id	sid	tid	token	lemma	pos
fcis-26721	1	1	frontiers	frontier	NOUN
fcis-26721	1	2	in	in	ADP
fcis-26721	1	3	computing	computing	NOUN
fcis-26721	1	4	and	and	CCONJ
fcis-26721	1	5	intelligent	intelligent	ADJ
fcis-26721	1	6	systems	system	NOUN
fcis-26721	1	7	issn	issn	VERB
fcis-26721	1	8	:	:	PUNCT
fcis-26721	1	9	2832	2832	NUM
fcis-26721	1	10	-	-	SYM
fcis-26721	1	11	6024	6024	NUM
fcis-26721	1	12	|	|	NOUN
fcis-26721	1	13	vol	vol	NOUN
fcis-26721	1	14	.	.	PROPN
fcis-26721	2	1	10	10	NUM
fcis-26721	2	2	,	,	PUNCT
fcis-26721	2	3	no	no	INTJ
fcis-26721	2	4	.	.	NOUN
fcis-26721	2	5	1	1	NUM
fcis-26721	2	6	,	,	PUNCT
fcis-26721	2	7	2024	2024	NUM
fcis-26721	2	8	92	92	NUM
fcis-26721	2	9	application	application	NOUN
fcis-26721	2	10	research	research	NOUN
fcis-26721	2	11	of	of	ADP
fcis-26721	2	12	neural	neural	ADJ
fcis-26721	2	13	network	network	NOUN
fcis-26721	2	14	in	in	ADP
fcis-26721	2	15	the	the	DET
fcis-26721	2	16	tensile	tensile	NOUN
fcis-26721	2	17	constitutive	constitutive	ADJ
fcis-26721	2	18	relationship	relationship	NOUN
fcis-26721	2	19	of	of	ADP
fcis-26721	2	20	carbon	carbon	NOUN
fcis-26721	2	21	steel	steel	PROPN
fcis-26721	2	22	xianghua	xianghua	PROPN
fcis-26721	2	23	peng	peng	PROPN
fcis-26721	2	24	,	,	PUNCT
fcis-26721	2	25	xianmin	xianmin	PROPN
fcis-26721	2	26	pan	pan	PROPN
fcis-26721	2	27	college	college	PROPN
fcis-26721	2	28	of	of	ADP
fcis-26721	2	29	information	information	NOUN
fcis-26721	2	30	science	science	NOUN
fcis-26721	2	31	and	and	CCONJ
fcis-26721	2	32	engineering	engineering	NOUN
fcis-26721	2	33	,	,	PUNCT
fcis-26721	2	34	hunan	hunan	PROPN
fcis-26721	2	35	women	women	PROPN
fcis-26721	2	36	’s	’s	PART
fcis-26721	2	37	university	university	PROPN
fcis-26721	2	38	,	,	PUNCT
fcis-26721	2	39	changsha	changsha	PROPN
fcis-26721	2	40	hunan	hunan	PROPN
fcis-26721	2	41	,	,	PUNCT
fcis-26721	2	42	410004	410004	NUM
fcis-26721	2	43	,	,	PUNCT
fcis-26721	2	44	china	china	PROPN
fcis-26721	2	45	abstract	abstract	NOUN
fcis-26721	2	46	:	:	PUNCT
fcis-26721	2	47	most	most	ADJ
fcis-26721	2	48	carbon	carbon	NOUN
fcis-26721	2	49	steels	steel	NOUN
fcis-26721	2	50	are	be	AUX
fcis-26721	2	51	multi	multi	ADJ
fcis-26721	2	52	-	-	ADJ
fcis-26721	2	53	phase	phase	NOUN
fcis-26721	2	54	alloys	alloy	NOUN
fcis-26721	2	55	with	with	ADP
fcis-26721	2	56	high	high	ADJ
fcis-26721	2	57	specific	specific	ADJ
fcis-26721	2	58	strength	strength	NOUN
fcis-26721	2	59	,	,	PUNCT
fcis-26721	2	60	good	good	ADJ
fcis-26721	2	61	mid	mid	ADJ
fcis-26721	2	62	-	-	ADJ
fcis-26721	2	63	temperature	temperature	ADJ
fcis-26721	2	64	properties	property	NOUN
fcis-26721	2	65	and	and	CCONJ
fcis-26721	2	66	corrosion	corrosion	NOUN
fcis-26721	2	67	resistance	resistance	NOUN
fcis-26721	2	68	,	,	PUNCT
fcis-26721	2	69	which	which	PRON
fcis-26721	2	70	lead	lead	VERB
fcis-26721	2	71	to	to	ADP
fcis-26721	2	72	great	great	ADJ
fcis-26721	2	73	differences	difference	NOUN
fcis-26721	2	74	in	in	ADP
fcis-26721	2	75	mechanical	mechanical	ADJ
fcis-26721	2	76	properties	property	NOUN
fcis-26721	2	77	.	.	PUNCT
fcis-26721	3	1	the	the	DET
fcis-26721	3	2	traditional	traditional	ADJ
fcis-26721	3	3	model	model	NOUN
fcis-26721	3	4	has	have	VERB
fcis-26721	3	5	some	some	DET
fcis-26721	3	6	limitations	limitation	NOUN
fcis-26721	3	7	and	and	CCONJ
fcis-26721	3	8	only	only	ADV
fcis-26721	3	9	reflects	reflect	VERB
fcis-26721	3	10	the	the	DET
fcis-26721	3	11	mechanical	mechanical	ADJ
fcis-26721	3	12	behavior	behavior	NOUN
fcis-26721	3	13	of	of	ADP
fcis-26721	3	14	the	the	DET
fcis-26721	3	15	forming	form	VERB
fcis-26721	3	16	process	process	NOUN
fcis-26721	3	17	in	in	ADP
fcis-26721	3	18	a	a	DET
fcis-26721	3	19	certain	certain	ADJ
fcis-26721	3	20	range	range	NOUN
fcis-26721	3	21	of	of	ADP
fcis-26721	3	22	temperature	temperature	NOUN
fcis-26721	3	23	and	and	CCONJ
fcis-26721	3	24	strain	strain	NOUN
fcis-26721	3	25	rate	rate	NOUN
fcis-26721	3	26	.	.	PUNCT
fcis-26721	4	1	in	in	ADP
fcis-26721	4	2	this	this	DET
fcis-26721	4	3	paper	paper	NOUN
fcis-26721	4	4	,	,	PUNCT
fcis-26721	4	5	a	a	DET
fcis-26721	4	6	constitutive	constitutive	ADJ
fcis-26721	4	7	model	model	NOUN
fcis-26721	4	8	of	of	ADP
fcis-26721	4	9	carbon	carbon	NOUN
fcis-26721	4	10	steel	steel	NOUN
fcis-26721	4	11	based	base	VERB
fcis-26721	4	12	on	on	ADP
fcis-26721	4	13	neural	neural	ADJ
fcis-26721	4	14	network	network	NOUN
fcis-26721	4	15	is	be	AUX
fcis-26721	4	16	established	establish	VERB
fcis-26721	4	17	by	by	ADP
fcis-26721	4	18	using	use	VERB
fcis-26721	4	19	the	the	DET
fcis-26721	4	20	high	high	ADJ
fcis-26721	4	21	precision	precision	NOUN
fcis-26721	4	22	nonlinear	nonlinear	NOUN
fcis-26721	4	23	fitting	fitting	ADJ
fcis-26721	4	24	ability	ability	NOUN
fcis-26721	4	25	and	and	CCONJ
fcis-26721	4	26	strong	strong	ADJ
fcis-26721	4	27	generalization	generalization	NOUN
fcis-26721	4	28	ability	ability	NOUN
fcis-26721	4	29	of	of	ADP
fcis-26721	4	30	neural	neural	ADJ
fcis-26721	4	31	network	network	NOUN
fcis-26721	4	32	,	,	PUNCT
fcis-26721	4	33	reflect	reflect	VERB
fcis-26721	4	34	its	its	PRON
fcis-26721	4	35	different	different	ADJ
fcis-26721	4	36	stages	stage	NOUN
fcis-26721	4	37	of	of	ADP
fcis-26721	4	38	mechanical	mechanical	ADJ
fcis-26721	4	39	properties	property	NOUN
fcis-26721	4	40	.	.	PUNCT
fcis-26721	5	1	the	the	DET
fcis-26721	5	2	model	model	NOUN
fcis-26721	5	3	is	be	AUX
fcis-26721	5	4	trained	train	VERB
fcis-26721	5	5	,	,	PUNCT
fcis-26721	5	6	studied	study	VERB
fcis-26721	5	7	and	and	CCONJ
fcis-26721	5	8	simulated	simulate	VERB
fcis-26721	5	9	,	,	PUNCT
fcis-26721	5	10	and	and	CCONJ
fcis-26721	5	11	the	the	DET
fcis-26721	5	12	results	result	NOUN
fcis-26721	5	13	of	of	ADP
fcis-26721	5	14	the	the	DET
fcis-26721	5	15	model	model	NOUN
fcis-26721	5	16	are	be	AUX
fcis-26721	5	17	compared	compare	VERB
fcis-26721	5	18	and	and	CCONJ
fcis-26721	5	19	analyzed	analyze	VERB
fcis-26721	5	20	.	.	PUNCT
fcis-26721	6	1	it	it	PRON
fcis-26721	6	2	is	be	AUX
fcis-26721	6	3	found	find	VERB
fcis-26721	6	4	that	that	SCONJ
fcis-26721	6	5	the	the	DET
fcis-26721	6	6	model	model	NOUN
fcis-26721	6	7	has	have	VERB
fcis-26721	6	8	high	high	ADJ
fcis-26721	6	9	fitting	fitting	ADJ
fcis-26721	6	10	precision	precision	NOUN
fcis-26721	6	11	and	and	CCONJ
fcis-26721	6	12	practical	practical	ADJ
fcis-26721	6	13	application	application	NOUN
fcis-26721	6	14	value	value	NOUN
fcis-26721	6	15	.	.	PUNCT
fcis-26721	7	1	keywords	keyword	NOUN
fcis-26721	7	2	:	:	PUNCT
fcis-26721	7	3	neural	neural	ADJ
fcis-26721	7	4	network	network	NOUN
fcis-26721	7	5	;	;	PUNCT
fcis-26721	7	6	generalization	generalization	NOUN
fcis-26721	7	7	ability	ability	NOUN
fcis-26721	7	8	;	;	PUNCT
fcis-26721	7	9	carbon	carbon	NOUN
fcis-26721	7	10	steel	steel	NOUN
fcis-26721	7	11	;	;	PUNCT
fcis-26721	7	12	constitutive	constitutive	ADJ
fcis-26721	7	13	relation	relation	NOUN
fcis-26721	7	14	.	.	PUNCT
fcis-26721	8	1	1	1	X
fcis-26721	8	2	.	.	X
fcis-26721	8	3	introduction	introduction	NOUN
fcis-26721	8	4	steel	steel	NOUN
fcis-26721	8	5	is	be	AUX
fcis-26721	8	6	the	the	DET
fcis-26721	8	7	most	most	ADV
fcis-26721	8	8	widely	widely	ADV
fcis-26721	8	9	used	use	VERB
fcis-26721	8	10	and	and	CCONJ
fcis-26721	8	11	recycled	recycle	VERB
fcis-26721	8	12	metal	metal	NOUN
fcis-26721	8	13	material	material	NOUN
fcis-26721	8	14	on	on	ADP
fcis-26721	8	15	earth	earth	NOUN
fcis-26721	8	16	.	.	PUNCT
fcis-26721	9	1	from	from	ADP
fcis-26721	9	2	stainless	stainless	ADJ
fcis-26721	9	3	steel	steel	NOUN
fcis-26721	9	4	and	and	CCONJ
fcis-26721	9	5	high	high	ADJ
fcis-26721	9	6	-	-	PUNCT
fcis-26721	9	7	temperature	temperature	NOUN
fcis-26721	9	8	steel	steel	NOUN
fcis-26721	9	9	to	to	ADP
fcis-26721	9	10	flat	flat	ADJ
fcis-26721	9	11	carbon	carbon	NOUN
fcis-26721	9	12	products	product	NOUN
fcis-26721	9	13	,	,	PUNCT
fcis-26721	9	14	various	various	ADJ
fcis-26721	9	15	forms	form	NOUN
fcis-26721	9	16	of	of	ADP
fcis-26721	9	17	alloy	alloy	NOUN
fcis-26721	9	18	steel	steel	NOUN
fcis-26721	9	19	have	have	VERB
fcis-26721	9	20	different	different	ADJ
fcis-26721	9	21	properties	property	NOUN
fcis-26721	9	22	and	and	CCONJ
fcis-26721	9	23	are	be	AUX
fcis-26721	9	24	widely	widely	ADV
fcis-26721	9	25	used	use	VERB
fcis-26721	9	26	.	.	PUNCT
fcis-26721	10	1	many	many	ADJ
fcis-26721	10	2	countries	country	NOUN
fcis-26721	10	3	in	in	ADP
fcis-26721	10	4	the	the	DET
fcis-26721	10	5	world	world	NOUN
fcis-26721	10	6	have	have	AUX
fcis-26721	10	7	recognized	recognize	VERB
fcis-26721	10	8	the	the	DET
fcis-26721	10	9	importance	importance	NOUN
fcis-26721	10	10	of	of	ADP
fcis-26721	10	11	steel	steel	NOUN
fcis-26721	10	12	materials	material	NOUN
fcis-26721	10	13	and	and	CCONJ
fcis-26721	10	14	have	have	AUX
fcis-26721	10	15	conducted	conduct	VERB
fcis-26721	10	16	research	research	NOUN
fcis-26721	10	17	and	and	CCONJ
fcis-26721	10	18	development	development	NOUN
fcis-26721	10	19	on	on	ADP
fcis-26721	10	20	them	they	PRON
fcis-26721	10	21	,	,	PUNCT
fcis-26721	10	22	which	which	PRON
fcis-26721	10	23	have	have	AUX
fcis-26721	10	24	been	be	AUX
fcis-26721	10	25	practically	practically	ADV
fcis-26721	10	26	applied	apply	VERB
fcis-26721	10	27	.	.	PUNCT
fcis-26721	11	1	carbon	carbon	NOUN
fcis-26721	11	2	steel	steel	NOUN
fcis-26721	11	3	has	have	VERB
fcis-26721	11	4	many	many	ADJ
fcis-26721	11	5	excellent	excellent	ADJ
fcis-26721	11	6	physical	physical	ADJ
fcis-26721	11	7	and	and	CCONJ
fcis-26721	11	8	chemical	chemical	NOUN
fcis-26721	11	9	properties	property	NOUN
fcis-26721	11	10	and	and	CCONJ
fcis-26721	11	11	is	be	AUX
fcis-26721	11	12	widely	widely	ADV
fcis-26721	11	13	used	use	VERB
fcis-26721	11	14	in	in	ADP
fcis-26721	11	15	fields	field	NOUN
fcis-26721	11	16	such	such	ADJ
fcis-26721	11	17	as	as	ADP
fcis-26721	11	18	construction	construction	NOUN
fcis-26721	11	19	,	,	PUNCT
fcis-26721	11	20	transportation	transportation	NOUN
fcis-26721	11	21	,	,	PUNCT
fcis-26721	11	22	energy	energy	NOUN
fcis-26721	11	23	,	,	PUNCT
fcis-26721	11	24	packaging	packaging	NOUN
fcis-26721	11	25	,	,	PUNCT
fcis-26721	11	26	home	home	NOUN
fcis-26721	11	27	appliances	appliance	NOUN
fcis-26721	11	28	,	,	PUNCT
fcis-26721	11	29	and	and	CCONJ
fcis-26721	11	30	industry	industry	NOUN
fcis-26721	11	31	.	.	PUNCT
fcis-26721	12	1	due	due	ADP
fcis-26721	12	2	to	to	ADP
fcis-26721	12	3	its	its	PRON
fcis-26721	12	4	high	high	ADJ
fcis-26721	12	5	specific	specific	ADJ
fcis-26721	12	6	strength	strength	NOUN
fcis-26721	12	7	(	(	PUNCT
fcis-26721	12	8	high	high	ADJ
fcis-26721	12	9	strength	strength	NOUN
fcis-26721	12	10	,	,	PUNCT
fcis-26721	12	11	low	low	ADJ
fcis-26721	12	12	density	density	NOUN
fcis-26721	12	13	)	)	PUNCT
fcis-26721	12	14	,	,	PUNCT
fcis-26721	12	15	good	good	ADJ
fcis-26721	12	16	thermal	thermal	ADJ
fcis-26721	12	17	stability	stability	NOUN
fcis-26721	12	18	and	and	CCONJ
fcis-26721	12	19	heat	heat	NOUN
fcis-26721	12	20	resistance	resistance	NOUN
fcis-26721	12	21	at	at	ADP
fcis-26721	12	22	high	high	ADJ
fcis-26721	12	23	temperatures	temperature	NOUN
fcis-26721	12	24	,	,	PUNCT
fcis-26721	12	25	carbon	carbon	NOUN
fcis-26721	12	26	steel	steel	NOUN
fcis-26721	12	27	is	be	AUX
fcis-26721	12	28	suitable	suitable	ADJ
fcis-26721	12	29	for	for	ADP
fcis-26721	12	30	making	make	VERB
fcis-26721	12	31	rolling	rolling	ADJ
fcis-26721	12	32	bearings	bearing	NOUN
fcis-26721	12	33	and	and	CCONJ
fcis-26721	12	34	machinery	machinery	NOUN
fcis-26721	12	35	.	.	PUNCT
fcis-26721	13	1	carbon	carbon	NOUN
fcis-26721	13	2	steel	steel	NOUN
fcis-26721	13	3	is	be	AUX
fcis-26721	13	4	widely	widely	ADV
fcis-26721	13	5	used	use	VERB
fcis-26721	13	6	in	in	ADP
fcis-26721	13	7	manufacturing	manufacture	VERB
fcis-26721	13	8	fields	field	NOUN
fcis-26721	13	9	such	such	ADJ
fcis-26721	13	10	as	as	ADP
fcis-26721	13	11	aerospace	aerospace	NOUN
fcis-26721	13	12	,	,	PUNCT
fcis-26721	13	13	rail	rail	NOUN
fcis-26721	13	14	transit	transit	NOUN
fcis-26721	13	15	,	,	PUNCT
fcis-26721	13	16	ocean	ocean	NOUN
fcis-26721	13	17	transportation	transportation	NOUN
fcis-26721	13	18	,	,	PUNCT
fcis-26721	13	19	and	and	CCONJ
fcis-26721	13	20	automobiles	automobile	NOUN
fcis-26721	13	21	.	.	PUNCT
fcis-26721	14	1	in	in	ADP
fcis-26721	14	2	recent	recent	ADJ
fcis-26721	14	3	years	year	NOUN
fcis-26721	14	4	,	,	PUNCT
fcis-26721	14	5	the	the	DET
fcis-26721	14	6	steel	steel	NOUN
fcis-26721	14	7	consumption	consumption	NOUN
fcis-26721	14	8	in	in	ADP
fcis-26721	14	9	the	the	DET
fcis-26721	14	10	manufacturing	manufacturing	NOUN
fcis-26721	14	11	industry	industry	NOUN
fcis-26721	14	12	has	have	AUX
fcis-26721	14	13	shown	show	VERB
fcis-26721	14	14	significant	significant	ADJ
fcis-26721	14	15	growth	growth	NOUN
fcis-26721	14	16	in	in	ADP
fcis-26721	14	17	asia	asia	PROPN
fcis-26721	15	1	[	[	X
fcis-26721	15	2	1	1	NUM
fcis-26721	15	3	-	-	SYM
fcis-26721	15	4	2	2	NUM
fcis-26721	15	5	]	]	PUNCT
fcis-26721	15	6	.	.	PUNCT
fcis-26721	16	1	the	the	DET
fcis-26721	16	2	theoretical	theoretical	ADJ
fcis-26721	16	3	research	research	NOUN
fcis-26721	16	4	of	of	ADP
fcis-26721	16	5	neural	neural	ADJ
fcis-26721	16	6	computing	computing	NOUN
fcis-26721	16	7	is	be	AUX
fcis-26721	16	8	an	an	DET
fcis-26721	16	9	emerging	emerge	VERB
fcis-26721	16	10	interdisciplinary	interdisciplinary	ADJ
fcis-26721	16	11	field	field	NOUN
fcis-26721	16	12	,	,	PUNCT
fcis-26721	16	13	and	and	CCONJ
fcis-26721	16	14	its	its	PRON
fcis-26721	16	15	emergence	emergence	NOUN
fcis-26721	16	16	and	and	CCONJ
fcis-26721	16	17	development	development	NOUN
fcis-26721	16	18	are	be	AUX
fcis-26721	16	19	influenced	influence	VERB
fcis-26721	16	20	by	by	ADP
fcis-26721	16	21	other	other	ADJ
fcis-26721	16	22	disciplines	discipline	NOUN
fcis-26721	16	23	on	on	ADP
fcis-26721	16	24	one	one	NUM
fcis-26721	16	25	hand	hand	NOUN
fcis-26721	16	26	,	,	PUNCT
fcis-26721	16	27	and	and	CCONJ
fcis-26721	16	28	on	on	ADP
fcis-26721	16	29	the	the	DET
fcis-26721	16	30	other	other	ADJ
fcis-26721	16	31	hand	hand	NOUN
fcis-26721	16	32	,	,	PUNCT
fcis-26721	16	33	it	it	PRON
fcis-26721	16	34	will	will	AUX
fcis-26721	16	35	inevitably	inevitably	ADV
fcis-26721	16	36	affect	affect	VERB
fcis-26721	16	37	the	the	DET
fcis-26721	16	38	development	development	NOUN
fcis-26721	16	39	of	of	ADP
fcis-26721	16	40	other	other	ADJ
fcis-26721	16	41	disciplines	discipline	NOUN
fcis-26721	16	42	in	in	ADP
fcis-26721	16	43	turn	turn	NOUN
fcis-26721	16	44	.	.	PUNCT
fcis-26721	17	1	the	the	DET
fcis-26721	17	2	research	research	NOUN
fcis-26721	17	3	content	content	NOUN
fcis-26721	17	4	of	of	ADP
fcis-26721	17	5	artificial	artificial	ADJ
fcis-26721	17	6	neural	neural	ADJ
fcis-26721	17	7	networks	network	NOUN
fcis-26721	17	8	is	be	AUX
fcis-26721	17	9	extremely	extremely	ADV
fcis-26721	17	10	rich	rich	ADJ
fcis-26721	17	11	,	,	PUNCT
fcis-26721	17	12	generally	generally	ADV
fcis-26721	17	13	including	include	VERB
fcis-26721	17	14	five	five	NUM
fcis-26721	17	15	aspect	aspect	NOUN
fcis-26721	17	16	,	,	PUNCT
fcis-26721	17	17	basic	basic	ADJ
fcis-26721	17	18	theory	theory	NOUN
fcis-26721	17	19	,	,	PUNCT
fcis-26721	17	20	models	model	NOUN
fcis-26721	17	21	,	,	PUNCT
fcis-26721	17	22	algorithms	algorithm	NOUN
fcis-26721	17	23	,	,	PUNCT
fcis-26721	17	24	applications	application	NOUN
fcis-26721	17	25	,	,	PUNCT
fcis-26721	17	26	and	and	CCONJ
fcis-26721	17	27	implementation	implementation	NOUN
fcis-26721	17	28	[	[	X
fcis-26721	17	29	3	3	NUM
fcis-26721	17	30	-	-	SYM
fcis-26721	17	31	10	10	NUM
fcis-26721	17	32	]	]	PUNCT
fcis-26721	17	33	.	.	PUNCT
fcis-26721	18	1	often	often	ADV
fcis-26721	18	2	used	use	VERB
fcis-26721	18	3	in	in	ADP
fcis-26721	18	4	fields	field	NOUN
fcis-26721	18	5	such	such	ADJ
fcis-26721	18	6	as	as	ADP
fcis-26721	18	7	prediction	prediction	NOUN
fcis-26721	18	8	,	,	PUNCT
fcis-26721	18	9	analysis	analysis	NOUN
fcis-26721	18	10	,	,	PUNCT
fcis-26721	18	11	optimization	optimization	NOUN
fcis-26721	18	12	,	,	PUNCT
fcis-26721	18	13	control	control	NOUN
fcis-26721	18	14	,	,	PUNCT
fcis-26721	18	15	diagnosis	diagnosis	NOUN
fcis-26721	18	16	and	and	CCONJ
fcis-26721	18	17	recognition	recognition	NOUN
fcis-26721	18	18	,	,	PUNCT
fcis-26721	18	19	classification	classification	NOUN
fcis-26721	18	20	and	and	CCONJ
fcis-26721	18	21	identification	identification	NOUN
fcis-26721	18	22	[	[	X
fcis-26721	18	23	11	11	NUM
fcis-26721	18	24	-	-	SYM
fcis-26721	18	25	15	15	NUM
fcis-26721	18	26	]	]	PUNCT
fcis-26721	18	27	.	.	PUNCT
fcis-26721	19	1	therefore	therefore	ADV
fcis-26721	19	2	,	,	PUNCT
fcis-26721	19	3	research	research	NOUN
fcis-26721	19	4	on	on	ADP
fcis-26721	19	5	the	the	DET
fcis-26721	19	6	application	application	NOUN
fcis-26721	19	7	of	of	ADP
fcis-26721	19	8	neural	neural	ADJ
fcis-26721	19	9	networks	network	NOUN
fcis-26721	19	10	is	be	AUX
fcis-26721	19	11	obviously	obviously	ADV
fcis-26721	19	12	of	of	ADP
fcis-26721	19	13	great	great	ADJ
fcis-26721	19	14	significance	significance	NOUN
fcis-26721	19	15	.	.	PUNCT
fcis-26721	20	1	carbon	carbon	NOUN
fcis-26721	20	2	steel	steel	NOUN
fcis-26721	20	3	is	be	AUX
fcis-26721	20	4	mostly	mostly	ADV
fcis-26721	20	5	a	a	DET
fcis-26721	20	6	multiphase	multiphase	NOUN
fcis-26721	20	7	alloy	alloy	NOUN
fcis-26721	20	8	with	with	ADP
fcis-26721	20	9	high	high	ADJ
fcis-26721	20	10	specific	specific	ADJ
fcis-26721	20	11	strength	strength	NOUN
fcis-26721	20	12	,	,	PUNCT
fcis-26721	20	13	good	good	ADJ
fcis-26721	20	14	medium	medium	ADJ
fcis-26721	20	15	temperature	temperature	NOUN
fcis-26721	20	16	performance	performance	NOUN
fcis-26721	20	17	,	,	PUNCT
fcis-26721	20	18	and	and	CCONJ
fcis-26721	20	19	corrosion	corrosion	NOUN
fcis-26721	20	20	resistance	resistance	NOUN
fcis-26721	21	1	[	[	X
fcis-26721	21	2	16	16	NUM
fcis-26721	21	3	-	-	SYM
fcis-26721	21	4	19	19	NUM
fcis-26721	21	5	]	]	PUNCT
fcis-26721	21	6	.	.	PUNCT
fcis-26721	22	1	during	during	ADP
fcis-26721	22	2	high	high	ADJ
fcis-26721	22	3	-	-	PUNCT
fcis-26721	22	4	temperature	temperature	NOUN
fcis-26721	22	5	deformation	deformation	NOUN
fcis-26721	22	6	,	,	PUNCT
fcis-26721	22	7	the	the	DET
fcis-26721	22	8	forming	form	VERB
fcis-26721	22	9	temperature	temperature	NOUN
fcis-26721	22	10	is	be	AUX
fcis-26721	22	11	narrow	narrow	ADJ
fcis-26721	22	12	,	,	PUNCT
fcis-26721	22	13	and	and	CCONJ
fcis-26721	22	14	the	the	DET
fcis-26721	22	15	deformation	deformation	NOUN
fcis-26721	22	16	resistance	resistance	NOUN
fcis-26721	22	17	and	and	CCONJ
fcis-26721	22	18	microstructure	microstructure	ADJ
fcis-26721	22	19	properties	property	NOUN
fcis-26721	22	20	are	be	AUX
fcis-26721	22	21	sensitive	sensitive	ADJ
fcis-26721	22	22	to	to	ADP
fcis-26721	22	23	temperature	temperature	NOUN
fcis-26721	22	24	and	and	CCONJ
fcis-26721	22	25	deformation	deformation	NOUN
fcis-26721	22	26	rate	rate	NOUN
fcis-26721	22	27	,	,	PUNCT
fcis-26721	22	28	making	make	VERB
fcis-26721	22	29	it	it	PRON
fcis-26721	22	30	a	a	DET
fcis-26721	22	31	typical	typical	ADJ
fcis-26721	22	32	difficult	difficult	ADJ
fcis-26721	22	33	to	to	PART
fcis-26721	22	34	deform	deform	VERB
fcis-26721	22	35	material	material	NOUN
fcis-26721	22	36	[	[	X
fcis-26721	22	37	20	20	NUM
fcis-26721	22	38	]	]	PUNCT
fcis-26721	22	39	.	.	PUNCT
fcis-26721	23	1	when	when	SCONJ
fcis-26721	23	2	subjected	subject	VERB
fcis-26721	23	3	to	to	ADP
fcis-26721	23	4	cold	cold	ADJ
fcis-26721	23	5	and	and	CCONJ
fcis-26721	23	6	hot	hot	ADJ
fcis-26721	23	7	processing	processing	NOUN
fcis-26721	23	8	in	in	ADP
fcis-26721	23	9	complex	complex	ADJ
fcis-26721	23	10	environments	environment	NOUN
fcis-26721	23	11	,	,	PUNCT
fcis-26721	23	12	the	the	DET
fcis-26721	23	13	microstructure	microstructure	NOUN
fcis-26721	23	14	of	of	ADP
fcis-26721	23	15	carbon	carbon	NOUN
fcis-26721	23	16	steel	steel	NOUN
fcis-26721	23	17	components	component	NOUN
fcis-26721	23	18	may	may	AUX
fcis-26721	23	19	vary	vary	VERB
fcis-26721	23	20	,	,	PUNCT
fcis-26721	23	21	resulting	result	VERB
fcis-26721	23	22	in	in	ADP
fcis-26721	23	23	significant	significant	ADJ
fcis-26721	23	24	differences	difference	NOUN
fcis-26721	23	25	in	in	ADP
fcis-26721	23	26	their	their	PRON
fcis-26721	23	27	mechanical	mechanical	ADJ
fcis-26721	23	28	properties	property	NOUN
fcis-26721	23	29	.	.	PUNCT
fcis-26721	24	1	traditional	traditional	ADJ
fcis-26721	24	2	constitutive	constitutive	ADJ
fcis-26721	24	3	relationships	relationship	NOUN
fcis-26721	24	4	can	can	AUX
fcis-26721	24	5	be	be	AUX
fcis-26721	24	6	divided	divide	VERB
fcis-26721	24	7	into	into	ADP
fcis-26721	24	8	two	two	NUM
fcis-26721	24	9	categories	category	NOUN
fcis-26721	24	10	:	:	PUNCT
fcis-26721	24	11	phenomenological	phenomenological	ADJ
fcis-26721	24	12	constitutive	constitutive	ADJ
fcis-26721	24	13	relationships	relationship	NOUN
fcis-26721	24	14	and	and	CCONJ
fcis-26721	24	15	mechanistic	mechanistic	ADJ
fcis-26721	24	16	constitutive	constitutive	ADJ
fcis-26721	24	17	relationships	relationship	NOUN
fcis-26721	24	18	,	,	PUNCT
fcis-26721	24	19	both	both	PRON
fcis-26721	24	20	of	of	ADP
fcis-26721	24	21	which	which	PRON
fcis-26721	24	22	have	have	VERB
fcis-26721	24	23	certain	certain	ADJ
fcis-26721	24	24	limitations	limitation	NOUN
fcis-26721	24	25	.	.	PUNCT
fcis-26721	25	1	this	this	DET
fcis-26721	25	2	article	article	NOUN
fcis-26721	25	3	utilizes	utilize	VERB
fcis-26721	25	4	the	the	DET
fcis-26721	25	5	deep	deep	ADJ
fcis-26721	25	6	learning	learning	NOUN
fcis-26721	25	7	and	and	CCONJ
fcis-26721	25	8	strong	strong	ADJ
fcis-26721	25	9	fitting	fitting	ADJ
fcis-26721	25	10	capabilities	capability	NOUN
fcis-26721	25	11	of	of	ADP
fcis-26721	25	12	neural	neural	ADJ
fcis-26721	25	13	networks	network	NOUN
fcis-26721	25	14	,	,	PUNCT
fcis-26721	25	15	combined	combine	VERB
fcis-26721	25	16	with	with	ADP
fcis-26721	25	17	the	the	DET
fcis-26721	25	18	complexity	complexity	NOUN
fcis-26721	25	19	and	and	CCONJ
fcis-26721	25	20	nonlinearity	nonlinearity	NOUN
fcis-26721	25	21	of	of	ADP
fcis-26721	25	22	carbon	carbon	NOUN
fcis-26721	25	23	steel	steel	NOUN
fcis-26721	25	24	tensile	tensile	NOUN
fcis-26721	25	25	experiments	experiment	NOUN
fcis-26721	25	26	,	,	PUNCT
fcis-26721	25	27	to	to	PART
fcis-26721	25	28	propose	propose	VERB
fcis-26721	25	29	a	a	DET
fcis-26721	25	30	neural	neural	ADJ
fcis-26721	25	31	network	network	NOUN
fcis-26721	25	32	-	-	PUNCT
fcis-26721	25	33	based	base	VERB
fcis-26721	25	34	constitutive	constitutive	ADJ
fcis-26721	25	35	relationship	relationship	NOUN
fcis-26721	25	36	model	model	NOUN
fcis-26721	25	37	for	for	ADP
fcis-26721	25	38	carbon	carbon	NOUN
fcis-26721	25	39	steel	steel	NOUN
fcis-26721	25	40	tensile	tensile	NOUN
fcis-26721	25	41	testing	testing	NOUN
fcis-26721	25	42	.	.	PUNCT
fcis-26721	26	1	by	by	ADP
fcis-26721	26	2	using	use	VERB
fcis-26721	26	3	experimental	experimental	ADJ
fcis-26721	26	4	data	datum	NOUN
fcis-26721	26	5	as	as	ADP
fcis-26721	26	6	samples	sample	NOUN
fcis-26721	26	7	to	to	PART
fcis-26721	26	8	train	train	VERB
fcis-26721	26	9	,	,	PUNCT
fcis-26721	26	10	learn	learn	VERB
fcis-26721	26	11	,	,	PUNCT
fcis-26721	26	12	and	and	CCONJ
fcis-26721	26	13	simulate	simulate	VERB
fcis-26721	26	14	the	the	DET
fcis-26721	26	15	model	model	NOUN
fcis-26721	26	16	,	,	PUNCT
fcis-26721	26	17	and	and	CCONJ
fcis-26721	26	18	comparing	compare	VERB
fcis-26721	26	19	and	and	CCONJ
fcis-26721	26	20	analyzing	analyze	VERB
fcis-26721	26	21	the	the	DET
fcis-26721	26	22	results	result	NOUN
fcis-26721	26	23	,	,	PUNCT
fcis-26721	26	24	it	it	PRON
fcis-26721	26	25	is	be	AUX
fcis-26721	26	26	concluded	conclude	VERB
fcis-26721	26	27	that	that	SCONJ
fcis-26721	26	28	the	the	DET
fcis-26721	26	29	model	model	NOUN
fcis-26721	26	30	has	have	VERB
fcis-26721	26	31	high	high	ADJ
fcis-26721	26	32	fitting	fitting	ADJ
fcis-26721	26	33	accuracy	accuracy	NOUN
fcis-26721	26	34	and	and	CCONJ
fcis-26721	26	35	predictive	predictive	ADJ
fcis-26721	26	36	ability	ability	NOUN
fcis-26721	26	37	,	,	PUNCT
fcis-26721	26	38	and	and	CCONJ
fcis-26721	26	39	has	have	VERB
fcis-26721	26	40	certain	certain	ADJ
fcis-26721	26	41	practical	practical	ADJ
fcis-26721	26	42	application	application	NOUN
fcis-26721	26	43	value	value	NOUN
fcis-26721	26	44	.	.	PUNCT
fcis-26721	27	1	2	2	X
fcis-26721	27	2	.	.	X
fcis-26721	27	3	research	research	NOUN
fcis-26721	27	4	materials	material	NOUN
fcis-26721	27	5	and	and	CCONJ
fcis-26721	27	6	methods	method	NOUN
fcis-26721	27	7	2.1	2.1	NUM
fcis-26721	27	8	.	.	PUNCT
fcis-26721	28	1	research	research	NOUN
fcis-26721	28	2	materials	material	NOUN
fcis-26721	28	3	carbon	carbon	NOUN
fcis-26721	28	4	steel	steel	NOUN
fcis-26721	28	5	is	be	AUX
fcis-26721	28	6	mostly	mostly	ADV
fcis-26721	28	7	a	a	DET
fcis-26721	28	8	multiphase	multiphase	NOUN
fcis-26721	28	9	alloy	alloy	NOUN
fcis-26721	28	10	,	,	PUNCT
fcis-26721	28	11	with	with	ADP
fcis-26721	28	12	main	main	ADJ
fcis-26721	28	13	alloying	alloying	NOUN
fcis-26721	28	14	elements	element	NOUN
fcis-26721	28	15	including	include	VERB
fcis-26721	28	16	silicon	silicon	NOUN
fcis-26721	28	17	,	,	PUNCT
fcis-26721	28	18	manganese	manganese	NOUN
fcis-26721	28	19	,	,	PUNCT
fcis-26721	28	20	chromium	chromium	NOUN
fcis-26721	28	21	,	,	PUNCT
fcis-26721	28	22	nickel	nickel	NOUN
fcis-26721	28	23	,	,	PUNCT
fcis-26721	28	24	molybdenum	molybdenum	NOUN
fcis-26721	28	25	,	,	PUNCT
fcis-26721	28	26	tungsten	tungsten	NOUN
fcis-26721	28	27	,	,	PUNCT
fcis-26721	28	28	vanadium	vanadium	NOUN
fcis-26721	28	29	,	,	PUNCT
fcis-26721	28	30	titanium	titanium	NOUN
fcis-26721	28	31	,	,	PUNCT
fcis-26721	28	32	niobium	niobium	NOUN
fcis-26721	28	33	,	,	PUNCT
fcis-26721	28	34	zirconium	zirconium	NOUN
fcis-26721	28	35	,	,	PUNCT
fcis-26721	28	36	cobalt	cobalt	NOUN
fcis-26721	28	37	,	,	PUNCT
fcis-26721	28	38	aluminum	aluminum	NOUN
fcis-26721	28	39	,	,	PUNCT
fcis-26721	28	40	copper	copper	NOUN
fcis-26721	28	41	,	,	PUNCT
fcis-26721	28	42	boron	boron	NOUN
fcis-26721	28	43	,	,	PUNCT
fcis-26721	28	44	rare	rare	ADJ
fcis-26721	28	45	earths	earth	NOUN
fcis-26721	28	46	,	,	PUNCT
fcis-26721	28	47	etc	etc	X
fcis-26721	28	48	.	.	X
fcis-26721	29	1	their	their	PRON
fcis-26721	29	2	composition	composition	NOUN
fcis-26721	29	3	ratios	ratio	NOUN
fcis-26721	29	4	have	have	VERB
fcis-26721	29	5	a	a	DET
fcis-26721	29	6	significant	significant	ADJ
fcis-26721	29	7	impact	impact	NOUN
fcis-26721	29	8	on	on	ADP
fcis-26721	29	9	the	the	DET
fcis-26721	29	10	constitutive	constitutive	ADJ
fcis-26721	29	11	relationship	relationship	NOUN
fcis-26721	29	12	.	.	PUNCT
fcis-26721	30	1	the	the	DET
fcis-26721	30	2	excellent	excellent	ADJ
fcis-26721	30	3	corrosion	corrosion	NOUN
fcis-26721	30	4	resistance	resistance	NOUN
fcis-26721	30	5	and	and	CCONJ
fcis-26721	30	6	high	high	ADJ
fcis-26721	30	7	temperature	temperature	NOUN
fcis-26721	30	8	resistance	resistance	NOUN
fcis-26721	30	9	of	of	ADP
fcis-26721	30	10	carbon	carbon	NOUN
fcis-26721	30	11	steel	steel	NOUN
fcis-26721	30	12	have	have	AUX
fcis-26721	30	13	also	also	ADV
fcis-26721	30	14	attracted	attract	VERB
fcis-26721	30	15	attention	attention	NOUN
fcis-26721	30	16	in	in	ADP
fcis-26721	30	17	military	military	NOUN
fcis-26721	30	18	,	,	PUNCT
fcis-26721	30	19	pharmaceutical	pharmaceutical	NOUN
fcis-26721	30	20	,	,	PUNCT
fcis-26721	30	21	and	and	CCONJ
fcis-26721	30	22	chemical	chemical	NOUN
fcis-26721	30	23	industries	industry	NOUN
fcis-26721	30	24	,	,	PUNCT
fcis-26721	30	25	and	and	CCONJ
fcis-26721	30	26	its	its	PRON
fcis-26721	30	27	good	good	ADJ
fcis-26721	30	28	biocompatibility	biocompatibility	NOUN
fcis-26721	30	29	has	have	AUX
fcis-26721	30	30	made	make	VERB
fcis-26721	30	31	it	it	PRON
fcis-26721	30	32	widely	widely	ADV
fcis-26721	30	33	used	use	VERB
fcis-26721	30	34	in	in	ADP
fcis-26721	30	35	new	new	ADJ
fcis-26721	30	36	energy	energy	NOUN
fcis-26721	30	37	and	and	CCONJ
fcis-26721	30	38	other	other	ADJ
fcis-26721	30	39	fields	field	NOUN
fcis-26721	30	40	[	[	X
fcis-26721	30	41	21	21	NUM
fcis-26721	30	42	]	]	PUNCT
fcis-26721	30	43	.	.	PUNCT
fcis-26721	31	1	in	in	ADP
fcis-26721	31	2	recent	recent	ADJ
fcis-26721	31	3	years	year	NOUN
fcis-26721	31	4	,	,	PUNCT
fcis-26721	31	5	the	the	DET
fcis-26721	31	6	application	application	NOUN
fcis-26721	31	7	of	of	ADP
fcis-26721	31	8	carbon	carbon	NOUN
fcis-26721	31	9	steel	steel	NOUN
fcis-26721	31	10	in	in	ADP
fcis-26721	31	11	human	human	ADJ
fcis-26721	31	12	daily	daily	ADJ
fcis-26721	31	13	life	life	NOUN
fcis-26721	31	14	has	have	AUX
fcis-26721	31	15	been	be	AUX
fcis-26721	31	16	continuously	continuously	ADV
fcis-26721	31	17	expanding	expand	VERB
fcis-26721	31	18	and	and	CCONJ
fcis-26721	31	19	developing	develop	VERB
fcis-26721	31	20	rapidly	rapidly	ADV
fcis-26721	31	21	,	,	PUNCT
fcis-26721	31	22	and	and	CCONJ
fcis-26721	31	23	the	the	DET
fcis-26721	31	24	application	application	NOUN
fcis-26721	31	25	technology	technology	NOUN
fcis-26721	31	26	has	have	AUX
fcis-26721	31	27	become	become	VERB
fcis-26721	31	28	more	more	ADV
fcis-26721	31	29	mature	mature	ADJ
fcis-26721	31	30	and	and	CCONJ
fcis-26721	31	31	perfect	perfect	ADJ
fcis-26721	32	1	[	[	X
fcis-26721	32	2	22	22	NUM
fcis-26721	32	3	]	]	PUNCT
fcis-26721	32	4	.	.	PUNCT
fcis-26721	33	1	many	many	ADJ
fcis-26721	33	2	countries	country	NOUN
fcis-26721	33	3	in	in	ADP
fcis-26721	33	4	the	the	DET
fcis-26721	33	5	world	world	NOUN
fcis-26721	33	6	have	have	AUX
fcis-26721	33	7	recognized	recognize	VERB
fcis-26721	33	8	the	the	DET
fcis-26721	33	9	important	important	ADJ
fcis-26721	33	10	position	position	NOUN
fcis-26721	33	11	of	of	ADP
fcis-26721	33	12	carbon	carbon	NOUN
fcis-26721	33	13	steel	steel	NOUN
fcis-26721	33	14	materials	material	NOUN
fcis-26721	33	15	,	,	PUNCT
fcis-26721	33	16	and	and	CCONJ
fcis-26721	33	17	have	have	AUX
fcis-26721	33	18	conducted	conduct	VERB
fcis-26721	33	19	research	research	NOUN
fcis-26721	33	20	and	and	CCONJ
fcis-26721	33	21	development	development	NOUN
fcis-26721	33	22	on	on	ADP
fcis-26721	33	23	them	they	PRON
fcis-26721	33	24	,	,	PUNCT
fcis-26721	33	25	which	which	PRON
fcis-26721	33	26	have	have	AUX
fcis-26721	33	27	been	be	AUX
fcis-26721	33	28	widely	widely	ADV
fcis-26721	33	29	applied	apply	VERB
fcis-26721	33	30	in	in	ADP
fcis-26721	33	31	practice	practice	NOUN
fcis-26721	33	32	.	.	PUNCT
fcis-26721	34	1	2.2	2.2	NUM
fcis-26721	34	2	.	.	PUNCT
fcis-26721	34	3	test	test	NOUN
fcis-26721	34	4	methods	method	NOUN
fcis-26721	34	5	the	the	DET
fcis-26721	34	6	tensile	tensile	NOUN
fcis-26721	34	7	test	test	NOUN
fcis-26721	34	8	is	be	AUX
fcis-26721	34	9	one	one	NUM
fcis-26721	34	10	of	of	ADP
fcis-26721	34	11	the	the	DET
fcis-26721	34	12	most	most	ADV
fcis-26721	34	13	important	important	ADJ
fcis-26721	34	14	experiments	experiment	NOUN
fcis-26721	34	15	in	in	ADP
fcis-26721	34	16	material	material	NOUN
fcis-26721	34	17	mechanics	mechanic	NOUN
fcis-26721	34	18	,	,	PUNCT
fcis-26721	34	19	and	and	CCONJ
fcis-26721	34	20	the	the	DET
fcis-26721	34	21	test	test	NOUN
fcis-26721	34	22	uses	use	VERB
fcis-26721	34	23	an	an	DET
fcis-26721	34	24	electronic	electronic	ADJ
fcis-26721	34	25	universal	universal	ADJ
fcis-26721	34	26	testing	testing	NOUN
fcis-26721	34	27	machine	machine	NOUN
fcis-26721	34	28	(	(	PUNCT
fcis-26721	34	29	cmt5105	cmt5105	NOUN
fcis-26721	34	30	type	type	NOUN
fcis-26721	34	31	)	)	PUNCT
fcis-26721	34	32	.	.	PUNCT
fcis-26721	35	1	the	the	DET
fcis-26721	35	2	cmt5105	cmt5105	ADJ
fcis-26721	35	3	testing	testing	NOUN
fcis-26721	35	4	machine	machine	NOUN
fcis-26721	35	5	is	be	AUX
fcis-26721	35	6	a	a	DET
fcis-26721	35	7	new	new	ADJ
fcis-26721	35	8	type	type	NOUN
fcis-26721	35	9	of	of	ADP
fcis-26721	35	10	testing	testing	NOUN
fcis-26721	35	11	machine	machine	NOUN
fcis-26721	35	12	that	that	PRON
fcis-26721	35	13	combines	combine	VERB
fcis-26721	35	14	mechanical	mechanical	ADJ
fcis-26721	35	15	technology	technology	NOUN
fcis-26721	35	16	,	,	PUNCT
fcis-26721	35	17	sensing	sense	VERB
fcis-26721	35	18	technology	technology	NOUN
fcis-26721	35	19	,	,	PUNCT
fcis-26721	35	20	electronic	electronic	ADJ
fcis-26721	35	21	(	(	PUNCT
fcis-26721	35	22	computer	computer	NOUN
fcis-26721	35	23	)	)	PUNCT
fcis-26721	35	24	measurement	measurement	NOUN
fcis-26721	35	25	,	,	PUNCT
fcis-26721	35	26	and	and	CCONJ
fcis-26721	35	27	data	data	NOUN
fcis-26721	35	28	processing	processing	NOUN
fcis-26721	35	29	technology	technology	NOUN
fcis-26721	35	30	.	.	PUNCT
fcis-26721	36	1	it	it	PRON
fcis-26721	36	2	can	can	AUX
fcis-26721	36	3	use	use	VERB
fcis-26721	36	4	computers	computer	NOUN
fcis-26721	36	5	to	to	PART
fcis-26721	36	6	control	control	VERB
fcis-26721	36	7	the	the	DET
fcis-26721	36	8	testing	testing	NOUN
fcis-26721	36	9	process	process	NOUN
fcis-26721	36	10	and	and	CCONJ
fcis-26721	36	11	automatically	automatically	ADV
fcis-26721	36	12	collect	collect	VERB
fcis-26721	36	13	and	and	CCONJ
fcis-26721	36	14	process	process	VERB
fcis-26721	36	15	measurement	measurement	NOUN
fcis-26721	36	16	data	datum	NOUN
fcis-26721	36	17	.	.	PUNCT
fcis-26721	37	1	93	93	NUM
fcis-26721	37	2	the	the	DET
fcis-26721	37	3	carbon	carbon	NOUN
fcis-26721	37	4	steel	steel	NOUN
fcis-26721	37	5	specimen	speciman	NOUN
fcis-26721	37	6	adopts	adopt	VERB
fcis-26721	37	7	a	a	DET
fcis-26721	37	8	circular	circular	ADJ
fcis-26721	37	9	cross	cross	ADJ
fcis-26721	37	10	-	-	ADJ
fcis-26721	37	11	section	section	ADJ
fcis-26721	37	12	specimen	speciman	NOUN
fcis-26721	37	13	,	,	PUNCT
fcis-26721	37	14	according	accord	VERB
fcis-26721	37	15	to	to	ADP
fcis-26721	37	16	the	the	DET
fcis-26721	37	17	national	national	ADJ
fcis-26721	37	18	standard	standard	PROPN
fcis-26721	37	19	gb	gb	PROPN
fcis-26721	37	20	/	/	SYM
fcis-26721	37	21	t228	t228	PROPN
fcis-26721	37	22	-	-	PUNCT
fcis-26721	37	23	2002	2002	NUM
fcis-26721	37	24	,	,	PUNCT
fcis-26721	37	25	with	with	ADP
fcis-26721	37	26	the	the	DET
fcis-26721	37	27	shape	shape	NOUN
fcis-26721	37	28	shown	show	VERB
fcis-26721	37	29	in	in	ADP
fcis-26721	37	30	figure	figure	NOUN
fcis-26721	37	31	1	1	NUM
fcis-26721	37	32	and	and	CCONJ
fcis-26721	37	33	the	the	DET
fcis-26721	37	34	parameters	parameter	NOUN
fcis-26721	37	35	shown	show	VERB
fcis-26721	37	36	in	in	ADP
fcis-26721	37	37	table	table	NOUN
fcis-26721	37	38	1	1	NUM
fcis-26721	37	39	-	-	SYM
fcis-26721	37	40	2	2	NUM
fcis-26721	37	41	.	.	PUNCT
fcis-26721	38	1	the	the	DET
fcis-26721	38	2	tensile	tensile	NOUN
fcis-26721	38	3	test	test	NOUN
fcis-26721	38	4	was	be	AUX
fcis-26721	38	5	conducted	conduct	VERB
fcis-26721	38	6	on	on	ADP
fcis-26721	38	7	the	the	DET
fcis-26721	38	8	cmt5105	cmt5105	ADJ
fcis-26721	38	9	electronic	electronic	ADJ
fcis-26721	38	10	universal	universal	ADJ
fcis-26721	38	11	testing	testing	NOUN
fcis-26721	38	12	machine	machine	NOUN
fcis-26721	38	13	for	for	ADP
fcis-26721	38	14	uniaxial	uniaxial	ADJ
fcis-26721	38	15	tensile	tensile	NOUN
fcis-26721	38	16	testing	testing	NOUN
fcis-26721	38	17	at	at	ADP
fcis-26721	38	18	room	room	NOUN
fcis-26721	38	19	temperature	temperature	NOUN
fcis-26721	38	20	,	,	PUNCT
fcis-26721	38	21	with	with	ADP
fcis-26721	38	22	a	a	DET
fcis-26721	38	23	constant	constant	ADJ
fcis-26721	38	24	tensile	tensile	NOUN
fcis-26721	38	25	rate	rate	NOUN
fcis-26721	38	26	until	until	SCONJ
fcis-26721	38	27	the	the	DET
fcis-26721	38	28	tensile	tensile	NOUN
fcis-26721	38	29	fracture	fracture	NOUN
fcis-26721	38	30	occurred	occur	VERB
fcis-26721	38	31	.	.	PUNCT
fcis-26721	39	1	the	the	DET
fcis-26721	39	2	deformation	deformation	NOUN
fcis-26721	39	3	process	process	NOUN
fcis-26721	39	4	is	be	AUX
fcis-26721	39	5	controlled	control	VERB
fcis-26721	39	6	by	by	ADP
fcis-26721	39	7	a	a	DET
fcis-26721	39	8	computer	computer	NOUN
fcis-26721	39	9	,	,	PUNCT
fcis-26721	39	10	which	which	PRON
fcis-26721	39	11	automatically	automatically	ADV
fcis-26721	39	12	collects	collect	VERB
fcis-26721	39	13	data	datum	NOUN
fcis-26721	39	14	such	such	ADJ
fcis-26721	39	15	as	as	ADP
fcis-26721	39	16	stress	stress	NOUN
fcis-26721	39	17	,	,	PUNCT
fcis-26721	39	18	strain	strain	NOUN
fcis-26721	39	19	,	,	PUNCT
fcis-26721	39	20	displacement	displacement	NOUN
fcis-26721	39	21	,	,	PUNCT
fcis-26721	39	22	etc	etc	X
fcis-26721	39	23	.	.	X
fcis-26721	39	24	figure	figure	VERB
fcis-26721	39	25	1	1	NUM
fcis-26721	39	26	.	.	PUNCT
fcis-26721	39	27	schematic	schematic	ADJ
fcis-26721	39	28	diagram	diagram	NOUN
fcis-26721	39	29	of	of	ADP
fcis-26721	39	30	carbon	carbon	NOUN
fcis-26721	39	31	steel	steel	NOUN
fcis-26721	39	32	specimen	speciman	NOUN
fcis-26721	39	33	table	table	VERB
fcis-26721	39	34	1	1	NUM
fcis-26721	39	35	.	.	PUNCT
fcis-26721	40	1	parameters	parameter	NOUN
fcis-26721	40	2	of	of	ADP
fcis-26721	40	3	carbon	carbon	NOUN
fcis-26721	40	4	steel	steel	NOUN
fcis-26721	40	5	specimens	specimen	NOUN
fcis-26721	40	6	original	original	ADJ
fcis-26721	40	7	gauge	gauge	NOUN
fcis-26721	40	8	length	length	NOUN
fcis-26721	40	9	lo	lo	PROPN
fcis-26721	40	10	parallel	parallel	NOUN
fcis-26721	40	11	length	length	NOUN
fcis-26721	40	12	le	le	ADP
fcis-26721	40	13	original	original	ADJ
fcis-26721	40	14	diameter	diameter	NOUN
fcis-26721	40	15	of	of	ADP
fcis-26721	40	16	cross	cross	NOUN
fcis-26721	40	17	-	-	NOUN
fcis-26721	40	18	section	section	ADJ
fcis-26721	40	19	d	d	PROPN
fcis-26721	40	20	excessive	excessive	ADJ
fcis-26721	40	21	arc	arc	NOUN
fcis-26721	40	22	radius	radius	NOUN
fcis-26721	40	23	r	r	NOUN
fcis-26721	40	24	end	end	NOUN
fcis-26721	40	25	diameter	diameter	NOUN
fcis-26721	40	26	d	d	NOUN
fcis-26721	40	27	’	'	PUNCT
fcis-26721	40	28	50	50	NUM
fcis-26721	40	29	mm	mm	NUM
fcis-26721	40	30	70	70	NUM
fcis-26721	40	31	mm	mm	NOUN
fcis-26721	40	32	10	10	NUM
fcis-26721	40	33	8	8	NUM
fcis-26721	40	34	mm	mm	NUM
fcis-26721	40	35	20	20	NUM
fcis-26721	40	36	mm	mm	NOUN
fcis-26721	40	37	table	table	NOUN
fcis-26721	40	38	2	2	NUM
fcis-26721	40	39	.	.	PUNCT
fcis-26721	40	40	dimensional	dimensional	ADJ
fcis-26721	40	41	tolerances	tolerance	NOUN
fcis-26721	40	42	of	of	ADP
fcis-26721	40	43	carbon	carbon	NOUN
fcis-26721	40	44	steel	steel	NOUN
fcis-26721	40	45	specimens	specimen	NOUN
fcis-26721	40	46	dimensional	dimensional	ADJ
fcis-26721	40	47	tolerance	tolerance	NOUN
fcis-26721	40	48	form	form	NOUN
fcis-26721	40	49	tolerance	tolerance	NOUN
fcis-26721	40	50	+	+	PROPN
fcis-26721	40	51	/-0.05	/-0.05	NOUN
fcis-26721	40	52	mm	mm	PROPN
fcis-26721	41	1	+	+	NOUN
fcis-26721	41	2	/-0.04	/-0.04	PROPN
fcis-26721	41	3	m	m	VERB
fcis-26721	41	4	2.3	2.3	NUM
fcis-26721	41	5	.	.	PUNCT
fcis-26721	42	1	data	datum	NOUN
fcis-26721	42	2	analysis	analysis	NOUN
fcis-26721	42	3	figure	figure	NOUN
fcis-26721	42	4	2	2	NUM
fcis-26721	42	5	.	.	PUNCT
fcis-26721	42	6	stress	stress	NOUN
fcis-26721	42	7	strain	strain	NOUN
fcis-26721	42	8	curve	curve	NOUN
fcis-26721	42	9	of	of	ADP
fcis-26721	42	10	carbon	carbon	NOUN
fcis-26721	42	11	steel	steel	NOUN
fcis-26721	42	12	specimen	speciman	NOUN
fcis-26721	42	13	under	under	ADP
fcis-26721	42	14	tension	tension	NOUN
fcis-26721	42	15	and	and	CCONJ
fcis-26721	42	16	compression	compression	VERB
fcis-26721	42	17	carbon	carbon	NOUN
fcis-26721	42	18	steel	steel	NOUN
fcis-26721	42	19	specimens	specimen	NOUN
fcis-26721	42	20	are	be	AUX
fcis-26721	42	21	subjected	subject	VERB
fcis-26721	42	22	to	to	ADP
fcis-26721	42	23	normal	normal	ADJ
fcis-26721	42	24	stress	stress	NOUN
fcis-26721	42	25	during	during	ADP
fcis-26721	42	26	tensile	tensile	NOUN
fcis-26721	42	27	testing	testing	NOUN
fcis-26721	42	28	,	,	PUNCT
fcis-26721	42	29	manifested	manifest	VERB
fcis-26721	42	30	by	by	ADP
fcis-26721	42	31	shrinkage	shrinkage	NOUN
fcis-26721	42	32	of	of	ADP
fcis-26721	42	33	the	the	DET
fcis-26721	42	34	fracture	fracture	NOUN
fcis-26721	42	35	section	section	NOUN
fcis-26721	42	36	and	and	CCONJ
fcis-26721	42	37	a	a	DET
fcis-26721	42	38	total	total	ADJ
fcis-26721	42	39	length	length	NOUN
fcis-26721	42	40	of	of	ADP
fcis-26721	42	41	the	the	DET
fcis-26721	42	42	specimen	speciman	NOUN
fcis-26721	42	43	greater	great	ADJ
fcis-26721	42	44	than	than	ADP
fcis-26721	42	45	the	the	DET
fcis-26721	42	46	original	original	ADJ
fcis-26721	42	47	length	length	NOUN
fcis-26721	42	48	after	after	ADP
fcis-26721	42	49	fracture	fracture	NOUN
fcis-26721	42	50	.	.	PUNCT
fcis-26721	43	1	figure	figure	NOUN
fcis-26721	43	2	2	2	NUM
fcis-26721	43	3	shows	show	VERB
fcis-26721	43	4	the	the	DET
fcis-26721	43	5	stress	stress	NOUN
fcis-26721	43	6	-	-	PUNCT
fcis-26721	43	7	strain	strain	NOUN
fcis-26721	43	8	curves	curve	NOUN
fcis-26721	43	9	of	of	ADP
fcis-26721	43	10	five	five	NUM
fcis-26721	43	11	sets	set	NOUN
fcis-26721	43	12	of	of	ADP
fcis-26721	43	13	carbon	carbon	NOUN
fcis-26721	43	14	steel	steel	NOUN
fcis-26721	43	15	specimens	specimen	NOUN
fcis-26721	43	16	in	in	ADP
fcis-26721	43	17	tensile	tensile	NOUN
fcis-26721	43	18	experiments	experiment	NOUN
fcis-26721	43	19	.	.	PUNCT
fcis-26721	44	1	from	from	ADP
fcis-26721	44	2	the	the	DET
fcis-26721	44	3	figure	figure	NOUN
fcis-26721	44	4	,	,	PUNCT
fcis-26721	44	5	it	it	PRON
fcis-26721	44	6	can	can	AUX
fcis-26721	44	7	be	be	AUX
fcis-26721	44	8	seen	see	VERB
fcis-26721	44	9	that	that	SCONJ
fcis-26721	44	10	yielding	yield	VERB
fcis-26721	44	11	,	,	PUNCT
fcis-26721	44	12	strengthening	strengthening	NOUN
fcis-26721	44	13	,	,	PUNCT
fcis-26721	44	14	and	and	CCONJ
fcis-26721	44	15	necking	neck	VERB
fcis-26721	44	16	phenomena	phenomenon	NOUN
fcis-26721	44	17	occur	occur	VERB
fcis-26721	44	18	during	during	ADP
fcis-26721	44	19	the	the	DET
fcis-26721	44	20	stretching	stretching	NOUN
fcis-26721	44	21	process	process	NOUN
fcis-26721	44	22	.	.	PUNCT
fcis-26721	45	1	in	in	ADP
fcis-26721	45	2	the	the	DET
fcis-26721	45	3	initial	initial	ADJ
fcis-26721	45	4	loading	loading	NOUN
fcis-26721	45	5	stage	stage	NOUN
fcis-26721	45	6	,	,	PUNCT
fcis-26721	45	7	there	there	PRON
fcis-26721	45	8	is	be	VERB
fcis-26721	45	9	a	a	DET
fcis-26721	45	10	certain	certain	ADJ
fcis-26721	45	11	degree	degree	NOUN
fcis-26721	45	12	of	of	ADP
fcis-26721	45	13	slip	slip	NOUN
fcis-26721	45	14	,	,	PUNCT
fcis-26721	45	15	and	and	CCONJ
fcis-26721	45	16	the	the	DET
fcis-26721	45	17	material	material	NOUN
fcis-26721	45	18	mainly	mainly	ADV
fcis-26721	45	19	exhibits	exhibit	VERB
fcis-26721	45	20	linear	linear	ADJ
fcis-26721	45	21	elasticity	elasticity	NOUN
fcis-26721	45	22	;	;	PUNCT
fcis-26721	45	23	as	as	SCONJ
fcis-26721	45	24	the	the	DET
fcis-26721	45	25	load	load	NOUN
fcis-26721	45	26	increases	increase	NOUN
fcis-26721	45	27	,	,	PUNCT
fcis-26721	45	28	the	the	DET
fcis-26721	45	29	elongation	elongation	NOUN
fcis-26721	45	30	of	of	ADP
fcis-26721	45	31	the	the	DET
fcis-26721	45	32	specimen	speciman	NOUN
fcis-26721	45	33	increases	increase	VERB
fcis-26721	45	34	sharply	sharply	ADV
fcis-26721	45	35	,	,	PUNCT
fcis-26721	45	36	and	and	CCONJ
fcis-26721	45	37	the	the	DET
fcis-26721	45	38	stress	stress	NOUN
fcis-26721	45	39	-	-	PUNCT
fcis-26721	45	40	strain	strain	NOUN
fcis-26721	45	41	curve	curve	NOUN
fcis-26721	45	42	exhibits	exhibit	VERB
fcis-26721	45	43	significant	significant	ADJ
fcis-26721	45	44	nonlinearity	nonlinearity	NOUN
fcis-26721	45	45	.	.	PUNCT
fcis-26721	46	1	after	after	SCONJ
fcis-26721	46	2	the	the	DET
fcis-26721	46	3	specimen	speciman	NOUN
fcis-26721	46	4	reaches	reach	VERB
fcis-26721	46	5	a	a	DET
fcis-26721	46	6	certain	certain	ADJ
fcis-26721	46	7	load	load	NOUN
fcis-26721	46	8	-	-	PUNCT
fcis-26721	46	9	bearing	bear	VERB
fcis-26721	46	10	capacity	capacity	NOUN
fcis-26721	46	11	,	,	PUNCT
fcis-26721	46	12	the	the	DET
fcis-26721	46	13	curve	curve	NOUN
fcis-26721	46	14	enters	enter	VERB
fcis-26721	46	15	the	the	DET
fcis-26721	46	16	strengthening	strengthen	VERB
fcis-26721	46	17	stage	stage	NOUN
fcis-26721	46	18	.	.	PUNCT
fcis-26721	47	1	after	after	SCONJ
fcis-26721	47	2	the	the	DET
fcis-26721	47	3	specimen	speciman	NOUN
fcis-26721	47	4	elongates	elongate	VERB
fcis-26721	47	5	to	to	ADP
fcis-26721	47	6	a	a	DET
fcis-26721	47	7	certain	certain	ADJ
fcis-26721	47	8	extent	extent	NOUN
fcis-26721	47	9	,	,	PUNCT
fcis-26721	47	10	the	the	DET
fcis-26721	47	11	load	load	NOUN
fcis-26721	47	12	reading	read	VERB
fcis-26721	47	13	gradually	gradually	ADV
fcis-26721	47	14	decreases	decrease	VERB
fcis-26721	47	15	,	,	PUNCT
fcis-26721	47	16	and	and	CCONJ
fcis-26721	47	17	the	the	DET
fcis-26721	47	18	crosssectional	crosssectional	ADJ
fcis-26721	47	19	area	area	NOUN
fcis-26721	47	20	of	of	ADP
fcis-26721	47	21	a	a	DET
fcis-26721	47	22	certain	certain	ADJ
fcis-26721	47	23	section	section	NOUN
fcis-26721	47	24	of	of	ADP
fcis-26721	47	25	the	the	DET
fcis-26721	47	26	specimen	speciman	NOUN
fcis-26721	47	27	significantly	significantly	ADV
fcis-26721	47	28	shrinks	shrink	VERB
fcis-26721	47	29	,	,	PUNCT
fcis-26721	47	30	resulting	result	VERB
fcis-26721	47	31	in	in	ADP
fcis-26721	47	32	a	a	DET
fcis-26721	47	33	"	"	PUNCT
fcis-26721	47	34	necking	neck	VERB
fcis-26721	47	35	"	"	PUNCT
fcis-26721	47	36	phenomenon	phenomenon	NOUN
fcis-26721	47	37	,	,	PUNCT
fcis-26721	47	38	until	until	SCONJ
fcis-26721	47	39	the	the	DET
fcis-26721	47	40	specimen	speciman	NOUN
fcis-26721	47	41	is	be	AUX
fcis-26721	47	42	pulled	pull	VERB
fcis-26721	47	43	apart	apart	ADV
fcis-26721	47	44	.	.	PUNCT
fcis-26721	48	1	from	from	ADP
fcis-26721	48	2	the	the	DET
fcis-26721	48	3	curve	curve	NOUN
fcis-26721	48	4	in	in	ADP
fcis-26721	48	5	the	the	DET
fcis-26721	48	6	figure	figure	NOUN
fcis-26721	48	7	,	,	PUNCT
fcis-26721	48	8	it	it	PRON
fcis-26721	48	9	can	can	AUX
fcis-26721	48	10	be	be	AUX
fcis-26721	48	11	seen	see	VERB
fcis-26721	48	12	that	that	SCONJ
fcis-26721	48	13	the	the	DET
fcis-26721	48	14	carbon	carbon	NOUN
fcis-26721	48	15	steel	steel	NOUN
fcis-26721	48	16	specimen	speciman	NOUN
fcis-26721	48	17	exhibits	exhibit	VERB
fcis-26721	48	18	a	a	DET
fcis-26721	48	19	very	very	ADV
fcis-26721	48	20	obvious	obvious	ADJ
fcis-26721	48	21	nonlinear	nonlinear	ADJ
fcis-26721	48	22	constitutive	constitutive	ADJ
fcis-26721	48	23	relationship	relationship	NOUN
fcis-26721	48	24	when	when	SCONJ
fcis-26721	48	25	stretched	stretch	VERB
fcis-26721	48	26	to	to	ADP
fcis-26721	48	27	a	a	DET
fcis-26721	48	28	certain	certain	ADJ
fcis-26721	48	29	extent	extent	NOUN
fcis-26721	48	30	,	,	PUNCT
fcis-26721	48	31	that	that	ADV
fcis-26721	48	32	is	is	ADV
fcis-26721	48	33	,	,	PUNCT
fcis-26721	48	34	the	the	DET
fcis-26721	48	35	nonlinear	nonlinear	ADJ
fcis-26721	48	36	nature	nature	NOUN
fcis-26721	48	37	of	of	ADP
fcis-26721	48	38	the	the	DET
fcis-26721	48	39	stress	stress	NOUN
fcis-26721	48	40	-	-	PUNCT
fcis-26721	48	41	strain	strain	NOUN
fcis-26721	48	42	curve	curve	NOUN
fcis-26721	48	43	,	,	PUNCT
fcis-26721	48	44	and	and	CCONJ
fcis-26721	48	45	the	the	DET
fcis-26721	48	46	stressstrain	stressstrain	NOUN
fcis-26721	48	47	relationship	relationship	NOUN
fcis-26721	48	48	at	at	ADP
fcis-26721	48	49	different	different	ADJ
fcis-26721	48	50	stages	stage	NOUN
fcis-26721	48	51	is	be	AUX
fcis-26721	48	52	very	very	ADV
fcis-26721	48	53	complex	complex	ADJ
fcis-26721	48	54	.	.	PUNCT
fcis-26721	49	1	2.4	2.4	NUM
fcis-26721	49	2	.	.	PUNCT
fcis-26721	50	1	research	research	NOUN
fcis-26721	50	2	methods	method	NOUN
fcis-26721	50	3	the	the	DET
fcis-26721	50	4	constitutive	constitutive	ADJ
fcis-26721	50	5	relationships	relationship	NOUN
fcis-26721	50	6	exhibited	exhibit	VERB
fcis-26721	50	7	by	by	ADP
fcis-26721	50	8	carbon	carbon	NOUN
fcis-26721	50	9	steel	steel	NOUN
fcis-26721	50	10	specimens	specimen	NOUN
fcis-26721	50	11	in	in	ADP
fcis-26721	50	12	various	various	ADJ
fcis-26721	50	13	stages	stage	NOUN
fcis-26721	50	14	of	of	ADP
fcis-26721	50	15	tensile	tensile	NOUN
fcis-26721	50	16	testing	testing	NOUN
fcis-26721	50	17	are	be	AUX
fcis-26721	50	18	very	very	ADV
fcis-26721	50	19	complex	complex	ADJ
fcis-26721	50	20	,	,	PUNCT
fcis-26721	50	21	and	and	CCONJ
fcis-26721	50	22	theoretical	theoretical	ADJ
fcis-26721	50	23	models	model	NOUN
fcis-26721	50	24	can	can	AUX
fcis-26721	50	25	not	not	PART
fcis-26721	50	26	be	be	AUX
fcis-26721	50	27	described	describe	VERB
fcis-26721	50	28	by	by	ADP
fcis-26721	50	29	a	a	DET
fcis-26721	50	30	unified	unified	ADJ
fcis-26721	50	31	formula	formula	NOUN
fcis-26721	50	32	.	.	PUNCT
fcis-26721	51	1	the	the	DET
fcis-26721	51	2	calculation	calculation	NOUN
fcis-26721	51	3	of	of	ADP
fcis-26721	51	4	constitutive	constitutive	ADJ
fcis-26721	51	5	relationships	relationship	NOUN
fcis-26721	51	6	in	in	ADP
fcis-26721	51	7	different	different	ADJ
fcis-26721	51	8	stages	stage	NOUN
fcis-26721	51	9	is	be	AUX
fcis-26721	51	10	difficult	difficult	ADJ
fcis-26721	51	11	and	and	CCONJ
fcis-26721	51	12	the	the	DET
fcis-26721	51	13	accuracy	accuracy	NOUN
fcis-26721	51	14	is	be	AUX
fcis-26721	51	15	not	not	PART
fcis-26721	51	16	high	high	ADJ
fcis-26721	51	17	.	.	PUNCT
fcis-26721	52	1	based	base	VERB
fcis-26721	52	2	on	on	ADP
fcis-26721	52	3	the	the	DET
fcis-26721	52	4	theoretical	theoretical	ADJ
fcis-26721	52	5	foundation	foundation	NOUN
fcis-26721	52	6	of	of	ADP
fcis-26721	52	7	solid	solid	ADJ
fcis-26721	52	8	mechanics	mechanic	NOUN
fcis-26721	52	9	and	and	CCONJ
fcis-26721	52	10	the	the	DET
fcis-26721	52	11	structural	structural	ADJ
fcis-26721	52	12	principle	principle	NOUN
fcis-26721	52	13	of	of	ADP
fcis-26721	52	14	neural	neural	ADJ
fcis-26721	52	15	network	network	NOUN
fcis-26721	52	16	framework	framework	NOUN
fcis-26721	52	17	,	,	PUNCT
fcis-26721	52	18	an	an	DET
fcis-26721	52	19	intelligent	intelligent	ADJ
fcis-26721	52	20	constitutive	constitutive	ADJ
fcis-26721	52	21	relationship	relationship	NOUN
fcis-26721	52	22	system	system	NOUN
fcis-26721	52	23	model	model	NOUN
fcis-26721	52	24	based	base	VERB
fcis-26721	52	25	on	on	ADP
fcis-26721	52	26	multi	multi	ADJ
fcis-26721	52	27	-	-	ADJ
fcis-26721	52	28	layer	layer	ADJ
fcis-26721	52	29	neural	neural	ADJ
fcis-26721	52	30	network	network	NOUN
fcis-26721	52	31	is	be	AUX
fcis-26721	52	32	constructed	construct	VERB
fcis-26721	52	33	.	.	PUNCT
fcis-26721	53	1	in	in	ADP
fcis-26721	53	2	order	order	NOUN
fcis-26721	53	3	to	to	PART
fcis-26721	53	4	explore	explore	VERB
fcis-26721	53	5	the	the	DET
fcis-26721	53	6	learning	learning	NOUN
fcis-26721	53	7	and	and	CCONJ
fcis-26721	53	8	generalization	generalization	NOUN
fcis-26721	53	9	ability	ability	NOUN
fcis-26721	53	10	of	of	ADP
fcis-26721	53	11	the	the	DET
fcis-26721	53	12	model	model	NOUN
fcis-26721	53	13	,	,	PUNCT
fcis-26721	53	14	we	we	PRON
fcis-26721	53	15	use	use	VERB
fcis-26721	53	16	l	l	NOUN
fcis-26721	53	17	-	-	NOUN
fcis-26721	53	18	m	m	PROPN
fcis-26721	53	19	(	(	PUNCT
fcis-26721	53	20	levenberg	levenberg	PROPN
fcis-26721	53	21	marquardt	marquardt	PROPN
fcis-26721	53	22	backpropagation	backpropagation	PROPN
fcis-26721	53	23	)	)	PUNCT
fcis-26721	53	24	optimization	optimization	NOUN
fcis-26721	53	25	algorithm	algorithm	NOUN
fcis-26721	53	26	to	to	PART
fcis-26721	53	27	dynamically	dynamically	ADV
fcis-26721	53	28	adjust	adjust	VERB
fcis-26721	53	29	and	and	CCONJ
fcis-26721	53	30	optimize	optimize	VERB
fcis-26721	53	31	the	the	DET
fcis-26721	53	32	model	model	NOUN
fcis-26721	53	33	parameters	parameter	NOUN
fcis-26721	53	34	to	to	PART
fcis-26721	53	35	improve	improve	VERB
fcis-26721	53	36	the	the	DET
fcis-26721	53	37	model	model	NOUN
fcis-26721	53	38	fitting	fitting	ADJ
fcis-26721	53	39	ability	ability	NOUN
fcis-26721	53	40	and	and	CCONJ
fcis-26721	53	41	prediction	prediction	NOUN
fcis-26721	53	42	accuracy	accuracy	NOUN
fcis-26721	53	43	,	,	PUNCT
fcis-26721	53	44	and	and	CCONJ
fcis-26721	53	45	minimize	minimize	VERB
fcis-26721	53	46	the	the	DET
fcis-26721	53	47	mean	mean	ADJ
fcis-26721	53	48	square	square	ADJ
fcis-26721	53	49	error	error	NOUN
fcis-26721	53	50	of	of	ADP
fcis-26721	53	51	the	the	DET
fcis-26721	53	52	model	model	NOUN
fcis-26721	53	53	.	.	PUNCT
fcis-26721	54	1	then	then	ADV
fcis-26721	54	2	,	,	PUNCT
fcis-26721	54	3	using	use	VERB
fcis-26721	54	4	deep	deep	ADJ
fcis-26721	54	5	learning	learning	NOUN
fcis-26721	54	6	methods	method	NOUN
fcis-26721	54	7	,	,	PUNCT
fcis-26721	54	8	relevant	relevant	ADJ
fcis-26721	54	9	algorithms	algorithm	NOUN
fcis-26721	54	10	are	be	AUX
fcis-26721	54	11	automatically	automatically	ADV
fcis-26721	54	12	improved	improve	VERB
fcis-26721	54	13	through	through	ADP
fcis-26721	54	14	model	model	NOUN
fcis-26721	54	15	experience	experience	NOUN
fcis-26721	54	16	accumulation	accumulation	NOUN
fcis-26721	54	17	to	to	PART
fcis-26721	54	18	fit	fit	VERB
fcis-26721	54	19	the	the	DET
fcis-26721	54	20	constitutive	constitutive	ADJ
fcis-26721	54	21	relationships	relationship	NOUN
fcis-26721	54	22	of	of	ADP
fcis-26721	54	23	carbon	carbon	NOUN
fcis-26721	54	24	steel	steel	NOUN
fcis-26721	54	25	specimens	specimen	NOUN
fcis-26721	54	26	at	at	ADP
fcis-26721	54	27	various	various	ADJ
fcis-26721	54	28	stages	stage	NOUN
fcis-26721	54	29	of	of	ADP
fcis-26721	54	30	tensile	tensile	NOUN
fcis-26721	54	31	experiments	experiment	NOUN
fcis-26721	54	32	,	,	PUNCT
fcis-26721	54	33	and	and	CCONJ
fcis-26721	54	34	to	to	PART
fcis-26721	54	35	establish	establish	VERB
fcis-26721	54	36	a	a	DET
fcis-26721	54	37	unified	unified	ADJ
fcis-26721	54	38	tensile	tensile	NOUN
fcis-26721	54	39	constitutive	constitutive	ADJ
fcis-26721	54	40	relationship	relationship	NOUN
fcis-26721	54	41	model	model	NOUN
fcis-26721	54	42	for	for	ADP
fcis-26721	54	43	carbon	carbon	NOUN
fcis-26721	54	44	steel	steel	NOUN
fcis-26721	54	45	structures	structure	NOUN
fcis-26721	54	46	,	,	PUNCT
fcis-26721	54	47	thereby	thereby	ADV
fcis-26721	54	48	improving	improve	VERB
fcis-26721	54	49	the	the	DET
fcis-26721	54	50	prediction	prediction	NOUN
fcis-26721	54	51	accuracy	accuracy	NOUN
fcis-26721	54	52	and	and	CCONJ
fcis-26721	54	53	application	application	NOUN
fcis-26721	54	54	value	value	NOUN
fcis-26721	54	55	of	of	ADP
fcis-26721	54	56	the	the	DET
fcis-26721	54	57	model	model	NOUN
fcis-26721	54	58	.	.	PUNCT
fcis-26721	55	1	l	l	PROPN
fcis-26721	55	2	l	l	PROPN
fcis-26721	55	3	dr	dr	PROPN
fcis-26721	55	4	d	d	PROPN
fcis-26721	55	5	94	94	NUM
fcis-26721	55	6	3	3	NUM
fcis-26721	55	7	.	.	PUNCT
fcis-26721	55	8	model	model	NOUN
fcis-26721	55	9	construction	construction	NOUN
fcis-26721	55	10	due	due	ADP
fcis-26721	55	11	to	to	ADP
fcis-26721	55	12	the	the	DET
fcis-26721	55	13	structural	structural	ADJ
fcis-26721	55	14	differences	difference	NOUN
fcis-26721	55	15	of	of	ADP
fcis-26721	55	16	carbon	carbon	NOUN
fcis-26721	55	17	steel	steel	NOUN
fcis-26721	55	18	,	,	PUNCT
fcis-26721	55	19	its	its	PRON
fcis-26721	55	20	compressive	compressive	ADJ
fcis-26721	55	21	and	and	CCONJ
fcis-26721	55	22	tensile	tensile	NOUN
fcis-26721	55	23	bearing	bear	VERB
fcis-26721	55	24	capacities	capacity	NOUN
fcis-26721	55	25	are	be	AUX
fcis-26721	55	26	not	not	PART
fcis-26721	55	27	the	the	DET
fcis-26721	55	28	same	same	ADJ
fcis-26721	55	29	.	.	PUNCT
fcis-26721	56	1	from	from	ADP
fcis-26721	56	2	the	the	DET
fcis-26721	56	3	stress	stress	NOUN
fcis-26721	56	4	-	-	PUNCT
fcis-26721	56	5	strain	strain	NOUN
fcis-26721	56	6	curve	curve	NOUN
fcis-26721	56	7	of	of	ADP
fcis-26721	56	8	carbon	carbon	NOUN
fcis-26721	56	9	steel	steel	NOUN
fcis-26721	56	10	specimens	specimen	NOUN
fcis-26721	56	11	under	under	ADP
fcis-26721	56	12	tensile	tensile	NOUN
fcis-26721	56	13	load	load	NOUN
fcis-26721	56	14	,	,	PUNCT
fcis-26721	56	15	it	it	PRON
fcis-26721	56	16	can	can	AUX
fcis-26721	56	17	be	be	AUX
fcis-26721	56	18	seen	see	VERB
fcis-26721	56	19	that	that	SCONJ
fcis-26721	56	20	the	the	DET
fcis-26721	56	21	stress	stress	NOUN
fcis-26721	56	22	-	-	PUNCT
fcis-26721	56	23	strain	strain	NOUN
fcis-26721	56	24	curve	curve	NOUN
fcis-26721	56	25	of	of	ADP
fcis-26721	56	26	carbon	carbon	NOUN
fcis-26721	56	27	steel	steel	NOUN
fcis-26721	56	28	specimens	specimen	NOUN
fcis-26721	56	29	consists	consist	VERB
fcis-26721	56	30	of	of	ADP
fcis-26721	56	31	four	four	NUM
fcis-26721	56	32	parts	part	NOUN
fcis-26721	56	33	:	:	PUNCT
fcis-26721	56	34	linear	linear	ADJ
fcis-26721	56	35	elastic	elastic	ADJ
fcis-26721	56	36	stage	stage	NOUN
fcis-26721	56	37	,	,	PUNCT
fcis-26721	56	38	yield	yield	NOUN
fcis-26721	56	39	stage	stage	NOUN
fcis-26721	56	40	,	,	PUNCT
fcis-26721	56	41	strengthening	strengthen	VERB
fcis-26721	56	42	stage	stage	NOUN
fcis-26721	56	43	,	,	PUNCT
fcis-26721	56	44	plastic	plastic	ADJ
fcis-26721	56	45	deformation	deformation	NOUN
fcis-26721	56	46	stage	stage	NOUN
fcis-26721	56	47	,	,	PUNCT
fcis-26721	56	48	and	and	CCONJ
fcis-26721	56	49	necking	neck	VERB
fcis-26721	56	50	deformation	deformation	NOUN
fcis-26721	56	51	stage	stage	NOUN
fcis-26721	56	52	.	.	PUNCT
fcis-26721	57	1	the	the	DET
fcis-26721	57	2	constitutive	constitutive	ADJ
fcis-26721	57	3	relationships	relationship	NOUN
fcis-26721	57	4	exhibited	exhibit	VERB
fcis-26721	57	5	in	in	ADP
fcis-26721	57	6	each	each	DET
fcis-26721	57	7	stage	stage	NOUN
fcis-26721	57	8	are	be	AUX
fcis-26721	57	9	very	very	ADV
fcis-26721	57	10	complex	complex	ADJ
fcis-26721	57	11	,	,	PUNCT
fcis-26721	57	12	and	and	CCONJ
fcis-26721	57	13	the	the	DET
fcis-26721	57	14	theory	theory	NOUN
fcis-26721	57	15	can	can	AUX
fcis-26721	57	16	not	not	PART
fcis-26721	57	17	be	be	AUX
fcis-26721	57	18	described	describe	VERB
fcis-26721	57	19	by	by	ADP
fcis-26721	57	20	a	a	DET
fcis-26721	57	21	unified	unified	ADJ
fcis-26721	57	22	formula	formula	NOUN
fcis-26721	57	23	.	.	PUNCT
fcis-26721	58	1	neural	neural	ADJ
fcis-26721	58	2	networks	network	NOUN
fcis-26721	58	3	have	have	VERB
fcis-26721	58	4	high	high	ADJ
fcis-26721	58	5	-	-	PUNCT
fcis-26721	58	6	precision	precision	NOUN
fcis-26721	58	7	nonlinear	nonlinear	ADJ
fcis-26721	58	8	fitting	fitting	ADJ
fcis-26721	58	9	ability	ability	NOUN
fcis-26721	58	10	and	and	CCONJ
fcis-26721	58	11	strong	strong	ADJ
fcis-26721	58	12	generalization	generalization	NOUN
fcis-26721	58	13	ability	ability	NOUN
fcis-26721	58	14	.	.	PUNCT
fcis-26721	59	1	through	through	ADP
fcis-26721	59	2	the	the	DET
fcis-26721	59	3	learning	learning	NOUN
fcis-26721	59	4	process	process	NOUN
fcis-26721	59	5	of	of	ADP
fcis-26721	59	6	error	error	NOUN
fcis-26721	59	7	back	back	NOUN
fcis-26721	59	8	-	-	PUNCT
fcis-26721	59	9	propagation	propagation	NOUN
fcis-26721	59	10	,	,	PUNCT
fcis-26721	59	11	the	the	DET
fcis-26721	59	12	weights	weight	NOUN
fcis-26721	59	13	of	of	ADP
fcis-26721	59	14	each	each	DET
fcis-26721	59	15	layer	layer	NOUN
fcis-26721	59	16	are	be	AUX
fcis-26721	59	17	continuously	continuously	ADV
fcis-26721	59	18	corrected	correct	VERB
fcis-26721	59	19	to	to	PART
fcis-26721	59	20	improve	improve	VERB
fcis-26721	59	21	the	the	DET
fcis-26721	59	22	accuracy	accuracy	NOUN
fcis-26721	59	23	of	of	ADP
fcis-26721	59	24	the	the	DET
fcis-26721	59	25	model	model	NOUN
fcis-26721	59	26	.	.	PUNCT
fcis-26721	60	1	we	we	PRON
fcis-26721	60	2	applied	apply	VERB
fcis-26721	60	3	it	it	PRON
fcis-26721	60	4	to	to	ADP
fcis-26721	60	5	the	the	DET
fcis-26721	60	6	constitutive	constitutive	ADJ
fcis-26721	60	7	relationship	relationship	NOUN
fcis-26721	60	8	of	of	ADP
fcis-26721	60	9	carbon	carbon	NOUN
fcis-26721	60	10	steel	steel	NOUN
fcis-26721	60	11	and	and	CCONJ
fcis-26721	60	12	constructed	construct	VERB
fcis-26721	60	13	a	a	DET
fcis-26721	60	14	neural	neural	ADJ
fcis-26721	60	15	network	network	NOUN
fcis-26721	60	16	-	-	PUNCT
fcis-26721	60	17	based	base	VERB
fcis-26721	60	18	constitutive	constitutive	ADJ
fcis-26721	60	19	model	model	NOUN
fcis-26721	60	20	to	to	PART
fcis-26721	60	21	fit	fit	VERB
fcis-26721	60	22	the	the	DET
fcis-26721	60	23	constitutive	constitutive	ADJ
fcis-26721	60	24	relationship	relationship	NOUN
fcis-26721	60	25	of	of	ADP
fcis-26721	60	26	the	the	DET
fcis-26721	60	27	entire	entire	ADJ
fcis-26721	60	28	process	process	NOUN
fcis-26721	60	29	of	of	ADP
fcis-26721	60	30	carbon	carbon	NOUN
fcis-26721	60	31	steel	steel	NOUN
fcis-26721	60	32	tensile	tensile	NOUN
fcis-26721	60	33	testing	testing	NOUN
fcis-26721	60	34	.	.	PUNCT
fcis-26721	61	1	3.1	3.1	NUM
fcis-26721	61	2	.	.	PUNCT
fcis-26721	61	3	data	datum	NOUN
fcis-26721	61	4	processing	processing	NOUN
fcis-26721	61	5	firstly	firstly	ADV
fcis-26721	61	6	,	,	PUNCT
fcis-26721	61	7	the	the	DET
fcis-26721	61	8	stress	stress	NOUN
fcis-26721	61	9	-	-	PUNCT
fcis-26721	61	10	strain	strain	NOUN
fcis-26721	61	11	data	datum	NOUN
fcis-26721	61	12	of	of	ADP
fcis-26721	61	13	tensile	tensile	NOUN
fcis-26721	61	14	experiments	experiment	NOUN
fcis-26721	61	15	on	on	ADP
fcis-26721	61	16	5	5	NUM
fcis-26721	61	17	groups	group	NOUN
fcis-26721	61	18	of	of	ADP
fcis-26721	61	19	carbon	carbon	NOUN
fcis-26721	61	20	steel	steel	NOUN
fcis-26721	61	21	specimens	specimen	NOUN
fcis-26721	61	22	were	be	AUX
fcis-26721	61	23	analyzed	analyze	VERB
fcis-26721	61	24	and	and	CCONJ
fcis-26721	61	25	studied	study	VERB
fcis-26721	61	26	.	.	PUNCT
fcis-26721	62	1	the	the	DET
fcis-26721	62	2	stress	stress	NOUN
fcis-26721	62	3	-	-	PUNCT
fcis-26721	62	4	strain	strain	NOUN
fcis-26721	62	5	curves	curve	NOUN
fcis-26721	62	6	are	be	AUX
fcis-26721	62	7	shown	show	VERB
fcis-26721	62	8	in	in	ADP
fcis-26721	62	9	figure	figure	NOUN
fcis-26721	62	10	2	2	NUM
fcis-26721	62	11	,	,	PUNCT
fcis-26721	62	12	and	and	CCONJ
fcis-26721	62	13	some	some	DET
fcis-26721	62	14	invalid	invalid	ADJ
fcis-26721	62	15	data	datum	NOUN
fcis-26721	62	16	were	be	AUX
fcis-26721	62	17	removed	remove	VERB
fcis-26721	62	18	.	.	PUNCT
fcis-26721	63	1	the	the	DET
fcis-26721	63	2	experimental	experimental	ADJ
fcis-26721	63	3	data	datum	NOUN
fcis-26721	63	4	of	of	ADP
fcis-26721	63	5	the	the	DET
fcis-26721	63	6	5	5	NUM
fcis-26721	63	7	groups	group	NOUN
fcis-26721	63	8	of	of	ADP
fcis-26721	63	9	specimens	specimen	NOUN
fcis-26721	63	10	were	be	AUX
fcis-26721	63	11	extracted	extract	VERB
fcis-26721	63	12	to	to	PART
fcis-26721	63	13	form	form	VERB
fcis-26721	63	14	a	a	DET
fcis-26721	63	15	knowledge	knowledge	NOUN
fcis-26721	63	16	base	base	NOUN
fcis-26721	63	17	for	for	ADP
fcis-26721	63	18	the	the	DET
fcis-26721	63	19	network	network	NOUN
fcis-26721	63	20	model	model	NOUN
fcis-26721	63	21	,	,	PUNCT
fcis-26721	63	22	which	which	PRON
fcis-26721	63	23	was	be	AUX
fcis-26721	63	24	divided	divide	VERB
fcis-26721	63	25	into	into	ADP
fcis-26721	63	26	two	two	NUM
fcis-26721	63	27	groups	group	NOUN
fcis-26721	63	28	.	.	PUNCT
fcis-26721	64	1	the	the	DET
fcis-26721	64	2	88426	88426	NUM
fcis-26721	64	3	sets	set	NOUN
fcis-26721	64	4	of	of	ADP
fcis-26721	64	5	data	datum	NOUN
fcis-26721	64	6	from	from	ADP
fcis-26721	64	7	specimens	specimen	NOUN
fcis-26721	64	8	1	1	NUM
fcis-26721	64	9	-	-	SYM
fcis-26721	64	10	4	4	NUM
fcis-26721	64	11	were	be	AUX
fcis-26721	64	12	used	use	VERB
fcis-26721	64	13	as	as	ADP
fcis-26721	64	14	learning	learn	VERB
fcis-26721	64	15	samples	sample	NOUN
fcis-26721	64	16	,	,	PUNCT
fcis-26721	64	17	and	and	CCONJ
fcis-26721	64	18	the	the	DET
fcis-26721	64	19	17429	17429	NUM
fcis-26721	64	20	sets	set	NOUN
fcis-26721	64	21	of	of	ADP
fcis-26721	64	22	data	datum	NOUN
fcis-26721	64	23	from	from	ADP
fcis-26721	64	24	specimen	speciman	NOUN
fcis-26721	64	25	5	5	NUM
fcis-26721	64	26	were	be	AUX
fcis-26721	64	27	used	use	VERB
fcis-26721	64	28	as	as	ADP
fcis-26721	64	29	testing	testing	NOUN
fcis-26721	64	30	samples	sample	NOUN
fcis-26721	64	31	.	.	PUNCT
fcis-26721	65	1	next	next	ADV
fcis-26721	65	2	,	,	PUNCT
fcis-26721	65	3	normalize	normalize	VERB
fcis-26721	65	4	the	the	DET
fcis-26721	65	5	data	datum	NOUN
fcis-26721	65	6	in	in	ADP
fcis-26721	65	7	the	the	DET
fcis-26721	65	8	knowledge	knowledge	NOUN
fcis-26721	65	9	base	base	NOUN
fcis-26721	65	10	using	use	VERB
fcis-26721	65	11	the	the	DET
fcis-26721	65	12	following	follow	VERB
fcis-26721	65	13	normalization	normalization	NOUN
fcis-26721	65	14	method	method	NOUN
fcis-26721	65	15	[	[	X
fcis-26721	65	16	10	10	NUM
fcis-26721	65	17	-	-	SYM
fcis-26721	65	18	11	11	NUM
fcis-26721	65	19	]	]	SYM
fcis-26721	65	20	1.08.0	1.08.0	NUM
fcis-26721	65	21	minmax	minmax	X
fcis-26721	65	22	min	min	PROPN
fcis-26721	65	23			PROPN
fcis-26721	65	24			PROPN
fcis-26721	65	25			NOUN
fcis-26721	65	26			VERB
fcis-26721	65	27	dd	dd	VERB
fcis-26721	66	1	dd	dd	NOUN
fcis-26721	67	1	d	d	X
fcis-26721	67	2	(	(	PUNCT
fcis-26721	67	3	1	1	NUM
fcis-26721	67	4	)	)	PUNCT
fcis-26721	67	5	where	where	SCONJ
fcis-26721	67	6	d	d	NOUN
fcis-26721	67	7	is	be	AUX
fcis-26721	67	8	the	the	DET
fcis-26721	67	9	normalized	normalize	VERB
fcis-26721	67	10	data	data	NOUN
fcis-26721	67	11	value	value	NOUN
fcis-26721	67	12	with	with	ADP
fcis-26721	67	13	a	a	DET
fcis-26721	67	14	range	range	NOUN
fcis-26721	67	15	of	of	ADP
fcis-26721	67	16	[	[	X
fcis-26721	67	17	0.1	0.1	NUM
fcis-26721	67	18	,	,	PUNCT
fcis-26721	67	19	0.9	0.9	NUM
fcis-26721	67	20	]	]	PUNCT
fcis-26721	67	21	,	,	PUNCT
fcis-26721	67	22	and	and	CCONJ
fcis-26721	67	23	d	d	NOUN
fcis-26721	67	24	is	be	AUX
fcis-26721	67	25	the	the	DET
fcis-26721	67	26	value	value	NOUN
fcis-26721	67	27	of	of	ADP
fcis-26721	67	28	the	the	DET
fcis-26721	67	29	data	datum	NOUN
fcis-26721	67	30	before	before	SCONJ
fcis-26721	67	31	normalization	normalization	NOUN
fcis-26721	67	32	is	be	AUX
fcis-26721	67	33	a	a	DET
fcis-26721	67	34	positive	positive	ADJ
fcis-26721	67	35	real	real	ADJ
fcis-26721	67	36	number	number	NOUN
fcis-26721	67	37	.	.	PUNCT
fcis-26721	68	1	3.2	3.2	NUM
fcis-26721	68	2	.	.	PUNCT
fcis-26721	68	3	model	model	NOUN
fcis-26721	68	4	structure	structure	NOUN
fcis-26721	68	5	the	the	DET
fcis-26721	68	6	constitutive	constitutive	ADJ
fcis-26721	68	7	relationship	relationship	NOUN
fcis-26721	68	8	of	of	ADP
fcis-26721	68	9	carbon	carbon	NOUN
fcis-26721	68	10	steel	steel	NOUN
fcis-26721	68	11	is	be	AUX
fcis-26721	68	12	influenced	influence	VERB
fcis-26721	68	13	by	by	ADP
fcis-26721	68	14	various	various	ADJ
fcis-26721	68	15	factors	factor	NOUN
fcis-26721	68	16	such	such	ADJ
fcis-26721	68	17	as	as	ADP
fcis-26721	68	18	loading	loading	NOUN
fcis-26721	68	19	speed	speed	NOUN
fcis-26721	68	20	,	,	PUNCT
fcis-26721	68	21	carbon	carbon	NOUN
fcis-26721	68	22	content	content	NOUN
fcis-26721	68	23	,	,	PUNCT
fcis-26721	68	24	alloying	alloying	NOUN
fcis-26721	68	25	elements	element	NOUN
fcis-26721	68	26	,	,	PUNCT
fcis-26721	68	27	and	and	CCONJ
fcis-26721	68	28	heat	heat	NOUN
fcis-26721	68	29	treatment	treatment	NOUN
fcis-26721	68	30	process	process	NOUN
fcis-26721	68	31	.	.	PUNCT
fcis-26721	69	1	in	in	ADP
fcis-26721	69	2	the	the	DET
fcis-26721	69	3	elastic	elastic	ADJ
fcis-26721	69	4	stage	stage	NOUN
fcis-26721	69	5	,	,	PUNCT
fcis-26721	69	6	there	there	PRON
fcis-26721	69	7	is	be	VERB
fcis-26721	69	8	a	a	DET
fcis-26721	69	9	linear	linear	ADJ
fcis-26721	69	10	relationship	relationship	NOUN
fcis-26721	69	11	between	between	ADP
fcis-26721	69	12	the	the	DET
fcis-26721	69	13	stress	stress	NOUN
fcis-26721	69	14	and	and	CCONJ
fcis-26721	69	15	strain	strain	NOUN
fcis-26721	69	16	of	of	ADP
fcis-26721	69	17	carbon	carbon	NOUN
fcis-26721	69	18	steel	steel	NOUN
fcis-26721	69	19	.	.	PUNCT
fcis-26721	70	1	as	as	ADP
fcis-26721	70	2	the	the	DET
fcis-26721	70	3	stress	stress	NOUN
fcis-26721	70	4	increases	increase	NOUN
fcis-26721	70	5	,	,	PUNCT
fcis-26721	70	6	carbon	carbon	NOUN
fcis-26721	70	7	steel	steel	NOUN
fcis-26721	70	8	enters	enter	VERB
fcis-26721	70	9	the	the	DET
fcis-26721	70	10	yield	yield	NOUN
fcis-26721	70	11	stage	stage	NOUN
fcis-26721	70	12	,	,	PUNCT
fcis-26721	70	13	and	and	CCONJ
fcis-26721	70	14	the	the	DET
fcis-26721	70	15	relationship	relationship	NOUN
fcis-26721	70	16	between	between	ADP
fcis-26721	70	17	the	the	DET
fcis-26721	70	18	stress	stress	NOUN
fcis-26721	70	19	and	and	CCONJ
fcis-26721	70	20	strain	strain	NOUN
fcis-26721	70	21	of	of	ADP
fcis-26721	70	22	carbon	carbon	NOUN
fcis-26721	70	23	steel	steel	NOUN
fcis-26721	70	24	no	no	ADV
fcis-26721	70	25	longer	long	ADV
fcis-26721	70	26	remains	remain	VERB
fcis-26721	70	27	linear	linear	ADJ
fcis-26721	70	28	.	.	PUNCT
fcis-26721	71	1	therefore	therefore	ADV
fcis-26721	71	2	,	,	PUNCT
fcis-26721	71	3	the	the	DET
fcis-26721	71	4	constitutive	constitutive	ADJ
fcis-26721	71	5	relationship	relationship	NOUN
fcis-26721	71	6	of	of	ADP
fcis-26721	71	7	carbon	carbon	NOUN
fcis-26721	71	8	steel	steel	NOUN
fcis-26721	71	9	is	be	AUX
fcis-26721	71	10	a	a	DET
fcis-26721	71	11	complex	complex	ADJ
fcis-26721	71	12	and	and	CCONJ
fcis-26721	71	13	important	important	ADJ
fcis-26721	71	14	topic	topic	NOUN
fcis-26721	71	15	,	,	PUNCT
fcis-26721	71	16	which	which	PRON
fcis-26721	71	17	involves	involve	VERB
fcis-26721	71	18	the	the	DET
fcis-26721	71	19	relationship	relationship	NOUN
fcis-26721	71	20	between	between	ADP
fcis-26721	71	21	stress	stress	NOUN
fcis-26721	71	22	and	and	CCONJ
fcis-26721	71	23	strain	strain	NOUN
fcis-26721	71	24	of	of	ADP
fcis-26721	71	25	carbon	carbon	NOUN
fcis-26721	71	26	steel	steel	NOUN
fcis-26721	71	27	and	and	CCONJ
fcis-26721	71	28	the	the	DET
fcis-26721	71	29	effects	effect	NOUN
fcis-26721	71	30	of	of	ADP
fcis-26721	71	31	various	various	ADJ
fcis-26721	71	32	influencing	influence	VERB
fcis-26721	71	33	factors	factor	NOUN
fcis-26721	71	34	.	.	PUNCT
fcis-26721	72	1	based	base	VERB
fcis-26721	72	2	on	on	ADP
fcis-26721	72	3	the	the	DET
fcis-26721	72	4	characteristics	characteristic	NOUN
fcis-26721	72	5	and	and	CCONJ
fcis-26721	72	6	requirements	requirement	NOUN
fcis-26721	72	7	of	of	ADP
fcis-26721	72	8	the	the	DET
fcis-26721	72	9	tensile	tensile	NOUN
fcis-26721	72	10	test	test	NOUN
fcis-26721	72	11	of	of	ADP
fcis-26721	72	12	carbon	carbon	NOUN
fcis-26721	72	13	steel	steel	NOUN
fcis-26721	72	14	at	at	ADP
fcis-26721	72	15	room	room	NOUN
fcis-26721	72	16	temperature	temperature	NOUN
fcis-26721	72	17	,	,	PUNCT
fcis-26721	72	18	combined	combine	VERB
fcis-26721	72	19	with	with	ADP
fcis-26721	72	20	the	the	DET
fcis-26721	72	21	characteristics	characteristic	NOUN
fcis-26721	72	22	of	of	ADP
fcis-26721	72	23	neural	neural	ADJ
fcis-26721	72	24	networks	network	NOUN
fcis-26721	72	25	,	,	PUNCT
fcis-26721	72	26	the	the	DET
fcis-26721	72	27	constitutive	constitutive	ADJ
fcis-26721	72	28	model	model	NOUN
fcis-26721	72	29	of	of	ADP
fcis-26721	72	30	carbon	carbon	NOUN
fcis-26721	72	31	steel	steel	NOUN
fcis-26721	72	32	tensile	tensile	NOUN
fcis-26721	72	33	based	base	VERB
fcis-26721	72	34	on	on	ADP
fcis-26721	72	35	neural	neural	ADJ
fcis-26721	72	36	networks	network	NOUN
fcis-26721	72	37	is	be	AUX
fcis-26721	72	38	determined	determine	VERB
fcis-26721	72	39	as	as	ADP
fcis-26721	72	40			NOUN
fcis-26721	72	41	tf	tf	PUNCT
fcis-26721	72	42	,	,	PUNCT
fcis-26721	72	43			PROPN
fcis-26721	72	44			ADJ
fcis-26721	72	45	,	,	PUNCT
fcis-26721	72	46	and	and	CCONJ
fcis-26721	72	47	its	its	PRON
fcis-26721	72	48	system	system	NOUN
fcis-26721	72	49	structure	structure	NOUN
fcis-26721	72	50	is	be	AUX
fcis-26721	72	51	shown	show	VERB
fcis-26721	72	52	in	in	ADP
fcis-26721	72	53	figure	figure	NOUN
fcis-26721	72	54	3	3	NUM
fcis-26721	72	55	,	,	PUNCT
fcis-26721	72	56	where	where	SCONJ
fcis-26721	72	57	t	t	PROPN
fcis-26721	72	58	is	be	AUX
fcis-26721	72	59	the	the	DET
fcis-26721	72	60	loading	loading	NOUN
fcis-26721	72	61	time	time	NOUN
fcis-26721	72	62	,	,	PUNCT
fcis-26721	72	63			PROPN
fcis-26721	72	64	is	be	AUX
fcis-26721	72	65	the	the	DET
fcis-26721	72	66	stress	stress	NOUN
fcis-26721	72	67	,	,	PUNCT
fcis-26721	72	68			PROPN
fcis-26721	72	69	is	be	AUX
fcis-26721	72	70	the	the	DET
fcis-26721	72	71	strain	strain	NOUN
fcis-26721	72	72	,	,	PUNCT
fcis-26721	72	73	and	and	CCONJ
fcis-26721	72	74	the	the	DET
fcis-26721	72	75	hidden	hide	VERB
fcis-26721	72	76	layer	layer	NOUN
fcis-26721	72	77	is	be	AUX
fcis-26721	72	78	set	set	VERB
fcis-26721	72	79	to	to	ADP
fcis-26721	72	80	100	100	NUM
fcis-26721	72	81	layers	layer	NOUN
fcis-26721	72	82	.	.	PUNCT
fcis-26721	73	1	3.3	3.3	NUM
fcis-26721	73	2	.	.	PUNCT
fcis-26721	73	3	model	model	NOUN
fcis-26721	73	4	training	training	NOUN
fcis-26721	73	5	and	and	CCONJ
fcis-26721	73	6	learning	learn	VERB
fcis-26721	73	7	the	the	DET
fcis-26721	73	8	training	training	NOUN
fcis-26721	73	9	and	and	CCONJ
fcis-26721	73	10	learning	learning	NOUN
fcis-26721	73	11	of	of	ADP
fcis-26721	73	12	the	the	DET
fcis-26721	73	13	model	model	NOUN
fcis-26721	73	14	are	be	AUX
fcis-26721	73	15	to	to	PART
fcis-26721	73	16	seek	seek	VERB
fcis-26721	73	17	the	the	DET
fcis-26721	73	18	optimal	optimal	ADJ
fcis-26721	73	19	analytical	analytical	ADJ
fcis-26721	73	20	solution	solution	NOUN
fcis-26721	73	21	of	of	ADP
fcis-26721	73	22	the	the	DET
fcis-26721	73	23	objective	objective	ADJ
fcis-26721	73	24	functional	functional	NOUN
fcis-26721	73	25	.	.	PUNCT
fcis-26721	74	1	by	by	ADP
fcis-26721	74	2	learning	learn	VERB
fcis-26721	74	3	and	and	CCONJ
fcis-26721	74	4	training	train	VERB
fcis-26721	74	5	the	the	DET
fcis-26721	74	6	learning	learning	NOUN
fcis-26721	74	7	samples	sample	NOUN
fcis-26721	74	8	,	,	PUNCT
fcis-26721	74	9	the	the	DET
fcis-26721	74	10	weight	weight	NOUN
fcis-26721	74	11	vectors	vector	NOUN
fcis-26721	74	12	w1	w1	NOUN
fcis-26721	74	13	and	and	CCONJ
fcis-26721	74	14	w2	w2	NOUN
fcis-26721	74	15	of	of	ADP
fcis-26721	74	16	the	the	DET
fcis-26721	74	17	model	model	NOUN
fcis-26721	74	18	are	be	AUX
fcis-26721	74	19	continuously	continuously	ADV
fcis-26721	74	20	adjusted	adjust	VERB
fcis-26721	74	21	to	to	PART
fcis-26721	74	22	minimize	minimize	VERB
fcis-26721	74	23	the	the	DET
fcis-26721	74	24	output	output	NOUN
fcis-26721	74	25	error	error	NOUN
fcis-26721	74	26	.	.	PUNCT
fcis-26721	75	1	figure	figure	NOUN
fcis-26721	75	2	3	3	NUM
fcis-26721	75	3	.	.	PUNCT
fcis-26721	76	1	architecture	architecture	NOUN
fcis-26721	76	2	of	of	ADP
fcis-26721	76	3	the	the	DET
fcis-26721	76	4	model	model	NOUN
fcis-26721	76	5	strart	strart	PROPN
fcis-26721	76	6	parameter	parameter	PROPN
fcis-26721	76	7	initialization	initialization	PROPN
fcis-26721	76	8	the	the	DET
fcis-26721	76	9	hidden	hide	VERB
fcis-26721	76	10	layer	layer	NOUN
fcis-26721	76	11	is	be	AUX
fcis-26721	76	12	determined	determine	VERB
fcis-26721	76	13	according	accord	VERB
fcis-26721	76	14	to	to	ADP
fcis-26721	76	15	e	e	PROPN
fcis-26721	76	16	end	end	NOUN
fcis-26721	76	17	calculation	calculation	NOUN
fcis-26721	76	18	error	error	NOUN
fcis-26721	76	19	e	e	X
fcis-26721	76	20	i<=10	i<=10	X
fcis-26721	76	21	e<=0.0001	e<=0.0001	PROPN
fcis-26721	76	22	optimize(w1,w2)input	optimize(w1,w2)input	PROPN
fcis-26721	76	23	sample(t	sample(t	PROPN
fcis-26721	76	24	,	,	PUNCT
fcis-26721	76	25	σ	σ	PROPN
fcis-26721	76	26	)	)	PUNCT
fcis-26721	76	27	input(w1,w2	input(w1,w2	PROPN
fcis-26721	76	28	)	)	PUNCT
fcis-26721	77	1	n	n	PROPN
fcis-26721	77	2	y	y	PROPN
fcis-26721	77	3	n	n	AUX
fcis-26721	77	4	i++	i++	AUX
fcis-26721	77	5	y	y	PRON
fcis-26721	77	6	figure	figure	VERB
fcis-26721	77	7	4	4	NUM
fcis-26721	77	8	.	.	PUNCT
fcis-26721	78	1	the	the	DET
fcis-26721	78	2	training	training	NOUN
fcis-26721	78	3	and	and	CCONJ
fcis-26721	78	4	learning	learning	NOUN
fcis-26721	78	5	process	process	NOUN
fcis-26721	78	6	of	of	ADP
fcis-26721	78	7	the	the	DET
fcis-26721	78	8	model	model	NOUN
fcis-26721	78	9	from	from	ADP
fcis-26721	78	10	the	the	DET
fcis-26721	78	11	perspective	perspective	NOUN
fcis-26721	78	12	of	of	ADP
fcis-26721	78	13	neural	neural	ADJ
fcis-26721	78	14	computing	computing	NOUN
fcis-26721	78	15	,	,	PUNCT
fcis-26721	78	16	this	this	DET
fcis-26721	78	17	learning	learning	NOUN
fcis-26721	78	18	is	be	AUX
fcis-26721	78	19	an	an	DET
fcis-26721	78	20	asymptotic	asymptotic	ADJ
fcis-26721	78	21	process	process	NOUN
fcis-26721	78	22	[	[	X
fcis-26721	78	23	23	23	NUM
fcis-26721	78	24	]	]	PUNCT
fcis-26721	78	25	,	,	PUNCT
fcis-26721	78	26	and	and	CCONJ
fcis-26721	78	27	therefore	therefore	ADV
fcis-26721	78	28	the	the	DET
fcis-26721	78	29	implementation	implementation	NOUN
fcis-26721	78	30	of	of	ADP
fcis-26721	78	31	its	its	PRON
fcis-26721	78	32	objectives	objective	NOUN
fcis-26721	78	33	tends	tend	VERB
fcis-26721	78	34	towards	towards	ADP
fcis-26721	78	35	iterative	iterative	NOUN
fcis-26721	78	36	optimization	optimization	NOUN
fcis-26721	78	37	.	.	PUNCT
fcis-26721	79	1	the	the	DET
fcis-26721	79	2	important	important	ADJ
fcis-26721	79	3	feature	feature	NOUN
fcis-26721	79	4	of	of	ADP
fcis-26721	79	5	this	this	DET
fcis-26721	79	6	learning	learning	NOUN
fcis-26721	79	7	process	process	NOUN
fcis-26721	79	8	is	be	AUX
fcis-26721	79	9	that	that	SCONJ
fcis-26721	79	10	the	the	DET
fcis-26721	79	11	objective	objective	ADJ
fcis-26721	79	12	functional	functional	ADJ
fcis-26721	79	13	tends	tend	VERB
fcis-26721	79	14	to	to	PART
fcis-26721	79	15	be	be	AUX
fcis-26721	79	16	extremely	extremely	ADV
fcis-26721	79	17	small	small	ADJ
fcis-26721	79	18	.	.	PUNCT
fcis-26721	80	1	here	here	ADV
fcis-26721	80	2	,	,	PUNCT
fcis-26721	80	3	the	the	DET
fcis-26721	80	4	optimal	optimal	ADJ
fcis-26721	80	5	number	number	NOUN
fcis-26721	80	6	of	of	ADP
fcis-26721	80	7	hidden	hidden	ADJ
fcis-26721	80	8	layers	layer	NOUN
fcis-26721	80	9	is	be	AUX
fcis-26721	80	10	designed	design	VERB
fcis-26721	80	11	to	to	PART
fcis-26721	80	12	be	be	AUX
fcis-26721	80	13	100	100	NUM
fcis-26721	80	14	and	and	CCONJ
fcis-26721	80	15	trained	train	VERB
fcis-26721	80	16	using	use	VERB
fcis-26721	80	17	the	the	DET
fcis-26721	80	18	levenberg	levenberg	PROPN
fcis-26721	80	19	marquardt	marquardt	PROPN
fcis-26721	80	20	algorithm	algorithm	PROPN
fcis-26721	80	21	.	.	PUNCT
fcis-26721	81	1	the	the	DET
fcis-26721	81	2	transfer	transfer	NOUN
fcis-26721	81	3	function	function	NOUN
fcis-26721	81	4	of	of	ADP
fcis-26721	81	5	the	the	DET
fcis-26721	81	6	neurons	neuron	NOUN
fcis-26721	81	7	in	in	ADP
fcis-26721	81	8	the	the	DET
fcis-26721	81	9	middle	middle	ADJ
fcis-26721	81	10	layer	layer	NOUN
fcis-26721	81	11	of	of	ADP
fcis-26721	81	12	the	the	DET
fcis-26721	81	13	network	network	NOUN
fcis-26721	81	14	adopts	adopt	VERB
fcis-26721	81	15	the	the	DET
fcis-26721	81	16	s	s	ADV
fcis-26721	81	17	-	-	PUNCT
fcis-26721	81	18	shaped	shape	VERB
fcis-26721	81	19	tangent	tangent	NOUN
fcis-26721	81	20	function	function	VERB
fcis-26721	81	21	tangsig	tangsig	PROPN
fcis-26721	81	22	(	(	PUNCT
fcis-26721	81	23	)	)	PUNCT
fcis-26721	81	24	,	,	PUNCT
fcis-26721	81	25	and	and	CCONJ
fcis-26721	81	26	the	the	DET
fcis-26721	81	27	transfer	transfer	NOUN
fcis-26721	81	28	function	function	NOUN
fcis-26721	81	29	of	of	ADP
fcis-26721	81	30	the	the	DET
fcis-26721	81	31	neurons	neuron	NOUN
fcis-26721	81	32	in	in	ADP
fcis-26721	81	33	the	the	DET
fcis-26721	81	34	output	output	NOUN
fcis-26721	81	35	layer	layer	NOUN
fcis-26721	81	36	adopts	adopt	VERB
fcis-26721	81	37	the	the	DET
fcis-26721	81	38	s	s	ADV
fcis-26721	81	39	-	-	PUNCT
fcis-26721	81	40	shaped	shape	VERB
fcis-26721	81	41	logarithmic	logarithmic	ADJ
fcis-26721	81	42	function	function	NOUN
fcis-26721	81	43	logsig	logsig	NOUN
fcis-26721	81	44	(	(	PUNCT
fcis-26721	81	45	)	)	PUNCT
fcis-26721	81	46	.	.	PUNCT
fcis-26721	82	1	the	the	DET
fcis-26721	82	2	training	training	NOUN
fcis-26721	82	3	frequency	frequency	NOUN
fcis-26721	82	4	is	be	AUX
fcis-26721	82	5	set	set	VERB
fcis-26721	82	6	to	to	ADP
fcis-26721	82	7	1000	1000	NUM
fcis-26721	82	8	times	time	NOUN
fcis-26721	82	9	,	,	PUNCT
fcis-26721	82	10	and	and	CCONJ
fcis-26721	82	11	the	the	DET
fcis-26721	82	12	training	training	NOUN
fcis-26721	82	13	objective	objective	NOUN
fcis-26721	82	14	is	be	AUX
fcis-26721	82	15	set	set	VERB
fcis-26721	82	16	to	to	ADP
fcis-26721	82	17	0.0001	0.0001	NUM
fcis-26721	82	18	.	.	PUNCT
fcis-26721	83	1	the	the	DET
fcis-26721	83	2	specific	specific	ADJ
fcis-26721	83	3	learning	learning	NOUN
fcis-26721	83	4	process	process	NOUN
fcis-26721	83	5	of	of	ADP
fcis-26721	83	6	the	the	DET
fcis-26721	83	7	training	training	NOUN
fcis-26721	83	8	is	be	AUX
fcis-26721	83	9	shown	show	VERB
fcis-26721	83	10	in	in	ADP
fcis-26721	83	11	figure	figure	NOUN
fcis-26721	83	12	4	4	NUM
fcis-26721	83	13	,	,	PUNCT
fcis-26721	83	14	and	and	CCONJ
fcis-26721	83	15	the	the	DET
fcis-26721	83	16	training	training	NOUN
fcis-26721	83	17	state	state	NOUN
fcis-26721	83	18	and	and	CCONJ
fcis-26721	83	19	performance	performance	NOUN
fcis-26721	83	20	are	be	AUX
fcis-26721	83	21	shown	show	VERB
fcis-26721	83	22	in	in	ADP
fcis-26721	83	23	figures	figure	NOUN
fcis-26721	83	24	5	5	NUM
fcis-26721	83	25	-	-	SYM
fcis-26721	83	26	6	6	NUM
fcis-26721	83	27	.	.	PUNCT
fcis-26721	84	1	the	the	DET
fcis-26721	84	2	best	good	ADJ
fcis-26721	84	3	performance	performance	NOUN
fcis-26721	84	4	is	be	AUX
fcis-26721	84	5	achieved	achieve	VERB
fcis-26721	84	6	in	in	ADP
fcis-26721	84	7	the	the	DET
fcis-26721	84	8	126th	126th	ADJ
fcis-26721	84	9	round	round	NOUN
fcis-26721	84	10	,	,	PUNCT
fcis-26721	84	11	with	with	ADP
fcis-26721	84	12	a	a	DET
fcis-26721	84	13	mean	mean	ADJ
fcis-26721	84	14	square	square	ADJ
fcis-26721	84	15	error	error	NOUN
fcis-26721	84	16	of	of	ADP
fcis-26721	84	17	8.9431e-05	8.9431e-05	NUM
fcis-26721	84	18	.	.	PUNCT
fcis-26721	85	1	95	95	NUM
fcis-26721	85	2	figure	figure	NOUN
fcis-26721	85	3	5	5	NUM
fcis-26721	85	4	.	.	PUNCT
fcis-26721	85	5	training	training	NOUN
fcis-26721	85	6	status	status	NOUN
fcis-26721	85	7	of	of	ADP
fcis-26721	85	8	the	the	DET
fcis-26721	85	9	model	model	NOUN
fcis-26721	85	10	figure	figure	NOUN
fcis-26721	85	11	6	6	NUM
fcis-26721	85	12	.	.	PUNCT
fcis-26721	85	13	training	training	NOUN
fcis-26721	85	14	performance	performance	NOUN
fcis-26721	85	15	of	of	ADP
fcis-26721	85	16	the	the	DET
fcis-26721	85	17	model	model	NOUN
fcis-26721	85	18	4	4	NUM
fcis-26721	85	19	.	.	PUNCT
fcis-26721	86	1	analysis	analysis	NOUN
fcis-26721	86	2	of	of	ADP
fcis-26721	86	3	simulation	simulation	NOUN
fcis-26721	86	4	results	result	NOUN
fcis-26721	86	5	of	of	ADP
fcis-26721	86	6	the	the	DET
fcis-26721	86	7	model	model	NOUN
fcis-26721	86	8	now	now	ADV
fcis-26721	86	9	,	,	PUNCT
fcis-26721	86	10	17429	17429	NUM
fcis-26721	86	11	sets	set	NOUN
fcis-26721	86	12	of	of	ADP
fcis-26721	86	13	data	datum	NOUN
fcis-26721	86	14	extracted	extract	VERB
fcis-26721	86	15	from	from	ADP
fcis-26721	86	16	the	the	DET
fcis-26721	86	17	knowledge	knowledge	NOUN
fcis-26721	86	18	base	base	NOUN
fcis-26721	86	19	for	for	ADP
fcis-26721	86	20	specimen	speciman	NOUN
fcis-26721	86	21	5	5	NUM
fcis-26721	86	22	are	be	AUX
fcis-26721	86	23	used	use	VERB
fcis-26721	86	24	to	to	PART
fcis-26721	86	25	form	form	VERB
fcis-26721	86	26	a	a	DET
fcis-26721	86	27	test	test	NOUN
fcis-26721	86	28	sample	sample	NOUN
fcis-26721	86	29	.	.	PUNCT
fcis-26721	87	1	the	the	DET
fcis-26721	87	2	trained	train	VERB
fcis-26721	87	3	neural	neural	ADJ
fcis-26721	87	4	network	network	NOUN
fcis-26721	87	5	-	-	PUNCT
fcis-26721	87	6	based	base	VERB
fcis-26721	87	7	tensile	tensile	NOUN
fcis-26721	87	8	constitutive	constitutive	ADJ
fcis-26721	87	9	model	model	NOUN
fcis-26721	87	10	of	of	ADP
fcis-26721	87	11	carbon	carbon	NOUN
fcis-26721	87	12	steel	steel	NOUN
fcis-26721	87	13	is	be	AUX
fcis-26721	87	14	simulated	simulate	VERB
fcis-26721	87	15	and	and	CCONJ
fcis-26721	87	16	tested	test	VERB
fcis-26721	87	17	,	,	PUNCT
fcis-26721	87	18	and	and	CCONJ
fcis-26721	87	19	the	the	DET
fcis-26721	87	20	simulation	simulation	NOUN
fcis-26721	87	21	results	result	NOUN
fcis-26721	87	22	are	be	AUX
fcis-26721	87	23	compared	compare	VERB
fcis-26721	87	24	and	and	CCONJ
fcis-26721	87	25	analyzed	analyze	VERB
fcis-26721	87	26	with	with	ADP
fcis-26721	87	27	the	the	DET
fcis-26721	87	28	experimental	experimental	ADJ
fcis-26721	87	29	values	value	NOUN
fcis-26721	87	30	.	.	PUNCT
fcis-26721	88	1	the	the	DET
fcis-26721	88	2	situation	situation	NOUN
fcis-26721	88	3	is	be	AUX
fcis-26721	88	4	shown	show	VERB
fcis-26721	88	5	in	in	ADP
fcis-26721	88	6	figure	figure	NOUN
fcis-26721	88	7	7	7	NUM
fcis-26721	88	8	.	.	PUNCT
fcis-26721	88	9	from	from	ADP
fcis-26721	88	10	the	the	DET
fcis-26721	88	11	comparison	comparison	NOUN
fcis-26721	88	12	in	in	ADP
fcis-26721	88	13	the	the	DET
fcis-26721	88	14	figure	figure	NOUN
fcis-26721	88	15	,	,	PUNCT
fcis-26721	88	16	it	it	PRON
fcis-26721	88	17	can	can	AUX
fcis-26721	88	18	be	be	AUX
fcis-26721	88	19	seen	see	VERB
fcis-26721	88	20	that	that	SCONJ
fcis-26721	88	21	using	use	VERB
fcis-26721	88	22	a	a	DET
fcis-26721	88	23	neural	neural	ADJ
fcis-26721	88	24	network	network	NOUN
fcis-26721	88	25	-	-	PUNCT
fcis-26721	88	26	based	base	VERB
fcis-26721	88	27	tensile	tensile	NOUN
fcis-26721	88	28	constitutive	constitutive	ADJ
fcis-26721	88	29	relationship	relationship	NOUN
fcis-26721	88	30	model	model	NOUN
fcis-26721	88	31	for	for	ADP
fcis-26721	88	32	carbon	carbon	NOUN
fcis-26721	88	33	steel	steel	NOUN
fcis-26721	88	34	can	can	AUX
fcis-26721	88	35	effectively	effectively	ADV
fcis-26721	88	36	predict	predict	VERB
fcis-26721	88	37	the	the	DET
fcis-26721	88	38	entire	entire	ADJ
fcis-26721	88	39	process	process	NOUN
fcis-26721	88	40	strain	strain	NOUN
fcis-26721	88	41	of	of	ADP
fcis-26721	88	42	carbon	carbon	NOUN
fcis-26721	88	43	steel	steel	NOUN
fcis-26721	88	44	during	during	ADP
fcis-26721	88	45	tensile	tensile	NOUN
fcis-26721	88	46	testing	testing	NOUN
fcis-26721	88	47	at	at	ADP
fcis-26721	88	48	room	room	NOUN
fcis-26721	88	49	temperature	temperature	NOUN
fcis-26721	88	50	,	,	PUNCT
fcis-26721	88	51	and	and	CCONJ
fcis-26721	88	52	the	the	DET
fcis-26721	88	53	predicted	predict	VERB
fcis-26721	88	54	curve	curve	NOUN
fcis-26721	88	55	can	can	AUX
fcis-26721	88	56	fit	fit	VERB
fcis-26721	88	57	the	the	DET
fcis-26721	88	58	experimental	experimental	ADJ
fcis-26721	88	59	value	value	NOUN
fcis-26721	88	60	curve	curve	NOUN
fcis-26721	88	61	well	well	ADV
fcis-26721	88	62	.	.	PUNCT
fcis-26721	89	1	at	at	ADP
fcis-26721	89	2	the	the	DET
fcis-26721	89	3	same	same	ADJ
fcis-26721	89	4	time	time	NOUN
fcis-26721	89	5	,	,	PUNCT
fcis-26721	89	6	a	a	DET
fcis-26721	89	7	comprehensive	comprehensive	ADJ
fcis-26721	89	8	comparison	comparison	NOUN
fcis-26721	89	9	was	be	AUX
fcis-26721	89	10	made	make	VERB
fcis-26721	89	11	between	between	ADP
fcis-26721	89	12	the	the	DET
fcis-26721	89	13	predicted	predict	VERB
fcis-26721	89	14	values	value	NOUN
fcis-26721	89	15	of	of	ADP
fcis-26721	89	16	the	the	DET
fcis-26721	89	17	neural	neural	ADJ
fcis-26721	89	18	network	network	NOUN
fcis-26721	89	19	model	model	NOUN
fcis-26721	89	20	and	and	CCONJ
fcis-26721	89	21	the	the	DET
fcis-26721	89	22	experimental	experimental	ADJ
fcis-26721	89	23	values	value	NOUN
fcis-26721	89	24	of	of	ADP
fcis-26721	89	25	the	the	DET
fcis-26721	89	26	specimens	specimen	NOUN
fcis-26721	89	27	.	.	PUNCT
fcis-26721	90	1	the	the	DET
fcis-26721	90	2	distribution	distribution	NOUN
fcis-26721	90	3	of	of	ADP
fcis-26721	90	4	the	the	DET
fcis-26721	90	5	error	error	NOUN
fcis-26721	90	6	curve	curve	NOUN
fcis-26721	90	7	of	of	ADP
fcis-26721	90	8	the	the	DET
fcis-26721	90	9	tensile	tensile	NOUN
fcis-26721	90	10	constitutive	constitutive	ADJ
fcis-26721	90	11	relationship	relationship	NOUN
fcis-26721	90	12	of	of	ADP
fcis-26721	90	13	carbon	carbon	NOUN
fcis-26721	90	14	steel	steel	NOUN
fcis-26721	90	15	at	at	ADP
fcis-26721	90	16	room	room	NOUN
fcis-26721	90	17	temperature	temperature	NOUN
fcis-26721	90	18	is	be	AUX
fcis-26721	90	19	shown	show	VERB
fcis-26721	90	20	in	in	ADP
fcis-26721	90	21	figure	figure	NOUN
fcis-26721	90	22	8	8	NUM
fcis-26721	90	23	.	.	PUNCT
fcis-26721	90	24	from	from	ADP
fcis-26721	90	25	the	the	DET
fcis-26721	90	26	figure	figure	NOUN
fcis-26721	90	27	,	,	PUNCT
fcis-26721	90	28	it	it	PRON
fcis-26721	90	29	can	can	AUX
fcis-26721	90	30	be	be	AUX
fcis-26721	90	31	seen	see	VERB
fcis-26721	90	32	that	that	SCONJ
fcis-26721	90	33	the	the	DET
fcis-26721	90	34	overall	overall	ADJ
fcis-26721	90	35	accuracy	accuracy	NOUN
fcis-26721	90	36	of	of	ADP
fcis-26721	90	37	the	the	DET
fcis-26721	90	38	carbon	carbon	NOUN
fcis-26721	90	39	steel	steel	NOUN
fcis-26721	90	40	tensile	tensile	PROPN
fcis-26721	90	41	constitutive	constitutive	ADJ
fcis-26721	90	42	relationship	relationship	NOUN
fcis-26721	90	43	model	model	NOUN
fcis-26721	90	44	based	base	VERB
fcis-26721	90	45	on	on	ADP
fcis-26721	90	46	neural	neural	ADJ
fcis-26721	90	47	networks	network	NOUN
fcis-26721	90	48	is	be	AUX
fcis-26721	90	49	within	within	ADP
fcis-26721	90	50	the	the	DET
fcis-26721	90	51	range	range	NOUN
fcis-26721	90	52	of	of	ADP
fcis-26721	90	53	-0.0246	-0.0246	PROPN
fcis-26721	90	54	-	-	PUNCT
fcis-26721	90	55	0.0386	0.0386	NUM
fcis-26721	90	56	,	,	PUNCT
fcis-26721	90	57	with	with	ADP
fcis-26721	90	58	a	a	DET
fcis-26721	90	59	mean	mean	ADJ
fcis-26721	90	60	square	square	ADJ
fcis-26721	90	61	error	error	NOUN
fcis-26721	90	62	of	of	ADP
fcis-26721	90	63	0.0011	0.0011	NUM
fcis-26721	90	64	.	.	PUNCT
fcis-26721	91	1	the	the	DET
fcis-26721	91	2	formation	formation	NOUN
fcis-26721	91	3	of	of	ADP
fcis-26721	91	4	errors	error	NOUN
fcis-26721	91	5	is	be	AUX
fcis-26721	91	6	influenced	influence	VERB
fcis-26721	91	7	by	by	ADP
fcis-26721	91	8	multiple	multiple	ADJ
fcis-26721	91	9	factors	factor	NOUN
fcis-26721	91	10	such	such	ADJ
fcis-26721	91	11	as	as	ADP
fcis-26721	91	12	experimental	experimental	ADJ
fcis-26721	91	13	conditions	condition	NOUN
fcis-26721	91	14	,	,	PUNCT
fcis-26721	91	15	data	datum	NOUN
fcis-26721	91	16	processing	processing	NOUN
fcis-26721	91	17	,	,	PUNCT
fcis-26721	91	18	and	and	CCONJ
fcis-26721	91	19	model	model	NOUN
fcis-26721	91	20	parameters	parameter	NOUN
fcis-26721	91	21	.	.	PUNCT
fcis-26721	92	1	overall	overall	ADV
fcis-26721	92	2	,	,	PUNCT
fcis-26721	92	3	it	it	PRON
fcis-26721	92	4	meets	meet	VERB
fcis-26721	92	5	the	the	DET
fcis-26721	92	6	predetermined	predetermined	ADJ
fcis-26721	92	7	goals	goal	NOUN
fcis-26721	92	8	,	,	PUNCT
fcis-26721	92	9	and	and	CCONJ
fcis-26721	92	10	the	the	DET
fcis-26721	92	11	model	model	NOUN
fcis-26721	92	12	simulation	simulation	NOUN
fcis-26721	92	13	results	result	NOUN
fcis-26721	92	14	have	have	VERB
fcis-26721	92	15	high	high	ADJ
fcis-26721	92	16	accuracy	accuracy	NOUN
fcis-26721	92	17	and	and	CCONJ
fcis-26721	92	18	reliability	reliability	NOUN
fcis-26721	92	19	.	.	PUNCT
fcis-26721	93	1	figure	figure	VERB
fcis-26721	93	2	7	7	NUM
fcis-26721	93	3	.	.	PUNCT
fcis-26721	93	4	comparison	comparison	NOUN
fcis-26721	93	5	of	of	ADP
fcis-26721	93	6	simulation	simulation	NOUN
fcis-26721	93	7	results	result	NOUN
fcis-26721	93	8	figure	figure	VERB
fcis-26721	93	9	8	8	NUM
fcis-26721	93	10	.	.	PUNCT
fcis-26721	94	1	error	error	NOUN
fcis-26721	94	2	distribution	distribution	NOUN
fcis-26721	94	3	5	5	NUM
fcis-26721	94	4	.	.	PUNCT
fcis-26721	95	1	conclusion	conclusion	NOUN
fcis-26721	95	2	a	a	DET
fcis-26721	95	3	neural	neural	ADJ
fcis-26721	95	4	network	network	NOUN
fcis-26721	95	5	-	-	PUNCT
fcis-26721	95	6	based	base	VERB
fcis-26721	95	7	tensile	tensile	NOUN
fcis-26721	95	8	constitutive	constitutive	ADJ
fcis-26721	95	9	relationship	relationship	NOUN
fcis-26721	95	10	model	model	NOUN
fcis-26721	95	11	for	for	ADP
fcis-26721	95	12	carbon	carbon	NOUN
fcis-26721	95	13	steel	steel	NOUN
fcis-26721	95	14	was	be	AUX
fcis-26721	95	15	constructed	construct	VERB
fcis-26721	95	16	by	by	ADP
fcis-26721	95	17	analyzing	analyze	VERB
fcis-26721	95	18	the	the	DET
fcis-26721	95	19	tensile	tensile	NOUN
fcis-26721	95	20	constitutive	constitutive	ADJ
fcis-26721	95	21	relationship	relationship	NOUN
fcis-26721	95	22	of	of	ADP
fcis-26721	95	23	carbon	carbon	NOUN
fcis-26721	95	24	steel	steel	NOUN
fcis-26721	95	25	at	at	ADP
fcis-26721	95	26	room	room	NOUN
fcis-26721	95	27	temperature	temperature	NOUN
fcis-26721	95	28	,	,	PUNCT
fcis-26721	95	29	taking	take	VERB
fcis-26721	95	30	into	into	ADP
fcis-26721	95	31	account	account	NOUN
fcis-26721	95	32	multiple	multiple	ADJ
fcis-26721	95	33	factors	factor	NOUN
fcis-26721	95	34	such	such	ADJ
fcis-26721	95	35	as	as	ADP
fcis-26721	95	36	material	material	ADJ
fcis-26721	95	37	properties	property	NOUN
fcis-26721	95	38	,	,	PUNCT
fcis-26721	95	39	experimental	experimental	ADJ
fcis-26721	95	40	conditions	condition	NOUN
fcis-26721	95	41	,	,	PUNCT
fcis-26721	95	42	data	datum	NOUN
fcis-26721	95	43	processing	processing	NOUN
fcis-26721	95	44	,	,	PUNCT
fcis-26721	95	45	and	and	CCONJ
fcis-26721	95	46	model	model	NOUN
fcis-26721	95	47	parameters	parameter	NOUN
fcis-26721	95	48	.	.	PUNCT
fcis-26721	96	1	continuously	continuously	ADV
fcis-26721	96	2	optimizing	optimize	VERB
fcis-26721	96	3	model	model	NOUN
fcis-26721	96	4	design	design	NOUN
fcis-26721	96	5	and	and	CCONJ
fcis-26721	96	6	improving	improve	VERB
fcis-26721	96	7	learning	learning	NOUN
fcis-26721	96	8	and	and	CCONJ
fcis-26721	96	9	training	training	NOUN
fcis-26721	96	10	algorithms	algorithm	NOUN
fcis-26721	96	11	,	,	PUNCT
fcis-26721	96	12	the	the	DET
fcis-26721	96	13	error	error	NOUN
fcis-26721	96	14	between	between	ADP
fcis-26721	96	15	the	the	DET
fcis-26721	96	16	predicted	predict	VERB
fcis-26721	96	17	and	and	CCONJ
fcis-26721	96	18	experimental	experimental	ADJ
fcis-26721	96	19	values	value	NOUN
fcis-26721	96	20	of	of	ADP
fcis-26721	96	21	the	the	DET
fcis-26721	96	22	model	model	NOUN
fcis-26721	96	23	is	be	AUX
fcis-26721	96	24	controlled	control	VERB
fcis-26721	96	25	within	within	ADP
fcis-26721	96	26	an	an	DET
fcis-26721	96	27	effective	effective	ADJ
fcis-26721	96	28	range	range	NOUN
fcis-26721	96	29	,	,	PUNCT
fcis-26721	96	30	which	which	PRON
fcis-26721	96	31	can	can	AUX
fcis-26721	96	32	well	well	ADV
fcis-26721	96	33	fit	fit	VERB
fcis-26721	96	34	the	the	DET
fcis-26721	96	35	constitutive	constitutive	ADJ
fcis-26721	96	36	relationship	relationship	NOUN
fcis-26721	96	37	of	of	ADP
fcis-26721	96	38	carbon	carbon	NOUN
fcis-26721	96	39	steel	steel	NOUN
fcis-26721	96	40	at	at	ADP
fcis-26721	96	41	different	different	ADJ
fcis-26721	96	42	stages	stage	NOUN
fcis-26721	96	43	of	of	ADP
fcis-26721	96	44	tensile	tensile	NOUN
fcis-26721	96	45	testing	testing	NOUN
fcis-26721	96	46	at	at	ADP
fcis-26721	96	47	room	room	NOUN
fcis-26721	96	48	temperature	temperature	NOUN
fcis-26721	96	49	.	.	PUNCT
fcis-26721	97	1	therefore	therefore	ADV
fcis-26721	97	2	,	,	PUNCT
fcis-26721	97	3	the	the	DET
fcis-26721	97	4	application	application	NOUN
fcis-26721	97	5	of	of	ADP
fcis-26721	97	6	neural	neural	ADJ
fcis-26721	97	7	networks	network	NOUN
fcis-26721	97	8	in	in	ADP
fcis-26721	97	9	the	the	DET
fcis-26721	97	10	study	study	NOUN
fcis-26721	97	11	of	of	ADP
fcis-26721	97	12	constitutive	constitutive	ADJ
fcis-26721	97	13	relationships	relationship	NOUN
fcis-26721	97	14	of	of	ADP
fcis-26721	97	15	carbon	carbon	NOUN
fcis-26721	97	16	steel	steel	NOUN
fcis-26721	97	17	can	can	AUX
fcis-26721	97	18	achieve	achieve	VERB
fcis-26721	97	19	satisfactory	satisfactory	ADJ
fcis-26721	97	20	results	result	NOUN
fcis-26721	97	21	,	,	PUNCT
fcis-26721	97	22	and	and	CCONJ
fcis-26721	97	23	compared	compare	VERB
fcis-26721	97	24	with	with	ADP
fcis-26721	97	25	traditional	traditional	ADJ
fcis-26721	97	26	model	model	NOUN
fcis-26721	97	27	calculations	calculation	NOUN
fcis-26721	97	28	,	,	PUNCT
fcis-26721	97	29	it	it	PRON
fcis-26721	97	30	has	have	VERB
fcis-26721	97	31	the	the	DET
fcis-26721	97	32	characteristics	characteristic	NOUN
fcis-26721	97	33	of	of	ADP
fcis-26721	97	34	accuracy	accuracy	NOUN
fcis-26721	97	35	and	and	CCONJ
fcis-26721	97	36	simplicity	simplicity	NOUN
fcis-26721	97	37	.	.	PUNCT
fcis-26721	98	1	at	at	ADP
fcis-26721	98	2	the	the	DET
fcis-26721	98	3	same	same	ADJ
fcis-26721	98	4	time	time	NOUN
fcis-26721	98	5	,	,	PUNCT
fcis-26721	98	6	artificial	artificial	ADJ
fcis-26721	98	7	neural	neural	ADJ
fcis-26721	98	8	networks	network	NOUN
fcis-26721	98	9	have	have	AUX
fcis-26721	98	10	learning	learn	VERB
fcis-26721	98	11	,	,	PUNCT
fcis-26721	98	12	self	self	NOUN
fcis-26721	98	13	-	-	PUNCT
fcis-26721	98	14	organization	organization	NOUN
fcis-26721	98	15	,	,	PUNCT
fcis-26721	98	16	and	and	CCONJ
fcis-26721	98	17	certain	certain	ADJ
fcis-26721	98	18	generalization	generalization	NOUN
fcis-26721	98	19	abilities	ability	NOUN
fcis-26721	98	20	,	,	PUNCT
fcis-26721	98	21	which	which	PRON
fcis-26721	98	22	can	can	AUX
fcis-26721	98	23	predict	predict	VERB
fcis-26721	98	24	some	some	DET
fcis-26721	98	25	performance	performance	NOUN
fcis-26721	98	26	data	datum	NOUN
fcis-26721	98	27	under	under	ADP
fcis-26721	98	28	unknown	unknown	ADJ
fcis-26721	98	29	conditions	condition	NOUN
fcis-26721	98	30	,	,	PUNCT
fcis-26721	98	31	thus	thus	ADV
fcis-26721	98	32	compensating	compensate	VERB
fcis-26721	98	33	for	for	ADP
fcis-26721	98	34	equipment	equipment	NOUN
fcis-26721	98	35	and	and	CCONJ
fcis-26721	98	36	financial	financial	ADJ
fcis-26721	98	37	deficiencies	deficiency	NOUN
fcis-26721	98	38	,	,	PUNCT
fcis-26721	98	39	minimizing	minimize	VERB
fcis-26721	98	40	the	the	DET
fcis-26721	98	41	generation	generation	NOUN
fcis-26721	98	42	of	of	ADP
fcis-26721	98	43	errors	error	NOUN
fcis-26721	98	44	,	,	PUNCT
fcis-26721	98	45	and	and	CCONJ
fcis-26721	98	46	improving	improve	VERB
fcis-26721	98	47	the	the	DET
fcis-26721	98	48	accuracy	accuracy	NOUN
fcis-26721	98	49	and	and	CCONJ
fcis-26721	98	50	reliability	reliability	NOUN
fcis-26721	98	51	of	of	ADP
fcis-26721	98	52	constitutive	constitutive	ADJ
fcis-26721	98	53	relationships	relationship	NOUN
fcis-26721	98	54	.	.	PUNCT
fcis-26721	99	1	acknowledgments	acknowledgment	NOUN
fcis-26721	99	2	the	the	DET
fcis-26721	99	3	authors	author	NOUN
fcis-26721	99	4	deeply	deeply	ADV
fcis-26721	99	5	appreciate	appreciate	VERB
fcis-26721	99	6	the	the	DET
fcis-26721	99	7	support	support	NOUN
fcis-26721	99	8	from	from	ADP
fcis-26721	99	9	the	the	DET
fcis-26721	99	10	key	key	ADJ
fcis-26721	99	11	scientific	scientific	ADJ
fcis-26721	99	12	research	research	NOUN
fcis-26721	99	13	projects	project	NOUN
fcis-26721	99	14	of	of	ADP
fcis-26721	99	15	hunan	hunan	PROPN
fcis-26721	99	16	provincial	provincial	ADJ
fcis-26721	99	17	education	education	PROPN
fcis-26721	99	18	department	department	NOUN
fcis-26721	99	19	(	(	PUNCT
fcis-26721	99	20	21a0601	21a0601	NUM
fcis-26721	99	21	)	)	PUNCT
fcis-26721	99	22	,	,	PUNCT
fcis-26721	99	23	and	and	CCONJ
fcis-26721	99	24	the	the	DET
fcis-26721	99	25	national	national	ADJ
fcis-26721	99	26	natural	natural	PROPN
fcis-26721	99	27	science	science	PROPN
fcis-26721	99	28	foundation	foundation	PROPN
fcis-26721	99	29	of	of	ADP
fcis-26721	99	30	china	china	PROPN
fcis-26721	99	31	(	(	PUNCT
fcis-26721	99	32	32371807	32371807	NUM
fcis-26721	99	33	)	)	PUNCT
fcis-26721	99	34	.	.	PUNCT
fcis-26721	100	1	96	96	NUM
fcis-26721	100	2	references	reference	NOUN
fcis-26721	100	3	[	[	X
fcis-26721	100	4	1	1	NUM
fcis-26721	100	5	]	]	X
fcis-26721	100	6	lee	lee	PROPN
fcis-26721	100	7	,	,	PUNCT
fcis-26721	100	8	sang	sing	VERB
fcis-26721	100	9	-	-	PUNCT
fcis-26721	100	10	in	in	ADP
fcis-26721	100	11	;	;	PUNCT
fcis-26721	100	12	shin	shin	NOUN
fcis-26721	100	13	,	,	PUNCT
fcis-26721	100	14	seung	seung	NOUN
fcis-26721	100	15	-	-	PUNCT
fcis-26721	100	16	hyeok	hyeok	PROPN
fcis-26721	100	17	;	;	PUNCT
fcis-26721	100	18	hwang	hwang	PROPN
fcis-26721	100	19	,	,	PUNCT
fcis-26721	100	20	byoungchul	byoungchul	PROPN
fcis-26721	100	21	.	.	PUNCT
fcis-26721	101	1	application	application	NOUN
fcis-26721	101	2	of	of	ADP
fcis-26721	101	3	artificial	artificial	ADJ
fcis-26721	101	4	neural	neural	ADJ
fcis-26721	101	5	network	network	NOUN
fcis-26721	101	6	to	to	ADP
fcis-26721	101	7	the	the	DET
fcis-26721	101	8	prediction	prediction	NOUN
fcis-26721	101	9	of	of	ADP
fcis-26721	101	10	tensile	tensile	NOUN
fcis-26721	101	11	properties	property	NOUN
fcis-26721	101	12	in	in	ADP
fcis-26721	101	13	high	high	ADJ
fcis-26721	101	14	-	-	PUNCT
fcis-26721	101	15	strength	strength	NOUN
fcis-26721	101	16	low	low	ADJ
fcis-26721	101	17	-	-	PUNCT
fcis-26721	101	18	carbon	carbon	NOUN
fcis-26721	101	19	bainitic	bainitic	ADJ
fcis-26721	101	20	steels	steel	NOUN
fcis-26721	101	21	.	.	PUNCT
fcis-26721	102	1	metals	metal	NOUN
fcis-26721	102	2	,	,	PUNCT
fcis-26721	102	3	2021	2021	NUM
fcis-26721	102	4	,	,	PUNCT
fcis-26721	102	5	11.8	11.8	NUM
fcis-26721	102	6	:	:	SYM
fcis-26721	102	7	1314	1314	NUM
fcis-26721	102	8	.	.	PUNCT
fcis-26721	103	1	[	[	X
fcis-26721	103	2	2	2	NUM
fcis-26721	103	3	]	]	X
fcis-26721	103	4	ishihara	ishihara	PROPN
fcis-26721	103	5	,	,	PUNCT
fcis-26721	103	6	kenichi	kenichi	PROPN
fcis-26721	103	7	,	,	PUNCT
fcis-26721	103	8	et	et	PROPN
fcis-26721	103	9	al	al	PROPN
fcis-26721	103	10	.	.	PUNCT
fcis-26721	103	11	application	application	NOUN
fcis-26721	103	12	of	of	ADP
fcis-26721	103	13	an	an	DET
fcis-26721	103	14	artificial	artificial	ADJ
fcis-26721	103	15	neural	neural	ADJ
fcis-26721	103	16	network	network	NOUN
fcis-26721	103	17	to	to	PART
fcis-26721	103	18	develop	develop	VERB
fcis-26721	103	19	fracture	fracture	ADJ
fcis-26721	103	20	toughness	toughness	NOUN
fcis-26721	103	21	predictor	predictor	NOUN
fcis-26721	103	22	of	of	ADP
fcis-26721	103	23	ferritic	ferritic	ADJ
fcis-26721	103	24	steels	steel	NOUN
fcis-26721	103	25	based	base	VERB
fcis-26721	103	26	on	on	ADP
fcis-26721	103	27	tensile	tensile	NOUN
fcis-26721	103	28	test	test	NOUN
fcis-26721	103	29	results	result	NOUN
fcis-26721	103	30	.	.	PUNCT
fcis-26721	104	1	metals	metal	NOUN
fcis-26721	104	2	,	,	PUNCT
fcis-26721	104	3	2021	2021	NUM
fcis-26721	104	4	,	,	PUNCT
fcis-26721	104	5	11.11	11.11	NUM
fcis-26721	104	6	:	:	SYM
fcis-26721	104	7	1740	1740	NUM
fcis-26721	104	8	.	.	PUNCT
fcis-26721	105	1	[	[	X
fcis-26721	105	2	3	3	NUM
fcis-26721	105	3	]	]	X
fcis-26721	105	4	shokry	shokry	NOUN
fcis-26721	105	5	,	,	PUNCT
fcis-26721	105	6	abdallah	abdallah	PROPN
fcis-26721	105	7	,	,	PUNCT
fcis-26721	105	8	et	et	PROPN
fcis-26721	105	9	al	al	PROPN
fcis-26721	105	10	.	.	PROPN
fcis-26721	106	1	constitutive	constitutive	ADJ
fcis-26721	106	2	models	model	NOUN
fcis-26721	106	3	for	for	ADP
fcis-26721	106	4	the	the	DET
fcis-26721	106	5	prediction	prediction	NOUN
fcis-26721	106	6	of	of	ADP
fcis-26721	106	7	the	the	DET
fcis-26721	106	8	hot	hot	ADJ
fcis-26721	106	9	deformation	deformation	NOUN
fcis-26721	106	10	behavior	behavior	NOUN
fcis-26721	106	11	of	of	ADP
fcis-26721	106	12	the	the	DET
fcis-26721	106	13	10	10	NUM
fcis-26721	106	14	%	%	NOUN
fcis-26721	106	15	cr	cr	NOUN
fcis-26721	106	16	steel	steel	NOUN
fcis-26721	106	17	alloy	alloy	NOUN
fcis-26721	106	18	.	.	PUNCT
fcis-26721	107	1	materials	material	NOUN
fcis-26721	107	2	,	,	PUNCT
fcis-26721	107	3	2019	2019	NUM
fcis-26721	107	4	,	,	PUNCT
fcis-26721	107	5	12.18	12.18	NUM
fcis-26721	107	6	:	:	SYM
fcis-26721	107	7	2873	2873	NUM
fcis-26721	107	8	.	.	PUNCT
fcis-26721	108	1	[	[	X
fcis-26721	108	2	4	4	NUM
fcis-26721	108	3	]	]	X
fcis-26721	108	4	murugesan	murugesan	ADJ
fcis-26721	108	5	,	,	PUNCT
fcis-26721	108	6	mohanraj	mohanraj	PROPN
fcis-26721	108	7	;	;	PUNCT
fcis-26721	108	8	jung	jung	PROPN
fcis-26721	108	9	,	,	PUNCT
fcis-26721	108	10	dong	dong	PROPN
fcis-26721	108	11	won	win	VERB
fcis-26721	108	12	.	.	PUNCT
fcis-26721	109	1	back	back	ADJ
fcis-26721	109	2	propagation	propagation	NOUN
fcis-26721	109	3	artificial	artificial	ADJ
fcis-26721	109	4	neural	neural	ADJ
fcis-26721	109	5	network	network	NOUN
fcis-26721	109	6	approach	approach	NOUN
fcis-26721	109	7	to	to	PART
fcis-26721	109	8	predict	predict	VERB
fcis-26721	109	9	the	the	DET
fcis-26721	109	10	flow	flow	NOUN
fcis-26721	109	11	stress	stress	NOUN
fcis-26721	109	12	in	in	ADP
fcis-26721	109	13	isothermal	isothermal	ADJ
fcis-26721	109	14	tensile	tensile	NOUN
fcis-26721	109	15	test	test	NOUN
fcis-26721	109	16	of	of	ADP
fcis-26721	109	17	medium	medium	ADJ
fcis-26721	109	18	carbon	carbon	NOUN
fcis-26721	109	19	steel	steel	NOUN
fcis-26721	109	20	material	material	NOUN
fcis-26721	109	21	.	.	PUNCT
fcis-26721	110	1	in	in	ADP
fcis-26721	110	2	:	:	PUNCT
fcis-26721	110	3	materials	material	NOUN
fcis-26721	110	4	science	science	NOUN
fcis-26721	110	5	forum	forum	PROPN
fcis-26721	110	6	.	.	PUNCT
fcis-26721	111	1	trans	trans	PROPN
fcis-26721	111	2	tech	tech	PROPN
fcis-26721	111	3	publications	publications	PROPN
fcis-26721	111	4	ltd	ltd	PROPN
fcis-26721	111	5	,	,	PUNCT
fcis-26721	111	6	2020	2020	NUM
fcis-26721	111	7	.	.	PUNCT
fcis-26721	112	1	p.	p.	NOUN
fcis-26721	112	2	163	163	NUM
fcis-26721	112	3	-	-	SYM
fcis-26721	112	4	168	168	NUM
fcis-26721	112	5	.	.	PUNCT
fcis-26721	113	1	[	[	X
fcis-26721	113	2	5	5	NUM
fcis-26721	113	3	]	]	SYM
fcis-26721	113	4	churyumov	churyumov	NOUN
fcis-26721	113	5	,	,	PUNCT
fcis-26721	113	6	alexander	alexander	PROPN
fcis-26721	113	7	;	;	PUNCT
fcis-26721	113	8	kazakova	kazakova	PROPN
fcis-26721	113	9	,	,	PUNCT
fcis-26721	113	10	alena	alena	PROPN
fcis-26721	113	11	;	;	PUNCT
fcis-26721	113	12	churyumova	churyumova	PROPN
fcis-26721	113	13	,	,	PUNCT
fcis-26721	113	14	tatiana	tatiana	PROPN
fcis-26721	113	15	.	.	PUNCT
fcis-26721	114	1	modelling	modelling	NOUN
fcis-26721	114	2	of	of	ADP
fcis-26721	114	3	the	the	DET
fcis-26721	114	4	steel	steel	NOUN
fcis-26721	114	5	hightemperature	hightemperature	NOUN
fcis-26721	114	6	deformation	deformation	NOUN
fcis-26721	114	7	behaviour	behaviour	NOUN
fcis-26721	114	8	using	use	VERB
fcis-26721	114	9	artificial	artificial	ADJ
fcis-26721	114	10	neural	neural	ADJ
fcis-26721	114	11	network	network	NOUN
fcis-26721	114	12	.	.	PUNCT
fcis-26721	115	1	metals	metal	NOUN
fcis-26721	115	2	,	,	PUNCT
fcis-26721	115	3	2022	2022	NUM
fcis-26721	115	4	,	,	PUNCT
fcis-26721	115	5	12.3	12.3	NUM
fcis-26721	115	6	:	:	PUNCT
fcis-26721	115	7	447	447	NUM
fcis-26721	115	8	.	.	PUNCT
fcis-26721	116	1	[	[	X
fcis-26721	116	2	6	6	NUM
fcis-26721	116	3	]	]	SYM
fcis-26721	116	4	li	li	PROPN
fcis-26721	116	5	,	,	PUNCT
fcis-26721	116	6	xiaowei	xiaowei	PROPN
fcis-26721	116	7	,	,	PUNCT
fcis-26721	116	8	et	et	PROPN
fcis-26721	116	9	al	al	PROPN
fcis-26721	116	10	.	.	PUNCT
fcis-26721	116	11	thermal	thermal	ADJ
fcis-26721	116	12	deformation	deformation	NOUN
fcis-26721	116	13	behavior	behavior	NOUN
fcis-26721	116	14	of	of	ADP
fcis-26721	116	15	mg–3sn	mg–3sn	PROPN
fcis-26721	116	16	–	–	PUNCT
fcis-26721	116	17	1mn	1mn	ADJ
fcis-26721	116	18	alloy	alloy	NOUN
fcis-26721	116	19	based	base	VERB
fcis-26721	116	20	on	on	ADP
fcis-26721	116	21	constitutive	constitutive	ADJ
fcis-26721	116	22	relation	relation	NOUN
fcis-26721	116	23	model	model	NOUN
fcis-26721	116	24	and	and	CCONJ
fcis-26721	116	25	artificial	artificial	ADJ
fcis-26721	116	26	neural	neural	ADJ
fcis-26721	116	27	network	network	NOUN
fcis-26721	116	28	.	.	PUNCT
fcis-26721	117	1	journal	journal	NOUN
fcis-26721	117	2	of	of	ADP
fcis-26721	117	3	materials	material	NOUN
fcis-26721	117	4	research	research	NOUN
fcis-26721	117	5	and	and	CCONJ
fcis-26721	117	6	technology	technology	NOUN
fcis-26721	117	7	,	,	PUNCT
fcis-26721	117	8	2023	2023	NUM
fcis-26721	117	9	,	,	PUNCT
fcis-26721	117	10	24	24	NUM
fcis-26721	117	11	:	:	SYM
fcis-26721	117	12	1802	1802	NUM
fcis-26721	117	13	-	-	SYM
fcis-26721	117	14	1815	1815	NUM
fcis-26721	117	15	.	.	PUNCT
fcis-26721	118	1	[	[	X
fcis-26721	118	2	7	7	NUM
fcis-26721	118	3	]	]	X
fcis-26721	118	4	jeník	jeník	NOUN
fcis-26721	118	5	,	,	PUNCT
fcis-26721	118	6	ivan	ivan	PROPN
fcis-26721	118	7	,	,	PUNCT
fcis-26721	118	8	et	et	PROPN
fcis-26721	118	9	al	al	PROPN
fcis-26721	118	10	.	.	PROPN
fcis-26721	118	11	sequential	sequential	ADJ
fcis-26721	118	12	simulation	simulation	NOUN
fcis-26721	118	13	and	and	CCONJ
fcis-26721	118	14	neural	neural	ADJ
fcis-26721	118	15	network	network	NOUN
fcis-26721	118	16	in	in	ADP
fcis-26721	118	17	the	the	DET
fcis-26721	118	18	stress	stress	NOUN
fcis-26721	118	19	–	–	PUNCT
fcis-26721	118	20	strain	strain	NOUN
fcis-26721	118	21	curve	curve	NOUN
fcis-26721	118	22	identification	identification	NOUN
fcis-26721	118	23	over	over	ADP
fcis-26721	118	24	the	the	DET
fcis-26721	118	25	large	large	ADJ
fcis-26721	118	26	strains	strain	NOUN
fcis-26721	118	27	using	use	VERB
fcis-26721	118	28	tensile	tensile	NOUN
fcis-26721	118	29	test	test	NOUN
fcis-26721	118	30	.	.	PUNCT
fcis-26721	119	1	archive	archive	NOUN
fcis-26721	119	2	of	of	ADP
fcis-26721	119	3	applied	apply	VERB
fcis-26721	119	4	mechanics	mechanic	NOUN
fcis-26721	119	5	,	,	PUNCT
fcis-26721	119	6	2017	2017	NUM
fcis-26721	119	7	,	,	PUNCT
fcis-26721	119	8	87	87	NUM
fcis-26721	119	9	:	:	SYM
fcis-26721	119	10	1077	1077	NUM
fcis-26721	119	11	-	-	SYM
fcis-26721	119	12	1093	1093	NUM
fcis-26721	119	13	.	.	PUNCT
fcis-26721	120	1	[	[	X
fcis-26721	120	2	8	8	NUM
fcis-26721	120	3	]	]	X
fcis-26721	120	4	murugesan	murugesan	ADJ
fcis-26721	120	5	,	,	PUNCT
fcis-26721	120	6	mohanraj	mohanraj	NOUN
fcis-26721	120	7	,	,	PUNCT
fcis-26721	120	8	et	et	PROPN
fcis-26721	120	9	al	al	PROPN
fcis-26721	120	10	.	.	PROPN
fcis-26721	120	11	supervised	supervised	ADJ
fcis-26721	120	12	machine	machine	NOUN
fcis-26721	120	13	learning	learn	VERB
fcis-26721	120	14	approach	approach	NOUN
fcis-26721	120	15	for	for	ADP
fcis-26721	120	16	modeling	model	VERB
fcis-26721	120	17	hot	hot	ADJ
fcis-26721	120	18	deformation	deformation	NOUN
fcis-26721	120	19	behavior	behavior	NOUN
fcis-26721	120	20	of	of	ADP
fcis-26721	120	21	medium	medium	ADJ
fcis-26721	120	22	carbon	carbon	NOUN
fcis-26721	120	23	steel	steel	NOUN
fcis-26721	120	24	.	.	PUNCT
fcis-26721	121	1	steel	steel	NOUN
fcis-26721	121	2	research	research	PROPN
fcis-26721	121	3	international	international	PROPN
fcis-26721	121	4	,	,	PUNCT
fcis-26721	121	5	2023	2023	NUM
fcis-26721	121	6	,	,	PUNCT
fcis-26721	121	7	94.2	94.2	NUM
fcis-26721	121	8	:	:	PUNCT
fcis-26721	121	9	2200188	2200188	NUM
fcis-26721	121	10	.	.	PUNCT
fcis-26721	122	1	[	[	X
fcis-26721	122	2	9	9	NUM
fcis-26721	122	3	]	]	SYM
fcis-26721	122	4	lv	lv	PROPN
fcis-26721	122	5	,	,	PUNCT
fcis-26721	122	6	junya	junya	PROPN
fcis-26721	122	7	,	,	PUNCT
fcis-26721	122	8	huiyu	huiyu	PROPN
fcis-26721	122	9	ren	ren	PROPN
fcis-26721	122	10	,	,	PUNCT
fcis-26721	122	11	and	and	CCONJ
fcis-26721	122	12	kai	kai	PROPN
fcis-26721	122	13	gao	gao	PROPN
fcis-26721	122	14	.	.	PUNCT
fcis-26721	123	1	"	"	PUNCT
fcis-26721	123	2	artificial	artificial	ADJ
fcis-26721	123	3	neural	neural	ADJ
fcis-26721	123	4	networkbased	networkbase	VERB
fcis-26721	123	5	constitutive	constitutive	ADJ
fcis-26721	123	6	relationship	relationship	NOUN
fcis-26721	123	7	of	of	ADP
fcis-26721	123	8	inconel	inconel	NOUN
fcis-26721	123	9	718	718	NUM
fcis-26721	123	10	superalloy	superalloy	NOUN
fcis-26721	123	11	construction	construction	NOUN
fcis-26721	123	12	and	and	CCONJ
fcis-26721	123	13	its	its	PRON
fcis-26721	123	14	application	application	NOUN
fcis-26721	123	15	in	in	ADP
fcis-26721	123	16	accuracy	accuracy	NOUN
fcis-26721	123	17	improvement	improvement	NOUN
fcis-26721	123	18	of	of	ADP
fcis-26721	123	19	numerical	numerical	ADJ
fcis-26721	123	20	simulation	simulation	NOUN
fcis-26721	123	21	.	.	PUNCT
fcis-26721	123	22	"	"	PUNCT
fcis-26721	123	23	applied	apply	VERB
fcis-26721	123	24	sciences	science	NOUN
fcis-26721	123	25	7.2	7.2	NUM
fcis-26721	123	26	(	(	PUNCT
fcis-26721	123	27	2017	2017	NUM
fcis-26721	123	28	):	):	PUNCT
fcis-26721	123	29	124	124	NUM
fcis-26721	123	30	.	.	PUNCT
fcis-26721	124	1	[	[	X
fcis-26721	124	2	10	10	NUM
fcis-26721	124	3	]	]	X
fcis-26721	124	4	song	song	NOUN
fcis-26721	124	5	,	,	PUNCT
fcis-26721	124	6	shin	shin	NOUN
fcis-26721	124	7	-	-	PUNCT
fcis-26721	124	8	hyung	hyung	NOUN
fcis-26721	124	9	.	.	PUNCT
fcis-26721	125	1	a	a	DET
fcis-26721	125	2	comparison	comparison	NOUN
fcis-26721	125	3	study	study	NOUN
fcis-26721	125	4	of	of	ADP
fcis-26721	125	5	constitutive	constitutive	ADJ
fcis-26721	125	6	equation	equation	NOUN
fcis-26721	125	7	,	,	PUNCT
fcis-26721	125	8	neural	neural	ADJ
fcis-26721	125	9	networks	network	NOUN
fcis-26721	125	10	,	,	PUNCT
fcis-26721	125	11	and	and	CCONJ
fcis-26721	125	12	support	support	VERB
fcis-26721	125	13	vector	vector	NOUN
fcis-26721	125	14	regression	regression	NOUN
fcis-26721	125	15	for	for	ADP
fcis-26721	125	16	modeling	model	VERB
fcis-26721	125	17	hot	hot	ADJ
fcis-26721	125	18	deformation	deformation	NOUN
fcis-26721	125	19	of	of	ADP
fcis-26721	125	20	316l	316l	NUM
fcis-26721	125	21	stainless	stainless	ADJ
fcis-26721	125	22	steel	steel	NOUN
fcis-26721	125	23	.	.	PUNCT
fcis-26721	126	1	materials	material	NOUN
fcis-26721	126	2	,	,	PUNCT
fcis-26721	126	3	2020	2020	NUM
fcis-26721	126	4	,	,	PUNCT
fcis-26721	126	5	13.17	13.17	NUM
fcis-26721	126	6	:	:	SYM
fcis-26721	126	7	3766	3766	NUM
fcis-26721	126	8	.	.	PUNCT
fcis-26721	127	1	[	[	X
fcis-26721	127	2	11	11	NUM
fcis-26721	127	3	]	]	X
fcis-26721	127	4	das	das	PROPN
fcis-26721	127	5	,	,	PUNCT
fcis-26721	127	6	suchandan	suchandan	PROPN
fcis-26721	127	7	k.	k.	PROPN
fcis-26721	127	8	neural	neural	PROPN
fcis-26721	127	9	network	network	PROPN
fcis-26721	127	10	modelling	modelling	NOUN
fcis-26721	127	11	of	of	ADP
fcis-26721	127	12	flow	flow	NOUN
fcis-26721	127	13	stress	stress	NOUN
fcis-26721	127	14	and	and	CCONJ
fcis-26721	127	15	mechanical	mechanical	ADJ
fcis-26721	127	16	properties	property	NOUN
fcis-26721	127	17	for	for	ADP
fcis-26721	127	18	hot	hot	ADJ
fcis-26721	127	19	strip	strip	NOUN
fcis-26721	127	20	rolling	rolling	NOUN
fcis-26721	127	21	of	of	ADP
fcis-26721	127	22	trip	trip	NOUN
fcis-26721	127	23	steel	steel	NOUN
fcis-26721	127	24	using	use	VERB
fcis-26721	127	25	efficient	efficient	ADJ
fcis-26721	127	26	learning	learning	NOUN
fcis-26721	127	27	algorithm	algorithm	NOUN
fcis-26721	127	28	.	.	PUNCT
fcis-26721	128	1	ironmaking	ironmaking	NOUN
fcis-26721	128	2	&	&	CCONJ
fcis-26721	128	3	steelmaking	steelmaking	NOUN
fcis-26721	128	4	,	,	PUNCT
fcis-26721	128	5	2013	2013	NUM
fcis-26721	128	6	,	,	PUNCT
fcis-26721	128	7	40.4	40.4	NUM
fcis-26721	128	8	:	:	PUNCT
fcis-26721	128	9	298	298	NUM
fcis-26721	128	10	-	-	SYM
fcis-26721	128	11	304	304	NUM
fcis-26721	128	12	.	.	PUNCT
fcis-26721	129	1	[	[	X
fcis-26721	129	2	12	12	NUM
fcis-26721	129	3	]	]	X
fcis-26721	129	4	song	song	NOUN
fcis-26721	129	5	,	,	PUNCT
fcis-26721	129	6	ming	ming	PROPN
fcis-26721	129	7	,	,	PUNCT
fcis-26721	129	8	et	et	PROPN
fcis-26721	129	9	al	al	PROPN
fcis-26721	129	10	.	.	PUNCT
fcis-26721	129	11	determination	determination	NOUN
fcis-26721	129	12	of	of	ADP
fcis-26721	129	13	elastoplastic	elastoplastic	ADJ
fcis-26721	129	14	properties	property	NOUN
fcis-26721	129	15	of	of	ADP
fcis-26721	129	16	in	in	ADP
fcis-26721	129	17	-	-	PUNCT
fcis-26721	129	18	service	service	NOUN
fcis-26721	129	19	pipeline	pipeline	NOUN
fcis-26721	129	20	steel	steel	NOUN
fcis-26721	129	21	based	base	VERB
fcis-26721	129	22	on	on	ADP
fcis-26721	129	23	backpropagation	backpropagation	NOUN
fcis-26721	129	24	neural	neural	ADJ
fcis-26721	129	25	network	network	NOUN
fcis-26721	129	26	and	and	CCONJ
fcis-26721	129	27	small	small	ADJ
fcis-26721	129	28	punch	punch	NOUN
fcis-26721	129	29	test	test	NOUN
fcis-26721	129	30	.	.	PUNCT
fcis-26721	130	1	international	international	ADJ
fcis-26721	130	2	journal	journal	NOUN
fcis-26721	130	3	of	of	ADP
fcis-26721	130	4	pressure	pressure	NOUN
fcis-26721	130	5	vessels	vessel	NOUN
fcis-26721	130	6	and	and	CCONJ
fcis-26721	130	7	piping	piping	NOUN
fcis-26721	130	8	,	,	PUNCT
fcis-26721	130	9	2021	2021	NUM
fcis-26721	130	10	,	,	PUNCT
fcis-26721	130	11	190	190	NUM
fcis-26721	130	12	:	:	SYM
fcis-26721	130	13	104316	104316	NUM
fcis-26721	130	14	.	.	PUNCT
fcis-26721	131	1	[	[	X
fcis-26721	131	2	13	13	NUM
fcis-26721	131	3	]	]	X
fcis-26721	131	4	ahmadi	ahmadi	PROPN
fcis-26721	131	5	,	,	PUNCT
fcis-26721	131	6	h.	h.	PROPN
fcis-26721	131	7	;	;	PUNCT
fcis-26721	131	8	ashtiani	ashtiani	PROPN
fcis-26721	131	9	,	,	PUNCT
fcis-26721	131	10	hr	hr	NOUN
fcis-26721	131	11	rezaei	rezaei	NOUN
fcis-26721	131	12	;	;	PUNCT
fcis-26721	131	13	heidari	heidari	ADJ
fcis-26721	131	14	,	,	PUNCT
fcis-26721	131	15	m.	m.	NOUN
fcis-26721	131	16	a	a	DET
fcis-26721	131	17	comparative	comparative	ADJ
fcis-26721	131	18	study	study	NOUN
fcis-26721	131	19	of	of	ADP
fcis-26721	131	20	phenomenological	phenomenological	ADJ
fcis-26721	131	21	,	,	PUNCT
fcis-26721	131	22	physically	physically	ADV
fcis-26721	131	23	-	-	PUNCT
fcis-26721	131	24	based	base	VERB
fcis-26721	131	25	and	and	CCONJ
fcis-26721	131	26	artificial	artificial	ADJ
fcis-26721	131	27	neural	neural	ADJ
fcis-26721	131	28	network	network	NOUN
fcis-26721	131	29	models	model	NOUN
fcis-26721	131	30	to	to	PART
fcis-26721	131	31	predict	predict	VERB
fcis-26721	131	32	the	the	DET
fcis-26721	131	33	hot	hot	ADJ
fcis-26721	131	34	flow	flow	NOUN
fcis-26721	131	35	behavior	behavior	NOUN
fcis-26721	131	36	of	of	ADP
fcis-26721	131	37	api	api	NOUN
fcis-26721	131	38	5ct	5ct	ADJ
fcis-26721	131	39	-	-	PUNCT
fcis-26721	131	40	l80	l80	NOUN
fcis-26721	131	41	steel	steel	NOUN
fcis-26721	131	42	.	.	PUNCT
fcis-26721	132	1	materials	material	NOUN
fcis-26721	132	2	today	today	NOUN
fcis-26721	132	3	communications	communication	NOUN
fcis-26721	132	4	,	,	PUNCT
fcis-26721	132	5	2020	2020	NUM
fcis-26721	132	6	,	,	PUNCT
fcis-26721	132	7	25	25	NUM
fcis-26721	132	8	:	:	SYM
fcis-26721	132	9	101528	101528	NUM
fcis-26721	132	10	.	.	PUNCT
fcis-26721	133	1	[	[	X
fcis-26721	133	2	14	14	NUM
fcis-26721	133	3	]	]	X
fcis-26721	133	4	xu	xu	PROPN
fcis-26721	133	5	,	,	PUNCT
fcis-26721	133	6	gening	gening	NOUN
fcis-26721	133	7	;	;	PUNCT
fcis-26721	133	8	liu	liu	PROPN
fcis-26721	133	9	,	,	PUNCT
fcis-26721	133	10	ying	ying	PROPN
fcis-26721	133	11	;	;	PUNCT
fcis-26721	133	12	xu	xu	PROPN
fcis-26721	133	13	,	,	PUNCT
fcis-26721	133	14	ning	ning	PROPN
fcis-26721	133	15	.	.	PUNCT
fcis-26721	134	1	constitutive	constitutive	ADJ
fcis-26721	134	2	relation	relation	NOUN
fcis-26721	134	3	research	research	NOUN
fcis-26721	134	4	of	of	ADP
fcis-26721	134	5	q235	q235	PROPN
fcis-26721	134	6	steel	steel	NOUN
fcis-26721	134	7	based	base	VERB
fcis-26721	134	8	on	on	ADP
fcis-26721	134	9	support	support	NOUN
fcis-26721	134	10	vector	vector	NOUN
fcis-26721	134	11	machine	machine	NOUN
fcis-26721	134	12	.	.	PUNCT
fcis-26721	135	1	in	in	ADP
fcis-26721	135	2	:	:	PUNCT
fcis-26721	135	3	2015	2015	NUM
fcis-26721	135	4	international	international	ADJ
fcis-26721	135	5	conference	conference	NOUN
fcis-26721	135	6	on	on	ADP
fcis-26721	135	7	architectural	architectural	ADJ
fcis-26721	135	8	,	,	PUNCT
fcis-26721	135	9	civil	civil	ADJ
fcis-26721	135	10	and	and	CCONJ
fcis-26721	135	11	hydraulics	hydraulic	NOUN
fcis-26721	135	12	engineering	engineering	NOUN
fcis-26721	135	13	.	.	PUNCT
fcis-26721	136	1	atlantis	atlantis	PROPN
fcis-26721	136	2	press	press	PROPN
fcis-26721	136	3	,	,	PUNCT
fcis-26721	136	4	2015	2015	NUM
fcis-26721	136	5	.	.	PUNCT
fcis-26721	137	1	p.	p.	NOUN
fcis-26721	137	2	165	165	NUM
fcis-26721	137	3	-	-	SYM
fcis-26721	137	4	170	170	NUM
fcis-26721	137	5	.	.	PUNCT
fcis-26721	138	1	[	[	X
fcis-26721	138	2	15	15	NUM
fcis-26721	138	3	]	]	X
fcis-26721	138	4	lin	lin	PROPN
fcis-26721	138	5	y	y	PROPN
fcis-26721	138	6	c	c	PROPN
fcis-26721	138	7	,	,	PUNCT
fcis-26721	138	8	tng	tng	PROPN
fcis-26721	138	9	y	y	PROPN
fcis-26721	138	10	,	,	PUNCT
fcis-26721	138	11	zhang	zhang	PROPN
fcis-26721	138	12	x	x	SYM
fcis-26721	138	13	y	y	PROPN
fcis-26721	138	14	,	,	PUNCT
fcis-26721	138	15	et	et	PROPN
fcis-26721	138	16	al	al	PROPN
fcis-26721	138	17	.	.	PUNCT
fcis-26721	138	18	effects	effect	NOUN
fcis-26721	138	19	of	of	ADP
fcis-26721	138	20	solution	solution	NOUN
fcis-26721	138	21	temperature	temperature	NOUN
fcis-26721	138	22	and	and	CCONJ
fcis-26721	138	23	cooling	cool	VERB
fcis-26721	138	24	rate	rate	NOUN
fcis-26721	138	25	on	on	ADP
fcis-26721	138	26	microstructure	microstructure	NOUN
fcis-26721	138	27	and	and	CCONJ
fcis-26721	138	28	microhard	microhard	NOUN
fcis-26721	138	29	-	-	NOUN
fcis-26721	138	30	ness	ness	NOUN
fcis-26721	138	31	of	of	ADP
fcis-26721	138	32	a	a	DET
fcis-26721	138	33	hot	hot	ADJ
fcis-26721	138	34	compressed	compress	VERB
fcis-26721	138	35	ti-6al-4v	ti-6al-4v	NOUN
fcis-26721	138	36	alloy[j	alloy[j	NOUN
fcis-26721	138	37	]	]	PUNCT
fcis-26721	138	38	.	.	PUNCT
fcis-26721	139	1	vacuum,2019,159:191	vacuum,2019,159:191	NOUN
fcis-26721	139	2	-	-	PUNCT
fcis-26721	139	3	199	199	NUM
fcis-26721	139	4	.	.	PUNCT
fcis-26721	140	1	[	[	X
fcis-26721	140	2	16	16	NUM
fcis-26721	140	3	]	]	X
fcis-26721	140	4	ai	ai	VERB
fcis-26721	140	5	y	y	PROPN
fcis-26721	140	6	,	,	PUNCT
fcis-26721	140	7	zhus	zhus	PROPN
fcis-26721	140	8	p	p	X
fcis-26721	140	9	,	,	PUNCT
fcis-26721	140	10	liao	liao	PROPN
fcis-26721	140	11	d	d	PROPN
fcis-26721	140	12	,	,	PUNCT
fcis-26721	140	13	et	et	PROPN
fcis-26721	140	14	al	al	PROPN
fcis-26721	140	15	.	.	PROPN
fcis-26721	141	1	probabilistic	probabilistic	ADJ
fcis-26721	141	2	modelling	modelling	NOUN
fcis-26721	141	3	of	of	ADP
fcis-26721	141	4	notch	notch	ADJ
fcis-26721	141	5	fatigue	fatigue	NOUN
fcis-26721	141	6	and	and	CCONJ
fcis-26721	141	7	size	size	NOUN
fcis-26721	141	8	effect	effect	NOUN
fcis-26721	141	9	of	of	ADP
fcis-26721	141	10	components	component	NOUN
fcis-26721	141	11	using	use	VERB
fcis-26721	141	12	highly	highly	ADV
fcis-26721	141	13	stressed	stressed	ADJ
fcis-26721	141	14	volume	volume	NOUN
fcis-26721	141	15	approach[j	approach[j	PROPN
fcis-26721	141	16	]	]	PUNCT
fcis-26721	141	17	.	.	PUNCT
fcis-26721	142	1	international	international	ADJ
fcis-26721	142	2	journal	journal	PROPN
fcis-26721	142	3	of	of	ADP
fcis-26721	142	4	fatigue	fatigue	NOUN
fcis-26721	142	5	,	,	PUNCT
fcis-26721	142	6	2019	2019	NUM
fcis-26721	142	7	,	,	PUNCT
fcis-26721	142	8	127:110	127:110	PROPN
fcis-26721	142	9	-	-	PUNCT
fcis-26721	142	10	119	119	NUM
fcis-26721	142	11	.	.	PUNCT
fcis-26721	143	1	[	[	X
fcis-26721	143	2	17	17	NUM
fcis-26721	143	3	]	]	X
fcis-26721	143	4	wu	wu	PROPN
fcis-26721	143	5	y	y	PROPN
fcis-26721	143	6	,	,	PUNCT
fcis-26721	143	7	kou	kou	PROPN
fcis-26721	143	8	h	h	PROPN
fcis-26721	143	9	c	c	PROPN
fcis-26721	143	10	,	,	PUNCT
fcis-26721	143	11	wu	wu	PROPN
fcis-26721	143	12	z	z	PROPN
fcis-26721	143	13	h	h	PROPN
fcis-26721	143	14	,	,	PUNCT
fcis-26721	143	15	et	et	PROPN
fcis-26721	143	16	al	al	PROPN
fcis-26721	143	17	.	.	PUNCT
fcis-26721	143	18	dynamic	dynamic	ADJ
fcis-26721	143	19	recrystallization	recrystallization	NOUN
fcis-26721	143	20	and	and	CCONJ
fcis-26721	143	21	texture	texture	ADJ
fcis-26721	143	22	evolution	evolution	NOUN
fcis-26721	143	23	of	of	ADP
fcis-26721	143	24	ti-22al-25nb	ti-22al-25nb	PRON
fcis-26721	143	25	alloy	alloy	NOUN
fcis-26721	143	26	during	during	ADP
fcis-26721	143	27	planestrain	planestrain	NOUN
fcis-26721	143	28	compression	compression	NOUN
fcis-26721	143	29	[	[	X
fcis-26721	143	30	j].journal	j].journal	NOUN
fcis-26721	143	31	of	of	ADP
fcis-26721	143	32	alloys	alloy	NOUN
fcis-26721	143	33	and	and	CCONJ
fcis-26721	143	34	compounds	compound	NOUN
fcis-26721	143	35	,	,	PUNCT
fcis-26721	143	36	2018	2018	NUM
fcis-26721	143	37	,	,	PUNCT
fcis-26721	143	38	749	749	NUM
fcis-26721	143	39	:	:	PUNCT
fcis-26721	143	40	844852	844852	NUM
fcis-26721	143	41	.	.	PUNCT
fcis-26721	144	1	[	[	X
fcis-26721	144	2	18	18	NUM
fcis-26721	144	3	]	]	X
fcis-26721	144	4	wen	wen	PROPN
fcis-26721	144	5	,	,	PUNCT
fcis-26721	144	6	dongxu	dongxu	PROPN
fcis-26721	144	7	,	,	PUNCT
fcis-26721	144	8	et	et	PROPN
fcis-26721	144	9	al	al	PROPN
fcis-26721	144	10	.	.	PROPN
fcis-26721	144	11	high	high	ADJ
fcis-26721	144	12	-	-	PUNCT
fcis-26721	144	13	temperature	temperature	NOUN
fcis-26721	144	14	tensile	tensile	NOUN
fcis-26721	144	15	characteristics	characteristic	NOUN
fcis-26721	144	16	and	and	CCONJ
fcis-26721	144	17	constitutive	constitutive	ADJ
fcis-26721	144	18	models	model	NOUN
fcis-26721	144	19	of	of	ADP
fcis-26721	144	20	ultrahigh	ultrahigh	NOUN
fcis-26721	144	21	strength	strength	NOUN
fcis-26721	144	22	steel	steel	NOUN
fcis-26721	144	23	.	.	PUNCT
fcis-26721	145	1	materials	material	NOUN
fcis-26721	145	2	science	science	NOUN
fcis-26721	145	3	and	and	CCONJ
fcis-26721	145	4	engineering	engineering	NOUN
fcis-26721	145	5	:	:	PUNCT
fcis-26721	145	6	a	a	PRON
fcis-26721	145	7	,	,	PUNCT
fcis-26721	145	8	2021	2021	NUM
fcis-26721	145	9	,	,	PUNCT
fcis-26721	145	10	803	803	NUM
fcis-26721	145	11	:	:	SYM
fcis-26721	145	12	140491	140491	NUM
fcis-26721	145	13	..	..	PUNCT
fcis-26721	146	1	[	[	X
fcis-26721	146	2	19	19	NUM
fcis-26721	146	3	]	]	X
fcis-26721	146	4	singh	singh	PROPN
fcis-26721	146	5	p	p	NOUN
fcis-26721	146	6	,	,	PUNCT
fcis-26721	146	7	pungotra	pungotra	PROPN
fcis-26721	146	8	h	h	NOUN
fcis-26721	146	9	,	,	PUNCT
fcis-26721	146	10	kalsi	kalsi	PROPN
fcis-26721	146	11	ns	ns	PROPN
fcis-26721	146	12	.	.	PROPN
fcis-26721	146	13	on	on	ADP
fcis-26721	146	14	the	the	DET
fcis-26721	146	15	characteristics	characteristic	NOUN
fcis-26721	146	16	of	of	ADP
fcis-26721	146	17	titanium	titanium	NOUN
fcis-26721	146	18	alloys	alloy	NOUN
fcis-26721	146	19	for	for	ADP
fcis-26721	146	20	the	the	DET
fcis-26721	146	21	aircraft	aircraft	NOUN
fcis-26721	146	22	applications	application	NOUN
fcis-26721	146	23	[	[	X
fcis-26721	146	24	j	j	X
fcis-26721	146	25	]	]	X
fcis-26721	146	26	.	.	PUNCT
fcis-26721	147	1	materials	material	NOUN
fcis-26721	147	2	today	today	NOUN
fcis-26721	147	3	:	:	PUNCT
fcis-26721	147	4	proceedings	proceeding	NOUN
fcis-26721	147	5	.	.	PUNCT
fcis-26721	148	1	2017	2017	NUM
fcis-26721	148	2	,	,	PUNCT
fcis-26721	148	3	4(8	4(8	NUM
fcis-26721	148	4	):	):	PUNCT
fcis-26721	148	5	8971	8971	NUM
fcis-26721	148	6	-	-	SYM
fcis-26721	148	7	8982	8982	NUM
fcis-26721	148	8	.	.	PUNCT
fcis-26721	149	1	[	[	X
fcis-26721	149	2	20	20	NUM
fcis-26721	149	3	]	]	X
fcis-26721	149	4	peng	peng	PROPN
fcis-26721	149	5	x	x	PROPN
fcis-26721	149	6	h	h	PROPN
fcis-26721	149	7	,	,	PUNCT
fcis-26721	149	8	luo	luo	PROPN
fcis-26721	149	9	y	y	PROPN
fcis-26721	149	10	s	s	PROPN
fcis-26721	149	11	,	,	PUNCT
fcis-26721	149	12	zhou	zhou	PROPN
fcis-26721	149	13	j	j	PROPN
fcis-26721	149	14	y	y	PROPN
fcis-26721	149	15	,	,	PUNCT
fcis-26721	149	16	etc	etc	X
fcis-26721	149	17	.	.	X
fcis-26721	149	18	research	research	NOUN
fcis-26721	149	19	on	on	ADP
fcis-26721	149	20	creep	creep	PROPN
fcis-26721	149	21	constitutive	constitutive	ADJ
fcis-26721	149	22	model	model	NOUN
fcis-26721	149	23	of	of	ADP
fcis-26721	149	24	tc11	tc11	PROPN
fcis-26721	149	25	titanium	titanium	NOUN
fcis-26721	149	26	alloy	alloy	NOUN
fcis-26721	149	27	based	base	VERB
fcis-26721	149	28	on	on	ADP
fcis-26721	149	29	rbfnn	rbfnn	PROPN
fcis-26721	149	30	[	[	X
fcis-26721	149	31	j	j	X
fcis-26721	149	32	]	]	X
fcis-26721	149	33	.	.	PUNCT
fcis-26721	150	1	materials	material	NOUN
fcis-26721	150	2	science	science	PROPN
fcis-26721	150	3	forum	forum	PROPN
fcis-26721	150	4	,	,	PUNCT
fcis-26721	150	5	2008	2008	NUM
fcis-26721	150	6	,	,	PUNCT
fcis-26721	150	7	575	575	NUM
fcis-26721	150	8	-	-	SYM
fcis-26721	150	9	578	578	NUM
fcis-26721	150	10	:	:	PUNCT
fcis-26721	150	11	s1050	s1050	NOUN
fcis-26721	150	12	-	-	PUNCT
fcis-26721	150	13	1055	1055	NUM
fcis-26721	150	14	.	.	PUNCT
fcis-26721	151	1	[	[	X
fcis-26721	151	2	21	21	NUM
fcis-26721	151	3	]	]	X
fcis-26721	151	4	luo	luo	PROPN
fcis-26721	151	5	y	y	PROPN
fcis-26721	151	6	s	s	PROPN
fcis-26721	151	7	,	,	PUNCT
fcis-26721	151	8	dohda	dohda	PROPN
fcis-26721	151	9	k	k	PROPN
fcis-26721	151	10	,	,	PUNCT
fcis-26721	151	11	wang	wang	PROPN
fcis-26721	151	12	z.	z.	PROPN
fcis-26721	151	13	experimental	experimental	ADJ
fcis-26721	151	14	solution	solution	NOUN
fcis-26721	151	15	for	for	ADP
fcis-26721	151	16	viscosity	viscosity	NOUN
fcis-26721	151	17	coefficient	coefficient	NOUN
fcis-26721	151	18	of	of	ADP
fcis-26721	151	19	solid	solid	ADJ
fcis-26721	151	20	alloy	alloy	NOUN
fcis-26721	151	21	material	material	NOUN
fcis-26721	151	22	,	,	PUNCT
fcis-26721	151	23	int	int	NOUN
fcis-26721	151	24	.	.	PUNCT
fcis-26721	152	1	j.	j.	PROPN
fcis-26721	152	2	of	of	ADP
fcis-26721	152	3	applied	apply	VERB
fcis-26721	152	4	mechanics	mechanic	NOUN
fcis-26721	152	5	and	and	CCONJ
fcis-26721	152	6	engineering	engineering	NOUN
fcis-26721	152	7	,	,	PUNCT
fcis-26721	152	8	2003	2003	NUM
fcis-26721	152	9	,	,	PUNCT
fcis-26721	152	10	8	8	NUM
fcis-26721	152	11	:	:	SYM
fcis-26721	152	12	271	271	NUM
fcis-26721	152	13	-	-	SYM
fcis-26721	152	14	276	276	NUM
fcis-26721	152	15	.	.	PUNCT
fcis-26721	153	1	[	[	X
fcis-26721	153	2	22	22	NUM
fcis-26721	153	3	]	]	PUNCT
fcis-26721	153	4	yu	yu	PROPN
fcis-26721	153	5	m	m	PROPN
fcis-26721	153	6	,	,	PUNCT
fcis-26721	153	7	peng	peng	PROPN
fcis-26721	153	8	x	x	SYM
fcis-26721	153	9	h	h	PROPN
fcis-26721	153	10	,	,	PUNCT
fcis-26721	153	11	luo	luo	PROPN
fcis-26721	153	12	y	y	PROPN
fcis-26721	153	13	s	s	PROPN
fcis-26721	153	14	,	,	PUNCT
fcis-26721	153	15	etc	etc	X
fcis-26721	153	16	.	.	X
fcis-26721	153	17	applying	apply	VERB
fcis-26721	153	18	research	research	NOUN
fcis-26721	153	19	on	on	ADP
fcis-26721	153	20	creep	creep	PROPN
fcis-26721	153	21	constitutive	constitutive	ADJ
fcis-26721	153	22	model	model	NOUN
fcis-26721	153	23	of	of	ADP
fcis-26721	153	24	lc4	lc4	PROPN
fcis-26721	153	25	aluminium	aluminium	NOUN
fcis-26721	153	26	alloy	alloy	NOUN
fcis-26721	153	27	based	base	VERB
fcis-26721	153	28	on	on	ADP
fcis-26721	153	29	bcrbfnn	bcrbfnn	NOUN
fcis-26721	153	30	[	[	X
fcis-26721	153	31	c	c	X
fcis-26721	153	32	]	]	PUNCT
fcis-26721	153	33	.	.	PUNCT
fcis-26721	154	1	proceedings	proceeding	NOUN
fcis-26721	154	2	of	of	ADP
fcis-26721	154	3	the	the	DET
fcis-26721	154	4	international	international	ADJ
fcis-26721	154	5	conference	conference	NOUN
fcis-26721	154	6	on	on	ADP
fcis-26721	154	7	multimedia	multimedia	NOUN
fcis-26721	154	8	technology	technology	NOUN
fcis-26721	154	9	,	,	PUNCT
fcis-26721	154	10	icmt2010,2010	icmt2010,2010	PROPN
fcis-26721	154	11	:	:	PUNCT
fcis-26721	154	12	2013	2013	NUM
fcis-26721	154	13	-	-	SYM
fcis-26721	154	14	2016	2016	NUM
fcis-26721	154	15	.	.	PUNCT
fcis-26721	155	1	[	[	X
fcis-26721	155	2	23	23	NUM
fcis-26721	155	3	]	]	PUNCT
fcis-26721	155	4	tize	tize	NOUN
fcis-26721	155	5	mha	mha	PROPN
fcis-26721	155	6	,	,	PUNCT
fcis-26721	155	7	pierre	pierre	PROPN
fcis-26721	155	8	,	,	PUNCT
fcis-26721	155	9	et	et	PROPN
fcis-26721	155	10	al	al	PROPN
fcis-26721	155	11	.	.	PUNCT
fcis-26721	156	1	artificial	artificial	ADJ
fcis-26721	156	2	neural	neural	ADJ
fcis-26721	156	3	network	network	NOUN
fcis-26721	156	4	-	-	PUNCT
fcis-26721	156	5	based	base	VERB
fcis-26721	156	6	critical	critical	ADJ
fcis-26721	156	7	conditions	condition	NOUN
fcis-26721	156	8	for	for	ADP
fcis-26721	156	9	the	the	DET
fcis-26721	156	10	dynamic	dynamic	ADJ
fcis-26721	156	11	recrystallization	recrystallization	NOUN
fcis-26721	156	12	of	of	ADP
fcis-26721	156	13	medium	medium	ADJ
fcis-26721	156	14	carbon	carbon	NOUN
fcis-26721	156	15	steel	steel	NOUN
fcis-26721	156	16	and	and	CCONJ
fcis-26721	156	17	application	application	NOUN
fcis-26721	156	18	.	.	PUNCT
fcis-26721	157	1	metals	metal	NOUN
fcis-26721	157	2	,	,	PUNCT
fcis-26721	157	3	2023	2023	NUM
fcis-26721	157	4	,	,	PUNCT
fcis-26721	157	5	13.10	13.10	NUM
fcis-26721	157	6	:	:	SYM
fcis-26721	157	7	1746	1746	NUM
fcis-26721	157	8	.	.	PUNCT