN
fis-2726	109	80	deformation	deformation	NOUN
fis-2726	109	81	.	.	PUNCT
fis-2726	110	1	the	the	DET
fis-2726	110	2	inverse	inverse	ADJ
fis-2726	110	3	deformation	deformation	NOUN
fis-2726	110	4	method	method	NOUN
fis-2726	110	5	the	the	DET
fis-2726	110	6	inverse	inverse	ADJ
fis-2726	110	7	deformation	deformation	NOUN
fis-2726	110	8	method	method	NOUN
fis-2726	110	9	[	[	X
fis-2726	110	10	20	20	NUM
fis-2726	110	11	]	]	X
fis-2726	110	12	pre	pre	NOUN
fis-2726	110	13	-	-	NOUN
fis-2726	110	14	estimates	estimate	VERB
fis-2726	110	15	the	the	DET
fis-2726	110	16	direction	direction	NOUN
fis-2726	110	17	and	and	CCONJ
fis-2726	110	18	size	size	NOUN
fis-2726	110	19	of	of	ADP
fis-2726	110	20	the	the	DET
fis-2726	110	21	structural	structural	ADJ
fis-2726	110	22	deformation	deformation	NOUN
fis-2726	110	23	,	,	PUNCT
fis-2726	110	24	and	and	CCONJ
fis-2726	110	25	gives	give	VERB
fis-2726	110	26	the	the	DET
fis-2726	110	27	sheet	sheet	NOUN
fis-2726	110	28	a	a	DET
fis-2726	110	29	deformation	deformation	NOUN
fis-2726	110	30	in	in	ADP
fis-2726	110	31	the	the	DET
fis-2726	110	32	opposite	opposite	ADJ
fis-2726	110	33	direction	direction	NOUN
fis-2726	110	34	during	during	ADP
fis-2726	110	35	assembly	assembly	NOUN
fis-2726	110	36	,	,	PUNCT
fis-2726	110	37	which	which	PRON
fis-2726	110	38	is	be	AUX
fis-2726	110	39	used	use	VERB
fis-2726	110	40	to	to	PART
fis-2726	110	41	offset	offset	VERB
fis-2726	110	42	the	the	DET
fis-2726	110	43	deformation	deformation	NOUN
fis-2726	110	44	caused	cause	VERB
fis-2726	110	45	by	by	ADP
fis-2726	110	46	the	the	DET
fis-2726	110	47	welding	welding	NOUN
fis-2726	110	48	,	,	PUNCT
fis-2726	110	49	so	so	SCONJ
fis-2726	110	50	that	that	SCONJ
fis-2726	110	51	the	the	DET
fis-2726	110	52	post	post	ADJ
fis-2726	110	53	-	-	ADJ
fis-2726	110	54	weld	weld	ADJ
fis-2726	110	55	member	member	NOUN
fis-2726	110	56	maintains	maintain	VERB
fis-2726	110	57	the	the	DET
fis-2726	110	58	design	design	NOUN
fis-2726	110	59	requirements	requirement	NOUN
fis-2726	110	60	.	.	PUNCT
fis-2726	111	1	after	after	ADP
fis-2726	111	2	extensive	extensive	ADJ
fis-2726	111	3	experimental	experimental	ADJ
fis-2726	111	4	observation	observation	NOUN
fis-2726	111	5	,	,	PUNCT
fis-2726	111	6	the	the	DET
fis-2726	111	7	aluminum	aluminum	NOUN
fis-2726	111	8	-	-	PUNCT
fis-2726	111	9	steel	steel	NOUN
fis-2726	111	10	sheet	sheet	NOUN
fis-2726	111	11	cmt	cmt	PROPN
fis-2726	111	12	welding	welding	NOUN
fis-2726	111	13	will	will	AUX
fis-2726	111	14	undergo	undergo	VERB
fis-2726	111	15	warping	warp	VERB
fis-2726	111	16	deformation	deformation	NOUN
fis-2726	111	17	.	.	PUNCT
fis-2726	112	1	the	the	DET
fis-2726	112	2	warping	warp	VERB
fis-2726	112	3	deformation	deformation	NOUN
fis-2726	112	4	shape	shape	NOUN
fis-2726	112	5	of	of	ADP
fis-2726	112	6	the	the	DET
fis-2726	112	7	aluminum	aluminum	NOUN
fis-2726	112	8	sheet	sheet	NOUN
fis-2726	112	9	side	side	NOUN
fis-2726	112	10	is	be	AUX
fis-2726	112	11	low	low	ADJ
fis-2726	112	12	in	in	ADP
fis-2726	112	13	the	the	DET
fis-2726	112	14	middle	middle	NOUN
fis-2726	112	15	and	and	CCONJ
fis-2726	112	16	high	high	ADJ
fis-2726	112	17	on	on	ADP
fis-2726	112	18	both	both	DET
fis-2726	112	19	sides	side	NOUN
fis-2726	112	20	.	.	PUNCT
fis-2726	113	1	therefore	therefore	ADV
fis-2726	113	2	,	,	PUNCT
fis-2726	113	3	the	the	DET
fis-2726	113	4	same	same	ADJ
fis-2726	113	5	deformation	deformation	NOUN
fis-2726	113	6	in	in	ADP
fis-2726	113	7	the	the	DET
fis-2726	113	8	opposite	opposite	ADJ
fis-2726	113	9	direction	direction	NOUN
fis-2726	113	10	is	be	AUX
fis-2726	113	11	applied	apply	VERB
fis-2726	113	12	to	to	ADP
fis-2726	113	13	the	the	DET
fis-2726	113	14	sheet	sheet	NOUN
fis-2726	113	15	before	before	ADP
fis-2726	113	16	welding	welding	NOUN
fis-2726	113	17	,	,	PUNCT
fis-2726	113	18	so	so	SCONJ
fis-2726	113	19	that	that	SCONJ
fis-2726	113	20	the	the	DET
fis-2726	113	21	sheet	sheet	NOUN
fis-2726	113	22	is	be	AUX
fis-2726	113	23	restored	restore	VERB
fis-2726	113	24	to	to	ADP
fis-2726	113	25	a	a	DET
fis-2726	113	26	flat	flat	ADJ
fis-2726	113	27	shape	shape	NOUN
fis-2726	113	28	after	after	ADP
fis-2726	113	29	welding	welding	NOUN
fis-2726	113	30	.	.	PUNCT
fis-2726	114	1	in	in	ADP
fis-2726	114	2	this	this	DET
fis-2726	114	3	paper	paper	NOUN
fis-2726	114	4	,	,	PUNCT
fis-2726	114	5	the	the	DET
fis-2726	114	6	estimated	estimate	VERB
fis-2726	114	7	size	size	NOUN
fis-2726	114	8	of	of	ADP
fis-2726	114	9	deformation	deformation	NOUN
fis-2726	114	10	is	be	AUX
fis-2726	114	11	given	give	VERB
fis-2726	114	12	by	by	ADP
fis-2726	114	13	ga	ga	PROPN
fis-2726	114	14	-	-	PUNCT
fis-2726	114	15	bpnn	bpnn	NOUN
fis-2726	114	16	.	.	PUNCT
fis-2726	115	1	the	the	DET
fis-2726	115	2	anti	anti	ADJ
fis-2726	115	3	-	-	ADJ
fis-2726	115	4	deformation	deformation	ADJ
fis-2726	115	5	treatment	treatment	NOUN
fis-2726	115	6	diagram	diagram	NOUN
fis-2726	115	7	is	be	AUX
fis-2726	115	8	shown	show	VERB
fis-2726	115	9	in	in	ADP
fis-2726	115	10	fig	fig	NOUN
fis-2726	115	11	.	.	PUNCT
fis-2726	116	1	2	2	X
fis-2726	116	2	.	.	X
fis-2726	116	3	y.	y.	NOUN
fis-2726	116	4	lu	lu	PROPN
fis-2726	116	5	et	et	PROPN
fis-2726	116	6	alii	alii	PROPN
fis-2726	116	7	,	,	PUNCT
fis-2726	116	8	frattura	frattura	PROPN
fis-2726	116	9	ed	ed	PROPN
fis-2726	116	10	integrità	integrità	PROPN
fis-2726	116	11	strutturale	strutturale	PROPN
fis-2726	116	12	,	,	PUNCT
fis-2726	116	13	53	53	NUM
fis-2726	116	14	(	(	PUNCT
fis-2726	116	15	2020	2020	NUM
fis-2726	116	16	)	)	PUNCT
fis-2726	116	17	325	325	NUM
fis-2726	116	18	-	-	SYM
fis-2726	116	19	336	336	NUM
fis-2726	116	20	;	;	PUNCT
fis-2726	116	21	doi	doi	NOUN
fis-2726	116	22	:	:	PUNCT
fis-2726	116	23	10.3221	10.3221	NUM
fis-2726	116	24	/	/	SYM
fis-2726	116	25	igf	igf	PROPN
fis-2726	116	26	-	-	ADJ
fis-2726	116	27	esis.53.25	esis.53.25	NOUN
fis-2726	116	28	329	329	NUM
fis-2726	116	29	figure	figure	NOUN
fis-2726	116	30	2	2	NUM
fis-2726	116	31	:	:	PUNCT
fis-2726	116	32	anti	anti	ADJ
fis-2726	116	33	-	-	ADJ
fis-2726	116	34	deformation	deformation	ADJ
fis-2726	116	35	treatment	treatment	NOUN
fis-2726	116	36	diagram	diagram	NOUN
fis-2726	116	37	results	result	NOUN
fis-2726	116	38	and	and	CCONJ
fis-2726	116	39	discussion	discussion	NOUN
fis-2726	116	40	a6061	a6061	PROPN
fis-2726	116	41	-	-	PUNCT
fis-2726	116	42	t6	t6	PROPN
fis-2726	116	43	aluminum	aluminum	NOUN
fis-2726	116	44	alloy	alloy	NOUN
fis-2726	116	45	and	and	CCONJ
fis-2726	116	46	dp590	dp590	NOUN
fis-2726	116	47	steel	steel	NOUN
fis-2726	116	48	commonly	commonly	ADV
fis-2726	116	49	used	use	VERB
fis-2726	116	50	in	in	ADP
fis-2726	116	51	the	the	DET
fis-2726	116	52	automotive	automotive	ADJ
fis-2726	116	53	industry	industry	NOUN
fis-2726	116	54	are	be	AUX
fis-2726	116	55	used	use	VERB
fis-2726	116	56	as	as	ADP
fis-2726	116	57	test	test	NOUN
fis-2726	116	58	plates	plate	NOUN
fis-2726	116	59	.	.	PUNCT
fis-2726	117	1	so	so	ADV
fis-2726	117	2	in	in	ADP
fis-2726	117	3	this	this	DET
fis-2726	117	4	paper	paper	NOUN
fis-2726	117	5	,	,	PUNCT
fis-2726	117	6	aa6061	aa6061	NOUN
fis-2726	117	7	-	-	PUNCT
fis-2726	117	8	t6	t6	PROPN
fis-2726	117	9	aluminum	aluminum	NOUN
fis-2726	117	10	alloy	alloy	NOUN
fis-2726	117	11	and	and	CCONJ
fis-2726	117	12	dp590	dp590	NOUN
fis-2726	117	13	steel	steel	NOUN
fis-2726	117	14	are	be	AUX
fis-2726	117	15	used	use	VERB
fis-2726	117	16	as	as	ADP
fis-2726	117	17	test	test	NOUN
fis-2726	117	18	plates	plate	NOUN
fis-2726	117	19	,	,	PUNCT
fis-2726	117	20	and	and	CCONJ
fis-2726	117	21	er4043	er4043	NOUN
fis-2726	117	22	(	(	PUNCT
fis-2726	117	23	alsi5	alsi5	PROPN
fis-2726	117	24	)	)	PUNCT
fis-2726	117	25	with	with	ADP
fis-2726	117	26	a	a	DET
fis-2726	117	27	diameter	diameter	NOUN
fis-2726	117	28	of	of	ADP
fis-2726	117	29	1.2	1.2	NUM
fis-2726	117	30	mm	mm	NOUN
fis-2726	117	31	is	be	AUX
fis-2726	117	32	used	use	VERB
fis-2726	117	33	as	as	ADP
fis-2726	117	34	a	a	DET
fis-2726	117	35	filler	filler	NOUN
fis-2726	117	36	wire	wire	NOUN
fis-2726	117	37	.	.	PUNCT
fis-2726	118	1	an	an	DET
fis-2726	118	2	aluminum	aluminum	NOUN
fis-2726	118	3	plate	plate	NOUN
fis-2726	118	4	having	have	VERB
fis-2726	118	5	a	a	DET
fis-2726	118	6	thickness	thickness	NOUN
fis-2726	118	7	of	of	ADP
fis-2726	118	8	1	1	NUM
fis-2726	118	9	mm	mm	NOUN
fis-2726	118	10	,	,	PUNCT
fis-2726	118	11	1.2	1.2	NUM
fis-2726	118	12	mm	mm	NOUN
fis-2726	118	13	,	,	PUNCT
fis-2726	118	14	1.5	1.5	NUM
fis-2726	118	15	mm	mm	NOUN
fis-2726	118	16	,	,	PUNCT
fis-2726	118	17	and	and	CCONJ
fis-2726	118	18	2	2	NUM
fis-2726	118	19	mm	mm	NOUN
fis-2726	118	20	and	and	CCONJ
fis-2726	118	21	a	a	DET
fis-2726	118	22	steel	steel	NOUN
fis-2726	118	23	plate	plate	NOUN
fis-2726	118	24	having	have	VERB
fis-2726	118	25	a	a	DET
fis-2726	118	26	thickness	thickness	NOUN
fis-2726	118	27	of	of	ADP
fis-2726	118	28	1.2	1.2	NUM
fis-2726	118	29	mm	mm	NOUN
fis-2726	118	30	are	be	AUX
fis-2726	118	31	cut	cut	VERB
fis-2726	118	32	into	into	ADP
fis-2726	118	33	a	a	DET
fis-2726	118	34	sample	sample	NOUN
fis-2726	118	35	having	have	VERB
fis-2726	118	36	a	a	DET
fis-2726	118	37	length	length	NOUN
fis-2726	118	38	×	×	NOUN
fis-2726	118	39	width	width	NOUN
fis-2726	118	40	of	of	ADP
fis-2726	118	41	150	150	NUM
fis-2726	118	42	mm	mm	NOUN
fis-2726	118	43	×	×	NOUN
fis-2726	118	44	50	50	NUM
fis-2726	118	45	mm	mm	NOUN
fis-2726	118	46	by	by	ADP
fis-2726	118	47	a	a	DET
fis-2726	118	48	wire	wire	NOUN
fis-2726	118	49	cutter	cutter	NOUN
fis-2726	118	50	.	.	PUNCT
fis-2726	119	1	before	before	ADP
fis-2726	119	2	the	the	DET
fis-2726	119	3	test	test	NOUN
fis-2726	119	4	,	,	PUNCT
fis-2726	119	5	the	the	DET
fis-2726	119	6	aluminum	aluminum	NOUN
fis-2726	119	7	plate	plate	NOUN
fis-2726	119	8	is	be	AUX
fis-2726	119	9	polished	polish	VERB
fis-2726	119	10	with	with	ADP
fis-2726	119	11	sandpaper	sandpaper	NOUN
fis-2726	119	12	to	to	PART
fis-2726	119	13	remove	remove	VERB
fis-2726	119	14	the	the	DET
fis-2726	119	15	oxide	oxide	NOUN
fis-2726	119	16	film	film	NOUN
fis-2726	119	17	,	,	PUNCT
fis-2726	119	18	and	and	CCONJ
fis-2726	119	19	then	then	ADV
fis-2726	119	20	the	the	DET
fis-2726	119	21	surface	surface	NOUN
fis-2726	119	22	of	of	ADP
fis-2726	119	23	the	the	DET
fis-2726	119	24	steel	steel	NOUN
fis-2726	119	25	plate	plate	NOUN
fis-2726	119	26	is	be	AUX
fis-2726	119	27	cleaned	clean	VERB
fis-2726	119	28	with	with	ADP
fis-2726	119	29	an	an	DET
fis-2726	119	30	acetone	acetone	NOUN
fis-2726	119	31	solution	solution	NOUN
fis-2726	119	32	to	to	PART
fis-2726	119	33	remove	remove	VERB
fis-2726	119	34	stains	stain	NOUN
fis-2726	119	35	,	,	PUNCT
fis-2726	119	36	grease	grease	NOUN
fis-2726	119	37	,	,	PUNCT
fis-2726	119	38	and	and	CCONJ
fis-2726	119	39	the	the	DET
fis-2726	119	40	like	like	ADJ
fis-2726	119	41	on	on	ADP
fis-2726	119	42	the	the	DET
fis-2726	119	43	surface	surface	NOUN
fis-2726	119	44	.	.	PUNCT
fis-2726	120	1	the	the	DET
fis-2726	120	2	test	test	NOUN
fis-2726	120	3	adopts	adopt	VERB
fis-2726	120	4	the	the	DET
fis-2726	120	5	lap	lap	NOUN
fis-2726	120	6	joint	joint	ADJ
fis-2726	120	7	method	method	NOUN
fis-2726	120	8	,	,	PUNCT
fis-2726	120	9	the	the	DET
fis-2726	120	10	upper	upper	ADJ
fis-2726	120	11	layer	layer	NOUN
fis-2726	120	12	is	be	AUX
fis-2726	120	13	aluminum	aluminum	NOUN
fis-2726	120	14	plate	plate	NOUN
fis-2726	120	15	and	and	CCONJ
fis-2726	120	16	the	the	DET
fis-2726	120	17	lower	low	ADJ
fis-2726	120	18	layer	layer	NOUN
fis-2726	120	19	is	be	AUX
fis-2726	120	20	steel	steel	NOUN
fis-2726	120	21	plate	plate	NOUN
fis-2726	120	22	.	.	PUNCT
fis-2726	120	23	,	,	PUNCT
fis-2726	120	24	and	and	CCONJ
fis-2726	120	25	the	the	DET
fis-2726	120	26	lap	lap	NOUN
fis-2726	120	27	joint	joint	NOUN
fis-2726	120	28	amount	amount	NOUN
fis-2726	120	29	is	be	AUX
fis-2726	120	30	150	150	NUM
fis-2726	120	31	mm	mm	NOUN
fis-2726	120	32	×	×	PROPN
fis-2726	120	33	10	10	NUM
fis-2726	120	34	mm	mm	NOUN
fis-2726	120	35	.	.	PUNCT
fis-2726	120	36	fig	fig	NOUN
fis-2726	120	37	.	.	PUNCT
fis-2726	121	1	3	3	NUM
fis-2726	121	2	is	be	AUX
fis-2726	121	3	a	a	DET
fis-2726	121	4	schematic	schematic	ADJ
fis-2726	121	5	view	view	NOUN
fis-2726	121	6	of	of	ADP
fis-2726	121	7	cmt	cmt	PROPN
fis-2726	121	8	seam	seam	PROPN
fis-2726	121	9	welding	welding	NOUN
fis-2726	121	10	of	of	ADP
fis-2726	121	11	aluminum	aluminum	NOUN
fis-2726	121	12	-	-	PUNCT
fis-2726	121	13	steel	steel	NOUN
fis-2726	121	14	sheet	sheet	NOUN
fis-2726	121	15	.	.	PUNCT
fis-2726	122	1	figure	figure	VERB
fis-2726	122	2	3	3	NUM
fis-2726	122	3	:	:	PUNCT
fis-2726	122	4	illustration	illustration	NOUN
fis-2726	122	5	of	of	ADP
fis-2726	122	6	seam	seam	NOUN
fis-2726	122	7	welding	welding	NOUN
fis-2726	122	8	of	of	ADP
fis-2726	122	9	aa6061	aa6061	PROPN
fis-2726	122	10	-	-	PUNCT
fis-2726	122	11	t6	t6	PROPN
fis-2726	122	12	/	/	SYM
fis-2726	122	13	dp590	dp590	PROPN
fis-2726	122	14	sheet	sheet	NOUN
fis-2726	122	15	the	the	DET
fis-2726	122	16	welding	welding	NOUN
fis-2726	122	17	equipment	equipment	NOUN
fis-2726	122	18	required	require	VERB
fis-2726	122	19	for	for	ADP
fis-2726	122	20	this	this	DET
fis-2726	122	21	test	test	NOUN
fis-2726	122	22	includes	include	VERB
fis-2726	122	23	the	the	DET
fis-2726	122	24	tps4000	tps4000	DET
fis-2726	122	25	cmt	cmt	PROPN
fis-2726	122	26	welder	welder	NOUN
fis-2726	122	27	from	from	ADP
fis-2726	122	28	fronius	fronius	PROPN
fis-2726	122	29	,	,	PUNCT
fis-2726	122	30	welding	welding	NOUN
fis-2726	122	31	torch	torch	NOUN
fis-2726	122	32	and	and	CCONJ
fis-2726	122	33	kuka	kuka	PROPN
fis-2726	122	34	robot	robot	NOUN
fis-2726	122	35	arm	arm	NOUN
fis-2726	122	36	.	.	PUNCT
fis-2726	123	1	the	the	DET
fis-2726	123	2	welding	welding	NOUN
fis-2726	123	3	torch	torch	NOUN
fis-2726	123	4	and	and	CCONJ
fis-2726	123	5	the	the	DET
fis-2726	123	6	surface	surface	NOUN
fis-2726	123	7	of	of	ADP
fis-2726	123	8	the	the	DET
fis-2726	123	9	welded	weld	VERB
fis-2726	123	10	part	part	NOUN
fis-2726	123	11	are	be	AUX
fis-2726	123	12	at	at	ADP
fis-2726	123	13	an	an	DET
fis-2726	123	14	angle	angle	NOUN
fis-2726	123	15	of	of	ADP
fis-2726	123	16	45	45	NUM
fis-2726	123	17	°	°	NOUN
fis-2726	123	18	,	,	PUNCT
fis-2726	123	19	and	and	CCONJ
fis-2726	123	20	the	the	DET
fis-2726	123	21	aluminum	aluminum	NOUN
fis-2726	123	22	-	-	PUNCT
fis-2726	123	23	steel	steel	NOUN
fis-2726	123	24	sheet	sheet	NOUN
fis-2726	123	25	is	be	AUX
fis-2726	123	26	welded	weld	VERB
fis-2726	123	27	in	in	ADP
fis-2726	123	28	a	a	DET
fis-2726	123	29	single	single	ADJ
fis-2726	123	30	pass	pass	NOUN
fis-2726	123	31	.	.	PUNCT
fis-2726	124	1	high	high	ADJ
fis-2726	124	2	purity	purity	NOUN
fis-2726	124	3	argon	argon	NOUN
fis-2726	124	4	was	be	AUX
fis-2726	124	5	selected	select	VERB
fis-2726	124	6	as	as	ADP
fis-2726	124	7	the	the	DET
fis-2726	124	8	shielding	shielding	NOUN
fis-2726	124	9	gas	gas	NOUN
fis-2726	124	10	in	in	ADP
fis-2726	124	11	the	the	DET
fis-2726	124	12	test	test	NOUN
fis-2726	124	13	and	and	CCONJ
fis-2726	124	14	operated	operate	VERB
fis-2726	124	15	at	at	ADP
fis-2726	124	16	a	a	DET
fis-2726	124	17	flow	flow	NOUN
fis-2726	124	18	rate	rate	NOUN
fis-2726	124	19	of	of	ADP
fis-2726	124	20	15	15	NUM
fis-2726	124	21	l	l	NOUN
fis-2726	124	22	/	/	SYM
fis-2726	124	23	min	min	NOUN
fis-2726	124	24	.	.	PROPN
fis-2726	124	25	during	during	ADP
fis-2726	124	26	the	the	DET
fis-2726	124	27	aluminum	aluminum	NOUN
fis-2726	124	28	-	-	PUNCT
fis-2726	124	29	steel	steel	NOUN
fis-2726	124	30	cmt	cmt	PROPN
fis-2726	124	31	seam	seam	NOUN
fis-2726	124	32	welding	welding	NOUN
fis-2726	124	33	test	test	NOUN
fis-2726	124	34	,	,	PUNCT
fis-2726	124	35	the	the	DET
fis-2726	124	36	length	length	NOUN
fis-2726	124	37	and	and	CCONJ
fis-2726	124	38	width	width	NOUN
fis-2726	124	39	of	of	ADP
fis-2726	124	40	the	the	DET
fis-2726	124	41	aluminum	aluminum	NOUN
fis-2726	124	42	plate	plate	NOUN
fis-2726	124	43	and	and	CCONJ
fis-2726	124	44	the	the	DET
fis-2726	124	45	steel	steel	NOUN
fis-2726	124	46	plate	plate	NOUN
fis-2726	124	47	were	be	AUX
fis-2726	124	48	kept	keep	VERB
fis-2726	124	49	unchanged	unchanged	ADJ
fis-2726	124	50	,	,	PUNCT
fis-2726	124	51	and	and	CCONJ
fis-2726	124	52	16	16	NUM
fis-2726	124	53	groups	group	NOUN
fis-2726	124	54	of	of	ADP
fis-2726	124	55	tests	test	NOUN
fis-2726	124	56	were	be	AUX
fis-2726	124	57	carried	carry	VERB
fis-2726	124	58	out	out	ADP
fis-2726	124	59	according	accord	VERB
fis-2726	124	60	to	to	ADP
fis-2726	124	61	the	the	DET
fis-2726	124	62	five	five	NUM
fis-2726	124	63	-	-	PUNCT
fis-2726	124	64	factor	factor	NOUN
fis-2726	124	65	and	and	CCONJ
fis-2726	124	66	four	four	NUM
fis-2726	124	67	-	-	PUNCT
fis-2726	124	68	level	level	NOUN
fis-2726	124	69	orthogonal	orthogonal	ADJ
fis-2726	124	70	table	table	NOUN
fis-2726	124	71	.	.	PUNCT
fis-2726	125	1	the	the	DET
fis-2726	125	2	wire	wire	NOUN
fis-2726	125	3	feed	feed	NOUN
fis-2726	125	4	speed	speed	NOUN
fis-2726	125	5	,	,	PUNCT
fis-2726	125	6	welding	welding	NOUN
fis-2726	125	7	speed	speed	NOUN
fis-2726	125	8	,	,	PUNCT
fis-2726	125	9	arc	arc	NOUN
fis-2726	125	10	correction	correction	NOUN
fis-2726	125	11	and	and	CCONJ
fis-2726	125	12	aluminum	aluminum	NOUN
fis-2726	125	13	plate	plate	NOUN
fis-2726	125	14	thickness	thickness	NOUN
fis-2726	125	15	were	be	AUX
fis-2726	125	16	selected	select	VERB
fis-2726	125	17	as	as	ADP
fis-2726	125	18	four	four	NUM
fis-2726	125	19	factors	factor	NOUN
fis-2726	125	20	of	of	ADP
fis-2726	125	21	orthogonal	orthogonal	ADJ
fis-2726	125	22	test	test	NOUN
fis-2726	125	23	.	.	PUNCT
fis-2726	126	1	the	the	DET
fis-2726	126	2	deformation	deformation	NOUN
fis-2726	126	3	of	of	ADP
fis-2726	126	4	aluminum	aluminum	NOUN
fis-2726	126	5	-	-	PUNCT
fis-2726	126	6	steel	steel	NOUN
fis-2726	126	7	sheet	sheet	NOUN
fis-2726	126	8	was	be	AUX
fis-2726	126	9	used	use	VERB
fis-2726	126	10	as	as	ADP
fis-2726	126	11	the	the	DET
fis-2726	126	12	evaluation	evaluation	NOUN
fis-2726	126	13	index	index	NOUN
fis-2726	126	14	of	of	ADP
fis-2726	126	15	cmt	cmt	PROPN
fis-2726	126	16	seam	seam	PROPN
fis-2726	126	17	welding	weld	VERB
fis-2726	126	18	quality	quality	NOUN
fis-2726	126	19	of	of	ADP
fis-2726	126	20	aluminum	aluminum	NOUN
fis-2726	126	21	-	-	PUNCT
fis-2726	126	22	steel	steel	NOUN
fis-2726	126	23	.	.	PUNCT
fis-2726	127	1	the	the	DET
fis-2726	127	2	welding	welding	NOUN
fis-2726	127	3	test	test	NOUN
fis-2726	127	4	factor	factor	NOUN
fis-2726	127	5	level	level	NOUN
fis-2726	127	6	table	table	NOUN
fis-2726	127	7	is	be	AUX
fis-2726	127	8	shown	show	VERB
fis-2726	127	9	in	in	ADP
fis-2726	127	10	tab	tab	NOUN
fis-2726	127	11	.	.	PUNCT
fis-2726	128	1	1	1	X
fis-2726	128	2	.	.	X
fis-2726	129	1	it	it	PRON
fis-2726	129	2	was	be	AUX
fis-2726	129	3	observed	observe	VERB
fis-2726	129	4	that	that	SCONJ
fis-2726	129	5	the	the	DET
fis-2726	129	6	aluminum	aluminum	NOUN
fis-2726	129	7	plate	plate	NOUN
fis-2726	129	8	side	side	NOUN
fis-2726	129	9	showed	show	VERB
fis-2726	129	10	warping	warp	VERB
fis-2726	129	11	deformation	deformation	NOUN
fis-2726	129	12	at	at	ADP
fis-2726	129	13	the	the	DET
fis-2726	129	14	middle	middle	ADJ
fis-2726	129	15	and	and	CCONJ
fis-2726	129	16	low	low	ADJ
fis-2726	129	17	sides	side	NOUN
fis-2726	129	18	after	after	ADP
fis-2726	129	19	welding	weld	VERB
fis-2726	129	20	.	.	PUNCT
fis-2726	130	1	select	select	VERB
fis-2726	130	2	the	the	DET
fis-2726	130	3	middle	middle	ADJ
fis-2726	130	4	point	point	NOUN
fis-2726	130	5	b	b	PROPN
fis-2726	130	6	of	of	ADP
fis-2726	130	7	point	point	NOUN
fis-2726	130	8	a	a	PRON
fis-2726	130	9	and	and	CCONJ
fis-2726	130	10	point	point	NOUN
fis-2726	130	11	c	c	PROPN
fis-2726	130	12	on	on	ADP
fis-2726	130	13	the	the	DET
fis-2726	130	14	side	side	NOUN
fis-2726	130	15	of	of	ADP
fis-2726	130	16	the	the	DET
fis-2726	130	17	aluminum	aluminum	NOUN
fis-2726	130	18	plate	plate	NOUN
fis-2726	130	19	as	as	ADP
fis-2726	130	20	the	the	DET
fis-2726	130	21	measurement	measurement	NOUN
fis-2726	130	22	point	point	NOUN
fis-2726	130	23	,	,	PUNCT
fis-2726	130	24	and	and	CCONJ
fis-2726	130	25	then	then	ADV
fis-2726	130	26	the	the	DET
fis-2726	130	27	welding	welding	NOUN
fis-2726	130	28	deformation	deformation	NOUN
fis-2726	130	29	is	be	AUX
fis-2726	130	30	the	the	DET
fis-2726	130	31	height	height	NOUN
fis-2726	130	32	difference	difference	NOUN
fis-2726	130	33	between	between	ADP
fis-2726	130	34	point	point	NOUN
fis-2726	130	35	b	b	NOUN
fis-2726	130	36	before	before	ADP
fis-2726	130	37	welding	welding	NOUN
fis-2726	130	38	and	and	CCONJ
fis-2726	130	39	point	point	NOUN
fis-2726	130	40	b	b	PROPN
fis-2726	130	41	after	after	ADP
fis-2726	130	42	welding	welding	NOUN
fis-2726	130	43	.	.	PUNCT
fis-2726	131	1	the	the	DET
fis-2726	131	2	measuring	measure	VERB
fis-2726	131	3	point	point	NOUN
fis-2726	131	4	is	be	AUX
fis-2726	131	5	shown	show	VERB
fis-2726	131	6	in	in	ADP
fis-2726	131	7	fig	fig	NOUN
fis-2726	131	8	.	.	PUNCT
fis-2726	132	1	3	3	X
fis-2726	132	2	.	.	PUNCT
fis-2726	132	3	the	the	DET
fis-2726	132	4	coordinates	coordinate	NOUN
fis-2726	132	5	of	of	ADP
fis-2726	132	6	point	point	NOUN
fis-2726	132	7	b	b	NOUN
fis-2726	132	8	before	before	ADP
fis-2726	132	9	and	and	CCONJ
fis-2726	132	10	after	after	ADP
fis-2726	132	11	welding	welding	NOUN
fis-2726	132	12	is	be	AUX
fis-2726	132	13	measured	measure	VERB
fis-2726	132	14	by	by	ADP
fis-2726	132	15	a	a	DET
fis-2726	132	16	binocular	binocular	ADJ
fis-2726	132	17	stereoscopic	stereoscopic	ADJ
fis-2726	132	18	measuring	measuring	NOUN
fis-2726	132	19	point	point	NOUN
fis-2726	132	20	device	device	NOUN
fis-2726	132	21	as	as	SCONJ
fis-2726	132	22	shown	show	VERB
fis-2726	132	23	in	in	ADP
fis-2726	132	24	fig	fig	NOUN
fis-2726	132	25	.	.	PUNCT
fis-2726	133	1	4	4	NUM
fis-2726	133	2	,	,	PUNCT
fis-2726	133	3	and	and	CCONJ
fis-2726	133	4	the	the	DET
fis-2726	133	5	height	height	NOUN
fis-2726	133	6	difference	difference	NOUN
fis-2726	133	7	was	be	AUX
fis-2726	133	8	calculated	calculate	VERB
fis-2726	133	9	manually	manually	ADV
fis-2726	133	10	as	as	ADP
fis-2726	133	11	the	the	DET
fis-2726	133	12	amount	amount	NOUN
fis-2726	133	13	of	of	ADP
fis-2726	133	14	welding	welding	NOUN
fis-2726	133	15	deformation	deformation	NOUN
fis-2726	133	16	.	.	PUNCT
fis-2726	134	1	welding	weld	VERB
fis-2726	134	2	parameters	parameter	NOUN
fis-2726	134	3	analysis	analysis	VERB
fis-2726	134	4	the	the	DET
fis-2726	134	5	orthogonal	orthogonal	ADJ
fis-2726	134	6	test	test	NOUN
fis-2726	134	7	results	result	NOUN
fis-2726	134	8	of	of	ADP
fis-2726	134	9	aluminum	aluminum	NOUN
fis-2726	134	10	-	-	PUNCT
fis-2726	134	11	steel	steel	NOUN
fis-2726	134	12	cmt	cmt	NOUN
fis-2726	134	13	welding	welding	NOUN
fis-2726	134	14	are	be	AUX
fis-2726	134	15	shown	show	VERB
fis-2726	134	16	in	in	ADP
fis-2726	134	17	tab	tab	NOUN
fis-2726	134	18	.	.	PUNCT
fis-2726	135	1	2	2	X
fis-2726	135	2	.	.	X
fis-2726	135	3	in	in	ADP
fis-2726	135	4	this	this	DET
fis-2726	135	5	paper	paper	NOUN
fis-2726	135	6	,	,	PUNCT
fis-2726	135	7	the	the	DET
fis-2726	135	8	deformation	deformation	NOUN
fis-2726	135	9	of	of	ADP
fis-2726	135	10	16	16	NUM
fis-2726	135	11	specimens	specimen	NOUN
fis-2726	135	12	in	in	ADP
fis-2726	135	13	tab	tab	NOUN
fis-2726	135	14	.	.	PUNCT
fis-2726	135	15	2	2	NUM
fis-2726	135	16	was	be	AUX
fis-2726	135	17	taken	take	VERB
fis-2726	135	18	as	as	ADP
fis-2726	135	19	the	the	DET
fis-2726	135	20	reference	reference	NOUN
fis-2726	135	21	sequence	sequence	NOUN
fis-2726	135	22	.	.	PUNCT
fis-2726	136	1	the	the	DET
fis-2726	136	2	corresponding	corresponding	ADJ
fis-2726	136	3	horizontal	horizontal	ADJ
fis-2726	136	4	value	value	NOUN
fis-2726	136	5	-	-	PUNCT
fis-2726	136	6	wire	wire	NOUN
fis-2726	136	7	feed	feed	NOUN
fis-2726	136	8	speed	speed	NOUN
fis-2726	136	9	,	,	PUNCT
fis-2726	136	10	welding	welding	NOUN
fis-2726	136	11	speed	speed	NOUN
fis-2726	136	12	,	,	PUNCT
fis-2726	136	13	arc	arc	NOUN
fis-2726	136	14	correction	correction	NOUN
fis-2726	136	15	,	,	PUNCT
fis-2726	136	16	and	and	CCONJ
fis-2726	136	17	aluminum	aluminum	NOUN
fis-2726	136	18	plate	plate	NOUN
fis-2726	136	19	thickness	thickness	NOUN
fis-2726	136	20	were	be	AUX
fis-2726	136	21	used	use	VERB
fis-2726	136	22	as	as	ADP
fis-2726	136	23	comparison	comparison	NOUN
fis-2726	136	24	sequence	sequence	NOUN
fis-2726	136	25	.	.	PUNCT
fis-2726	137	1	the	the	DET
fis-2726	137	2	data	datum	NOUN
fis-2726	137	3	were	be	AUX
fis-2726	137	4	substituted	substitute	VERB
fis-2726	137	5	into	into	ADP
fis-2726	137	6	the	the	DET
fis-2726	137	7	above	above	ADJ
fis-2726	137	8	formula	formula	NOUN
fis-2726	137	9	to	to	PART
fis-2726	137	10	calculate	calculate	VERB
fis-2726	137	11	the	the	DET
fis-2726	137	12	correlation	correlation	NOUN
fis-2726	137	13	degree	degree	NOUN
fis-2726	137	14	of	of	ADP
fis-2726	137	15	each	each	DET
fis-2726	137	16	cmt	cmt	NOUN
fis-2726	137	17	welding	weld	VERB
fis-2726	137	18	parameter	parameter	NOUN
fis-2726	137	19	to	to	ADP
fis-2726	137	20	the	the	DET
fis-2726	137	21	welding	welding	NOUN
fis-2726	137	22	deformation	deformation	NOUN
fis-2726	137	23	a	a	DET
fis-2726	137	24	y.	y.	PROPN
fis-2726	137	25	lu	lu	PROPN
fis-2726	137	26	et	et	PROPN
fis-2726	137	27	alii	alii	PROPN
fis-2726	137	28	,	,	PUNCT
fis-2726	137	29	frattura	frattura	PROPN
fis-2726	137	30	ed	ed	PROPN
fis-2726	137	31	integrità	integrità	PROPN
fis-2726	137	32	strutturale	strutturale	PROPN
fis-2726	137	33	,	,	PUNCT
fis-2726	137	34	53	53	NUM
fis-2726	137	35	(	(	PUNCT
fis-2726	137	36	2020	2020	NUM
fis-2726	137	37	)	)	PUNCT
fis-2726	137	38	325	325	NUM
fis-2726	137	39	-	-	SYM
fis-2726	137	40	336	336	NUM
fis-2726	137	41	;	;	PUNCT
fis-2726	137	42	doi	doi	NOUN
fis-2726	137	43	:	:	PUNCT
fis-2726	137	44	10.3221	10.3221	NUM
fis-2726	137	45	/	/	SYM
fis-2726	137	46	igf	igf	PROPN
fis-2726	137	47	-	-	ADJ
fis-2726	137	48	esis.53.25	esis.53.25	NOUN
fis-2726	137	49	330	330	NUM
fis-2726	137	50	amount	amount	NOUN
fis-2726	137	51	.	.	PUNCT
fis-2726	138	1	the	the	DET
fis-2726	138	2	calculation	calculation	NOUN
fis-2726	138	3	results	result	NOUN
fis-2726	138	4	are	be	AUX
fis-2726	138	5	shown	show	VERB
fis-2726	138	6	in	in	ADP
fis-2726	138	7	tab	tab	NOUN
fis-2726	138	8	.	.	PUNCT
fis-2726	139	1	3	3	X
fis-2726	139	2	.	.	X
fis-2726	139	3	it	it	PRON
fis-2726	139	4	can	can	AUX
fis-2726	139	5	be	be	AUX
fis-2726	139	6	seen	see	VERB
fis-2726	139	7	from	from	ADP
fis-2726	139	8	the	the	DET
fis-2726	139	9	table	table	NOUN
fis-2726	139	10	that	that	SCONJ
fis-2726	139	11	the	the	DET
fis-2726	139	12	wire	wire	NOUN
fis-2726	139	13	feed	feed	NOUN
fis-2726	139	14	speed	speed	NOUN
fis-2726	139	15	has	have	VERB
fis-2726	139	16	the	the	DET
fis-2726	139	17	greatest	great	ADJ
fis-2726	139	18	influence	influence	NOUN
fis-2726	139	19	on	on	ADP
fis-2726	139	20	the	the	DET
fis-2726	139	21	cmt	cmt	PROPN
fis-2726	139	22	welding	welding	NOUN
fis-2726	139	23	deformation	deformation	NOUN
fis-2726	139	24	,	,	PUNCT
fis-2726	139	25	the	the	DET
fis-2726	139	26	welding	welding	NOUN
fis-2726	139	27	speed	speed	NOUN
fis-2726	139	28	is	be	AUX
fis-2726	139	29	second	second	ADJ
fis-2726	139	30	,	,	PUNCT
fis-2726	139	31	and	and	CCONJ
fis-2726	139	32	the	the	DET
fis-2726	139	33	arc	arc	NOUN
fis-2726	139	34	correction	correction	NOUN
fis-2726	139	35	has	have	VERB
fis-2726	139	36	the	the	DET
fis-2726	139	37	least	least	ADJ
fis-2726	139	38	influence	influence	NOUN
fis-2726	139	39	.	.	PUNCT
fis-2726	140	1	factor	factor	NOUN
fis-2726	140	2	level	level	NOUN
fis-2726	140	3	a	a	DET
fis-2726	140	4	b	b	NOUN
fis-2726	140	5	c	c	NOUN
fis-2726	140	6	d	d	PROPN
fis-2726	140	7	wire	wire	NOUN
fis-2726	140	8	feed	feed	NOUN
fis-2726	140	9	speed	speed	NOUN
fis-2726	140	10	(	(	PUNCT
fis-2726	140	11	m	m	NOUN
fis-2726	140	12	/	/	SYM
fis-2726	140	13	min	min	NOUN
fis-2726	140	14	)	)	PUNCT
fis-2726	140	15	welding	welding	NOUN
fis-2726	140	16	speed	speed	NOUN
fis-2726	140	17	(	(	PUNCT
fis-2726	140	18	mm	mm	PROPN
fis-2726	140	19	/	/	SYM
fis-2726	140	20	s	s	PROPN
fis-2726	140	21	)	)	PUNCT
fis-2726	140	22	arc	arc	NOUN
fis-2726	140	23	correction	correction	NOUN
fis-2726	140	24	(	(	PUNCT
fis-2726	140	25	%	%	INTJ
fis-2726	140	26	)	)	PUNCT
fis-2726	140	27	aluminum	aluminum	NOUN
fis-2726	140	28	plate	plate	NOUN
fis-2726	140	29	thickness	thickness	NOUN
fis-2726	140	30	(	(	PUNCT
fis-2726	140	31	mm	mm	NOUN
fis-2726	140	32	)	)	PUNCT
fis-2726	140	33	1	1	NUM
fis-2726	140	34	3.6	3.6	NUM
fis-2726	140	35	0.56	0.56	NUM
fis-2726	140	36	-5	-5	NOUN
fis-2726	140	37	1.0	1.0	NUM
fis-2726	140	38	2	2	NUM
fis-2726	140	39	3.9	3.9	NUM
fis-2726	140	40	0.62	0.62	NUM
fis-2726	140	41	0	0	NUM
fis-2726	140	42	1.2	1.2	NUM
fis-2726	140	43	3	3	NUM
fis-2726	140	44	4.2	4.2	NUM
fis-2726	140	45	0.66	0.66	NUM
fis-2726	140	46	5	5	NUM
fis-2726	140	47	1.5	1.5	NUM
fis-2726	140	48	4	4	NUM
fis-2726	140	49	4.5	4.5	NUM
fis-2726	140	50	0.70	0.70	NUM
fis-2726	140	51	10	10	NUM
fis-2726	140	52	2.0	2.0	NUM
fis-2726	140	53	table	table	NOUN
fis-2726	140	54	1	1	NUM
fis-2726	140	55	:	:	PUNCT
fis-2726	140	56	test	test	NOUN
fis-2726	140	57	level	level	NOUN
fis-2726	140	58	of	of	ADP
fis-2726	140	59	factor	factor	NOUN
fis-2726	140	60	figure	figure	NOUN
fis-2726	140	61	4	4	NUM
fis-2726	140	62	:	:	PUNCT
fis-2726	140	63	binocular	binocular	ADJ
fis-2726	140	64	stereo	stereo	NOUN
fis-2726	140	65	vision	vision	PROPN
fis-2726	140	66	measurement	measurement	NOUN
fis-2726	140	67	of	of	ADP
fis-2726	140	68	mark	mark	PROPN
fis-2726	140	69	point	point	NOUN
fis-2726	140	70	device	device	NOUN
fis-2726	140	71	serial	serial	ADJ
fis-2726	140	72	number	number	NOUN
fis-2726	140	73	factor	factor	NOUN
fis-2726	140	74	result	result	VERB
fis-2726	140	75	a	a	DET
fis-2726	140	76	b	b	NOUN
fis-2726	140	77	c	c	NOUN
fis-2726	140	78	d	d	X
fis-2726	140	79	e	e	X
fis-2726	140	80	δd	δd	NOUN
fis-2726	140	81	wire	wire	NOUN
fis-2726	140	82	feed	feed	NOUN
fis-2726	140	83	speed	speed	NOUN
fis-2726	140	84	welding	welding	NOUN
fis-2726	140	85	speed	speed	NOUN
fis-2726	140	86	arc	arc	NOUN
fis-2726	140	87	correction	correction	NOUN
fis-2726	140	88	aluminum	aluminum	NOUN
fis-2726	140	89	plate	plate	NOUN
fis-2726	140	90	thickness	thickness	NOUN
fis-2726	140	91	error	error	NOUN
fis-2726	140	92	deformation	deformation	NOUN
fis-2726	140	93	(	(	PUNCT
fis-2726	140	94	mm	mm	NOUN
fis-2726	140	95	)	)	PUNCT
fis-2726	141	1	1	1	NUM
fis-2726	141	2	1	1	NUM
fis-2726	141	3	1	1	NUM
fis-2726	141	4	1	1	NUM
fis-2726	141	5	1	1	NUM
fis-2726	141	6	1	1	NUM
fis-2726	141	7	0.52	0.52	NUM
fis-2726	141	8	2	2	NUM
fis-2726	141	9	1	1	NUM
fis-2726	141	10	2	2	NUM
fis-2726	141	11	2	2	NUM
fis-2726	141	12	2	2	NUM
fis-2726	141	13	2	2	NUM
fis-2726	141	14	0.64	0.64	NUM
fis-2726	141	15	3	3	NUM
fis-2726	141	16	1	1	NUM
fis-2726	141	17	3	3	NUM
fis-2726	141	18	3	3	NUM
fis-2726	141	19	3	3	NUM
fis-2726	141	20	3	3	NUM
fis-2726	141	21	0.48	0.48	NUM
fis-2726	141	22	4	4	NUM
fis-2726	141	23	1	1	NUM
fis-2726	141	24	4	4	NUM
fis-2726	141	25	4	4	NUM
fis-2726	141	26	4	4	NUM
fis-2726	141	27	4	4	NUM
fis-2726	141	28	0.50	0.50	NUM
fis-2726	141	29	5	5	NUM
fis-2726	141	30	2	2	NUM
fis-2726	141	31	1	1	NUM
fis-2726	141	32	2	2	NUM
fis-2726	141	33	3	3	NUM
fis-2726	141	34	4	4	NUM
fis-2726	141	35	0.36	0.36	NUM
fis-2726	141	36	6	6	NUM
fis-2726	141	37	2	2	NUM
fis-2726	141	38	2	2	NUM
fis-2726	141	39	1	1	NUM
fis-2726	141	40	4	4	NUM
fis-2726	141	41	3	3	NUM
fis-2726	141	42	0.40	0.40	NUM
fis-2726	141	43	7	7	NUM
fis-2726	141	44	2	2	NUM
fis-2726	141	45	3	3	NUM
fis-2726	141	46	4	4	NUM
fis-2726	141	47	1	1	NUM
fis-2726	141	48	2	2	NUM
fis-2726	141	49	0.46	0.46	NUM
fis-2726	141	50	8	8	NUM
fis-2726	141	51	2	2	NUM
fis-2726	141	52	4	4	NUM
fis-2726	141	53	3	3	NUM
fis-2726	141	54	2	2	NUM
fis-2726	141	55	1	1	NUM
fis-2726	141	56	0.34	0.34	NUM
fis-2726	141	57	9	9	NUM
fis-2726	141	58	3	3	NUM
fis-2726	141	59	1	1	NUM
fis-2726	141	60	3	3	NUM
fis-2726	141	61	4	4	NUM
fis-2726	141	62	2	2	NUM
fis-2726	141	63	0.50	0.50	NUM
fis-2726	141	64	10	10	NUM
fis-2726	141	65	3	3	NUM
fis-2726	141	66	2	2	NUM
fis-2726	141	67	4	4	NUM
fis-2726	141	68	3	3	NUM
fis-2726	141	69	1	1	NUM
fis-2726	141	70	0.76	0.76	NUM
fis-2726	141	71	11	11	NUM
fis-2726	141	72	3	3	NUM
fis-2726	141	73	3	3	NUM
fis-2726	141	74	1	1	NUM
fis-2726	141	75	2	2	NUM
fis-2726	141	76	4	4	NUM
fis-2726	141	77	0.68	0.68	NUM
fis-2726	141	78	12	12	NUM
fis-2726	141	79	3	3	NUM
fis-2726	141	80	4	4	NUM
fis-2726	141	81	2	2	NUM
fis-2726	141	82	1	1	NUM
fis-2726	141	83	3	3	NUM
fis-2726	141	84	0.58	0.58	NUM
fis-2726	141	85	13	13	NUM
fis-2726	141	86	4	4	NUM
fis-2726	141	87	1	1	NUM
fis-2726	141	88	4	4	NUM
fis-2726	141	89	2	2	NUM
fis-2726	141	90	3	3	NUM
fis-2726	141	91	0.42	0.42	NUM
fis-2726	141	92	14	14	NUM
fis-2726	141	93	4	4	NUM
fis-2726	141	94	2	2	NUM
fis-2726	141	95	3	3	NUM
fis-2726	141	96	1	1	NUM
fis-2726	141	97	4	4	NUM
fis-2726	141	98	0.64	0.64	NUM
fis-2726	141	99	15	15	NUM
fis-2726	141	100	4	4	NUM
fis-2726	141	101	3	3	NUM
fis-2726	141	102	2	2	NUM
fis-2726	141	103	4	4	NUM
fis-2726	141	104	1	1	NUM
fis-2726	141	105	0.52	0.52	NUM
fis-2726	141	106	16	16	NUM
fis-2726	141	107	4	4	NUM
fis-2726	141	108	4	4	NUM
fis-2726	141	109	1	1	NUM
fis-2726	141	110	3	3	NUM
fis-2726	141	111	2	2	NUM
fis-2726	141	112	0.38	0.38	NUM
fis-2726	141	113	table	table	NOUN
fis-2726	141	114	2	2	NUM
fis-2726	141	115	:	:	PUNCT
fis-2726	141	116	orthogonal	orthogonal	ADJ
fis-2726	141	117	test	test	NOUN
fis-2726	141	118	results	result	NOUN
fis-2726	141	119	y.	y.	PROPN
fis-2726	141	120	lu	lu	PROPN
fis-2726	141	121	et	et	PROPN
fis-2726	141	122	alii	alii	PROPN
fis-2726	141	123	,	,	PUNCT
fis-2726	141	124	frattura	frattura	PROPN
fis-2726	141	125	ed	ed	PROPN
fis-2726	141	126	integrità	integrità	PROPN
fis-2726	141	127	strutturale	strutturale	PROPN
fis-2726	141	128	,	,	PUNCT
fis-2726	141	129	53	53	NUM
fis-2726	141	130	(	(	PUNCT
fis-2726	141	131	2020	2020	NUM
fis-2726	141	132	)	)	PUNCT
fis-2726	141	133	325	325	NUM
fis-2726	141	134	-	-	SYM
fis-2726	141	135	336	336	NUM
fis-2726	141	136	;	;	PUNCT
fis-2726	141	137	doi	doi	NOUN
fis-2726	141	138	:	:	PUNCT
fis-2726	141	139	10.3221	10.3221	NUM
fis-2726	141	140	/	/	SYM
fis-2726	141	141	igf	igf	PROPN
fis-2726	141	142	-	-	ADJ
fis-2726	141	143	esis.53.25	esis.53.25	NOUN
fis-2726	141	144	331	331	NUM
fis-2726	141	145	factor	factor	NOUN
fis-2726	141	146	wire	wire	NOUN
fis-2726	141	147	feed	feed	NOUN
fis-2726	141	148	speed	speed	NOUN
fis-2726	141	149	welding	welding	NOUN
fis-2726	141	150	speed	speed	NOUN
fis-2726	141	151	arc	arc	NOUN
fis-2726	141	152	correction	correction	NOUN
fis-2726	141	153	aluminum	aluminum	NOUN
fis-2726	141	154	plate	plate	NOUN
fis-2726	141	155	thickness	thickness	NOUN
fis-2726	141	156	correlation	correlation	NOUN
fis-2726	141	157	degree	degree	NOUN
fis-2726	141	158	0.727116	0.727116	NUM
fis-2726	141	159	0.723069	0.723069	NUM
fis-2726	141	160	0.679584	0.679584	NUM
fis-2726	141	161	0.721059	0.721059	NUM
fis-2726	141	162	table	table	NOUN
fis-2726	141	163	3	3	NUM
fis-2726	141	164	:	:	PUNCT
fis-2726	141	165	the	the	DET
fis-2726	141	166	correlation	correlation	NOUN
fis-2726	141	167	degree	degree	NOUN
fis-2726	141	168	of	of	ADP
fis-2726	141	169	each	each	DET
fis-2726	141	170	cmt	cmt	NOUN
fis-2726	141	171	welding	weld	VERB
fis-2726	141	172	parameter	parameter	NOUN
fis-2726	141	173	to	to	ADP
fis-2726	141	174	the	the	DET
fis-2726	141	175	welding	welding	NOUN
fis-2726	141	176	deformation	deformation	NOUN
fis-2726	141	177	amount	amount	NOUN
fis-2726	141	178	prediction	prediction	NOUN
fis-2726	141	179	of	of	ADP
fis-2726	141	180	welding	weld	VERB
fis-2726	141	181	deformation	deformation	NOUN
fis-2726	141	182	based	base	VERB
fis-2726	141	183	on	on	ADP
fis-2726	141	184	ga	ga	PROPN
fis-2726	141	185	-	-	PUNCT
fis-2726	141	186	bpnn	bpnn	NOUN
fis-2726	141	187	from	from	ADP
fis-2726	141	188	the	the	DET
fis-2726	141	189	gray	gray	ADJ
fis-2726	141	190	relational	relational	ADJ
fis-2726	141	191	analysis	analysis	NOUN
fis-2726	141	192	,	,	PUNCT
fis-2726	141	193	the	the	DET
fis-2726	141	194	wire	wire	NOUN
fis-2726	141	195	feed	feed	NOUN
fis-2726	141	196	speed	speed	NOUN
fis-2726	141	197	,	,	PUNCT
fis-2726	141	198	welding	weld	VERB
fis-2726	141	199	speed	speed	NOUN
fis-2726	141	200	and	and	CCONJ
fis-2726	141	201	aluminum	aluminum	NOUN
fis-2726	141	202	plate	plate	NOUN
fis-2726	141	203	thickness	thickness	NOUN
fis-2726	141	204	are	be	AUX
fis-2726	141	205	three	three	NUM
fis-2726	141	206	important	important	ADJ
fis-2726	141	207	parameters	parameter	NOUN
fis-2726	141	208	that	that	PRON
fis-2726	141	209	affect	affect	VERB
fis-2726	141	210	the	the	DET
fis-2726	141	211	welding	welding	NOUN
fis-2726	141	212	deformation	deformation	NOUN
fis-2726	141	213	.	.	PUNCT
fis-2726	142	1	therefore	therefore	ADV
fis-2726	142	2	,	,	PUNCT
fis-2726	142	3	bp	bp	PROPN
fis-2726	142	4	neural	neural	ADJ
fis-2726	142	5	network	network	NOUN
fis-2726	142	6	is	be	AUX
fis-2726	142	7	used	use	VERB
fis-2726	142	8	to	to	PART
fis-2726	142	9	study	study	VERB
fis-2726	142	10	the	the	DET
fis-2726	142	11	complex	complex	ADJ
fis-2726	142	12	nonlinear	nonlinear	ADJ
fis-2726	142	13	relationship	relationship	NOUN
fis-2726	142	14	between	between	ADP
fis-2726	142	15	three	three	NUM
fis-2726	142	16	welding	welding	NOUN
fis-2726	142	17	parameters	parameter	NOUN
fis-2726	142	18	(	(	PUNCT
fis-2726	142	19	wire	wire	NOUN
fis-2726	142	20	feed	feed	NOUN
fis-2726	142	21	speed	speed	NOUN
fis-2726	142	22	,	,	PUNCT
fis-2726	142	23	welding	welding	NOUN
fis-2726	142	24	speed	speed	NOUN
fis-2726	142	25	,	,	PUNCT
fis-2726	142	26	aluminum	aluminum	NOUN
fis-2726	142	27	plate	plate	NOUN
fis-2726	142	28	thickness	thickness	NOUN
fis-2726	142	29	)	)	PUNCT
fis-2726	142	30	and	and	CCONJ
fis-2726	142	31	one	one	NUM
fis-2726	142	32	output	output	NOUN
fis-2726	142	33	parameter	parameter	NOUN
fis-2726	142	34	(	(	PUNCT
fis-2726	142	35	welding	weld	VERB
fis-2726	142	36	deformation	deformation	NOUN
fis-2726	142	37	)	)	PUNCT
fis-2726	142	38	to	to	PART
fis-2726	142	39	predict	predict	VERB
fis-2726	142	40	the	the	DET
fis-2726	142	41	welding	welding	NOUN
fis-2726	142	42	deformation	deformation	NOUN
fis-2726	142	43	of	of	ADP
fis-2726	142	44	aluminum	aluminum	NOUN
fis-2726	142	45	-	-	PUNCT
fis-2726	142	46	steel	steel	NOUN
fis-2726	142	47	sheet	sheet	NOUN
fis-2726	142	48	.	.	PUNCT
fis-2726	143	1	the	the	DET
fis-2726	143	2	neural	neural	ADJ
fis-2726	143	3	network	network	NOUN
fis-2726	143	4	includes	include	VERB
fis-2726	143	5	3	3	NUM
fis-2726	143	6	input	input	NOUN
fis-2726	143	7	node	node	NOUN
fis-2726	143	8	,	,	PUNCT
fis-2726	143	9	5	5	NUM
fis-2726	143	10	implicit	implicit	ADJ
fis-2726	143	11	layer	layer	NOUN
fis-2726	143	12	node	node	NOUN
fis-2726	143	13	,	,	PUNCT
fis-2726	143	14	and	and	CCONJ
fis-2726	143	15	1	1	NUM
fis-2726	143	16	output	output	NOUN
fis-2726	143	17	layer	layer	NOUN
fis-2726	143	18	node	node	NOUN
fis-2726	143	19	.	.	PUNCT
fis-2726	144	1	he	he	PRON
fis-2726	144	2	prediction	prediction	VERB
fis-2726	144	3	model	model	NOUN
fis-2726	144	4	of	of	ADP
fis-2726	144	5	welding	weld	VERB
fis-2726	144	6	deformation	deformation	NOUN
fis-2726	144	7	of	of	ADP
fis-2726	144	8	aluminum	aluminum	NOUN
fis-2726	144	9	-	-	PUNCT
fis-2726	144	10	steel	steel	NOUN
fis-2726	144	11	sheet	sheet	NOUN
fis-2726	144	12	based	base	VERB
fis-2726	144	13	ga	ga	PROPN
fis-2726	144	14	-	-	PUNCT
fis-2726	144	15	bpnn	bpnn	PROPN
fis-2726	144	16	is	be	AUX
fis-2726	144	17	shown	show	VERB
fis-2726	144	18	in	in	ADP
fis-2726	144	19	fig	fig	NOUN
fis-2726	144	20	.	.	PUNCT
fis-2726	145	1	5	5	X
fis-2726	145	2	.	.	X
fis-2726	145	3	figure	figure	NOUN
fis-2726	145	4	5	5	NUM
fis-2726	145	5	:	:	PUNCT
fis-2726	145	6	prediction	prediction	NOUN
fis-2726	145	7	model	model	NOUN
fis-2726	145	8	of	of	ADP
fis-2726	145	9	welding	weld	VERB
fis-2726	145	10	deformation	deformation	NOUN
fis-2726	145	11	based	base	VERB
fis-2726	145	12	on	on	ADP
fis-2726	145	13	ga	ga	PROPN
fis-2726	145	14	-	-	NOUN
fis-2726	145	15	bpnn	bpnn	NOUN
fis-2726	145	16	in	in	ADP
fis-2726	145	17	order	order	NOUN
fis-2726	145	18	to	to	PART
fis-2726	145	19	obtain	obtain	VERB
fis-2726	145	20	the	the	DET
fis-2726	145	21	training	training	NOUN
fis-2726	145	22	samples	sample	NOUN
fis-2726	145	23	required	require	VERB
fis-2726	145	24	for	for	ADP
fis-2726	145	25	the	the	DET
fis-2726	145	26	neural	neural	ADJ
fis-2726	145	27	network	network	NOUN
fis-2726	145	28	,	,	PUNCT
fis-2726	145	29	120	120	NUM
fis-2726	145	30	sets	set	NOUN
fis-2726	145	31	of	of	ADP
fis-2726	145	32	cmt	cmt	PROPN
fis-2726	145	33	seam	seam	PROPN
fis-2726	145	34	welding	welding	NOUN
fis-2726	145	35	tests	test	NOUN
fis-2726	145	36	were	be	AUX
fis-2726	145	37	performed	perform	VERB
fis-2726	145	38	on	on	ADP
fis-2726	145	39	the	the	DET
fis-2726	145	40	dp590	dp590	NOUN
fis-2726	145	41	steel	steel	NOUN
fis-2726	145	42	plate	plate	NOUN
fis-2726	145	43	and	and	CCONJ
fis-2726	145	44	the	the	DET
fis-2726	145	45	aa6061	aa6061	PROPN
fis-2726	145	46	-	-	PUNCT
fis-2726	145	47	t6	t6	PROPN
fis-2726	145	48	aluminum	aluminum	NOUN
fis-2726	145	49	alloy	alloy	NOUN
fis-2726	145	50	plate	plate	NOUN
fis-2726	145	51	.	.	PUNCT
fis-2726	146	1	under	under	ADP
fis-2726	146	2	the	the	DET
fis-2726	146	3	condition	condition	NOUN
fis-2726	146	4	that	that	SCONJ
fis-2726	146	5	the	the	DET
fis-2726	146	6	shielding	shielding	NOUN
fis-2726	146	7	gas	gas	NOUN
fis-2726	146	8	flow	flow	NOUN
fis-2726	146	9	rate	rate	NOUN
fis-2726	146	10	and	and	CCONJ
fis-2726	146	11	the	the	DET
fis-2726	146	12	preheating	preheating	NOUN
fis-2726	146	13	temperature	temperature	NOUN
fis-2726	146	14	are	be	AUX
fis-2726	146	15	constant	constant	ADJ
fis-2726	146	16	,	,	PUNCT
fis-2726	146	17	the	the	DET
fis-2726	146	18	welding	welding	NOUN
fis-2726	146	19	deformation	deformation	NOUN
fis-2726	146	20	amount	amount	NOUN
fis-2726	146	21	under	under	ADP
fis-2726	146	22	different	different	ADJ
fis-2726	146	23	heat	heat	NOUN
fis-2726	146	24	input	input	NOUN
fis-2726	146	25	is	be	AUX
fis-2726	146	26	obtained	obtain	VERB
fis-2726	146	27	by	by	ADP
fis-2726	146	28	changing	change	VERB
fis-2726	146	29	the	the	DET
fis-2726	146	30	values	value	NOUN
fis-2726	146	31	of	of	ADP
fis-2726	146	32	the	the	DET
fis-2726	146	33	wire	wire	NOUN
fis-2726	146	34	feed	feed	NOUN
fis-2726	146	35	speed	speed	NOUN
fis-2726	146	36	,	,	PUNCT
fis-2726	146	37	the	the	DET
fis-2726	146	38	welding	welding	NOUN
fis-2726	146	39	speed	speed	NOUN
fis-2726	146	40	and	and	CCONJ
fis-2726	146	41	the	the	DET
fis-2726	146	42	aluminum	aluminum	NOUN
fis-2726	146	43	plate	plate	NOUN
fis-2726	146	44	thickness	thickness	NOUN
fis-2726	146	45	process	process	NOUN
fis-2726	146	46	parameters	parameter	NOUN
fis-2726	146	47	.	.	PUNCT
fis-2726	147	1	the	the	DET
fis-2726	147	2	measured	measured	ADJ
fis-2726	147	3	deformation	deformation	NOUN
fis-2726	147	4	point	point	NOUN
fis-2726	147	5	is	be	AUX
fis-2726	147	6	point	point	NOUN
fis-2726	147	7	b	b	PROPN
fis-2726	147	8	in	in	ADP
fis-2726	147	9	fig	fig	NOUN
fis-2726	147	10	.	.	PUNCT
fis-2726	148	1	3	3	X
fis-2726	148	2	.	.	X
fis-2726	148	3	after	after	ADP
fis-2726	148	4	establishing	establish	VERB
fis-2726	148	5	the	the	DET
fis-2726	148	6	neural	neural	ADJ
fis-2726	148	7	network	network	NOUN
fis-2726	148	8	model	model	NOUN
fis-2726	148	9	,	,	PUNCT
fis-2726	148	10	based	base	VERB
fis-2726	148	11	on	on	ADP
fis-2726	148	12	the	the	DET
fis-2726	148	13	120	120	NUM
fis-2726	148	14	sets	set	NOUN
fis-2726	148	15	of	of	ADP
fis-2726	148	16	data	datum	NOUN
fis-2726	148	17	obtained	obtain	VERB
fis-2726	148	18	from	from	ADP
fis-2726	148	19	the	the	DET
fis-2726	148	20	experiment	experiment	NOUN
fis-2726	148	21	,	,	PUNCT
fis-2726	148	22	the	the	DET
fis-2726	148	23	first	first	ADJ
fis-2726	148	24	100	100	NUM
fis-2726	148	25	groups	group	NOUN
fis-2726	148	26	were	be	AUX
fis-2726	148	27	selected	select	VERB
fis-2726	148	28	for	for	ADP
fis-2726	148	29	training	train	VERB
fis-2726	148	30	neural	neural	ADJ
fis-2726	148	31	network	network	NOUN
fis-2726	148	32	,	,	PUNCT
fis-2726	148	33	and	and	CCONJ
fis-2726	148	34	the	the	DET
fis-2726	148	35	last	last	ADJ
fis-2726	148	36	20	20	NUM
fis-2726	148	37	groups	group	NOUN
fis-2726	148	38	were	be	AUX
fis-2726	148	39	used	use	VERB
fis-2726	148	40	for	for	ADP
fis-2726	148	41	verification	verification	NOUN
fis-2726	148	42	.	.	PUNCT
fis-2726	149	1	the	the	DET
fis-2726	149	2	operation	operation	NOUN
fis-2726	149	3	was	be	AUX
fis-2726	149	4	performed	perform	VERB
fis-2726	149	5	in	in	ADP
fis-2726	149	6	matlab	matlab	PROPN
fis-2726	149	7	2016a	2016a	NUM
fis-2726	149	8	.	.	PUNCT
fis-2726	150	1	the	the	DET
fis-2726	150	2	predicted	predict	VERB
fis-2726	150	3	outputs	output	NOUN
fis-2726	150	4	of	of	ADP
fis-2726	150	5	bpnn	bpnn	NOUN
fis-2726	150	6	and	and	CCONJ
fis-2726	150	7	ga	ga	PROPN
fis-2726	150	8	-	-	PUNCT
fis-2726	150	9	bpnn	bpnn	NOUN
fis-2726	150	10	are	be	AUX
fis-2726	150	11	shown	show	VERB
fis-2726	150	12	in	in	ADP
fis-2726	150	13	fig	fig	NOUN
fis-2726	150	14	.	.	PUNCT
fis-2726	151	1	6	6	NUM
fis-2726	151	2	and	and	CCONJ
fis-2726	151	3	fig	fig	NOUN
fis-2726	151	4	.	.	PUNCT
fis-2726	151	5	7	7	NUM
fis-2726	151	6	respectively	respectively	ADV
fis-2726	151	7	.	.	PUNCT
fis-2726	152	1	fig	fig	NOUN
fis-2726	152	2	.	.	PUNCT
fis-2726	153	1	8	8	NUM
fis-2726	153	2	is	be	AUX
fis-2726	153	3	the	the	DET
fis-2726	153	4	comparison	comparison	NOUN
fis-2726	153	5	of	of	ADP
fis-2726	153	6	bpnn	bpnn	NOUN
fis-2726	153	7	and	and	CCONJ
fis-2726	153	8	ga	ga	PROPN
fis-2726	153	9	-	-	PUNCT
fis-2726	153	10	bpnn	bpnn	NOUN
fis-2726	153	11	error	error	NOUN
fis-2726	153	12	.	.	PUNCT
fis-2726	154	1	figure	figure	NOUN
fis-2726	154	2	6	6	NUM
fis-2726	154	3	:	:	PUNCT
fis-2726	154	4	bpnn	bpnn	NOUN
fis-2726	154	5	prediction	prediction	NOUN
fis-2726	154	6	output	output	NOUN
fis-2726	154	7	as	as	SCONJ
fis-2726	154	8	can	can	AUX
fis-2726	154	9	be	be	AUX
fis-2726	154	10	seen	see	VERB
fis-2726	154	11	from	from	ADP
fis-2726	154	12	the	the	DET
fis-2726	154	13	comparison	comparison	NOUN
fis-2726	154	14	of	of	ADP
fis-2726	154	15	fig	fig	NOUN
fis-2726	154	16	.	.	PUNCT
fis-2726	155	1	6	6	NUM
fis-2726	155	2	and	and	CCONJ
fis-2726	155	3	fig	fig	NOUN
fis-2726	155	4	.	.	PUNCT
fis-2726	156	1	7	7	NUM
fis-2726	156	2	,	,	PUNCT
fis-2726	156	3	the	the	DET
fis-2726	156	4	ga	ga	PROPN
fis-2726	156	5	-	-	PUNCT
fis-2726	156	6	bpnn	bpnn	NOUN
fis-2726	156	7	predicts	predict	VERB
fis-2726	156	8	the	the	DET
fis-2726	156	9	amount	amount	NOUN
fis-2726	156	10	of	of	ADP
fis-2726	156	11	welding	weld	VERB
fis-2726	156	12	deformation	deformation	NOUN
fis-2726	156	13	closer	close	ADV
fis-2726	156	14	to	to	ADP
fis-2726	156	15	the	the	DET
fis-2726	156	16	actual	actual	ADJ
fis-2726	156	17	deformation	deformation	NOUN
fis-2726	156	18	amount	amount	NOUN
fis-2726	156	19	than	than	ADP
fis-2726	156	20	the	the	DET
fis-2726	156	21	bpnn	bpnn	NOUN
fis-2726	156	22	.	.	PUNCT
fis-2726	157	1	it	it	PRON
fis-2726	157	2	can	can	AUX
fis-2726	157	3	be	be	AUX
fis-2726	157	4	seen	see	VERB
fis-2726	157	5	from	from	ADP
fis-2726	157	6	fig	fig	NOUN
fis-2726	157	7	.	.	PUNCT
fis-2726	158	1	8	8	NUM
fis-2726	158	2	that	that	SCONJ
fis-2726	158	3	both	both	CCONJ
fis-2726	158	4	the	the	DET
fis-2726	158	5	bpnn	bpnn	NOUN
fis-2726	158	6	and	and	CCONJ
fis-2726	158	7	the	the	DET
fis-2726	158	8	gabpnn	gabpnn	NOUN
fis-2726	158	9	have	have	VERB
fis-2726	158	10	fluctuations	fluctuation	NOUN
fis-2726	158	11	around	around	ADP
fis-2726	158	12	the	the	DET
fis-2726	158	13	zero	zero	NUM
fis-2726	158	14	point	point	NOUN
fis-2726	158	15	and	and	CCONJ
fis-2726	158	16	the	the	DET
fis-2726	158	17	ga	ga	PROPN
fis-2726	158	18	-	-	PUNCT
fis-2726	158	19	bpnn	bpnn	PROPN
fis-2726	158	20	has	have	VERB
fis-2726	158	21	a	a	DET
fis-2726	158	22	smaller	small	ADJ
fis-2726	158	23	fluctuation	fluctuation	NOUN
fis-2726	158	24	range	range	NOUN
fis-2726	158	25	.	.	PUNCT
fis-2726	159	1	the	the	DET
fis-2726	159	2	bpnn	bpnn	PROPN
fis-2726	159	3	prediction	prediction	NOUN
fis-2726	159	4	y.	y.	PROPN
fis-2726	159	5	lu	lu	PROPN
fis-2726	159	6	et	et	PROPN
fis-2726	159	7	alii	alii	PROPN
fis-2726	159	8	,	,	PUNCT
fis-2726	159	9	frattura	frattura	PROPN
fis-2726	159	10	ed	ed	PROPN
fis-2726	159	11	integrità	integrità	PROPN
fis-2726	159	12	strutturale	strutturale	PROPN
fis-2726	159	13	,	,	PUNCT
fis-2726	159	14	53	53	NUM
fis-2726	159	15	(	(	PUNCT
fis-2726	159	16	2020	2020	NUM
fis-2726	159	17	)	)	PUNCT
fis-2726	159	18	325	325	NUM
fis-2726	159	19	-	-	SYM
fis-2726	159	20	336	336	NUM
fis-2726	159	21	;	;	PUNCT
fis-2726	159	22	doi	doi	NOUN
fis-2726	159	23	:	:	PUNCT
fis-2726	159	24	10.3221	10.3221	NUM
fis-2726	159	25	/	/	SYM
fis-2726	159	26	igf	igf	PROPN
fis-2726	159	27	-	-	ADJ
fis-2726	159	28	esis.53.25	esis.53.25	NOUN
fis-2726	159	29	332	332	NUM
fis-2726	159	30	error	error	NOUN
fis-2726	159	31	range	range	NOUN
fis-2726	159	32	is	be	AUX
fis-2726	159	33	-0.029mm~0.011	-0.029mm~0.011	PROPN
fis-2726	159	34	mm	mm	PROPN
fis-2726	159	35	,	,	PUNCT
fis-2726	159	36	the	the	DET
fis-2726	159	37	maximum	maximum	ADJ
fis-2726	159	38	relative	relative	ADJ
fis-2726	159	39	error	error	NOUN
fis-2726	159	40	is	be	AUX
fis-2726	159	41	0.029	0.029	NUM
fis-2726	159	42	mm	mm	NOUN
fis-2726	159	43	,	,	PUNCT
fis-2726	159	44	and	and	CCONJ
fis-2726	159	45	the	the	DET
fis-2726	159	46	minimum	minimum	ADJ
fis-2726	159	47	relative	relative	ADJ
fis-2726	159	48	error	error	NOUN
fis-2726	159	49	is	be	AUX
fis-2726	159	50	0.003	0.003	NUM
fis-2726	159	51	mm	mm	NOUN
fis-2726	159	52	.	.	PUNCT
fis-2726	160	1	the	the	DET
fis-2726	160	2	ga	ga	PROPN
fis-2726	160	3	-	-	PUNCT
fis-2726	160	4	bpnn	bpnn	NOUN
fis-2726	160	5	prediction	prediction	NOUN
fis-2726	160	6	error	error	NOUN
fis-2726	160	7	range	range	NOUN
fis-2726	160	8	is	be	AUX
fis-2726	160	9	-0.016mm~0.004	-0.016mm~0.004	PROPN
fis-2726	160	10	mm	mm	PROPN
fis-2726	160	11	,	,	PUNCT
fis-2726	160	12	the	the	DET
fis-2726	160	13	maximum	maximum	ADJ
fis-2726	160	14	relative	relative	ADJ
fis-2726	160	15	error	error	NOUN
fis-2726	160	16	is	be	AUX
fis-2726	160	17	0.016	0.016	NUM
fis-2726	160	18	mm	mm	NOUN
fis-2726	160	19	,	,	PUNCT
fis-2726	160	20	and	and	CCONJ
fis-2726	160	21	the	the	DET
fis-2726	160	22	minimum	minimum	ADJ
fis-2726	160	23	relative	relative	ADJ
fis-2726	160	24	error	error	NOUN
fis-2726	160	25	is	be	AUX
fis-2726	160	26	2.69	2.69	NUM
fis-2726	160	27	*	*	SYM
fis-2726	160	28	10	10	NUM
fis-2726	160	29	-	-	SYM
fis-2726	160	30	6	6	NUM
fis-2726	160	31	mm	mm	NOUN
fis-2726	160	32	.	.	PUNCT
fis-2726	161	1	figure	figure	NOUN
fis-2726	161	2	7	7	NUM
fis-2726	161	3	:	:	PUNCT
fis-2726	161	4	ga	ga	NOUN
fis-2726	161	5	-	-	PUNCT
fis-2726	161	6	bpnn	bpnn	NOUN
fis-2726	161	7	predictive	predictive	ADJ
fis-2726	161	8	output	output	NOUN
fis-2726	161	9	figure	figure	NOUN
fis-2726	161	10	8	8	NUM
fis-2726	161	11	:	:	PUNCT
fis-2726	161	12	comparison	comparison	NOUN
fis-2726	161	13	of	of	ADP
fis-2726	161	14	neural	neural	ADJ
fis-2726	161	15	network	network	NOUN
fis-2726	161	16	errors	error	NOUN
fis-2726	161	17	the	the	DET
fis-2726	161	18	detailed	detailed	ADJ
fis-2726	161	19	comparison	comparison	NOUN
fis-2726	161	20	of	of	ADP
fis-2726	161	21	bpnn	bpnn	NOUN
fis-2726	161	22	and	and	CCONJ
fis-2726	161	23	ga	ga	PROPN
fis-2726	161	24	-	-	PUNCT
fis-2726	161	25	bpnn	bpnn	PROPN
fis-2726	161	26	is	be	AUX
fis-2726	161	27	given	give	VERB
fis-2726	161	28	below	below	ADP
fis-2726	161	29	.	.	PUNCT
fis-2726	162	1	fig	fig	NOUN
fis-2726	162	2	.	.	PUNCT
fis-2726	163	1	9	9	NUM
fis-2726	163	2	shows	show	VERB
fis-2726	163	3	the	the	DET
fis-2726	163	4	training	training	NOUN
fis-2726	163	5	performance	performance	NOUN
fis-2726	163	6	of	of	ADP
fis-2726	163	7	two	two	NUM
fis-2726	163	8	neural	neural	ADJ
fis-2726	163	9	networks	network	NOUN
fis-2726	163	10	.	.	PUNCT
fis-2726	164	1	it	it	PRON
fis-2726	164	2	can	can	AUX
fis-2726	164	3	be	be	AUX
fis-2726	164	4	seen	see	VERB
fis-2726	164	5	from	from	ADP
fis-2726	164	6	fig	fig	NOUN
fis-2726	164	7	.	.	PUNCT
fis-2726	165	1	9	9	NUM
fis-2726	165	2	that	that	SCONJ
fis-2726	165	3	the	the	DET
fis-2726	165	4	training	training	NOUN
fis-2726	165	5	error	error	NOUN
fis-2726	165	6	,	,	PUNCT
fis-2726	165	7	validation	validation	NOUN
fis-2726	165	8	error	error	NOUN
fis-2726	165	9	and	and	CCONJ
fis-2726	165	10	test	test	NOUN
fis-2726	165	11	error	error	NOUN
fis-2726	165	12	of	of	ADP
fis-2726	165	13	the	the	DET
fis-2726	165	14	network	network	NOUN
fis-2726	165	15	are	be	AUX
fis-2726	165	16	decreasing	decrease	VERB
fis-2726	165	17	with	with	ADP
fis-2726	165	18	time	time	NOUN
fis-2726	165	19	,	,	PUNCT
fis-2726	165	20	the	the	DET
fis-2726	165	21	generalization	generalization	NOUN
fis-2726	165	22	error	error	NOUN
fis-2726	165	23	is	be	AUX
fis-2726	165	24	gradually	gradually	ADV
fis-2726	165	25	smaller	small	ADJ
fis-2726	165	26	,	,	PUNCT
fis-2726	165	27	the	the	DET
fis-2726	165	28	generalization	generalization	NOUN
fis-2726	165	29	ability	ability	NOUN
fis-2726	165	30	is	be	AUX
fis-2726	165	31	improved	improve	VERB
fis-2726	165	32	,	,	PUNCT
fis-2726	165	33	and	and	CCONJ
fis-2726	165	34	the	the	DET
fis-2726	165	35	test	test	NOUN
fis-2726	165	36	curve	curve	NOUN
fis-2726	165	37	and	and	CCONJ
fis-2726	165	38	the	the	DET
fis-2726	165	39	verification	verification	NOUN
fis-2726	165	40	curve	curve	NOUN
fis-2726	165	41	are	be	AUX
fis-2726	165	42	consistent	consistent	ADJ
fis-2726	165	43	.	.	PUNCT
fis-2726	166	1	when	when	SCONJ
fis-2726	166	2	the	the	DET
fis-2726	166	3	circle	circle	NOUN
fis-2726	166	4	position	position	NOUN
fis-2726	166	5	in	in	ADP
fis-2726	166	6	the	the	DET
fis-2726	166	7	figure	figure	NOUN
fis-2726	166	8	is	be	AUX
fis-2726	166	9	reached	reach	VERB
fis-2726	166	10	,	,	PUNCT
fis-2726	166	11	the	the	DET
fis-2726	166	12	generalization	generalization	NOUN
fis-2726	166	13	error	error	NOUN
fis-2726	166	14	reaches	reach	VERB
fis-2726	166	15	a	a	DET
fis-2726	166	16	minimum	minimum	NOUN
fis-2726	166	17	.	.	PUNCT
fis-2726	167	1	the	the	DET
fis-2726	167	2	bpnn	bpnn	NOUN
fis-2726	167	3	converges	converge	VERB
fis-2726	167	4	after	after	ADP
fis-2726	167	5	4	4	NUM
fis-2726	167	6	epochs	epoch	NOUN
fis-2726	167	7	,	,	PUNCT
fis-2726	167	8	and	and	CCONJ
fis-2726	167	9	the	the	DET
fis-2726	167	10	ga	ga	PROPN
fis-2726	167	11	-	-	PUNCT
fis-2726	167	12	bpnn	bpnn	NOUN
fis-2726	167	13	converges	converge	VERB
fis-2726	167	14	after	after	ADP
fis-2726	167	15	6	6	NUM
fis-2726	167	16	epochs	epoch	NOUN
fis-2726	167	17	.	.	PUNCT
fis-2726	168	1	ga	ga	PROPN
fis-2726	168	2	-	-	PUNCT
fis-2726	168	3	bpnn	bpnn	PROPN
fis-2726	168	4	has	have	VERB
fis-2726	168	5	a	a	DET
fis-2726	168	6	longer	long	ADJ
fis-2726	168	7	convergence	convergence	NOUN
fis-2726	168	8	time	time	NOUN
fis-2726	168	9	than	than	ADP
fis-2726	168	10	bpnn	bpnn	NOUN
fis-2726	168	11	because	because	SCONJ
fis-2726	168	12	the	the	DET
fis-2726	168	13	evolution	evolution	NOUN
fis-2726	168	14	process	process	NOUN
fis-2726	168	15	of	of	ADP
fis-2726	168	16	the	the	DET
fis-2726	168	17	population	population	NOUN
fis-2726	168	18	takes	take	VERB
fis-2726	168	19	a	a	DET
fis-2726	168	20	long	long	ADJ
fis-2726	168	21	time	time	NOUN
fis-2726	168	22	,	,	PUNCT
fis-2726	168	23	and	and	CCONJ
fis-2726	168	24	the	the	DET
fis-2726	168	25	larger	large	ADJ
fis-2726	168	26	the	the	DET
fis-2726	168	27	initial	initial	ADJ
fis-2726	168	28	size	size	NOUN
fis-2726	168	29	range	range	NOUN
fis-2726	168	30	of	of	ADP
fis-2726	168	31	the	the	DET
fis-2726	168	32	population	population	NOUN
fis-2726	168	33	size	size	NOUN
fis-2726	168	34	,	,	PUNCT
fis-2726	168	35	the	the	DET
fis-2726	168	36	number	number	NOUN
fis-2726	168	37	of	of	ADP
fis-2726	168	38	iterations	iteration	NOUN
fis-2726	168	39	,	,	PUNCT
fis-2726	168	40	the	the	DET
fis-2726	168	41	weight	weight	NOUN
fis-2726	168	42	and	and	CCONJ
fis-2726	168	43	the	the	DET
fis-2726	168	44	threshold	threshold	NOUN
fis-2726	168	45	,	,	PUNCT
fis-2726	168	46	the	the	PRON
fis-2726	168	47	longer	long	ADJ
fis-2726	168	48	the	the	DET
fis-2726	168	49	convergence	convergence	NOUN
fis-2726	168	50	time	time	NOUN
fis-2726	168	51	.	.	PUNCT
fis-2726	169	1	fig	fig	NOUN
fis-2726	169	2	.	.	PUNCT
fis-2726	170	1	10	10	NUM
fis-2726	170	2	shows	show	VERB
fis-2726	170	3	the	the	DET
fis-2726	170	4	validation	validation	NOUN
fis-2726	170	5	results	result	NOUN
fis-2726	170	6	of	of	ADP
fis-2726	170	7	the	the	DET
fis-2726	170	8	trained	train	VERB
fis-2726	170	9	bpnn	bpnn	NOUN
fis-2726	170	10	.	.	PUNCT
fis-2726	171	1	it	it	PRON
fis-2726	171	2	is	be	AUX
fis-2726	171	3	noticed	notice	VERB
fis-2726	171	4	from	from	ADP
fis-2726	171	5	the	the	DET
fis-2726	171	6	figure	figure	NOUN
fis-2726	171	7	that	that	SCONJ
fis-2726	171	8	the	the	DET
fis-2726	171	9	gradient	gradient	ADJ
fis-2726	171	10	index	index	NOUN
fis-2726	171	11	and	and	CCONJ
fis-2726	171	12	mutation	mutation	NOUN
fis-2726	171	13	index	index	NOUN
fis-2726	171	14	of	of	ADP
fis-2726	171	15	the	the	DET
fis-2726	171	16	bpnn	bpnn	NOUN
fis-2726	171	17	is	be	AUX
fis-2726	171	18	smaller	small	ADJ
fis-2726	171	19	than	than	ADP
fis-2726	171	20	that	that	PRON
fis-2726	171	21	of	of	ADP
fis-2726	171	22	the	the	DET
fis-2726	171	23	ga	ga	PROPN
fis-2726	171	24	-	-	PUNCT
fis-2726	171	25	bpnn	bpnn	NOUN
fis-2726	171	26	.	.	PUNCT
fis-2726	172	1	fig	fig	NOUN
fis-2726	172	2	.	.	PUNCT
fis-2726	173	1	11	11	NUM
fis-2726	173	2	is	be	AUX
fis-2726	173	3	the	the	DET
fis-2726	173	4	regression	regression	NOUN
fis-2726	173	5	analysis	analysis	NOUN
fis-2726	173	6	of	of	ADP
fis-2726	173	7	the	the	DET
fis-2726	173	8	expected	expect	VERB
fis-2726	173	9	output	output	NOUN
fis-2726	173	10	of	of	ADP
fis-2726	173	11	the	the	DET
fis-2726	173	12	network	network	NOUN
fis-2726	173	13	and	and	CCONJ
fis-2726	173	14	the	the	DET
fis-2726	173	15	actual	actual	ADJ
fis-2726	173	16	training	training	NOUN
fis-2726	173	17	results	result	NOUN
fis-2726	173	18	.	.	PUNCT
fis-2726	174	1	it	it	PRON
fis-2726	174	2	can	can	AUX
fis-2726	174	3	be	be	AUX
fis-2726	174	4	seen	see	VERB
fis-2726	174	5	from	from	ADP
fis-2726	174	6	fig	fig	NOUN
fis-2726	174	7	.	.	PUNCT
fis-2726	175	1	11	11	NUM
fis-2726	175	2	that	that	SCONJ
fis-2726	175	3	the	the	DET
fis-2726	175	4	correlation	correlation	NOUN
fis-2726	175	5	coefficient	coefficient	NOUN
fis-2726	175	6	of	of	ADP
fis-2726	175	7	bpnn	bpnn	NOUN
fis-2726	175	8	is	be	AUX
fis-2726	175	9	0.97074	0.97074	NUM
fis-2726	175	10	,	,	PUNCT
fis-2726	175	11	and	and	CCONJ
fis-2726	175	12	the	the	DET
fis-2726	175	13	correlation	correlation	NOUN
fis-2726	175	14	coefficient	coefficient	NOUN
fis-2726	175	15	of	of	ADP
fis-2726	175	16	ga	ga	PROPN
fis-2726	175	17	-	-	PUNCT
fis-2726	175	18	bpnn	bpnn	NOUN
fis-2726	175	19	is	be	AUX
fis-2726	175	20	0.97843	0.97843	NUM
fis-2726	175	21	,	,	PUNCT
fis-2726	175	22	indicating	indicate	VERB
fis-2726	175	23	that	that	SCONJ
fis-2726	175	24	ga	ga	PROPN
fis-2726	175	25	-	-	PUNCT
fis-2726	175	26	bp	bp	PROPN
fis-2726	175	27	network	network	NOUN
fis-2726	175	28	has	have	VERB
fis-2726	175	29	better	well	ADJ
fis-2726	175	30	regression	regression	NOUN
fis-2726	175	31	performance	performance	NOUN
fis-2726	175	32	and	and	CCONJ
fis-2726	175	33	better	well	ADJ
fis-2726	175	34	generalization	generalization	NOUN
fis-2726	175	35	capabilities	capability	NOUN
fis-2726	175	36	.	.	PUNCT
fis-2726	176	1	tab	tab	NOUN
fis-2726	176	2	.	.	PUNCT
fis-2726	177	1	4	4	NUM
fis-2726	177	2	lists	list	VERB
fis-2726	177	3	the	the	DET
fis-2726	177	4	mse	mse	NOUN
fis-2726	177	5	(	(	PUNCT
fis-2726	177	6	mean	mean	VERB
fis-2726	177	7	squared	square	VERB
fis-2726	177	8	error	error	NOUN
fis-2726	177	9	)	)	PUNCT
fis-2726	177	10	,	,	PUNCT
fis-2726	177	11	rmse	rmse	NOUN
fis-2726	177	12	(	(	PUNCT
fis-2726	177	13	root	root	NOUN
fis-2726	177	14	mean	mean	VERB
fis-2726	177	15	square	square	NOUN
fis-2726	177	16	error	error	NOUN
fis-2726	177	17	)	)	PUNCT
fis-2726	177	18	and	and	CCONJ
fis-2726	177	19	mae	mae	PROPN
fis-2726	177	20	(	(	PUNCT
fis-2726	177	21	mean	mean	ADJ
fis-2726	177	22	absolute	absolute	ADJ
fis-2726	177	23	error	error	NOUN
fis-2726	177	24	)	)	PUNCT
fis-2726	177	25	prediction	prediction	NOUN
fis-2726	177	26	errors	error	NOUN
fis-2726	177	27	.	.	PUNCT
fis-2726	178	1	from	from	ADP
fis-2726	178	2	tab	tab	PROPN
fis-2726	178	3	.	.	PUNCT
fis-2726	179	1	4	4	NUM
fis-2726	179	2	we	we	PRON
fis-2726	179	3	can	can	AUX
fis-2726	179	4	see	see	VERB
fis-2726	179	5	that	that	SCONJ
fis-2726	179	6	the	the	DET
fis-2726	179	7	prediction	prediction	NOUN
fis-2726	179	8	precision	precision	NOUN
fis-2726	179	9	of	of	ADP
fis-2726	179	10	the	the	DET
fis-2726	179	11	ga	ga	PROPN
fis-2726	179	12	-	-	PUNCT
fis-2726	179	13	bpnn	bpnn	PROPN
fis-2726	179	14	is	be	AUX
fis-2726	179	15	higher	high	ADJ
fis-2726	179	16	than	than	ADP
fis-2726	179	17	that	that	PRON
fis-2726	179	18	with	with	ADP
fis-2726	179	19	bpnn	bpnn	NOUN
fis-2726	179	20	.	.	PUNCT
fis-2726	180	1	for	for	ADP
fis-2726	180	2	the	the	DET
fis-2726	180	3	two	two	NUM
fis-2726	180	4	patterns	pattern	NOUN
fis-2726	180	5	,	,	PUNCT
fis-2726	180	6	the	the	DET
fis-2726	180	7	prediction	prediction	NOUN
fis-2726	180	8	mean	mean	VERB
fis-2726	180	9	absolute	absolute	ADJ
fis-2726	180	10	error	error	NOUN
fis-2726	180	11	of	of	ADP
fis-2726	180	12	bpnn	bpnn	NOUN
fis-2726	180	13	is	be	AUX
fis-2726	180	14	0.0095	0.0095	NUM
fis-2726	180	15	.	.	PUNCT
fis-2726	181	1	contrast	contrast	NOUN
fis-2726	181	2	with	with	ADP
fis-2726	181	3	it	it	PRON
fis-2726	181	4	,	,	PUNCT
fis-2726	181	5	the	the	DET
fis-2726	181	6	prediction	prediction	NOUN
fis-2726	181	7	mean	mean	VERB
fis-2726	181	8	absolute	absolute	ADJ
fis-2726	181	9	error	error	NOUN
fis-2726	181	10	of	of	ADP
fis-2726	181	11	ga	ga	PROPN
fis-2726	181	12	-	-	PUNCT
fis-2726	181	13	bpnn	bpnn	PROPN
fis-2726	181	14	is	be	AUX
fis-2726	181	15	0.0054	0.0054	NUM
fis-2726	181	16	.	.	PUNCT
fis-2726	182	1	as	as	ADP
fis-2726	182	2	a	a	DET
fis-2726	182	3	result	result	NOUN
fis-2726	182	4	,	,	PUNCT
fis-2726	182	5	we	we	PRON
fis-2726	182	6	can	can	AUX
fis-2726	182	7	see	see	VERB
fis-2726	182	8	that	that	SCONJ
fis-2726	182	9	the	the	DET
fis-2726	182	10	ga	ga	PROPN
fis-2726	182	11	-	-	PUNCT
fis-2726	182	12	bpnn	bpnn	NOUN
fis-2726	182	13	algorithm	algorithm	NOUN
fis-2726	182	14	has	have	VERB
fis-2726	182	15	better	well	ADJ
fis-2726	182	16	performance	performance	NOUN
fis-2726	182	17	than	than	ADP
fis-2726	182	18	bpnn	bpnn	NOUN
fis-2726	182	19	.	.	PUNCT
fis-2726	183	1	this	this	DET
fis-2726	183	2	comparison	comparison	NOUN
fis-2726	183	3	indicates	indicate	VERB
fis-2726	183	4	that	that	SCONJ
fis-2726	183	5	taking	take	VERB
fis-2726	183	6	the	the	DET
fis-2726	183	7	advantage	advantage	NOUN
fis-2726	183	8	of	of	ADP
fis-2726	183	9	the	the	DET
fis-2726	183	10	ga	ga	PROPN
fis-2726	183	11	optimization	optimization	NOUN
fis-2726	183	12	,	,	PUNCT
fis-2726	183	13	the	the	DET
fis-2726	183	14	bpnn	bpnn	NOUN
fis-2726	183	15	could	could	AUX
fis-2726	183	16	be	be	AUX
fis-2726	183	17	trained	train	VERB
fis-2726	183	18	well	well	ADV
fis-2726	183	19	with	with	ADP
fis-2726	183	20	high	high	ADJ
fis-2726	183	21	generalization	generalization	NOUN
fis-2726	183	22	ability	ability	NOUN
fis-2726	183	23	and	and	CCONJ
fis-2726	183	24	hence	hence	ADV
fis-2726	183	25	the	the	DET
fis-2726	183	26	forecasting	forecasting	NOUN
fis-2726	183	27	performance	performance	NOUN
fis-2726	183	28	is	be	AUX
fis-2726	183	29	superior	superior	ADJ
fis-2726	183	30	to	to	ADP
fis-2726	183	31	the	the	DET
fis-2726	183	32	unoptimized	unoptimized	ADJ
fis-2726	183	33	neural	neural	ADJ
fis-2726	183	34	networks	network	NOUN
fis-2726	183	35	.	.	PUNCT
fis-2726	184	1	xu	xu	PROPN
fis-2726	185	1	[	[	X
fis-2726	185	2	21	21	NUM
fis-2726	185	3	]	]	PUNCT
fis-2726	185	4	has	have	AUX
fis-2726	185	5	studied	study	VERB
fis-2726	185	6	welding	welding	NOUN
fis-2726	185	7	deformation	deformation	NOUN
fis-2726	185	8	based	base	VERB
fis-2726	185	9	on	on	ADP
fis-2726	185	10	the	the	DET
fis-2726	185	11	traditional	traditional	ADJ
fis-2726	185	12	method	method	NOUN
fis-2726	185	13	of	of	ADP
fis-2726	185	14	elastoplastic	elastoplastic	ADJ
fis-2726	185	15	deformation	deformation	NOUN
fis-2726	185	16	.	.	PUNCT
fis-2726	186	1	in	in	ADP
fis-2726	186	2	his	his	PRON
fis-2726	186	3	study	study	NOUN
fis-2726	186	4	,	,	PUNCT
fis-2726	186	5	a	a	DET
fis-2726	186	6	three	three	NUM
fis-2726	186	7	-	-	PUNCT
fis-2726	186	8	dimensional	dimensional	ADJ
fis-2726	186	9	finite	finite	ADJ
fis-2726	186	10	element	element	NOUN
fis-2726	186	11	model	model	NOUN
fis-2726	186	12	for	for	ADP
fis-2726	186	13	laser	laser	NOUN
fis-2726	186	14	welding	welding	NOUN
fis-2726	186	15	of	of	ADP
fis-2726	186	16	a	a	DET
fis-2726	186	17	thin	thin	ADJ
fis-2726	186	18	plate	plate	NOUN
fis-2726	186	19	was	be	AUX
fis-2726	186	20	established	establish	VERB
fis-2726	186	21	based	base	VERB
fis-2726	186	22	on	on	ADP
fis-2726	186	23	the	the	DET
fis-2726	186	24	thermal	thermal	ADJ
fis-2726	186	25	-	-	PUNCT
fis-2726	186	26	elasticplastic	elasticplastic	ADJ
fis-2726	186	27	fem	fem	NOUN
fis-2726	186	28	approach	approach	NOUN
fis-2726	186	29	to	to	PART
fis-2726	186	30	simulate	simulate	VERB
fis-2726	186	31	the	the	DET
fis-2726	186	32	temperature	temperature	NOUN
fis-2726	186	33	field	field	NOUN
fis-2726	186	34	and	and	CCONJ
fis-2726	186	35	deformation	deformation	NOUN
fis-2726	186	36	of	of	ADP
fis-2726	186	37	the	the	DET
fis-2726	186	38	316l	316l	NUM
fis-2726	186	39	stainless	stainless	ADJ
fis-2726	186	40	steel	steel	NOUN
fis-2726	186	41	in	in	ADP
fis-2726	186	42	the	the	DET
fis-2726	186	43	pulsed	pulse	VERB
fis-2726	186	44	laser	laser	NOUN
fis-2726	186	45	welding	welding	NOUN
fis-2726	186	46	process	process	NOUN
fis-2726	186	47	.	.	PUNCT
fis-2726	187	1	a	a	DET
fis-2726	187	2	moving	move	VERB
fis-2726	187	3	volumetric	volumetric	ADJ
fis-2726	187	4	heat	heat	NOUN
fis-2726	187	5	source	source	NOUN
fis-2726	187	6	was	be	AUX
fis-2726	187	7	applied	apply	VERB
fis-2726	187	8	to	to	PART
fis-2726	187	9	simulate	simulate	VERB
fis-2726	187	10	the	the	DET
fis-2726	187	11	laser	laser	NOUN
fis-2726	187	12	energy	energy	NOUN
fis-2726	187	13	input	input	NOUN
fis-2726	187	14	during	during	ADP
fis-2726	187	15	the	the	DET
fis-2726	187	16	welding	welding	NOUN
fis-2726	187	17	process	process	NOUN
fis-2726	187	18	.	.	PUNCT
fis-2726	188	1	meanwhile	meanwhile	ADV
fis-2726	188	2	,	,	PUNCT
fis-2726	188	3	the	the	DET
fis-2726	188	4	welding	welding	NOUN
fis-2726	188	5	deformation	deformation	NOUN
fis-2726	188	6	was	be	AUX
fis-2726	188	7	measured	measure	VERB
fis-2726	188	8	by	by	ADP
fis-2726	188	9	a	a	DET
fis-2726	188	10	laser	laser	NOUN
fis-2726	188	11	displacement	displacement	NOUN
fis-2726	188	12	sensor	sensor	NOUN
fis-2726	188	13	.	.	PUNCT
fis-2726	189	1	and	and	CCONJ
fis-2726	189	2	the	the	DET
fis-2726	189	3	computed	compute	VERB
fis-2726	189	4	results	result	NOUN
fis-2726	189	5	were	be	AUX
fis-2726	189	6	compared	compare	VERB
fis-2726	189	7	with	with	ADP
fis-2726	189	8	the	the	DET
fis-2726	189	9	measured	measure	VERB
fis-2726	189	10	results	result	NOUN
fis-2726	189	11	.	.	PUNCT
fis-2726	190	1	y.	y.	NOUN
fis-2726	190	2	lu	lu	PROPN
fis-2726	190	3	et	et	PROPN
fis-2726	190	4	alii	alii	PROPN
fis-2726	190	5	,	,	PUNCT
fis-2726	190	6	frattura	frattura	PROPN
fis-2726	190	7	ed	ed	PROPN
fis-2726	190	8	integrità	integrità	PROPN
fis-2726	190	9	strutturale	strutturale	PROPN
fis-2726	190	10	,	,	PUNCT
fis-2726	190	11	53	53	NUM
fis-2726	190	12	(	(	PUNCT
fis-2726	190	13	2020	2020	NUM
fis-2726	190	14	)	)	PUNCT
fis-2726	190	15	325	325	NUM
fis-2726	190	16	-	-	SYM
fis-2726	190	17	336	336	NUM
fis-2726	190	18	;	;	PUNCT
fis-2726	190	19	doi	doi	NOUN
fis-2726	190	20	:	:	PUNCT
fis-2726	190	21	10.3221	10.3221	NUM
fis-2726	190	22	/	/	SYM
fis-2726	190	23	igf	igf	PROPN
fis-2726	190	24	-	-	ADJ
fis-2726	190	25	esis.53.25	esis.53.25	NOUN
fis-2726	190	26	333	333	NUM
fis-2726	190	27	fig	fig	NOUN
fis-2726	190	28	.	.	PUNCT
fis-2726	191	1	12	12	NUM
fis-2726	191	2	shows	show	VERB
fis-2726	191	3	the	the	DET
fis-2726	191	4	welding	welding	NOUN
fis-2726	191	5	deformation	deformation	NOUN
fis-2726	191	6	results	result	NOUN
fis-2726	191	7	measured	measure	VERB
fis-2726	191	8	by	by	ADP
fis-2726	191	9	xu	xu	PROPN
fis-2726	191	10	under	under	ADP
fis-2726	191	11	simulation	simulation	NOUN
fis-2726	191	12	and	and	CCONJ
fis-2726	191	13	test	test	NOUN
fis-2726	191	14	.	.	PUNCT
fis-2726	192	1	it	it	PRON
fis-2726	192	2	can	can	AUX
fis-2726	192	3	be	be	AUX
fis-2726	192	4	seen	see	VERB
fis-2726	192	5	from	from	ADP
fis-2726	192	6	fig	fig	NOUN
fis-2726	192	7	.	.	PUNCT
fis-2726	193	1	12	12	NUM
fis-2726	193	2	that	that	SCONJ
fis-2726	193	3	the	the	DET
fis-2726	193	4	simulation	simulation	NOUN
fis-2726	193	5	results	result	NOUN
fis-2726	193	6	have	have	VERB
fis-2726	193	7	higher	high	ADJ
fis-2726	193	8	accuracy	accuracy	NOUN
fis-2726	193	9	and	and	CCONJ
fis-2726	193	10	have	have	VERB
fis-2726	193	11	good	good	ADJ
fis-2726	193	12	consistency	consistency	NOUN
fis-2726	193	13	with	with	ADP
fis-2726	193	14	the	the	DET
fis-2726	193	15	test	test	NOUN
fis-2726	193	16	.	.	PUNCT
fis-2726	194	1	the	the	DET
fis-2726	194	2	mse、rmse	mse、rmse	PROPN
fis-2726	194	3	and	and	CCONJ
fis-2726	194	4	mae	mae	PROPN
fis-2726	194	5	of	of	ADP
fis-2726	194	6	xu	xu	PROPN
fis-2726	194	7	’s	’s	PART
fis-2726	194	8	result	result	NOUN
fis-2726	194	9	are	be	AUX
fis-2726	194	10	calculated	calculate	VERB
fis-2726	194	11	.	.	PUNCT
fis-2726	195	1	the	the	DET
fis-2726	195	2	results	result	NOUN
fis-2726	195	3	are	be	AUX
fis-2726	195	4	shown	show	VERB
fis-2726	195	5	in	in	ADP
fis-2726	195	6	tab	tab	NOUN
fis-2726	195	7	.	.	PUNCT
fis-2726	196	1	4	4	X
fis-2726	196	2	.	.	X
fis-2726	196	3	according	accord	VERB
fis-2726	196	4	to	to	ADP
fis-2726	196	5	tab	tab	NOUN
fis-2726	196	6	.	.	PUNCT
fis-2726	196	7	4	4	NUM
fis-2726	196	8	,	,	PUNCT
fis-2726	196	9	ga	ga	PROPN
fis-2726	196	10	-	-	PUNCT
fis-2726	196	11	bpnn	bpnn	NOUN
fis-2726	196	12	has	have	VERB
fis-2726	196	13	higher	high	ADJ
fis-2726	196	14	prediction	prediction	NOUN
fis-2726	196	15	accuracy	accuracy	NOUN
fis-2726	196	16	.	.	PUNCT
fis-2726	197	1	figure	figure	NOUN
fis-2726	197	2	9	9	NUM
fis-2726	197	3	:	:	PUNCT
fis-2726	197	4	comparison	comparison	NOUN
fis-2726	197	5	of	of	ADP
fis-2726	197	6	the	the	DET
fis-2726	197	7	training	training	NOUN
fis-2726	197	8	performance	performance	NOUN
fis-2726	197	9	of	of	ADP
fis-2726	197	10	two	two	NUM
fis-2726	197	11	neural	neural	ADJ
fis-2726	197	12	networks	network	NOUN
fis-2726	197	13	:	:	PUNCT
fis-2726	197	14	(	(	PUNCT
fis-2726	197	15	a	a	X
fis-2726	197	16	)	)	PUNCT
fis-2726	197	17	bpnn	bpnn	NOUN
fis-2726	197	18	,	,	PUNCT
fis-2726	197	19	(	(	PUNCT
fis-2726	197	20	b	b	X
fis-2726	197	21	)	)	PUNCT
fis-2726	197	22	ga	ga	NOUN
fis-2726	197	23	-	-	PUNCT
fis-2726	197	24	bpnn	bpnn	NOUN
fis-2726	197	25	.	.	PUNCT
fis-2726	198	1	figure	figure	NOUN
fis-2726	198	2	10	10	NUM
fis-2726	198	3	:	:	PUNCT
fis-2726	198	4	the	the	DET
fis-2726	198	5	training	training	NOUN
fis-2726	198	6	state	state	NOUN
fis-2726	198	7	of	of	ADP
fis-2726	198	8	two	two	NUM
fis-2726	198	9	neural	neural	ADJ
fis-2726	198	10	networks	network	NOUN
fis-2726	198	11	:	:	PUNCT
fis-2726	198	12	(	(	PUNCT
fis-2726	198	13	a	a	X
fis-2726	198	14	)	)	PUNCT
fis-2726	198	15	bpnn	bpnn	NOUN
fis-2726	198	16	,	,	PUNCT
fis-2726	198	17	(	(	PUNCT
fis-2726	198	18	b	b	X
fis-2726	198	19	)	)	PUNCT
fis-2726	198	20	ga	ga	NOUN
fis-2726	198	21	-	-	PUNCT
fis-2726	198	22	bpnn	bpnn	NOUN
fis-2726	198	23	.	.	PUNCT
fis-2726	199	1	figure	figure	NOUN
fis-2726	199	2	11	11	NUM
fis-2726	199	3	.	.	PUNCT
fis-2726	200	1	regression	regression	NOUN
fis-2726	200	2	of	of	ADP
fis-2726	200	3	two	two	NUM
fis-2726	200	4	neural	neural	ADJ
fis-2726	200	5	networks	network	NOUN
fis-2726	200	6	:	:	PUNCT
fis-2726	200	7	(	(	PUNCT
fis-2726	200	8	a	a	X
fis-2726	200	9	)	)	PUNCT
fis-2726	200	10	bpnn	bpnn	NOUN
fis-2726	200	11	,	,	PUNCT
fis-2726	200	12	(	(	PUNCT
fis-2726	200	13	b	b	X
fis-2726	200	14	)	)	PUNCT
fis-2726	200	15	ga	ga	NOUN
fis-2726	200	16	-	-	PUNCT
fis-2726	200	17	bpnn	bpnn	NOUN
fis-2726	200	18	.	.	PUNCT
fis-2726	201	1	y.	y.	PROPN
fis-2726	201	2	lu	lu	PROPN
fis-2726	201	3	et	et	PROPN
fis-2726	201	4	alii	alii	PROPN
fis-2726	201	5	,	,	PUNCT
fis-2726	201	6	frattura	frattura	PROPN
fis-2726	201	7	ed	ed	PROPN
fis-2726	201	8	integrità	integrità	PROPN
fis-2726	201	9	strutturale	strutturale	PROPN
fis-2726	201	10	,	,	PUNCT
fis-2726	201	11	53	53	NUM
fis-2726	201	12	(	(	PUNCT
fis-2726	201	13	2020	2020	NUM
fis-2726	201	14	)	)	PUNCT
fis-2726	201	15	325	325	NUM
fis-2726	201	16	-	-	SYM
fis-2726	201	17	336	336	NUM
fis-2726	201	18	;	;	PUNCT
fis-2726	201	19	doi	doi	NOUN
fis-2726	201	20	:	:	PUNCT
fis-2726	201	21	10.3221	10.3221	NUM
fis-2726	201	22	/	/	SYM
fis-2726	201	23	igf	igf	PROPN
fis-2726	201	24	-	-	ADJ
fis-2726	201	25	esis.53.25	esis.53.25	NOUN
fis-2726	201	26	334	334	NUM
fis-2726	201	27	figure	figure	NOUN
fis-2726	201	28	12	12	NUM
fis-2726	201	29	:	:	PUNCT
fis-2726	201	30	xu	xu	PROPN
fis-2726	201	31	’s	’s	PART
fis-2726	201	32	results	result	NOUN
fis-2726	201	33	of	of	ADP
fis-2726	201	34	welding	weld	VERB
fis-2726	201	35	deformation	deformation	NOUN
fis-2726	201	36	under	under	ADP
fis-2726	201	37	simulation	simulation	NOUN
fis-2726	201	38	and	and	CCONJ
fis-2726	201	39	experiment	experiment	NOUN
fis-2726	201	40	.	.	PUNCT
fis-2726	202	1	mse	mse	PROPN
fis-2726	202	2	(	(	PUNCT
fis-2726	202	3	mm2	mm2	NOUN
fis-2726	202	4	)	)	PUNCT
fis-2726	202	5	rmse	rmse	NOUN
fis-2726	202	6	(	(	PUNCT
fis-2726	202	7	mm	mm	INTJ
fis-2726	202	8	)	)	PUNCT
fis-2726	202	9	mae	mae	PROPN
fis-2726	202	10	(	(	PUNCT
fis-2726	202	11	mm	mm	PROPN
fis-2726	202	12	)	)	PUNCT
fis-2726	202	13	bpnn	bpnn	NOUN
fis-2726	202	14	0.00014	0.00014	NUM
fis-2726	202	15	0.01205	0.01205	NUM
fis-2726	202	16	0.00953	0.00953	NUM
fis-2726	202	17	ga	ga	NOUN
fis-2726	202	18	-	-	PUNCT
fis-2726	202	19	bpnn	bpnn	NOUN
fis-2726	202	20	0.00005	0.00005	NUM
fis-2726	202	21	0.00686	0.00686	NUM
fis-2726	202	22	0.00539	0.00539	NUM
fis-2726	202	23	xu	xu	NUM
fis-2726	202	24	’s	’s	PART
fis-2726	202	25	result	result	VERB
fis-2726	202	26	0.233172	0.233172	NUM
fis-2726	202	27	0.482879	0.482879	NUM
fis-2726	202	28	0.174549	0.174549	NUM
fis-2726	202	29	table	table	NOUN
fis-2726	202	30	4	4	NUM
fis-2726	202	31	:	:	PUNCT
fis-2726	202	32	the	the	DET
fis-2726	202	33	mse	mse	PROPN
fis-2726	202	34	,	,	PUNCT
fis-2726	202	35	rmse	rmse	PROPN
fis-2726	202	36	,	,	PUNCT
fis-2726	202	37	mae	mae	PROPN
fis-2726	202	38	and	and	CCONJ
fis-2726	202	39	mape	mape	NOUN
fis-2726	202	40	using	use	VERB
fis-2726	202	41	bpnn	bpnn	PROPN
fis-2726	202	42	and	and	CCONJ
fis-2726	202	43	ga	ga	PROPN
fis-2726	202	44	-	-	PUNCT
fis-2726	202	45	bpnn	bpnn	NOUN
fis-2726	202	46	prediction	prediction	NOUN
fis-2726	202	47	method	method	NOUN
fis-2726	202	48	.	.	PUNCT
fis-2726	203	1	welding	weld	VERB
fis-2726	203	2	deformation	deformation	NOUN
fis-2726	203	3	control	control	NOUN
fis-2726	203	4	and	and	CCONJ
fis-2726	203	5	verification	verification	NOUN
fis-2726	203	6	the	the	DET
fis-2726	203	7	welding	welding	NOUN
fis-2726	203	8	deformation	deformation	NOUN
fis-2726	203	9	predicted	predict	VERB
fis-2726	203	10	by	by	ADP
fis-2726	203	11	bpnn	bpnn	NOUN
fis-2726	203	12	and	and	CCONJ
fis-2726	203	13	ga	ga	PROPN
fis-2726	203	14	-	-	PUNCT
fis-2726	203	15	bpnn	bpnn	PROPN
fis-2726	203	16	was	be	AUX
fis-2726	203	17	applied	apply	VERB
fis-2726	203	18	to	to	ADP
fis-2726	203	19	the	the	DET
fis-2726	203	20	aluminum	aluminum	NOUN
fis-2726	203	21	-	-	PUNCT
fis-2726	203	22	steel	steel	NOUN
fis-2726	203	23	sheet	sheet	NOUN
fis-2726	203	24	by	by	ADP
fis-2726	203	25	the	the	DET
fis-2726	203	26	inverse	inverse	ADJ
fis-2726	203	27	deformation	deformation	NOUN
fis-2726	203	28	method	method	NOUN
fis-2726	203	29	to	to	PART
fis-2726	203	30	verify	verify	VERB
fis-2726	203	31	the	the	DET
fis-2726	203	32	effectiveness	effectiveness	NOUN
fis-2726	203	33	of	of	ADP
fis-2726	203	34	the	the	DET
fis-2726	203	35	welding	welding	NOUN
fis-2726	203	36	deformation	deformation	NOUN
fis-2726	203	37	prediction	prediction	NOUN
fis-2726	203	38	.	.	PUNCT
fis-2726	204	1	the	the	DET
fis-2726	204	2	aluminum	aluminum	NOUN
fis-2726	204	3	-	-	PUNCT
fis-2726	204	4	steel	steel	NOUN
fis-2726	204	5	sheets	sheet	NOUN
fis-2726	204	6	were	be	AUX
fis-2726	204	7	divided	divide	VERB
fis-2726	204	8	into	into	ADP
fis-2726	204	9	control	control	NOUN
fis-2726	204	10	experiments	experiment	NOUN
fis-2726	204	11	,	,	PUNCT
fis-2726	204	12	which	which	PRON
fis-2726	204	13	were	be	AUX
fis-2726	204	14	no	no	DET
fis-2726	204	15	anti	anti	ADJ
fis-2726	204	16	-	-	ADJ
fis-2726	204	17	deformation	deformation	ADJ
fis-2726	204	18	treatment	treatment	NOUN
fis-2726	204	19	group	group	NOUN
fis-2726	204	20	,	,	PUNCT
fis-2726	204	21	bpnn	bpnn	ADP
fis-2726	204	22	anti	anti	ADJ
fis-2726	204	23	-	-	ADJ
fis-2726	204	24	deformation	deformation	ADJ
fis-2726	204	25	treatment	treatment	NOUN
fis-2726	204	26	group	group	NOUN
fis-2726	204	27	and	and	CCONJ
fis-2726	204	28	ga	ga	PROPN
fis-2726	204	29	-	-	PUNCT
fis-2726	204	30	bpnn	bpnn	NOUN
fis-2726	204	31	anti	anti	ADJ
fis-2726	204	32	-	-	ADJ
fis-2726	204	33	deformation	deformation	ADJ
fis-2726	204	34	treatment	treatment	NOUN
fis-2726	204	35	group	group	NOUN
fis-2726	204	36	.	.	PUNCT
fis-2726	205	1	in	in	ADP
fis-2726	205	2	the	the	DET
fis-2726	205	3	anti	anti	ADJ
fis-2726	205	4	-	-	ADJ
fis-2726	205	5	deformation	deformation	ADJ
fis-2726	205	6	processing	processing	NOUN
fis-2726	205	7	group	group	NOUN
fis-2726	205	8	,	,	PUNCT
fis-2726	205	9	the	the	DET
fis-2726	205	10	same	same	ADJ
fis-2726	205	11	size	size	NOUN
fis-2726	205	12	deformation	deformation	NOUN
fis-2726	205	13	was	be	AUX
fis-2726	205	14	applied	apply	VERB
fis-2726	205	15	to	to	ADP
fis-2726	205	16	the	the	DET
fis-2726	205	17	three	three	NUM
fis-2726	205	18	points	point	NOUN
fis-2726	205	19	a	a	DET
fis-2726	205	20	,	,	PUNCT
fis-2726	205	21	b	b	NOUN
fis-2726	205	22	,	,	PUNCT
fis-2726	205	23	and	and	CCONJ
fis-2726	205	24	c	c	PROPN
fis-2726	205	25	of	of	ADP
fis-2726	205	26	the	the	DET
fis-2726	205	27	steel	steel	NOUN
fis-2726	205	28	sheet	sheet	NOUN
fis-2726	205	29	and	and	CCONJ
fis-2726	205	30	the	the	DET
fis-2726	205	31	aluminum	aluminum	NOUN
fis-2726	205	32	plate	plate	NOUN
fis-2726	205	33	before	before	ADP
fis-2726	205	34	welding	welding	NOUN
fis-2726	205	35	which	which	PRON
fis-2726	205	36	was	be	AUX
fis-2726	205	37	opposite	opposite	ADJ
fis-2726	205	38	to	to	ADP
fis-2726	205	39	the	the	DET
fis-2726	205	40	direction	direction	NOUN
fis-2726	205	41	of	of	ADP
fis-2726	205	42	deformation	deformation	NOUN
fis-2726	205	43	predicted	predict	VERB
fis-2726	205	44	by	by	ADP
fis-2726	205	45	the	the	DET
fis-2726	205	46	neural	neural	ADJ
fis-2726	205	47	network	network	NOUN
fis-2726	205	48	.	.	PUNCT
fis-2726	206	1	the	the	DET
fis-2726	206	2	results	result	NOUN
fis-2726	206	3	of	of	ADP
fis-2726	206	4	the	the	DET
fis-2726	206	5	deformation	deformation	NOUN
fis-2726	206	6	control	control	NOUN
fis-2726	206	7	experiment	experiment	NOUN
fis-2726	206	8	are	be	AUX
fis-2726	206	9	shown	show	VERB
fis-2726	206	10	in	in	ADP
fis-2726	206	11	fig	fig	NOUN
fis-2726	206	12	.	.	PUNCT
fis-2726	207	1	13	13	NUM
fis-2726	207	2	.	.	PUNCT
fis-2726	208	1	as	as	SCONJ
fis-2726	208	2	can	can	AUX
fis-2726	208	3	be	be	AUX
fis-2726	208	4	seen	see	VERB
fis-2726	208	5	from	from	ADP
fis-2726	208	6	fig	fig	NOUN
fis-2726	208	7	.	.	PUNCT
fis-2726	209	1	13	13	NUM
fis-2726	209	2	,	,	PUNCT
fis-2726	209	3	the	the	DET
fis-2726	209	4	post	post	ADJ
fis-2726	209	5	-	-	ADJ
fis-2726	209	6	weld	weld	ADJ
fis-2726	209	7	sheet	sheet	NOUN
fis-2726	209	8	after	after	SCONJ
fis-2726	209	9	the	the	DET
fis-2726	209	10	reverse	reverse	ADJ
fis-2726	209	11	deformation	deformation	NOUN
fis-2726	209	12	treatment	treatment	NOUN
fis-2726	209	13	is	be	AUX
fis-2726	209	14	significantly	significantly	ADV
fis-2726	209	15	controlled	control	VERB
fis-2726	209	16	compared	compare	VERB
fis-2726	209	17	to	to	ADP
fis-2726	209	18	the	the	DET
fis-2726	209	19	post	post	ADJ
fis-2726	209	20	-	-	ADJ
fis-2726	209	21	weld	weld	ADJ
fis-2726	209	22	sheet	sheet	NOUN
fis-2726	209	23	without	without	ADP
fis-2726	209	24	reverse	reverse	ADJ
fis-2726	209	25	deformation	deformation	NOUN
fis-2726	209	26	treatment	treatment	NOUN
fis-2726	209	27	,	,	PUNCT
fis-2726	209	28	and	and	CCONJ
fis-2726	209	29	the	the	DET
fis-2726	209	30	deformation	deformation	NOUN
fis-2726	209	31	amount	amount	NOUN
fis-2726	209	32	of	of	ADP
fis-2726	209	33	fig	fig	NOUN
fis-2726	209	34	.	.	PUNCT
fis-2726	210	1	13(c	13(c	NUM
fis-2726	210	2	)	)	PUNCT
fis-2726	211	1	is	be	AUX
fis-2726	211	2	smaller	small	ADJ
fis-2726	211	3	than	than	ADP
fis-2726	211	4	that	that	PRON
fis-2726	211	5	of	of	ADP
fis-2726	211	6	fig	fig	NOUN
fis-2726	211	7	.	.	PUNCT
fis-2726	212	1	13(b	13(b	NUM
fis-2726	212	2	)	)	PUNCT
fis-2726	212	3	.	.	PUNCT
fis-2726	213	1	(	(	PUNCT
fis-2726	213	2	a	a	X
fis-2726	213	3	)	)	PUNCT
fis-2726	213	4	post	post	ADJ
fis-2726	213	5	-	-	ADJ
fis-2726	213	6	weld	weld	ADJ
fis-2726	213	7	plate	plate	NOUN
fis-2726	213	8	without	without	ADP
fis-2726	213	9	reverse	reverse	ADJ
fis-2726	213	10	deformation	deformation	NOUN
fis-2726	213	11	treatment	treatment	NOUN
fis-2726	213	12	(	(	PUNCT
fis-2726	213	13	b	b	NOUN
fis-2726	213	14	)	)	PUNCT
fis-2726	213	15	post	post	ADJ
fis-2726	213	16	-	-	ADJ
fis-2726	213	17	weld	weld	ADJ
fis-2726	213	18	plate	plate	NOUN
fis-2726	213	19	of	of	ADP
fis-2726	213	20	bpnn	bpnn	NOUN
fis-2726	213	21	reverse	reverse	ADJ
fis-2726	213	22	deformation	deformation	NOUN
fis-2726	213	23	treatment	treatment	NOUN
fis-2726	213	24	(	(	PUNCT
fis-2726	213	25	c	c	NOUN
fis-2726	213	26	)	)	PUNCT
fis-2726	213	27	post	post	ADJ
fis-2726	213	28	-	-	ADJ
fis-2726	213	29	weld	weld	ADJ
fis-2726	213	30	plate	plate	NOUN
fis-2726	213	31	for	for	ADP
fis-2726	213	32	ga	ga	PROPN
fis-2726	213	33	-	-	PUNCT
fis-2726	213	34	bpnn	bpnn	NOUN
fis-2726	213	35	reverse	reverse	ADJ
fis-2726	213	36	deformation	deformation	NOUN
fis-2726	213	37	treatment	treatment	NOUN
fis-2726	213	38	figure	figure	NOUN
fis-2726	213	39	13	13	NUM
fis-2726	213	40	:	:	PUNCT
fis-2726	213	41	contrast	contrast	VERB
fis-2726	213	42	test	test	NOUN
fis-2726	213	43	of	of	ADP
fis-2726	213	44	deformation	deformation	NOUN
fis-2726	213	45	treatment	treatment	NOUN
fis-2726	213	46	y.	y.	PROPN
fis-2726	213	47	lu	lu	PROPN
fis-2726	213	48	et	et	PROPN
fis-2726	213	49	alii	alii	PROPN
fis-2726	213	50	,	,	PUNCT
fis-2726	213	51	frattura	frattura	PROPN
fis-2726	213	52	ed	ed	PROPN
fis-2726	213	53	integrità	integrità	PROPN
fis-2726	213	54	strutturale	strutturale	PROPN
fis-2726	213	55	,	,	PUNCT
fis-2726	213	56	53	53	NUM
fis-2726	213	57	(	(	PUNCT
fis-2726	213	58	2020	2020	NUM
fis-2726	213	59	)	)	PUNCT
fis-2726	213	60	325	325	NUM
fis-2726	213	61	-	-	SYM
fis-2726	213	62	336	336	NUM
fis-2726	213	63	;	;	PUNCT
fis-2726	213	64	doi	doi	NOUN
fis-2726	213	65	:	:	PUNCT
fis-2726	213	66	10.3221	10.3221	NUM
fis-2726	213	67	/	/	SYM
fis-2726	213	68	igf	igf	PROPN
fis-2726	213	69	-	-	ADJ
fis-2726	213	70	esis.53.25	esis.53.25	NOUN
fis-2726	213	71	335	335	NUM
fis-2726	213	72	tab	tab	NOUN
fis-2726	213	73	.	.	PUNCT
fis-2726	213	74	5	5	NUM
fis-2726	213	75	shows	show	VERB
fis-2726	213	76	the	the	DET
fis-2726	213	77	results	result	NOUN
fis-2726	213	78	of	of	ADP
fis-2726	213	79	the	the	DET
fis-2726	213	80	deformation	deformation	NOUN
fis-2726	213	81	amount	amount	NOUN
fis-2726	213	82	of	of	ADP
fis-2726	213	83	the	the	DET
fis-2726	213	84	control	control	NOUN
fis-2726	213	85	test	test	NOUN
fis-2726	213	86	.	.	PUNCT
fis-2726	214	1	it	it	PRON
fis-2726	214	2	can	can	AUX
fis-2726	214	3	be	be	AUX
fis-2726	214	4	seen	see	VERB
fis-2726	214	5	from	from	ADP
fis-2726	214	6	the	the	DET
fis-2726	214	7	table	table	NOUN
fis-2726	214	8	that	that	SCONJ
fis-2726	214	9	in	in	ADP
fis-2726	214	10	the	the	DET
fis-2726	214	11	case	case	NOUN
fis-2726	214	12	where	where	SCONJ
fis-2726	214	13	the	the	DET
fis-2726	214	14	welding	welding	NOUN
fis-2726	214	15	process	process	NOUN
fis-2726	214	16	parameters	parameter	NOUN
fis-2726	214	17	are	be	AUX
fis-2726	214	18	the	the	DET
fis-2726	214	19	same	same	ADJ
fis-2726	214	20	,	,	PUNCT
fis-2726	214	21	the	the	DET
fis-2726	214	22	aluminum	aluminum	NOUN
fis-2726	214	23	-	-	PUNCT
fis-2726	214	24	steel	steel	NOUN
fis-2726	214	25	sheet	sheet	NOUN
fis-2726	214	26	without	without	ADP
fis-2726	214	27	anti	anti	ADJ
fis-2726	214	28	-	-	ADJ
fis-2726	214	29	deformation	deformation	ADJ
fis-2726	214	30	warps	warps	NOUN
fis-2726	214	31	obviously	obviously	ADV
fis-2726	214	32	,	,	PUNCT
fis-2726	214	33	and	and	CCONJ
fis-2726	214	34	the	the	DET
fis-2726	214	35	deformation	deformation	NOUN
fis-2726	214	36	amount	amount	NOUN
fis-2726	214	37	is	be	AUX
fis-2726	214	38	0.67	0.67	NUM
fis-2726	214	39	mm	mm	NOUN
fis-2726	214	40	.	.	PUNCT
fis-2726	215	1	the	the	DET
fis-2726	215	2	post	post	ADJ
fis-2726	215	3	-	-	ADJ
fis-2726	215	4	weld	weld	ADJ
fis-2726	215	5	deformation	deformation	NOUN
fis-2726	215	6	of	of	ADP
fis-2726	215	7	the	the	DET
fis-2726	215	8	sheet	sheet	NOUN
fis-2726	215	9	with	with	ADP
fis-2726	215	10	the	the	DET
fis-2726	215	11	deformation	deformation	NOUN
fis-2726	215	12	amount	amount	NOUN
fis-2726	215	13	predicted	predict	VERB
fis-2726	215	14	by	by	ADP
fis-2726	215	15	the	the	DET
fis-2726	215	16	bp	bp	PROPN
fis-2726	215	17	neural	neural	PROPN
fis-2726	215	18	network	network	NOUN
fis-2726	215	19	is	be	AUX
fis-2726	215	20	reduced	reduce	VERB
fis-2726	215	21	,	,	PUNCT
fis-2726	215	22	and	and	CCONJ
fis-2726	215	23	the	the	DET
fis-2726	215	24	post	post	ADJ
fis-2726	215	25	-	-	ADJ
fis-2726	215	26	weld	weld	ADJ
fis-2726	215	27	deformation	deformation	NOUN
fis-2726	215	28	is	be	AUX
fis-2726	215	29	0.36	0.36	NUM
fis-2726	215	30	mm	mm	NOUN
fis-2726	215	31	,	,	PUNCT
fis-2726	215	32	and	and	CCONJ
fis-2726	215	33	the	the	DET
fis-2726	215	34	post	post	ADJ
fis-2726	215	35	-	-	ADJ
fis-2726	215	36	weld	weld	ADJ
fis-2726	215	37	deformation	deformation	NOUN
fis-2726	215	38	of	of	ADP
fis-2726	215	39	the	the	DET
fis-2726	215	40	sheet	sheet	NOUN
fis-2726	215	41	with	with	ADP
fis-2726	215	42	the	the	DET
fis-2726	215	43	deformation	deformation	NOUN
fis-2726	215	44	amount	amount	NOUN
fis-2726	215	45	predicted	predict	VERB
fis-2726	215	46	by	by	ADP
fis-2726	215	47	the	the	DET
fis-2726	215	48	ga	ga	PROPN
fis-2726	215	49	-	-	PUNCT
fis-2726	215	50	bp	bp	PROPN
fis-2726	215	51	neural	neural	ADJ
fis-2726	215	52	network	network	NOUN
fis-2726	215	53	is	be	AUX
fis-2726	215	54	0.11	0.11	NUM
fis-2726	215	55	mm	mm	NUM
fis-2726	215	56	which	which	PRON
fis-2726	215	57	is	be	AUX
fis-2726	215	58	much	much	ADV
fis-2726	215	59	smaller	small	ADJ
fis-2726	215	60	than	than	ADP
fis-2726	215	61	the	the	DET
fis-2726	215	62	sheet	sheet	NOUN
fis-2726	215	63	with	with	ADP
fis-2726	215	64	the	the	DET
fis-2726	215	65	deformation	deformation	NOUN
fis-2726	215	66	predicted	predict	VERB
fis-2726	215	67	by	by	ADP
fis-2726	215	68	the	the	DET
fis-2726	215	69	bp	bp	PROPN
fis-2726	215	70	neural	neural	ADJ
fis-2726	215	71	network	network	NOUN
fis-2726	215	72	.	.	PUNCT
fis-2726	216	1	therefore	therefore	ADV
fis-2726	216	2	,	,	PUNCT
fis-2726	216	3	the	the	DET
fis-2726	216	4	ga	ga	PROPN
fis-2726	216	5	-	-	PUNCT
fis-2726	216	6	bp	bp	PROPN
fis-2726	216	7	neural	neural	ADJ
fis-2726	216	8	network	network	NOUN
fis-2726	216	9	can	can	AUX
fis-2726	216	10	effectively	effectively	ADV
fis-2726	216	11	predict	predict	VERB
fis-2726	216	12	the	the	DET
fis-2726	216	13	cmt	cmt	PROPN
fis-2726	216	14	welding	weld	VERB
fis-2726	216	15	deformation	deformation	NOUN
fis-2726	216	16	of	of	ADP
fis-2726	216	17	the	the	DET
fis-2726	216	18	aluminum	aluminum	NOUN
fis-2726	216	19	-	-	PUNCT
fis-2726	216	20	steel	steel	NOUN
fis-2726	216	21	sheet	sheet	NOUN
fis-2726	216	22	compared	compare	VERB
fis-2726	216	23	with	with	ADP
fis-2726	216	24	the	the	DET
fis-2726	216	25	bp	bp	PROPN
fis-2726	216	26	neural	neural	ADJ
fis-2726	216	27	network	network	NOUN
fis-2726	216	28	,	,	PUNCT
fis-2726	216	29	and	and	CCONJ
fis-2726	216	30	the	the	DET
fis-2726	216	31	error	error	NOUN
fis-2726	216	32	is	be	AUX
fis-2726	216	33	controlled	control	VERB
fis-2726	216	34	within	within	ADP
fis-2726	216	35	a	a	DET
fis-2726	216	36	reasonable	reasonable	ADJ
fis-2726	216	37	range	range	NOUN
fis-2726	216	38	.	.	PUNCT
fis-2726	217	1	wire	wire	NOUN
fis-2726	217	2	feed	feed	NOUN
fis-2726	217	3	speed	speed	NOUN
fis-2726	217	4	(	(	PUNCT
fis-2726	217	5	m	m	NOUN
fis-2726	217	6	/	/	SYM
fis-2726	217	7	min	min	NOUN
fis-2726	217	8	)	)	PUNCT
fis-2726	217	9	welding	welding	NOUN
fis-2726	217	10	speed	speed	NOUN
fis-2726	217	11	(	(	PUNCT
fis-2726	217	12	m	m	NOUN
fis-2726	217	13	/	/	SYM
fis-2726	217	14	min	min	NOUN
fis-2726	217	15	)	)	PUNCT
fis-2726	217	16	arc	arc	NOUN
fis-2726	217	17	correction	correction	NOUN
fis-2726	217	18	(	(	PUNCT
fis-2726	217	19	%	%	INTJ
fis-2726	217	20	)	)	PUNCT
fis-2726	217	21	aluminum	aluminum	NOUN
fis-2726	217	22	plate	plate	NOUN
fis-2726	217	23	thickness	thickness	NOUN
fis-2726	217	24	(	(	PUNCT
fis-2726	217	25	mm	mm	NOUN
fis-2726	217	26	)	)	PUNCT
fis-2726	217	27	deformation	deformation	NOUN
fis-2726	217	28	(	(	PUNCT
fis-2726	217	29	mm	mm	INTJ
fis-2726	217	30	)	)	PUNCT
fis-2726	217	31	no	no	DET
fis-2726	217	32	anti	anti	NOUN
fis-2726	217	33	-	-	NOUN
fis-2726	217	34	deformation	deformation	ADJ
fis-2726	217	35	3.9	3.9	NUM
fis-2726	217	36	0.70	0.70	NUM
fis-2726	217	37	0	0	NUM
fis-2726	217	38	1.5	1.5	NUM
fis-2726	217	39	0.67	0.67	NUM
fis-2726	217	40	bp	bp	PROPN
fis-2726	217	41	inverse	inverse	NOUN
fis-2726	217	42	deformation	deformation	NOUN
fis-2726	217	43	processing	process	VERB
fis-2726	217	44	3.9	3.9	NUM
fis-2726	217	45	0.70	0.70	NUM
fis-2726	217	46	0	0	NUM
fis-2726	217	47	1.5	1.5	NUM
fis-2726	217	48	0.36	0.36	NUM
fis-2726	217	49	ga	ga	PROPN
fis-2726	217	50	-	-	PUNCT
fis-2726	217	51	bp	bp	PROPN
fis-2726	217	52	inverse	inverse	NOUN
fis-2726	217	53	deformation	deformation	NOUN
fis-2726	217	54	processing	process	VERB
fis-2726	217	55	3.9	3.9	NUM
fis-2726	217	56	0.70	0.70	NUM
fis-2726	217	57	0	0	NUM
fis-2726	217	58	1.5	1.5	NUM
fis-2726	217	59	0.11	0.11	NUM
fis-2726	217	60	table	table	NOUN
fis-2726	217	61	5	5	NUM
fis-2726	217	62	:	:	PUNCT
fis-2726	217	63	test	test	NOUN
fis-2726	217	64	result	result	NOUN
fis-2726	217	65	of	of	ADP
fis-2726	217	66	welding	weld	VERB
fis-2726	217	67	deformation	deformation	NOUN
fis-2726	217	68	conclusion	conclusion	NOUN
fis-2726	217	69	n	n	ADP
fis-2726	217	70	this	this	DET
fis-2726	217	71	paper	paper	NOUN
fis-2726	217	72	,	,	PUNCT
fis-2726	217	73	the	the	DET
fis-2726	217	74	welding	welding	NOUN
fis-2726	217	75	process	process	NOUN
fis-2726	217	76	parameters	parameter	NOUN
fis-2726	217	77	affecting	affect	VERB
fis-2726	217	78	the	the	DET
fis-2726	217	79	cmt	cmt	PROPN
fis-2726	217	80	seam	seam	NOUN
fis-2726	217	81	welding	weld	VERB
fis-2726	217	82	deformation	deformation	NOUN
fis-2726	217	83	of	of	ADP
fis-2726	217	84	aluminum	aluminum	NOUN
fis-2726	217	85	-	-	PUNCT
fis-2726	217	86	steel	steel	NOUN
fis-2726	217	87	are	be	AUX
fis-2726	217	88	studied	study	VERB
fis-2726	217	89	by	by	ADP
fis-2726	217	90	orthogonal	orthogonal	ADJ
fis-2726	217	91	test	test	NOUN
fis-2726	217	92	and	and	CCONJ
fis-2726	217	93	gray	gray	ADJ
fis-2726	217	94	relational	relational	ADJ
fis-2726	217	95	grade	grade	NOUN
fis-2726	217	96	theory	theory	NOUN
fis-2726	217	97	.	.	PUNCT
fis-2726	218	1	the	the	DET
fis-2726	218	2	influence	influence	NOUN
fis-2726	218	3	degree	degree	NOUN
fis-2726	218	4	of	of	ADP
fis-2726	218	5	cmt	cmt	PROPN
fis-2726	218	6	welding	welding	NOUN
fis-2726	218	7	process	process	NOUN
fis-2726	218	8	parameters	parameter	NOUN
fis-2726	218	9	on	on	ADP
fis-2726	218	10	welding	weld	VERB
fis-2726	218	11	deformation	deformation	NOUN
fis-2726	218	12	is	be	AUX
fis-2726	218	13	analyzed	analyze	VERB
fis-2726	218	14	.	.	PUNCT
fis-2726	219	1	then	then	ADV
fis-2726	219	2	bp	bp	PROPN
fis-2726	219	3	neural	neural	ADJ
fis-2726	219	4	network	network	PROPN
fis-2726	219	5	and	and	CCONJ
fis-2726	219	6	ga	ga	PROPN
fis-2726	219	7	-	-	PUNCT
fis-2726	219	8	bp	bp	PROPN
fis-2726	219	9	neural	neural	ADJ
fis-2726	219	10	network	network	NOUN
fis-2726	219	11	were	be	AUX
fis-2726	219	12	used	use	VERB
fis-2726	219	13	to	to	PART
fis-2726	219	14	predict	predict	VERB
fis-2726	219	15	the	the	DET
fis-2726	219	16	welding	welding	NOUN
fis-2726	219	17	deformation	deformation	NOUN
fis-2726	219	18	.	.	PUNCT
fis-2726	220	1	the	the	DET
fis-2726	220	2	final	final	ADJ
fis-2726	220	3	conclusion	conclusion	NOUN
fis-2726	220	4	is	be	AUX
fis-2726	220	5	as	as	SCONJ
fis-2726	220	6	follows	follow	VERB
fis-2726	220	7	:	:	PUNCT
fis-2726	220	8	(	(	PUNCT
fis-2726	220	9	1	1	X
fis-2726	220	10	)	)	PUNCT
fis-2726	220	11	based	base	VERB
fis-2726	220	12	on	on	ADP
fis-2726	220	13	the	the	DET
fis-2726	220	14	orthogonal	orthogonal	ADJ
fis-2726	220	15	test	test	NOUN
fis-2726	220	16	and	and	CCONJ
fis-2726	220	17	the	the	DET
fis-2726	220	18	gray	gray	ADJ
fis-2726	220	19	relational	relational	ADJ
fis-2726	220	20	analysis	analysis	NOUN
fis-2726	220	21	,	,	PUNCT
fis-2726	220	22	the	the	DET
fis-2726	220	23	wire	wire	NOUN
fis-2726	220	24	feed	feed	NOUN
fis-2726	220	25	speed	speed	NOUN
fis-2726	220	26	has	have	VERB
fis-2726	220	27	the	the	DET
fis-2726	220	28	greatest	great	ADJ
fis-2726	220	29	influence	influence	NOUN
fis-2726	220	30	on	on	ADP
fis-2726	220	31	the	the	DET
fis-2726	220	32	aluminum	aluminum	NOUN
fis-2726	220	33	alloy	alloy	NOUN
fis-2726	220	34	cmt	cmt	NOUN
fis-2726	220	35	welding	welding	NOUN
fis-2726	220	36	deformation	deformation	NOUN
fis-2726	220	37	,	,	PUNCT
fis-2726	220	38	the	the	DET
fis-2726	220	39	welding	welding	NOUN
fis-2726	220	40	speed	speed	NOUN
fis-2726	220	41	is	be	AUX
fis-2726	220	42	the	the	DET
fis-2726	220	43	second	second	ADJ
fis-2726	220	44	,	,	PUNCT
fis-2726	220	45	and	and	CCONJ
fis-2726	220	46	the	the	DET
fis-2726	220	47	arc	arc	NOUN
fis-2726	220	48	correction	correction	NOUN
fis-2726	220	49	has	have	VERB
fis-2726	220	50	the	the	DET
fis-2726	220	51	least	least	ADJ
fis-2726	220	52	influence	influence	NOUN
fis-2726	220	53	.	.	PUNCT
fis-2726	221	1	(	(	PUNCT
fis-2726	221	2	2	2	X
fis-2726	221	3	)	)	PUNCT
fis-2726	221	4	the	the	DET
fis-2726	221	5	bp	bp	PROPN
fis-2726	221	6	neural	neural	PROPN
fis-2726	221	7	network	network	NOUN
fis-2726	221	8	improved	improve	VERB
fis-2726	221	9	based	base	VERB
fis-2726	221	10	on	on	ADP
fis-2726	221	11	genetic	genetic	ADJ
fis-2726	221	12	algorithm	algorithm	NOUN
fis-2726	221	13	has	have	VERB
fis-2726	221	14	higher	high	ADJ
fis-2726	221	15	prediction	prediction	NOUN
fis-2726	221	16	accuracy	accuracy	NOUN
fis-2726	221	17	.	.	PUNCT
fis-2726	222	1	the	the	DET
fis-2726	222	2	bp	bp	PROPN
fis-2726	222	3	neural	neural	PROPN
fis-2726	222	4	network	network	NOUN
fis-2726	222	5	prediction	prediction	NOUN
fis-2726	222	6	error	error	NOUN
fis-2726	222	7	range	range	NOUN
fis-2726	222	8	is	be	AUX
fis-2726	222	9	-0.029mm~0.011	-0.029mm~0.011	PROPN
fis-2726	222	10	mm	mm	PROPN
fis-2726	222	11	,	,	PUNCT
fis-2726	222	12	the	the	DET
fis-2726	222	13	maximum	maximum	ADJ
fis-2726	222	14	relative	relative	ADJ
fis-2726	222	15	error	error	NOUN
fis-2726	222	16	is	be	AUX
fis-2726	222	17	0.029	0.029	NUM
fis-2726	222	18	mm	mm	NOUN
fis-2726	222	19	,	,	PUNCT
fis-2726	222	20	and	and	CCONJ
fis-2726	222	21	the	the	DET
fis-2726	222	22	minimum	minimum	ADJ
fis-2726	222	23	relative	relative	ADJ
fis-2726	222	24	error	error	NOUN
fis-2726	222	25	is	be	AUX
fis-2726	222	26	0.003	0.003	NUM
fis-2726	222	27	mm	mm	NOUN
fis-2726	222	28	.	.	PUNCT
fis-2726	223	1	however	however	ADV
fis-2726	223	2	,	,	PUNCT
fis-2726	223	3	the	the	DET
fis-2726	223	4	ga	ga	PROPN
fis-2726	223	5	-	-	PUNCT
fis-2726	223	6	bp	bp	PROPN
fis-2726	223	7	neural	neural	ADJ
fis-2726	223	8	network	network	NOUN
fis-2726	223	9	prediction	prediction	NOUN
fis-2726	223	10	error	error	NOUN
fis-2726	223	11	range	range	NOUN
fis-2726	223	12	is	be	AUX
fis-2726	223	13	-0.016mm~0.004	-0.016mm~0.004	PROPN
fis-2726	223	14	mm	mm	PROPN
fis-2726	223	15	,	,	PUNCT
fis-2726	223	16	the	the	DET
fis-2726	223	17	maximum	maximum	ADJ
fis-2726	223	18	relative	relative	ADJ
fis-2726	223	19	error	error	NOUN
fis-2726	223	20	is	be	AUX
fis-2726	223	21	0.016	0.016	NUM
fis-2726	223	22	mm	mm	NOUN
fis-2726	223	23	,	,	PUNCT
fis-2726	223	24	and	and	CCONJ
fis-2726	223	25	the	the	DET
fis-2726	223	26	minimum	minimum	ADJ
fis-2726	223	27	relative	relative	ADJ
fis-2726	223	28	error	error	NOUN
fis-2726	223	29	is	be	AUX
fis-2726	223	30	2.69	2.69	NUM
fis-2726	223	31	*	*	SYM
fis-2726	223	32	10	10	NUM
fis-2726	223	33	-	-	SYM
fis-2726	223	34	6	6	NUM
fis-2726	223	35	mm	mm	NOUN
fis-2726	223	36	.	.	PUNCT
fis-2726	224	1	(	(	PUNCT
fis-2726	224	2	3	3	X
fis-2726	224	3	)	)	PUNCT
fis-2726	224	4	the	the	DET
fis-2726	224	5	prediction	prediction	NOUN
fis-2726	224	6	results	result	NOUN
fis-2726	224	7	of	of	ADP
fis-2726	224	8	bp	bp	PROPN
fis-2726	224	9	neural	neural	ADJ
fis-2726	224	10	network	network	PROPN
fis-2726	224	11	and	and	CCONJ
fis-2726	224	12	ga	ga	PROPN
fis-2726	224	13	-	-	PUNCT
fis-2726	224	14	bp	bp	PROPN
fis-2726	224	15	neural	neural	ADJ
fis-2726	224	16	network	network	NOUN
fis-2726	224	17	are	be	AUX
fis-2726	224	18	applied	apply	VERB
fis-2726	224	19	to	to	ADP
fis-2726	224	20	the	the	DET
fis-2726	224	21	welding	welding	NOUN
fis-2726	224	22	of	of	ADP
fis-2726	224	23	the	the	DET
fis-2726	224	24	sheet	sheet	NOUN
fis-2726	224	25	in	in	ADP
fis-2726	224	26	the	the	DET
fis-2726	224	27	form	form	NOUN
fis-2726	224	28	of	of	ADP
fis-2726	224	29	anti	anti	NOUN
fis-2726	224	30	-	-	NOUN
fis-2726	224	31	deformation	deformation	NOUN
fis-2726	224	32	.	.	PUNCT
fis-2726	225	1	the	the	DET
fis-2726	225	2	results	result	NOUN
fis-2726	225	3	show	show	VERB
fis-2726	225	4	that	that	SCONJ
fis-2726	225	5	the	the	DET
fis-2726	225	6	deformation	deformation	NOUN
fis-2726	225	7	of	of	ADP
fis-2726	225	8	the	the	DET
fis-2726	225	9	welded	weld	VERB
fis-2726	225	10	plate	plate	NOUN
fis-2726	225	11	is	be	AUX
fis-2726	225	12	obviously	obviously	ADV
fis-2726	225	13	smaller	small	ADJ
fis-2726	225	14	.	.	PUNCT
fis-2726	226	1	moreover	moreover	ADV
fis-2726	226	2	,	,	PUNCT
fis-2726	226	3	the	the	DET
fis-2726	226	4	deformation	deformation	NOUN
fis-2726	226	5	of	of	ADP
fis-2726	226	6	the	the	DET
fis-2726	226	7	post	post	ADJ
fis-2726	226	8	-	-	ADJ
fis-2726	226	9	weld	weld	ADJ
fis-2726	226	10	plate	plate	NOUN
fis-2726	226	11	with	with	ADP
fis-2726	226	12	the	the	DET
fis-2726	226	13	anti	anti	ADJ
fis-2726	226	14	-	-	ADJ
fis-2726	226	15	deformation	deformation	ADJ
fis-2726	226	16	amount	amount	NOUN
fis-2726	226	17	predicted	predict	VERB
fis-2726	226	18	by	by	ADP
fis-2726	226	19	ga	ga	PROPN
fis-2726	226	20	-	-	PUNCT
fis-2726	226	21	bp	bp	PROPN
fis-2726	226	22	neural	neural	ADJ
fis-2726	226	23	network	network	NOUN
fis-2726	226	24	is	be	AUX
fis-2726	226	25	smallest	small	ADJ
fis-2726	226	26	,	,	PUNCT
fis-2726	226	27	indicating	indicate	VERB
fis-2726	226	28	that	that	SCONJ
fis-2726	226	29	the	the	DET
fis-2726	226	30	ga	ga	PROPN
fis-2726	226	31	-	-	PUNCT
fis-2726	226	32	bp	bp	PROPN
fis-2726	226	33	neural	neural	ADJ
fis-2726	226	34	network	network	NOUN
fis-2726	226	35	is	be	AUX
fis-2726	226	36	more	more	ADV
fis-2726	226	37	suitable	suitable	ADJ
fis-2726	226	38	for	for	ADP
fis-2726	226	39	the	the	DET
fis-2726	226	40	prediction	prediction	NOUN
fis-2726	226	41	of	of	ADP
fis-2726	226	42	cmt	cmt	PROPN
fis-2726	226	43	welding	weld	VERB
fis-2726	226	44	deformation	deformation	NOUN
fis-2726	226	45	of	of	ADP
fis-2726	226	46	aluminum	aluminum	NOUN
fis-2726	226	47	-	-	PUNCT
fis-2726	226	48	steel	steel	NOUN
fis-2726	226	49	.	.	PUNCT
fis-2726	227	1	in	in	ADP
fis-2726	227	2	the	the	DET
fis-2726	227	3	future	future	NOUN
fis-2726	227	4	,	,	PUNCT
fis-2726	227	5	the	the	DET
fis-2726	227	6	deformation	deformation	NOUN
fis-2726	227	7	of	of	ADP
fis-2726	227	8	aluminum	aluminum	NOUN
fis-2726	227	9	-	-	PUNCT
fis-2726	227	10	steel	steel	NOUN
fis-2726	227	11	hybrid	hybrid	NOUN
fis-2726	227	12	sheets	sheet	NOUN
fis-2726	227	13	in	in	ADP
fis-2726	227	14	more	more	ADJ
fis-2726	227	15	complex	complex	ADJ
fis-2726	227	16	assembly	assembly	NOUN
fis-2726	227	17	forms	form	NOUN
fis-2726	227	18	and	and	CCONJ
fis-2726	227	19	under	under	ADP
fis-2726	227	20	multiple	multiple	ADJ
fis-2726	227	21	welds	weld	NOUN
fis-2726	227	22	will	will	AUX
fis-2726	227	23	be	be	AUX
fis-2726	227	24	further	far	ADV
fis-2726	227	25	studied	study	VERB
fis-2726	227	26	,	,	PUNCT
fis-2726	227	27	and	and	CCONJ
fis-2726	227	28	the	the	DET
fis-2726	227	29	neural	neural	ADJ
fis-2726	227	30	network	network	NOUN
fis-2726	227	31	prediction	prediction	NOUN
fis-2726	227	32	model	model	NOUN
fis-2726	227	33	proposed	propose	VERB
fis-2726	227	34	in	in	ADP
fis-2726	227	35	the	the	DET
fis-2726	227	36	paper	paper	NOUN
fis-2726	227	37	will	will	AUX
fis-2726	227	38	be	be	AUX
fis-2726	227	39	used	use	VERB
fis-2726	227	40	for	for	ADP
fis-2726	227	41	prediction	prediction	NOUN
fis-2726	227	42	.	.	PUNCT
fis-2726	228	1	references	reference	NOUN
fis-2726	228	2	[	[	X
fis-2726	228	3	1	1	NUM
fis-2726	228	4	]	]	X
fis-2726	228	5	solecka	solecka	PROPN
fis-2726	228	6	,	,	PUNCT
fis-2726	228	7	m.	m.	NOUN
fis-2726	228	8	,	,	PUNCT
fis-2726	228	9	kopia	kopia	PROPN
fis-2726	228	10	,	,	PUNCT
fis-2726	228	11	a.	a.	NOUN
fis-2726	228	12	,	,	PUNCT
fis-2726	228	13	radziszewska	radziszewska	PROPN
fis-2726	228	14	,	,	PUNCT
fis-2726	228	15	a.	a.	NOUN
fis-2726	228	16	and	and	CCONJ
fis-2726	228	17	rutkowski	rutkowski	PROPN
fis-2726	228	18	,	,	PUNCT
fis-2726	228	19	b.	b.	PROPN
fis-2726	228	20	(	(	PUNCT
fis-2726	228	21	2018	2018	NUM
fis-2726	228	22	)	)	PUNCT
fis-2726	228	23	.	.	PUNCT
fis-2726	229	1	microstructure	microstructure	NOUN
fis-2726	229	2	,	,	PUNCT
fis-2726	229	3	microsegregation	microsegregation	NOUN
fis-2726	229	4	and	and	CCONJ
fis-2726	229	5	nanohardness	nanohardness	NOUN
fis-2726	229	6	of	of	ADP
fis-2726	229	7	cmt	cmt	PROPN
fis-2726	229	8	clad	clothe	VERB
fis-2726	229	9	layers	layer	NOUN
fis-2726	229	10	of	of	ADP
fis-2726	229	11	ni	ni	ADJ
fis-2726	229	12	-	-	PUNCT
fis-2726	229	13	base	base	NOUN
fis-2726	229	14	alloy	alloy	NOUN
fis-2726	229	15	on	on	ADP
fis-2726	229	16	16mo3	16mo3	PROPN
fis-2726	229	17	steel	steel	PROPN
fis-2726	229	18	,	,	PUNCT
fis-2726	229	19	journal	journal	NOUN
fis-2726	229	20	of	of	ADP
fis-2726	229	21	alloys	alloy	NOUN
fis-2726	229	22	&	&	CCONJ
fis-2726	229	23	compounds	compound	NOUN
fis-2726	229	24	,	,	PUNCT
fis-2726	229	25	751	751	NUM
fis-2726	229	26	,	,	PUNCT
fis-2726	229	27	pp	pp	ADJ
fis-2726	229	28	.	.	PUNCT
fis-2726	230	1	86	86	NUM
fis-2726	230	2	-	-	SYM
fis-2726	230	3	95	95	NUM
fis-2726	230	4	.	.	PUNCT
fis-2726	231	1	[	[	X
fis-2726	231	2	2	2	NUM
fis-2726	231	3	]	]	PUNCT
fis-2726	231	4	masters	master	NOUN
fis-2726	231	5	,	,	PUNCT
fis-2726	231	6	i.	i.	PROPN
fis-2726	231	7	,	,	PUNCT
fis-2726	231	8	fan	fan	PROPN
fis-2726	231	9	,	,	PUNCT
fis-2726	231	10	x.	x.	PROPN
fis-2726	231	11	,	,	PUNCT
fis-2726	231	12	roy	roy	PROPN
fis-2726	231	13	,	,	PUNCT
fis-2726	231	14	r.	r.	PROPN
fis-2726	231	15	and	and	CCONJ
fis-2726	231	16	williams	williams	PROPN
fis-2726	231	17	,	,	PUNCT
fis-2726	231	18	d.	d.	PROPN
fis-2726	231	19	(	(	PUNCT
fis-2726	231	20	2012	2012	NUM
fis-2726	231	21	)	)	PUNCT
fis-2726	231	22	.	.	PUNCT
fis-2726	232	1	modelling	model	VERB
fis-2726	232	2	distortion	distortion	NOUN
fis-2726	232	3	induced	induce	VERB
fis-2726	232	4	in	in	ADP
fis-2726	232	5	an	an	DET
fis-2726	232	6	assembly	assembly	NOUN
fis-2726	232	7	by	by	ADP
fis-2726	232	8	the	the	DET
fis-2726	232	9	self	self	NOUN
fis-2726	232	10	piercing	pierce	VERB
fis-2726	232	11	rivet	rivet	NOUN
fis-2726	232	12	process	process	NOUN
fis-2726	232	13	,	,	PUNCT
fis-2726	232	14	proceedings	proceeding	NOUN
fis-2726	232	15	of	of	ADP
fis-2726	232	16	the	the	DET
fis-2726	232	17	institution	institution	NOUN
fis-2726	232	18	of	of	ADP
fis-2726	232	19	mechanical	mechanical	ADJ
fis-2726	232	20	engineers	engineer	NOUN
fis-2726	232	21	.	.	PUNCT
fis-2726	233	1	part	part	NOUN
fis-2726	233	2	b	b	NOUN
fis-2726	233	3	:	:	PUNCT
fis-2726	233	4	engineering	engineering	NOUN
fis-2726	233	5	manufacture	manufacture	NOUN
fis-2726	233	6	,	,	PUNCT
fis-2726	233	7	226(2	226(2	NUM
fis-2726	233	8	)	)	PUNCT
fis-2726	233	9	,	,	PUNCT
fis-2726	233	10	pp	pp	ADJ
fis-2726	233	11	.	.	PUNCT
fis-2726	234	1	300	300	NUM
fis-2726	234	2	-	-	SYM
fis-2726	234	3	312	312	NUM
fis-2726	234	4	.	.	PUNCT
fis-2726	235	1	[	[	X
fis-2726	235	2	3	3	NUM
fis-2726	235	3	]	]	X
fis-2726	235	4	rai	rai	PROPN
fis-2726	235	5	,	,	PUNCT
fis-2726	235	6	r.	r.	PROPN
fis-2726	235	7	,	,	PUNCT
fis-2726	235	8	de	de	PROPN
fis-2726	235	9	,	,	PUNCT
fis-2726	235	10	a.	a.	NOUN
fis-2726	235	11	,	,	PUNCT
fis-2726	235	12	bhadeshia	bhadeshia	VERB
fis-2726	235	13	,	,	PUNCT
fis-2726	235	14	h.	h.	PROPN
fis-2726	235	15	k.	k.	PROPN
fis-2726	235	16	d.	d.	PROPN
fis-2726	235	17	h.	h.	PROPN
fis-2726	235	18	and	and	CCONJ
fis-2726	235	19	debroy	debroy	PROPN
fis-2726	235	20	,	,	PUNCT
fis-2726	235	21	t.	t.	PROPN
fis-2726	235	22	(	(	PUNCT
fis-2726	235	23	2011	2011	NUM
fis-2726	235	24	)	)	PUNCT
fis-2726	235	25	.	.	PUNCT
fis-2726	236	1	review	review	NOUN
fis-2726	236	2	:	:	PUNCT
fis-2726	236	3	friction	friction	NOUN
fis-2726	236	4	stir	stir	NOUN
fis-2726	236	5	welding	welding	NOUN
fis-2726	236	6	tools	tool	NOUN
fis-2726	236	7	,	,	PUNCT
fis-2726	236	8	science	science	NOUN
fis-2726	236	9	&	&	CCONJ
fis-2726	236	10	technology	technology	NOUN
fis-2726	236	11	of	of	ADP
fis-2726	236	12	welding	welding	NOUN
fis-2726	236	13	&	&	CCONJ
fis-2726	236	14	joining	joining	PROPN
fis-2726	236	15	,	,	PUNCT
fis-2726	236	16	16(4	16(4	NUM
fis-2726	236	17	)	)	PUNCT
fis-2726	236	18	,	,	PUNCT
fis-2726	236	19	pp	pp	ADJ
fis-2726	236	20	.	.	PUNCT
fis-2726	237	1	325	325	NUM
fis-2726	237	2	-	-	SYM
fis-2726	237	3	342	342	NUM
fis-2726	237	4	.	.	PUNCT
fis-2726	238	1	[	[	X
fis-2726	238	2	4	4	NUM
fis-2726	238	3	]	]	X
fis-2726	238	4	lei	lei	PROPN
fis-2726	238	5	,	,	PUNCT
fis-2726	238	6	h.	h.	PROPN
fis-2726	238	7	y.	y.	PROPN
fis-2726	238	8	,	,	PUNCT
fis-2726	238	9	li	li	PROPN
fis-2726	238	10	,	,	PUNCT
fis-2726	238	11	y.	y.	PROPN
fis-2726	238	12	b.	b.	PROPN
fis-2726	238	13	and	and	CCONJ
fis-2726	238	14	carlson	carlson	PROPN
fis-2726	238	15	,	,	PUNCT
fis-2726	238	16	b.	b.	PROPN
fis-2726	238	17	e.	e.	PROPN
fis-2726	238	18	(	(	PUNCT
fis-2726	238	19	2017	2017	NUM
fis-2726	238	20	)	)	PUNCT
fis-2726	238	21	.	.	PUNCT
fis-2726	238	22	cold	cold	ADJ
fis-2726	238	23	metal	metal	NOUN
fis-2726	238	24	transfer	transfer	NOUN
fis-2726	238	25	spot	spot	NOUN
fis-2726	238	26	welding	welding	NOUN
fis-2726	238	27	of	of	ADP
fis-2726	238	28	1	1	NUM
fis-2726	238	29	,	,	PUNCT
fis-2726	238	30	mm	mm	PROPN
fis-2726	238	31	thick	thick	ADJ
fis-2726	238	32	aa6061	aa6061	PROPN
fis-2726	238	33	-	-	PUNCT
fis-2726	238	34	t6	t6	PROPN
fis-2726	238	35	,	,	PUNCT
fis-2726	238	36	journal	journal	NOUN
fis-2726	238	37	of	of	ADP
fis-2726	238	38	manufacturing	manufacturing	NOUN
fis-2726	238	39	processes	process	NOUN
fis-2726	238	40	,	,	PUNCT
fis-2726	238	41	28	28	NUM
fis-2726	238	42	,	,	PUNCT
fis-2726	238	43	pp	pp	ADJ
fis-2726	238	44	.	.	PUNCT
fis-2726	239	1	209	209	NUM
fis-2726	239	2	-	-	SYM
fis-2726	239	3	219	219	NUM
fis-2726	239	4	.	.	PUNCT
fis-2726	240	1	i	i	PRON
fis-2726	240	2	y.	y.	NOUN
fis-2726	240	3	lu	lu	PROPN
fis-2726	240	4	et	et	PROPN
fis-2726	240	5	alii	alii	PROPN
fis-2726	240	6	,	,	PUNCT
fis-2726	240	7	frattura	frattura	PROPN
fis-2726	240	8	ed	ed	PROPN
fis-2726	240	9	integrità	integrità	PROPN
fis-2726	240	10	strutturale	strutturale	PROPN
fis-2726	240	11	,	,	PUNCT
fis-2726	240	12	53	53	NUM
fis-2726	240	13	(	(	PUNCT
fis-2726	240	14	2020	2020	NUM
fis-2726	240	15	)	)	PUNCT
fis-2726	240	16	325	325	NUM
fis-2726	240	17	-	-	SYM
fis-2726	240	18	336	336	NUM
fis-2726	240	19	;	;	PUNCT
fis-2726	240	20	doi	doi	NOUN
fis-2726	240	21	:	:	PUNCT
fis-2726	240	22	10.3221	10.3221	NUM
fis-2726	240	23	/	/	SYM
fis-2726	240	24	igf	igf	PROPN
fis-2726	240	25	-	-	ADJ
fis-2726	240	26	esis.53.25	esis.53.25	NOUN
fis-2726	240	27	336	336	NUM
fis-2726	241	1	[	[	X
fis-2726	241	2	5	5	NUM
fis-2726	241	3	]	]	SYM
fis-2726	241	4	deng	deng	PROPN
fis-2726	241	5	,	,	PUNCT
fis-2726	241	6	d.	d.	PROPN
fis-2726	241	7	,	,	PUNCT
fis-2726	241	8	kiyoshima	kiyoshima	PROPN
fis-2726	241	9	,	,	PUNCT
fis-2726	241	10	s.	s.	PROPN
fis-2726	241	11	,	,	PUNCT
fis-2726	241	12	ogawa	ogawa	PROPN
fis-2726	241	13	,	,	PUNCT
fis-2726	241	14	k.	k.	PROPN
fis-2726	241	15	,	,	PUNCT
fis-2726	241	16	yanagida	yanagida	PROPN
fis-2726	241	17	,	,	PUNCT
fis-2726	241	18	n.	n.	PROPN
fis-2726	241	19	and	and	CCONJ
fis-2726	241	20	saito	saito	PROPN
fis-2726	241	21	,	,	PUNCT
fis-2726	241	22	k.	k.	PROPN
fis-2726	241	23	(	(	PUNCT
fis-2726	241	24	2011	2011	NUM
fis-2726	241	25	)	)	PUNCT
fis-2726	241	26	.	.	PUNCT
fis-2726	242	1	predicting	predict	VERB
fis-2726	242	2	welding	weld	VERB
fis-2726	242	3	residual	residual	ADJ
fis-2726	242	4	stresses	stress	NOUN
fis-2726	242	5	in	in	ADP
fis-2726	242	6	a	a	DET
fis-2726	242	7	dissimilar	dissimilar	ADJ
fis-2726	242	8	metal	metal	NOUN
fis-2726	242	9	girth	girth	NOUN
fis-2726	242	10	welded	weld	VERB
fis-2726	242	11	pipe	pipe	NOUN
fis-2726	242	12	using	use	VERB
fis-2726	242	13	3d	3d	PROPN
fis-2726	242	14	finite	finite	PROPN
fis-2726	242	15	element	element	NOUN
fis-2726	242	16	model	model	NOUN
fis-2726	242	17	with	with	ADP
fis-2726	242	18	a	a	DET
fis-2726	242	19	simplified	simplified	ADJ
fis-2726	242	20	heat	heat	NOUN
fis-2726	242	21	source	source	NOUN
fis-2726	242	22	,	,	PUNCT
fis-2726	242	23	nuclear	nuclear	ADJ
fis-2726	242	24	engineering	engineering	NOUN
fis-2726	242	25	and	and	CCONJ
fis-2726	242	26	design	design	NOUN
fis-2726	242	27	,	,	PUNCT
fis-2726	242	28	241(1	241(1	NUM
fis-2726	242	29	)	)	PUNCT
fis-2726	242	30	,	,	PUNCT
fis-2726	242	31	pp	pp	ADJ
fis-2726	242	32	.	.	PUNCT
fis-2726	243	1	46	46	NUM
fis-2726	243	2	-	-	SYM
fis-2726	243	3	54	54	NUM
fis-2726	243	4	.	.	PUNCT
fis-2726	244	1	[	[	X
fis-2726	244	2	6	6	NUM
fis-2726	244	3	]	]	SYM
fis-2726	244	4	xia	xia	PROPN
fis-2726	244	5	,	,	PUNCT
fis-2726	244	6	j.	j.	PROPN
fis-2726	244	7	and	and	CCONJ
fis-2726	244	8	jin	jin	PROPN
fis-2726	244	9	,	,	PUNCT
fis-2726	244	10	h.	h.	PROPN
fis-2726	244	11	(	(	PUNCT
fis-2726	244	12	2016	2016	NUM
fis-2726	244	13	)	)	PUNCT
fis-2726	244	14	.	.	PUNCT
fis-2726	245	1	numerical	numerical	PROPN
fis-2726	245	2	study	study	NOUN
fis-2726	245	3	of	of	ADP
fis-2726	245	4	welding	welding	NOUN
fis-2726	245	5	simulation	simulation	NOUN
fis-2726	245	6	and	and	CCONJ
fis-2726	245	7	residual	residual	ADJ
fis-2726	245	8	stress	stress	NOUN
fis-2726	245	9	on	on	ADP
fis-2726	245	10	butt	butt	ADJ
fis-2726	245	11	welding	welding	NOUN
fis-2726	245	12	of	of	ADP
fis-2726	245	13	dissimilar	dissimilar	ADJ
fis-2726	245	14	thickness	thickness	NOUN
fis-2726	245	15	of	of	ADP
fis-2726	245	16	austenitic	austenitic	ADJ
fis-2726	245	17	stainless	stainless	ADJ
fis-2726	245	18	steel	steel	NOUN
fis-2726	245	19	,	,	PUNCT
fis-2726	245	20	international	international	ADJ
fis-2726	245	21	journal	journal	NOUN
fis-2726	245	22	of	of	ADP
fis-2726	245	23	advanced	advanced	ADJ
fis-2726	245	24	manufacturing	manufacturing	NOUN
fis-2726	245	25	technology	technology	NOUN
fis-2726	245	26	,	,	PUNCT
fis-2726	245	27	91(1	91(1	NOUN
fis-2726	245	28	-	-	PUNCT
fis-2726	245	29	4	4	NUM
fis-2726	245	30	)	)	PUNCT
fis-2726	245	31	,	,	PUNCT
fis-2726	245	32	pp	pp	ADP
fis-2726	245	33	.	.	PUNCT
fis-2726	246	1	1	1	NUM
fis-2726	246	2	-	-	SYM
fis-2726	246	3	9	9	NUM
fis-2726	246	4	.	.	PUNCT
fis-2726	247	1	[	[	X
fis-2726	247	2	7	7	NUM
fis-2726	247	3	]	]	X
fis-2726	247	4	wei	wei	PROPN
fis-2726	247	5	,	,	PUNCT
fis-2726	247	6	l.	l.	PROPN
fis-2726	247	7	,	,	PUNCT
fis-2726	247	8	liang	liang	PROPN
fis-2726	247	9	,	,	PUNCT
fis-2726	247	10	z.	z.	PROPN
fis-2726	247	11	and	and	CCONJ
fis-2726	247	12	xiaolu	xiaolu	PROPN
fis-2726	247	13	,	,	PUNCT
fis-2726	247	14	s.	s.	PROPN
fis-2726	247	15	(	(	PUNCT
fis-2726	247	16	2017	2017	NUM
fis-2726	247	17	)	)	PUNCT
fis-2726	247	18	.	.	PUNCT
fis-2726	248	1	prediction	prediction	NOUN
fis-2726	248	2	of	of	ADP
fis-2726	248	3	welding	weld	VERB
fis-2726	248	4	deformation	deformation	NOUN
fis-2726	248	5	of	of	ADP
fis-2726	248	6	ultra	ultra	ADJ
fis-2726	248	7	-	-	ADJ
fis-2726	248	8	thin	thin	ADJ
fis-2726	248	9	plates	plate	NOUN
fis-2726	248	10	by	by	ADP
fis-2726	248	11	inherent	inherent	ADJ
fis-2726	248	12	strain	strain	NOUN
fis-2726	248	13	method	method	NOUN
fis-2726	248	14	,	,	PUNCT
fis-2726	248	15	transactions	transaction	NOUN
fis-2726	248	16	of	of	ADP
fis-2726	248	17	the	the	DET
fis-2726	248	18	china	china	PROPN
fis-2726	248	19	welding	welding	NOUN
fis-2726	248	20	institution	institution	NOUN
fis-2726	248	21	,	,	PUNCT
fis-2726	248	22	38	38	NUM
fis-2726	248	23	(	(	PUNCT
fis-2726	248	24	3	3	NUM
fis-2726	248	25	)	)	PUNCT
fis-2726	248	26	,	,	PUNCT
fis-2726	248	27	pp	pp	ADP
fis-2726	248	28	.	.	PUNCT
fis-2726	249	1	103	103	NUM
fis-2726	249	2	-	-	SYM
fis-2726	249	3	106	106	NUM
fis-2726	249	4	.	.	PUNCT
fis-2726	250	1	[	[	X
fis-2726	250	2	8	8	NUM
fis-2726	250	3	]	]	X
fis-2726	250	4	jin	jin	NOUN
fis-2726	250	5	,	,	PUNCT
fis-2726	250	6	z.	z.	PROPN
fis-2726	250	7	,	,	PUNCT
fis-2726	250	8	baohua	baohua	PROPN
fis-2726	250	9	,	,	PUNCT
fis-2726	250	10	c.	c.	PROPN
fis-2726	250	11	,	,	PUNCT
fis-2726	250	12	ye	ye	PROPN
fis-2726	250	13	,	,	PUNCT
fis-2726	250	14	z.	z.	PROPN
fis-2726	250	15	and	and	CCONJ
fis-2726	250	16	dong	dong	PROPN
fis-2726	250	17	,	,	PUNCT
fis-2726	250	18	d.	d.	PROPN
fis-2726	250	19	(	(	PUNCT
fis-2726	250	20	2010	2010	NUM
fis-2726	250	21	)	)	PUNCT
fis-2726	250	22	.	.	PUNCT
fis-2726	251	1	prediction	prediction	NOUN
fis-2726	251	2	of	of	ADP
fis-2726	251	3	welding	weld	VERB
fis-2726	251	4	deformation	deformation	NOUN
fis-2726	251	5	of	of	ADP
fis-2726	251	6	aluminum	aluminum	NOUN
fis-2726	251	7	alloy	alloy	NOUN
fis-2726	251	8	by	by	ADP
fis-2726	251	9	inherent	inherent	ADJ
fis-2726	251	10	strain	strain	NOUN
fis-2726	251	11	method	method	NOUN
fis-2726	251	12	,	,	PUNCT
fis-2726	251	13	welding	welding	NOUN
fis-2726	251	14	technology	technology	NOUN
fis-2726	251	15	,	,	PUNCT
fis-2726	251	16	39(6	39(6	NUM
fis-2726	251	17	)	)	PUNCT
fis-2726	251	18	,	,	PUNCT
fis-2726	251	19	pp	pp	ADP
fis-2726	251	20	.	.	PUNCT
fis-2726	252	1	6	6	NUM
fis-2726	252	2	-	-	SYM
fis-2726	252	3	10	10	NUM
fis-2726	252	4	.	.	PUNCT
fis-2726	253	1	[	[	X
fis-2726	253	2	9	9	NUM
fis-2726	253	3	]	]	PUNCT
fis-2726	253	4	liming	liming	NOUN
fis-2726	253	5	,	,	PUNCT
fis-2726	253	6	l.	l.	PROPN
fis-2726	253	7	,	,	PUNCT
fis-2726	253	8	guoli	guoli	PROPN
fis-2726	253	9	,	,	PUNCT
fis-2726	253	10	l.	l.	PROPN
fis-2726	253	11	,	,	PUNCT
fis-2726	253	12	yujun	yujun	PROPN
fis-2726	253	13	,	,	PUNCT
fis-2726	253	14	l.	l.	PROPN
fis-2726	253	15	,	,	PUNCT
fis-2726	253	16	zan	zan	PROPN
fis-2726	253	17	,	,	PUNCT
fis-2726	253	18	z.	z.	PROPN
fis-2726	253	19	,	,	PUNCT
fis-2726	253	20	chonghua	chonghua	PROPN
fis-2726	253	21	,	,	PUNCT
fis-2726	253	22	z.	z.	PROPN
fis-2726	253	23	and	and	CCONJ
fis-2726	253	24	peisheng	peisheng	PROPN
fis-2726	253	25	,	,	PUNCT
fis-2726	253	26	l.	l.	PROPN
fis-2726	253	27	(	(	PUNCT
fis-2726	253	28	2002	2002	NUM
fis-2726	253	29	)	)	PUNCT
fis-2726	253	30	.	.	PUNCT
fis-2726	254	1	analysis	analysis	NOUN
fis-2726	254	2	and	and	CCONJ
fis-2726	254	3	prediction	prediction	NOUN
fis-2726	254	4	of	of	ADP
fis-2726	254	5	welding	weld	VERB
fis-2726	254	6	deformation	deformation	NOUN
fis-2726	254	7	of	of	ADP
fis-2726	254	8	ship	ship	NOUN
fis-2726	254	9	high	high	ADJ
fis-2726	254	10	strength	strength	NOUN
fis-2726	254	11	steel	steel	NOUN
fis-2726	254	12	based	base	VERB
fis-2726	254	13	on	on	ADP
fis-2726	254	14	artificial	artificial	ADJ
fis-2726	254	15	neural	neural	ADJ
fis-2726	254	16	network	network	NOUN
fis-2726	254	17	,	,	PUNCT
fis-2726	254	18	transactions	transaction	NOUN
fis-2726	254	19	of	of	ADP
fis-2726	254	20	the	the	DET
fis-2726	254	21	china	china	PROPN
fis-2726	254	22	welding	welding	NOUN
fis-2726	254	23	institution	institution	NOUN
fis-2726	254	24	,	,	PUNCT
fis-2726	254	25	(	(	PUNCT
fis-2726	254	26	01	01	NUM
fis-2726	254	27	)	)	PUNCT
fis-2726	254	28	,	,	PUNCT
fis-2726	254	29	pp	pp	PROPN
fis-2726	254	30	.	.	PUNCT
fis-2726	255	1	27	27	NUM
fis-2726	255	2	-	-	SYM
fis-2726	255	3	29	29	NUM
fis-2726	256	1	+	+	NUM
fis-2726	256	2	33	33	NUM
fis-2726	256	3	-	-	SYM
fis-2726	256	4	3	3	NUM
fis-2726	256	5	.	.	PUNCT
fis-2726	257	1	[	[	X
fis-2726	257	2	10	10	NUM
fis-2726	257	3	]	]	X
fis-2726	257	4	li	li	PROPN
fis-2726	257	5	,	,	PUNCT
fis-2726	257	6	z.	z.	PROPN
fis-2726	257	7	,	,	PUNCT
fis-2726	257	8	yan	yan	PROPN
fis-2726	257	9	,	,	PUNCT
fis-2726	257	10	x.	x.	NOUN
fis-2726	257	11	,	,	PUNCT
fis-2726	257	12	yuan	yuan	PROPN
fis-2726	257	13	,	,	PUNCT
fis-2726	257	14	c.	c.	PROPN
fis-2726	257	15	,	,	PUNCT
fis-2726	257	16	peng	peng	PROPN
fis-2726	257	17	,	,	PUNCT
fis-2726	257	18	z.	z.	PROPN
fis-2726	257	19	and	and	CCONJ
fis-2726	257	20	li	li	PROPN
fis-2726	257	21	,	,	PUNCT
fis-2726	257	22	l.	l.	PROPN
fis-2726	257	23	(	(	PUNCT
fis-2726	257	24	2011	2011	NUM
fis-2726	257	25	)	)	PUNCT
fis-2726	257	26	.	.	PUNCT
fis-2726	258	1	virtual	virtual	ADJ
fis-2726	258	2	prototype	prototype	NOUN
fis-2726	258	3	and	and	CCONJ
fis-2726	258	4	experimental	experimental	ADJ
fis-2726	258	5	research	research	NOUN
fis-2726	258	6	on	on	ADP
fis-2726	258	7	gear	gear	ADJ
fis-2726	258	8	multi	multi	ADJ
fis-2726	258	9	-	-	ADJ
fis-2726	258	10	fault	fault	ADJ
fis-2726	258	11	diagnosis	diagnosis	NOUN
fis-2726	258	12	using	use	VERB
fis-2726	258	13	wavelet	wavelet	NOUN
fis-2726	258	14	-	-	PUNCT
fis-2726	258	15	autoregressive	autoregressive	ADJ
fis-2726	258	16	model	model	NOUN
fis-2726	258	17	and	and	CCONJ
fis-2726	258	18	principal	principal	ADJ
fis-2726	258	19	component	component	NOUN
fis-2726	258	20	analysis	analysis	NOUN
fis-2726	258	21	method	method	NOUN
fis-2726	258	22	,	,	PUNCT
fis-2726	258	23	mechanical	mechanical	ADJ
fis-2726	258	24	systems	system	NOUN
fis-2726	258	25	and	and	CCONJ
fis-2726	258	26	signal	signal	NOUN
fis-2726	258	27	processing	processing	NOUN
fis-2726	258	28	,	,	PUNCT
fis-2726	258	29	25(7	25(7	NUM
fis-2726	258	30	)	)	PUNCT
fis-2726	258	31	,	,	PUNCT
fis-2726	258	32	pp	pp	ADJ
fis-2726	258	33	.	.	PUNCT
fis-2726	259	1	2589	2589	NUM
fis-2726	259	2	-	-	SYM
fis-2726	259	3	2607	2607	NUM
fis-2726	259	4	.	.	PUNCT
fis-2726	260	1	[	[	X
fis-2726	260	2	11	11	NUM
fis-2726	260	3	]	]	X
fis-2726	260	4	baştanlar	baştanlar	ADJ
fis-2726	260	5	y.	y.	PROPN
fis-2726	260	6	and	and	CCONJ
fis-2726	260	7	ozuysal	ozuysal	NOUN
fis-2726	260	8	,	,	PUNCT
fis-2726	260	9	m.	m.	NOUN
fis-2726	260	10	(	(	PUNCT
fis-2726	260	11	2012	2012	NUM
fis-2726	260	12	)	)	PUNCT
fis-2726	260	13	.	.	PUNCT
fis-2726	261	1	introduction	introduction	NOUN
fis-2726	261	2	to	to	ADP
fis-2726	261	3	machine	machine	NOUN
fis-2726	261	4	learning	learning	NOUN
fis-2726	261	5	,	,	PUNCT
fis-2726	261	6	an	an	DET
fis-2726	261	7	introduction	introduction	NOUN
fis-2726	261	8	to	to	ADP
fis-2726	261	9	machine	machine	NOUN
fis-2726	261	10	learning	learning	NOUN
fis-2726	261	11	.	.	PUNCT
fis-2726	262	1	springer	springer	NOUN
fis-2726	262	2	publishing	publishing	NOUN
fis-2726	262	3	company	company	NOUN
fis-2726	262	4	,	,	PUNCT
fis-2726	262	5	incorporated	incorporate	VERB
fis-2726	262	6	.	.	PUNCT
fis-2726	263	1	[	[	X
fis-2726	263	2	12	12	NUM
fis-2726	263	3	]	]	X
fis-2726	263	4	chen	chen	PROPN
fis-2726	263	5	,	,	PUNCT
fis-2726	263	6	b.	b.	PROPN
fis-2726	263	7	and	and	CCONJ
fis-2726	263	8	feng	feng	PROPN
fis-2726	263	9	,	,	PUNCT
fis-2726	263	10	j.	j.	PROPN
fis-2726	263	11	(	(	PUNCT
fis-2726	263	12	2014	2014	NUM
fis-2726	263	13	)	)	PUNCT
fis-2726	263	14	.	.	PUNCT
fis-2726	264	1	modeling	modeling	NOUN
fis-2726	264	2	of	of	ADP
fis-2726	264	3	underwater	underwater	ADJ
fis-2726	264	4	wet	wet	ADJ
fis-2726	264	5	welding	welding	NOUN
fis-2726	264	6	process	process	NOUN
fis-2726	264	7	based	base	VERB
fis-2726	264	8	on	on	ADP
fis-2726	264	9	visual	visual	ADJ
fis-2726	264	10	and	and	CCONJ
fis-2726	264	11	arc	arc	NOUN
fis-2726	264	12	sensor	sensor	NOUN
fis-2726	264	13	,	,	PUNCT
fis-2726	264	14	industrial	industrial	ADJ
fis-2726	264	15	robot	robot	NOUN
fis-2726	264	16	:	:	PUNCT
fis-2726	264	17	an	an	DET
fis-2726	264	18	international	international	ADJ
fis-2726	264	19	journal	journal	NOUN
fis-2726	264	20	,	,	PUNCT
fis-2726	264	21	41(3	41(3	NUM
fis-2726	264	22	)	)	PUNCT
fis-2726	264	23	,	,	PUNCT
fis-2726	264	24	pp	pp	PROPN
fis-2726	264	25	.	.	PUNCT
fis-2726	265	1	311	311	NUM
fis-2726	265	2	-	-	SYM
fis-2726	265	3	317	317	NUM
fis-2726	265	4	.	.	PUNCT
fis-2726	266	1	[	[	X
fis-2726	266	2	13	13	NUM
fis-2726	266	3	]	]	X
fis-2726	266	4	jiangqi	jiangqi	PROPN
fis-2726	266	5	,	,	PUNCT
fis-2726	266	6	l.	l.	PROPN
fis-2726	266	7	,	,	PUNCT
fis-2726	266	8	fengchong	fengchong	PROPN
fis-2726	266	9	,	,	PUNCT
fis-2726	266	10	l.	l.	PROPN
fis-2726	266	11	,	,	PUNCT
fis-2726	266	12	jiqing	jiqe	VERB
fis-2726	266	13	,	,	PUNCT
fis-2726	266	14	c.	c.	PROPN
fis-2726	266	15	and	and	CCONJ
fis-2726	266	16	ping	ping	PROPN
fis-2726	266	17	,	,	PUNCT
fis-2726	266	18	a.	a.	PROPN
fis-2726	266	19	y.	y.	PROPN
fis-2726	266	20	(	(	PUNCT
fis-2726	266	21	2009	2009	NUM
fis-2726	266	22	)	)	PUNCT
fis-2726	266	23	.	.	PUNCT
fis-2726	267	1	mechanical	mechanical	ADJ
fis-2726	267	2	properties	property	NOUN
fis-2726	267	3	prediction	prediction	NOUN
fis-2726	267	4	of	of	ADP
fis-2726	267	5	the	the	DET
fis-2726	267	6	mechanical	mechanical	ADJ
fis-2726	267	7	clinching	clinching	ADJ
fis-2726	267	8	joints	joint	NOUN
fis-2726	267	9	based	base	VERB
fis-2726	267	10	on	on	ADP
fis-2726	267	11	genetic	genetic	ADJ
fis-2726	267	12	algorithm	algorithm	NOUN
fis-2726	267	13	and	and	CCONJ
fis-2726	267	14	bp	bp	PROPN
fis-2726	267	15	neural	neural	ADJ
fis-2726	267	16	network	network	NOUN
fis-2726	267	17	,	,	PUNCT
fis-2726	267	18	chinese	chinese	ADJ
fis-2726	267	19	journal	journal	NOUN
fis-2726	267	20	of	of	ADP
fis-2726	267	21	mechanical	mechanical	ADJ
fis-2726	267	22	engineering	engineering	NOUN
fis-2726	267	23	,	,	PUNCT
fis-2726	267	24	22(1	22(1	NUM
fis-2726	267	25	)	)	PUNCT
fis-2726	267	26	,	,	PUNCT
fis-2726	267	27	pp	pp	PROPN
fis-2726	267	28	.	.	PUNCT
fis-2726	268	1	36	36	NUM
fis-2726	268	2	-	-	SYM
fis-2726	268	3	41	41	NUM
fis-2726	268	4	.	.	PUNCT
fis-2726	269	1	[	[	X
fis-2726	269	2	14	14	NUM
fis-2726	269	3	]	]	X
fis-2726	269	4	liu	liu	PROPN
fis-2726	269	5	,	,	PUNCT
fis-2726	269	6	j.	j.	PROPN
fis-2726	269	7	,	,	PUNCT
fis-2726	269	8	xu	xu	PROPN
fis-2726	269	9	,	,	PUNCT
fis-2726	269	10	g.	g.	PROPN
fis-2726	269	11	,	,	PUNCT
fis-2726	269	12	ren	ren	PROPN
fis-2726	269	13	,	,	PUNCT
fis-2726	269	14	l.	l.	PROPN
fis-2726	269	15	,	,	PUNCT
fis-2726	269	16	qian	qian	PROPN
fis-2726	269	17	,	,	PUNCT
fis-2726	269	18	z.	z.	PROPN
fis-2726	269	19	and	and	CCONJ
fis-2726	269	20	ren	ren	PROPN
fis-2726	269	21	,	,	PUNCT
fis-2726	269	22	l.	l.	PROPN
fis-2726	269	23	(	(	PUNCT
fis-2726	269	24	2016	2016	NUM
fis-2726	269	25	)	)	PUNCT
fis-2726	269	26	.	.	PUNCT
fis-2726	270	1	defect	defect	VERB
fis-2726	270	2	intelligent	intelligent	ADJ
fis-2726	270	3	identification	identification	NOUN
fis-2726	270	4	in	in	ADP
fis-2726	270	5	resistance	resistance	NOUN
fis-2726	270	6	spot	spot	NOUN
fis-2726	270	7	welding	weld	VERB
fis-2726	270	8	ultrasonic	ultrasonic	ADJ
fis-2726	270	9	detection	detection	NOUN
fis-2726	270	10	based	base	VERB
fis-2726	270	11	on	on	ADP
fis-2726	270	12	wavelet	wavelet	NOUN
fis-2726	270	13	packet	packet	NOUN
fis-2726	270	14	and	and	CCONJ
fis-2726	270	15	neural	neural	ADJ
fis-2726	270	16	network	network	NOUN
fis-2726	270	17	,	,	PUNCT
fis-2726	270	18	international	international	ADJ
fis-2726	270	19	journal	journal	NOUN
fis-2726	270	20	of	of	ADP
fis-2726	270	21	advanced	advanced	ADJ
fis-2726	270	22	manufacturing	manufacturing	NOUN
fis-2726	270	23	technology	technology	NOUN
fis-2726	270	24	,	,	PUNCT
fis-2726	270	25	90(9	90(9	NUM
fis-2726	270	26	-	-	SYM
fis-2726	270	27	12	12	NUM
fis-2726	270	28	)	)	PUNCT
fis-2726	270	29	,	,	PUNCT
fis-2726	270	30	pp	pp	ADJ
fis-2726	270	31	.	.	PUNCT
fis-2726	271	1	1	1	NUM
fis-2726	271	2	-	-	SYM
fis-2726	271	3	8	8	NUM
fis-2726	271	4	.	.	PUNCT
fis-2726	272	1	[	[	X
fis-2726	272	2	15	15	NUM
fis-2726	272	3	]	]	X
fis-2726	272	4	haisheng	haisheng	PROPN
fis-2726	272	5	,	,	PUNCT
fis-2726	272	6	l.	l.	PROPN
fis-2726	272	7	,	,	PUNCT
fis-2726	272	8	long	long	ADV
fis-2726	272	9	,	,	PUNCT
fis-2726	272	10	l.	l.	PROPN
fis-2726	272	11	,	,	PUNCT
fis-2726	272	12	li	li	PROPN
fis-2726	272	13	,	,	PUNCT
fis-2726	272	14	c.	c.	PROPN
fis-2726	272	15	,	,	PUNCT
fis-2726	272	16	cheng	cheng	PROPN
fis-2726	272	17	,	,	PUNCT
fis-2726	272	18	l.	l.	PROPN
fis-2726	272	19	and	and	CCONJ
fis-2726	272	20	qiang	qiang	PROPN
fis-2726	272	21	,	,	PUNCT
fis-2726	272	22	c.	c.	PROPN
fis-2726	272	23	(	(	PUNCT
fis-2726	272	24	2015	2015	NUM
fis-2726	272	25	)	)	PUNCT
fis-2726	272	26	.	.	PUNCT
fis-2726	273	1	the	the	DET
fis-2726	273	2	prediction	prediction	NOUN
fis-2726	273	3	in	in	ADP
fis-2726	273	4	computer	computer	NOUN
fis-2726	273	5	color	color	NOUN
fis-2726	273	6	matching	matching	NOUN
fis-2726	273	7	of	of	ADP
fis-2726	273	8	dentistry	dentistry	NOUN
fis-2726	273	9	based	base	VERB
fis-2726	273	10	on	on	ADP
fis-2726	273	11	ga+bp	ga+bp	NOUN
fis-2726	273	12	neural	neural	ADJ
fis-2726	273	13	network	network	NOUN
fis-2726	273	14	,	,	PUNCT
fis-2726	273	15	computational	computational	ADJ
fis-2726	273	16	and	and	CCONJ
fis-2726	273	17	mathematical	mathematical	ADJ
fis-2726	273	18	methods	method	NOUN
fis-2726	273	19	in	in	ADP
fis-2726	273	20	medicine	medicine	NOUN
fis-2726	273	21	,	,	PUNCT
fis-2726	273	22	pp	pp	ADJ
fis-2726	273	23	.	.	PUNCT
fis-2726	274	1	1	1	NUM
fis-2726	274	2	-	-	SYM
fis-2726	274	3	7	7	NUM
fis-2726	274	4	.	.	PUNCT
fis-2726	275	1	[	[	X
fis-2726	275	2	16	16	NUM
fis-2726	275	3	]	]	X
fis-2726	275	4	qian	qian	PROPN
fis-2726	275	5	,	,	PUNCT
fis-2726	275	6	l.	l.	PROPN
fis-2726	275	7	,	,	PUNCT
fis-2726	275	8	huan	huan	PROPN
fis-2726	275	9	,	,	PUNCT
fis-2726	275	10	t.	t.	PROPN
fis-2726	275	11	,	,	PUNCT
fis-2726	275	12	jing	jing	PROPN
fis-2726	275	13	,	,	PUNCT
fis-2726	275	14	w.	w.	PROPN
fis-2726	275	15	,	,	PUNCT
fis-2726	275	16	qin	qin	PROPN
fis-2726	275	17	,	,	PUNCT
fis-2726	275	18	z.	z.	PROPN
fis-2726	275	19	,	,	PUNCT
fis-2726	275	20	jie	jie	PROPN
fis-2726	275	21	,	,	PUNCT
fis-2726	275	22	c.	c.	PROPN
fis-2726	275	23	and	and	CCONJ
fis-2726	275	24	zhe	zhe	PROPN
fis-2726	275	25	,	,	PUNCT
fis-2726	275	26	q.	q.	PROPN
fis-2726	275	27	w.	w.	PROPN
fis-2726	275	28	(	(	PUNCT
fis-2726	275	29	2018	2018	NUM
fis-2726	275	30	)	)	PUNCT
fis-2726	275	31	.	.	PUNCT
fis-2726	276	1	warfarin	warfarin	NOUN
fis-2726	276	2	maintenance	maintenance	NOUN
fis-2726	276	3	dose	dose	NOUN
fis-2726	276	4	prediction	prediction	NOUN
fis-2726	276	5	for	for	ADP
fis-2726	276	6	patients	patient	NOUN
fis-2726	276	7	undergoing	undergo	VERB
fis-2726	276	8	heart	heart	NOUN
fis-2726	276	9	valve	valve	NOUN
fis-2726	276	10	replacement	replacement	NOUN
fis-2726	276	11	—	—	PUNCT
fis-2726	276	12	a	a	DET
fis-2726	276	13	hybrid	hybrid	ADJ
fis-2726	276	14	model	model	NOUN
fis-2726	276	15	with	with	ADP
fis-2726	276	16	genetic	genetic	ADJ
fis-2726	276	17	algorithm	algorithm	NOUN
fis-2726	276	18	and	and	CCONJ
fis-2726	276	19	back	back	ADJ
fis-2726	276	20	-	-	PUNCT
fis-2726	276	21	propagation	propagation	NOUN
fis-2726	276	22	neural	neural	ADJ
fis-2726	276	23	network	network	NOUN
fis-2726	276	24	,	,	PUNCT
fis-2726	276	25	scientific	scientific	ADJ
fis-2726	276	26	reports	report	NOUN
fis-2726	276	27	,	,	PUNCT
fis-2726	276	28	8(1	8(1	NOUN
fis-2726	276	29	)	)	PUNCT
fis-2726	276	30	,	,	PUNCT
fis-2726	276	31	pp	pp	ADP
fis-2726	276	32	.	.	PUNCT
fis-2726	277	1	9712	9712	NUM
fis-2726	278	1	[	[	X
fis-2726	278	2	17	17	NUM
fis-2726	278	3	]	]	X
fis-2726	278	4	niu	niu	PROPN
fis-2726	278	5	,	,	PUNCT
fis-2726	278	6	h.	h.	PROPN
fis-2726	278	7	,	,	PUNCT
fis-2726	278	8	yu	yu	PROPN
fis-2726	278	9	,	,	PUNCT
fis-2726	278	10	j.	j.	PROPN
fis-2726	278	11	and	and	CCONJ
fis-2726	278	12	huang	huang	PROPN
fis-2726	278	13	,	,	PUNCT
fis-2726	278	14	z.	z.	PROPN
fis-2726	278	15	(	(	PUNCT
fis-2726	278	16	2017	2017	NUM
fis-2726	278	17	)	)	PUNCT
fis-2726	278	18	.	.	PUNCT
fis-2726	279	1	gray	gray	ADJ
fis-2726	279	2	correlation	correlation	NOUN
fis-2726	279	3	analysis	analysis	NOUN
fis-2726	279	4	and	and	CCONJ
fis-2726	279	5	chebyshev	chebyshev	NOUN
fis-2726	279	6	prediction	prediction	NOUN
fis-2726	279	7	of	of	ADP
fis-2726	279	8	air	air	NOUN
fis-2726	279	9	gap	gap	NOUN
fis-2726	279	10	discharge	discharge	NOUN
fis-2726	279	11	voltage	voltage	NOUN
fis-2726	279	12	,	,	PUNCT
fis-2726	279	13	international	international	ADJ
fis-2726	279	14	conference	conference	NOUN
fis-2726	279	15	on	on	ADP
fis-2726	279	16	electrical	electrical	ADJ
fis-2726	279	17	materials	material	NOUN
fis-2726	279	18	&	&	CCONJ
fis-2726	279	19	power	power	NOUN
fis-2726	279	20	equipment	equipment	NOUN
fis-2726	279	21	.	.	PUNCT
fis-2726	280	1	ieee	ieee	NOUN
fis-2726	280	2	.	.	PUNCT
fis-2726	281	1	[	[	X
fis-2726	281	2	18	18	NUM
fis-2726	281	3	]	]	X
fis-2726	281	4	jian	jian	PROPN
fis-2726	281	5	,	,	PUNCT
fis-2726	281	6	c.	c.	PROPN
fis-2726	281	7	,	,	PUNCT
fis-2726	281	8	jingmin	jingmin	PROPN
fis-2726	281	9	,	,	PUNCT
fis-2726	281	10	f.	f.	PROPN
fis-2726	281	11	and	and	CCONJ
fis-2726	281	12	chenguang	chenguang	PROPN
fis-2726	281	13	,	,	PUNCT
fis-2726	281	14	a.	a.	NOUN
fis-2726	281	15	(	(	PUNCT
fis-2726	281	16	2010	2010	NUM
fis-2726	281	17	)	)	PUNCT
fis-2726	281	18	.	.	PUNCT
fis-2726	282	1	application	application	NOUN
fis-2726	282	2	of	of	ADP
fis-2726	282	3	grey	grey	ADJ
fis-2726	282	4	correlation	correlation	NOUN
fis-2726	282	5	analysis	analysis	NOUN
fis-2726	282	6	in	in	ADP
fis-2726	282	7	chromatograph	chromatograph	NOUN
fis-2726	282	8	peak	peak	NOUN
fis-2726	282	9	identification	identification	NOUN
fis-2726	282	10	of	of	ADP
fis-2726	282	11	transformer	transformer	ADJ
fis-2726	282	12	oil	oil	NOUN
fis-2726	282	13	,	,	PUNCT
fis-2726	282	14	power	power	NOUN
fis-2726	282	15	system	system	NOUN
fis-2726	282	16	technology	technology	NOUN
fis-2726	282	17	,	,	PUNCT
fis-2726	282	18	34(7	34(7	NUM
fis-2726	282	19	)	)	PUNCT
fis-2726	282	20	,	,	PUNCT
fis-2726	282	21	pp	pp	ADP
fis-2726	282	22	.	.	PUNCT
fis-2726	283	1	206	206	NUM
fis-2726	283	2	-	-	SYM
fis-2726	283	3	210	210	NUM
fis-2726	283	4	.	.	PUNCT
fis-2726	284	1	[	[	X
fis-2726	284	2	19	19	NUM
fis-2726	284	3	]	]	X
fis-2726	284	4	yanbin	yanbin	PROPN
fis-2726	284	5	,	,	PUNCT
fis-2726	284	6	l.	l.	PROPN
fis-2726	284	7	,	,	PUNCT
fis-2726	284	8	xinyi，y	xinyi，y	PROPN
fis-2726	284	9	.	.	PUNCT
fis-2726	284	10	and	and	CCONJ
fis-2726	284	11	zhijie	zhijie	PROPN
fis-2726	284	12	,	,	PUNCT
fis-2726	284	13	w.	w.	PROPN
fis-2726	284	14	(	(	PUNCT
fis-2726	284	15	2013	2013	NUM
fis-2726	284	16	)	)	PUNCT
fis-2726	284	17	.	.	PUNCT
fis-2726	285	1	risk	risk	NOUN
fis-2726	285	2	assessment	assessment	NOUN
fis-2726	285	3	on	on	ADP
fis-2726	285	4	photovoltaic	photovoltaic	NOUN
fis-2726	285	5	power	power	NOUN
fis-2726	285	6	generation	generation	NOUN
fis-2726	285	7	project	project	NOUN
fis-2726	285	8	by	by	ADP
fis-2726	285	9	grey	grey	ADJ
fis-2726	285	10	correlation	correlation	NOUN
fis-2726	285	11	analysis	analysis	NOUN
fis-2726	285	12	and	and	CCONJ
fis-2726	285	13	topsis	topsis	NOUN
fis-2726	285	14	method	method	NOUN
fis-2726	285	15	,	,	PUNCT
fis-2726	285	16	power	power	NOUN
fis-2726	285	17	system	system	NOUN
fis-2726	285	18	technology	technology	NOUN
fis-2726	285	19	,	,	PUNCT
fis-2726	285	20	37(6	37(6	NUM
fis-2726	285	21	)	)	PUNCT
fis-2726	285	22	,	,	PUNCT
fis-2726	285	23	pp	pp	ADP
fis-2726	285	24	.	.	PUNCT
fis-2726	286	1	1514	1514	NUM
fis-2726	286	2	-	-	SYM
fis-2726	286	3	1519	1519	NUM
fis-2726	286	4	.	.	PUNCT
fis-2726	287	1	[	[	X
fis-2726	287	2	20	20	NUM
fis-2726	287	3	]	]	X
fis-2726	287	4	xian	xian	NOUN
fis-2726	287	5	,	,	PUNCT
fis-2726	287	6	s.	s.	PROPN
fis-2726	287	7	(	(	PUNCT
fis-2726	287	8	2014	2014	NUM
fis-2726	287	9	)	)	PUNCT
fis-2726	287	10	.	.	PUNCT
fis-2726	288	1	the	the	DET
fis-2726	288	2	principle	principle	NOUN
fis-2726	288	3	and	and	CCONJ
fis-2726	288	4	control	control	NOUN
fis-2726	288	5	of	of	ADP
fis-2726	288	6	the	the	DET
fis-2726	288	7	anti	anti	ADJ
fis-2726	288	8	-	-	ADJ
fis-2726	288	9	deformation	deformation	ADJ
fis-2726	288	10	method	method	NOUN
fis-2726	288	11	of	of	ADP
fis-2726	288	12	weldment	weldment	NOUN
fis-2726	288	13	in	in	ADP
fis-2726	288	14	engineering	engineering	NOUN
fis-2726	288	15	application	application	NOUN
fis-2726	288	16	,	,	PUNCT
fis-2726	288	17	modern	modern	ADJ
fis-2726	288	18	welding	welding	NOUN
fis-2726	288	19	technology	technology	NOUN
fis-2726	288	20	,	,	PUNCT
fis-2726	288	21	12	12	NUM
fis-2726	288	22	,	,	PUNCT
fis-2726	288	23	pp	pp	ADJ
fis-2726	288	24	.	.	PUNCT
fis-2726	289	1	38	38	NUM
fis-2726	289	2	-	-	SYM
fis-2726	289	3	42	42	NUM
fis-2726	289	4	.	.	PUNCT
fis-2726	290	1	[	[	X
fis-2726	290	2	21	21	NUM
fis-2726	290	3	]	]	X
fis-2726	290	4	hailaing	hailaing	NOUN
fis-2726	290	5	,	,	PUNCT
fis-2726	290	6	x.	x.	PROPN
fis-2726	290	7	,	,	PUNCT
fis-2726	290	8	xingye	xingye	PROPN
fis-2726	290	9	,	,	PUNCT
fis-2726	290	10	g.	g.	PROPN
fis-2726	290	11	,	,	PUNCT
fis-2726	290	12	yongping	yongping	NOUN
fis-2726	290	13	,	,	PUNCT
fis-2726	290	14	l.	l.	PROPN
fis-2726	290	15	,	,	PUNCT
fis-2726	290	16	jian	jian	PROPN
fis-2726	290	17	,	,	PUNCT
fis-2726	290	18	l.	l.	PROPN
fis-2726	290	19	,	,	PUNCT
fis-2726	290	20	hanguang	hanguang	PROPN
fis-2726	290	21	,	,	PUNCT
fis-2726	290	22	f.	f.	PROPN
fis-2726	290	23	,	,	PUNCT
fis-2726	290	24	rongshi	rongshi	NOUN
fis-2726	290	25	,	,	PUNCT
fis-2726	290	26	x.	x.	NOUN
fis-2726	290	27	(	(	PUNCT
fis-2726	290	28	2019	2019	NUM
fis-2726	290	29	)	)	PUNCT
fis-2726	290	30	.	.	PUNCT
fis-2726	291	1	welding	weld	VERB
fis-2726	291	2	deformation	deformation	NOUN
fis-2726	291	3	of	of	ADP
fis-2726	291	4	ultra	ultra	ADJ
fis-2726	291	5	-	-	ADJ
fis-2726	291	6	thin	thin	ADJ
fis-2726	291	7	316	316	NUM
fis-2726	291	8	stainless	stainless	ADJ
fis-2726	291	9	steel	steel	NOUN
fis-2726	291	10	plate	plate	NOUN
fis-2726	291	11	using	use	VERB
fis-2726	291	12	pulsed	pulse	VERB
fis-2726	291	13	laser	laser	NOUN
fis-2726	291	14	welding	welding	NOUN
fis-2726	291	15	process	process	NOUN
fis-2726	291	16	,	,	PUNCT
fis-2726	291	17	optics	optic	NOUN
fis-2726	291	18	and	and	CCONJ
fis-2726	291	19	laser	laser	NOUN
fis-2726	291	20	technology	technology	NOUN
fis-2726	291	21	,	,	PUNCT
fis-2726	291	22	119	119	NUM
fis-2726	291	23	.	.	PUNCT