id	sid	tid	token	lemma	pos
br86b27969s	1	1	the	the	DET
br86b27969s	1	2	broader	broad	ADJ
br86b27969s	1	3	aim	aim	NOUN
br86b27969s	1	4	of	of	ADP
br86b27969s	1	5	this	this	DET
br86b27969s	1	6	research	research	NOUN
br86b27969s	1	7	is	be	AUX
br86b27969s	1	8	to	to	PART
br86b27969s	1	9	develop	develop	VERB
br86b27969s	1	10	fundamental	fundamental	ADJ
br86b27969s	1	11	understanding	understanding	NOUN
br86b27969s	1	12	of	of	ADP
br86b27969s	1	13	ductile	ductile	ADJ
br86b27969s	1	14	fracture	fracture	NOUN
br86b27969s	1	15	process	process	NOUN
br86b27969s	1	16	in	in	ADP
br86b27969s	1	17	structural	structural	ADJ
br86b27969s	1	18	steels	steel	NOUN
br86b27969s	1	19	,	,	PUNCT
br86b27969s	1	20	propose	propose	VERB
br86b27969s	1	21	robust	robust	ADJ
br86b27969s	1	22	computational	computational	ADJ
br86b27969s	1	23	models	model	NOUN
br86b27969s	1	24	to	to	PART
br86b27969s	1	25	quantify	quantify	VERB
br86b27969s	1	26	the	the	DET
br86b27969s	1	27	associated	associated	ADJ
br86b27969s	1	28	damage	damage	NOUN
br86b27969s	1	29	,	,	PUNCT
br86b27969s	1	30	and	and	CCONJ
br86b27969s	1	31	provide	provide	VERB
br86b27969s	1	32	numerical	numerical	ADJ
br86b27969s	1	33	tools	tool	NOUN
br86b27969s	1	34	to	to	PART
br86b27969s	1	35	simplify	simplify	VERB
br86b27969s	1	36	the	the	DET
br86b27969s	1	37	implementation	implementation	NOUN
br86b27969s	1	38	of	of	ADP
br86b27969s	1	39	these	these	DET
br86b27969s	1	40	computational	computational	ADJ
br86b27969s	1	41	models	model	NOUN
br86b27969s	1	42	into	into	ADP
br86b27969s	1	43	general	general	ADJ
br86b27969s	1	44	finite	finite	NOUN
br86b27969s	1	45	element	element	NOUN
br86b27969s	1	46	framework	framework	NOUN
br86b27969s	1	47	.	.	PUNCT
br86b27969s	2	1	mechanical	mechanical	ADJ
br86b27969s	2	2	testing	testing	NOUN
br86b27969s	2	3	on	on	ADP
br86b27969s	2	4	different	different	ADJ
br86b27969s	2	5	geometries	geometry	NOUN
br86b27969s	2	6	of	of	ADP
br86b27969s	2	7	test	test	NOUN
br86b27969s	2	8	specimens	specimen	NOUN
br86b27969s	2	9	made	make	VERB
br86b27969s	2	10	of	of	ADP
br86b27969s	2	11	astm	astm	NOUN
br86b27969s	2	12	a992	a992	PROPN
br86b27969s	2	13	steels	steels	PROPN
br86b27969s	2	14	is	be	AUX
br86b27969s	2	15	conducted	conduct	VERB
br86b27969s	2	16	to	to	PART
br86b27969s	2	17	experimentally	experimentally	ADV
br86b27969s	2	18	characterize	characterize	VERB
br86b27969s	2	19	the	the	DET
br86b27969s	2	20	ductile	ductile	ADJ
br86b27969s	2	21	fracture	fracture	NOUN
br86b27969s	2	22	at	at	ADP
br86b27969s	2	23	different	different	ADJ
br86b27969s	2	24	stress	stress	NOUN
br86b27969s	2	25	states	state	NOUN
br86b27969s	2	26	under	under	ADP
br86b27969s	2	27	monotonic	monotonic	ADJ
br86b27969s	2	28	and	and	CCONJ
br86b27969s	2	29	ultra	ultra	ADJ
br86b27969s	2	30	-	-	ADJ
br86b27969s	2	31	low	low	ADJ
br86b27969s	2	32	cycle	cycle	NOUN
br86b27969s	2	33	fatigue	fatigue	NOUN
br86b27969s	2	34	(	(	PUNCT
br86b27969s	2	35	ulcf	ulcf	ADJ
br86b27969s	2	36	)	)	PUNCT
br86b27969s	2	37	loading	loading	NOUN
br86b27969s	2	38	.	.	PUNCT
br86b27969s	3	1	scanning	scan	VERB
br86b27969s	3	2	electron	electron	NOUN
br86b27969s	3	3	microscopy	microscopy	NOUN
br86b27969s	3	4	studies	study	NOUN
br86b27969s	3	5	of	of	ADP
br86b27969s	3	6	the	the	DET
br86b27969s	3	7	fractured	fractured	ADJ
br86b27969s	3	8	surfaces	surface	NOUN
br86b27969s	3	9	is	be	AUX
br86b27969s	3	10	conducted	conduct	VERB
br86b27969s	3	11	to	to	PART
br86b27969s	3	12	decipher	decipher	VERB
br86b27969s	3	13	the	the	DET
br86b27969s	3	14	underlying	underlying	ADJ
br86b27969s	3	15	microscopic	microscopic	ADJ
br86b27969s	3	16	damage	damage	NOUN
br86b27969s	3	17	mechanisms	mechanism	NOUN
br86b27969s	3	18	that	that	PRON
br86b27969s	3	19	cause	cause	VERB
br86b27969s	3	20	fracture	fracture	NOUN
br86b27969s	3	21	in	in	ADP
br86b27969s	3	22	astm	astm	ADJ
br86b27969s	3	23	a992	a992	PROPN
br86b27969s	3	24	steels	steel	NOUN
br86b27969s	3	25	.	.	PUNCT
br86b27969s	4	1	detailed	detailed	ADJ
br86b27969s	4	2	micromechanical	micromechanical	ADJ
br86b27969s	4	3	analyses	analysis	NOUN
br86b27969s	4	4	for	for	ADP
br86b27969s	4	5	monotonic	monotonic	ADJ
br86b27969s	4	6	and	and	CCONJ
br86b27969s	4	7	cyclic	cyclic	ADJ
br86b27969s	4	8	loading	loading	NOUN
br86b27969s	4	9	are	be	AUX
br86b27969s	4	10	conducted	conduct	VERB
br86b27969s	4	11	to	to	PART
br86b27969s	4	12	understand	understand	VERB
br86b27969s	4	13	the	the	DET
br86b27969s	4	14	influence	influence	NOUN
br86b27969s	4	15	of	of	ADP
br86b27969s	4	16	stress	stress	NOUN
br86b27969s	4	17	triaxiality	triaxiality	NOUN
br86b27969s	4	18	and	and	CCONJ
br86b27969s	4	19	lode	lode	PROPN
br86b27969s	4	20	parameter	parameter	NOUN
br86b27969s	4	21	on	on	ADP
br86b27969s	4	22	the	the	DET
br86b27969s	4	23	void	void	ADJ
br86b27969s	4	24	growth	growth	NOUN
br86b27969s	4	25	phase	phase	NOUN
br86b27969s	4	26	of	of	ADP
br86b27969s	4	27	ductile	ductile	ADJ
br86b27969s	4	28	fracture	fracture	NOUN
br86b27969s	4	29	.	.	PUNCT
br86b27969s	5	1	based	base	VERB
br86b27969s	5	2	on	on	ADP
br86b27969s	5	3	monotonic	monotonic	ADJ
br86b27969s	5	4	analyses	analysis	NOUN
br86b27969s	5	5	,	,	PUNCT
br86b27969s	5	6	an	an	DET
br86b27969s	5	7	uncoupled	uncoupled	ADJ
br86b27969s	5	8	micromechanical	micromechanical	ADJ
br86b27969s	5	9	void	void	ADJ
br86b27969s	5	10	growth	growth	NOUN
br86b27969s	5	11	model	model	NOUN
br86b27969s	5	12	is	be	AUX
br86b27969s	5	13	proposed	propose	VERB
br86b27969s	5	14	to	to	PART
br86b27969s	5	15	predict	predict	VERB
br86b27969s	5	16	ductile	ductile	ADJ
br86b27969s	5	17	fracture	fracture	NOUN
br86b27969s	5	18	.	.	PUNCT
br86b27969s	6	1	this	this	DET
br86b27969s	6	2	model	model	NOUN
br86b27969s	6	3	is	be	AUX
br86b27969s	6	4	then	then	ADV
br86b27969s	6	5	incorporated	incorporate	VERB
br86b27969s	6	6	in	in	ADP
br86b27969s	6	7	to	to	ADP
br86b27969s	6	8	finite	finite	ADJ
br86b27969s	6	9	element	element	NOUN
br86b27969s	6	10	program	program	NOUN
br86b27969s	6	11	as	as	ADP
br86b27969s	6	12	a	a	DET
br86b27969s	6	13	weakly	weakly	ADV
br86b27969s	6	14	coupled	couple	VERB
br86b27969s	6	15	model	model	NOUN
br86b27969s	6	16	to	to	PART
br86b27969s	6	17	simulate	simulate	VERB
br86b27969s	6	18	the	the	DET
br86b27969s	6	19	loss	loss	NOUN
br86b27969s	6	20	of	of	ADP
br86b27969s	6	21	load	load	NOUN
br86b27969s	6	22	carrying	carry	VERB
br86b27969s	6	23	capacity	capacity	NOUN
br86b27969s	6	24	in	in	ADP
br86b27969s	6	25	the	the	DET
br86b27969s	6	26	post	post	ADJ
br86b27969s	6	27	microvoid	microvoid	ADJ
br86b27969s	6	28	coalescence	coalescence	NOUN
br86b27969s	6	29	regime	regime	NOUN
br86b27969s	6	30	for	for	ADP
br86b27969s	6	31	high	high	ADJ
br86b27969s	6	32	triaxialities	triaxialitie	NOUN
br86b27969s	6	33	.	.	PUNCT
br86b27969s	7	1	based	base	VERB
br86b27969s	7	2	on	on	ADP
br86b27969s	7	3	the	the	DET
br86b27969s	7	4	cyclic	cyclic	ADJ
br86b27969s	7	5	analyses	analysis	NOUN
br86b27969s	7	6	,	,	PUNCT
br86b27969s	7	7	an	an	DET
br86b27969s	7	8	uncoupled	uncoupled	ADJ
br86b27969s	7	9	micromechanics	micromechanic	NOUN
br86b27969s	7	10	based	base	VERB
br86b27969s	7	11	cyclic	cyclic	ADJ
br86b27969s	7	12	void	void	ADJ
br86b27969s	7	13	growth	growth	NOUN
br86b27969s	7	14	model	model	NOUN
br86b27969s	7	15	is	be	AUX
br86b27969s	7	16	developed	develop	VERB
br86b27969s	7	17	to	to	PART
br86b27969s	7	18	predict	predict	VERB
br86b27969s	7	19	the	the	DET
br86b27969s	7	20	ulcf	ulcf	ADJ
br86b27969s	7	21	life	life	NOUN
br86b27969s	7	22	of	of	ADP
br86b27969s	7	23	astm	astm	NOUN
br86b27969s	7	24	a992	a992	PROPN
br86b27969s	7	25	steels	steel	NOUN
br86b27969s	7	26	subjected	subject	VERB
br86b27969s	7	27	to	to	ADP
br86b27969s	7	28	high	high	ADJ
br86b27969s	7	29	stress	stress	NOUN
br86b27969s	7	30	triaxialities	triaxialitie	NOUN
br86b27969s	7	31	.	.	PUNCT
br86b27969s	8	1	furthermore	furthermore	ADV
br86b27969s	8	2	,	,	PUNCT
br86b27969s	8	3	a	a	DET
br86b27969s	8	4	computational	computational	ADJ
br86b27969s	8	5	fracture	fracture	NOUN
br86b27969s	8	6	locus	locus	NOUN
br86b27969s	8	7	for	for	ADP
br86b27969s	8	8	astm	astm	PROPN
br86b27969s	8	9	a992	a992	PROPN
br86b27969s	8	10	steels	steels	PROPN
br86b27969s	8	11	is	be	AUX
br86b27969s	8	12	developed	develop	VERB
br86b27969s	8	13	and	and	CCONJ
br86b27969s	8	14	incorporated	incorporate	VERB
br86b27969s	8	15	in	in	ADP
br86b27969s	8	16	to	to	ADP
br86b27969s	8	17	finite	finite	ADJ
br86b27969s	8	18	element	element	NOUN
br86b27969s	8	19	program	program	NOUN
br86b27969s	8	20	as	as	ADP
br86b27969s	8	21	an	an	DET
br86b27969s	8	22	uncoupled	uncoupled	ADJ
br86b27969s	8	23	ductile	ductile	ADJ
br86b27969s	8	24	fracture	fracture	NOUN
br86b27969s	8	25	model	model	NOUN
br86b27969s	8	26	.	.	PUNCT
br86b27969s	9	1	this	this	DET
br86b27969s	9	2	model	model	NOUN
br86b27969s	9	3	can	can	AUX
br86b27969s	9	4	be	be	AUX
br86b27969s	9	5	used	use	VERB
br86b27969s	9	6	to	to	PART
br86b27969s	9	7	predict	predict	VERB
br86b27969s	9	8	the	the	DET
br86b27969s	9	9	ductile	ductile	ADJ
br86b27969s	9	10	fracture	fracture	NOUN
br86b27969s	9	11	initiation	initiation	NOUN
br86b27969s	9	12	under	under	ADP
br86b27969s	9	13	monotonic	monotonic	ADJ
br86b27969s	9	14	loading	loading	NOUN
br86b27969s	9	15	in	in	ADP
br86b27969s	9	16	a	a	DET
br86b27969s	9	17	wide	wide	ADJ
br86b27969s	9	18	range	range	NOUN
br86b27969s	9	19	of	of	ADP
br86b27969s	9	20	triaxiality	triaxiality	NOUN
br86b27969s	9	21	and	and	CCONJ
br86b27969s	9	22	lode	lode	PROPN
br86b27969s	9	23	parameters	parameter	NOUN
br86b27969s	9	24	.	.	PUNCT
br86b27969s	10	1	finally	finally	ADV
br86b27969s	10	2	,	,	PUNCT
br86b27969s	10	3	a	a	DET
br86b27969s	10	4	coupled	couple	VERB
br86b27969s	10	5	microvoid	microvoid	ADJ
br86b27969s	10	6	elongation	elongation	NOUN
br86b27969s	10	7	and	and	CCONJ
br86b27969s	10	8	dilation	dilation	NOUN
br86b27969s	10	9	based	base	VERB
br86b27969s	10	10	continuum	continuum	PROPN
br86b27969s	10	11	damage	damage	NOUN
br86b27969s	10	12	model	model	NOUN
br86b27969s	10	13	is	be	AUX
br86b27969s	10	14	proposed	propose	VERB
br86b27969s	10	15	,	,	PUNCT
br86b27969s	10	16	implemented	implement	VERB
br86b27969s	10	17	,	,	PUNCT
br86b27969s	10	18	calibrated	calibrate	VERB
br86b27969s	10	19	and	and	CCONJ
br86b27969s	10	20	validated	validate	VERB
br86b27969s	10	21	.	.	PUNCT
br86b27969s	11	1	this	this	DET
br86b27969s	11	2	model	model	NOUN
br86b27969s	11	3	is	be	AUX
br86b27969s	11	4	capable	capable	ADJ
br86b27969s	11	5	of	of	ADP
br86b27969s	11	6	simulating	simulate	VERB
br86b27969s	11	7	the	the	DET
br86b27969s	11	8	local	local	ADJ
br86b27969s	11	9	softening	softening	NOUN
br86b27969s	11	10	caused	cause	VERB
br86b27969s	11	11	by	by	ADP
br86b27969s	11	12	the	the	DET
br86b27969s	11	13	various	various	ADJ
br86b27969s	11	14	phases	phase	NOUN
br86b27969s	11	15	of	of	ADP
br86b27969s	11	16	ductile	ductile	ADJ
br86b27969s	11	17	fracture	fracture	NOUN
br86b27969s	11	18	process	process	NOUN
br86b27969s	11	19	under	under	ADP
br86b27969s	11	20	monotonic	monotonic	ADJ
br86b27969s	11	21	loading	loading	NOUN
br86b27969s	11	22	for	for	ADP
br86b27969s	11	23	a	a	DET
br86b27969s	11	24	wide	wide	ADJ
br86b27969s	11	25	range	range	NOUN
br86b27969s	11	26	of	of	ADP
br86b27969s	11	27	stress	stress	NOUN
br86b27969s	11	28	states	state	NOUN
br86b27969s	11	29	.	.	PUNCT
br86b27969s	12	1	novel	novel	ADJ
br86b27969s	12	2	differentiation	differentiation	NOUN
br86b27969s	12	3	procedures	procedure	NOUN
br86b27969s	12	4	based	base	VERB
br86b27969s	12	5	on	on	ADP
br86b27969s	12	6	complex	complex	ADJ
br86b27969s	12	7	analyses	analysis	NOUN
br86b27969s	12	8	along	along	ADP
br86b27969s	12	9	with	with	ADP
br86b27969s	12	10	existing	exist	VERB
br86b27969s	12	11	finite	finite	NOUN
br86b27969s	12	12	difference	difference	NOUN
br86b27969s	12	13	methods	method	NOUN
br86b27969s	12	14	and	and	CCONJ
br86b27969s	12	15	automatic	automatic	ADJ
br86b27969s	12	16	differentiation	differentiation	NOUN
br86b27969s	12	17	are	be	AUX
br86b27969s	12	18	extended	extend	VERB
br86b27969s	12	19	using	use	VERB
br86b27969s	12	20	perturbation	perturbation	NOUN
br86b27969s	12	21	techniques	technique	NOUN
br86b27969s	12	22	to	to	PART
br86b27969s	12	23	evaluate	evaluate	VERB
br86b27969s	12	24	tensor	tensor	NOUN
br86b27969s	12	25	derivatives	derivative	NOUN
br86b27969s	12	26	.	.	PUNCT
br86b27969s	13	1	these	these	DET
br86b27969s	13	2	tensor	tensor	NOUN
br86b27969s	13	3	differentiation	differentiation	NOUN
br86b27969s	13	4	techniques	technique	NOUN
br86b27969s	13	5	are	be	AUX
br86b27969s	13	6	then	then	ADV
br86b27969s	13	7	used	use	VERB
br86b27969s	13	8	to	to	ADP
br86b27969s	13	9	automate	automate	VERB
br86b27969s	13	10	nonlinear	nonlinear	ADJ
br86b27969s	13	11	constitutive	constitutive	ADJ
br86b27969s	13	12	models	model	NOUN
br86b27969s	13	13	into	into	ADP
br86b27969s	13	14	implicit	implicit	ADJ
br86b27969s	13	15	finite	finite	ADJ
br86b27969s	13	16	element	element	NOUN
br86b27969s	13	17	framework	framework	NOUN
br86b27969s	13	18	.	.	PUNCT
br86b27969s	14	1	finally	finally	ADV
br86b27969s	14	2	,	,	PUNCT
br86b27969s	14	3	the	the	DET
br86b27969s	14	4	efficiency	efficiency	NOUN
br86b27969s	14	5	of	of	ADP
br86b27969s	14	6	these	these	DET
br86b27969s	14	7	automation	automation	NOUN
br86b27969s	14	8	procedures	procedure	NOUN
br86b27969s	14	9	is	be	AUX
br86b27969s	14	10	demonstrated	demonstrate	VERB
br86b27969s	14	11	using	use	VERB
br86b27969s	14	12	benchmark	benchmark	NOUN
br86b27969s	14	13	problems	problem	NOUN
br86b27969s	14	14	.	.	PUNCT