id	sid	tid	token	lemma	pos
fis-4752	1	1	microsoft	microsoft	PROPN
fis-4752	1	2	word	word	NOUN
fis-4752	1	3	numero_68_art_13_4752.docx	numero_68_art_13_4752.docx	VERB
fis-4752	1	4	s.	s.	PROPN
fis-4752	1	5	h.	h.	PROPN
fis-4752	1	6	moghtaderi	moghtaderi	PROPN
fis-4752	1	7	et	et	PROPN
fis-4752	1	8	alii	alii	PROPN
fis-4752	1	9	,	,	PUNCT
fis-4752	1	10	frattura	frattura	PROPN
fis-4752	1	11	ed	ed	PROPN
fis-4752	1	12	integrità	integrità	PROPN
fis-4752	1	13	strutturale	strutturale	PROPN
fis-4752	1	14	,	,	PUNCT
fis-4752	1	15	68	68	NUM
fis-4752	1	16	(	(	PUNCT
fis-4752	1	17	2024	2024	NUM
fis-4752	1	18	)	)	PUNCT
fis-4752	1	19	197	197	NUM
fis-4752	1	20	-	-	SYM
fis-4752	1	21	208	208	NUM
fis-4752	1	22	;	;	PUNCT
fis-4752	1	23	doi	doi	NOUN
fis-4752	1	24	:	:	PUNCT
fis-4752	1	25	10.3221	10.3221	NUM
fis-4752	1	26	/	/	SYM
fis-4752	1	27	igf	igf	PROPN
fis-4752	1	28	-	-	PUNCT
fis-4752	1	29	esis.68.13	esis.68.13	PROPN
fis-4752	1	30	197	197	NUM
fis-4752	1	31	application	application	NOUN
fis-4752	1	32	of	of	ADP
fis-4752	1	33	machine	machine	NOUN
fis-4752	1	34	learning	learning	NOUN
fis-4752	1	35	in	in	ADP
fis-4752	1	36	fracture	fracture	NOUN
fis-4752	1	37	analysis	analysis	NOUN
fis-4752	1	38	of	of	ADP
fis-4752	1	39	edge	edge	NOUN
fis-4752	1	40	crack	crack	NOUN
fis-4752	1	41	semi	semi	ADJ
fis-4752	1	42	-	-	ADJ
fis-4752	1	43	infinite	infinite	ADJ
fis-4752	1	44	elastic	elastic	ADJ
fis-4752	1	45	plate	plate	NOUN
fis-4752	1	46	saeed	saeed	PROPN
fis-4752	1	47	h.	h.	PROPN
fis-4752	1	48	moghtaderi	moghtaderi	PROPN
fis-4752	1	49	*	*	PROPN
fis-4752	1	50	department	department	PROPN
fis-4752	1	51	of	of	ADP
fis-4752	1	52	mechanical	mechanical	ADJ
fis-4752	1	53	and	and	CCONJ
fis-4752	1	54	manufacturing	manufacturing	NOUN
fis-4752	1	55	engineering	engineering	NOUN
fis-4752	1	56	,	,	PUNCT
fis-4752	1	57	faculty	faculty	NOUN
fis-4752	1	58	of	of	ADP
fis-4752	1	59	engineering	engineering	NOUN
fis-4752	1	60	and	and	CCONJ
fis-4752	1	61	built	build	VERB
fis-4752	1	62	environment	environment	NOUN
fis-4752	1	63	,	,	PUNCT
fis-4752	1	64	universiti	universiti	PROPN
fis-4752	1	65	kebangsaan	kebangsaan	PROPN
fis-4752	1	66	malaysia	malaysia	PROPN
fis-4752	1	67	,	,	PUNCT
fis-4752	1	68	bangi	bangi	VERB
fis-4752	1	69	43600	43600	NUM
fis-4752	1	70	,	,	PUNCT
fis-4752	1	71	selangor	selangor	PROPN
fis-4752	1	72	,	,	PUNCT
fis-4752	1	73	malaysia	malaysia	PROPN
fis-4752	1	74	p116028@siswa.ukm.edu.my	p116028@siswa.ukm.edu.my	PROPN
fis-4752	1	75	,	,	PUNCT
fis-4752	1	76	https://orcid.org/0000-0002-0047-9854	https://orcid.org/0000-0002-0047-9854	PROPN
fis-4752	1	77	alias	alias	PROPN
fis-4752	1	78	jedi	jedi	PROPN
fis-4752	1	79	department	department	PROPN
fis-4752	1	80	of	of	ADP
fis-4752	1	81	mechanical	mechanical	ADJ
fis-4752	1	82	and	and	CCONJ
fis-4752	1	83	manufacturing	manufacturing	NOUN
fis-4752	1	84	engineering	engineering	NOUN
fis-4752	1	85	,	,	PUNCT
fis-4752	1	86	faculty	faculty	NOUN
fis-4752	1	87	of	of	ADP
fis-4752	1	88	engineering	engineering	NOUN
fis-4752	1	89	and	and	CCONJ
fis-4752	1	90	built	build	VERB
fis-4752	1	91	environment	environment	NOUN
fis-4752	1	92	,	,	PUNCT
fis-4752	1	93	universiti	universiti	PROPN
fis-4752	1	94	kebangsaan	kebangsaan	PROPN
fis-4752	1	95	malaysia	malaysia	PROPN
fis-4752	1	96	,	,	PUNCT
fis-4752	1	97	bangi	bangi	VERB
fis-4752	1	98	43600	43600	NUM
fis-4752	1	99	,	,	PUNCT
fis-4752	1	100	selangor	selangor	PROPN
fis-4752	1	101	,	,	PUNCT
fis-4752	1	102	malaysia	malaysia	PROPN
fis-4752	1	103	centre	centre	NOUN
fis-4752	1	104	for	for	ADP
fis-4752	1	105	automotive	automotive	ADJ
fis-4752	1	106	research	research	NOUN
fis-4752	1	107	,	,	PUNCT
fis-4752	1	108	faculty	faculty	NOUN
fis-4752	1	109	of	of	ADP
fis-4752	1	110	engineering	engineering	NOUN
fis-4752	1	111	and	and	CCONJ
fis-4752	1	112	built	build	VERB
fis-4752	1	113	environment	environment	NOUN
fis-4752	1	114	,	,	PUNCT
fis-4752	1	115	universiti	universiti	PROPN
fis-4752	1	116	kebangsaan	kebangsaan	PROPN
fis-4752	1	117	malaysia	malaysia	PROPN
fis-4752	1	118	,	,	PUNCT
fis-4752	1	119	bangi	bangi	VERB
fis-4752	1	120	43600	43600	NUM
fis-4752	1	121	,	,	PUNCT
fis-4752	1	122	selangor	selangor	PROPN
fis-4752	1	123	,	,	PUNCT
fis-4752	1	124	malaysia	malaysia	PROPN
fis-4752	1	125	aliasjedi@ukm.edu.my	aliasjedi@ukm.edu.my	NOUN
fis-4752	1	126	,	,	PUNCT
fis-4752	1	127	https://orcid.org/0000-0002-2106-0542	https://orcid.org/0000-0002-2106-0542	PROPN
fis-4752	1	128	ahmad	ahmad	PROPN
fis-4752	1	129	kamal	kamal	PROPN
fis-4752	1	130	ariffin	ariffin	PROPN
fis-4752	1	131	,	,	PUNCT
fis-4752	1	132	prakash	prakash	PROPN
fis-4752	1	133	thamburaja	thamburaja	PROPN
fis-4752	1	134	department	department	PROPN
fis-4752	1	135	of	of	ADP
fis-4752	1	136	mechanical	mechanical	ADJ
fis-4752	1	137	and	and	CCONJ
fis-4752	1	138	manufacturing	manufacturing	NOUN
fis-4752	1	139	engineering	engineering	NOUN
fis-4752	1	140	,	,	PUNCT
fis-4752	1	141	faculty	faculty	NOUN
fis-4752	1	142	of	of	ADP
fis-4752	1	143	engineering	engineering	NOUN
fis-4752	1	144	and	and	CCONJ
fis-4752	1	145	built	build	VERB
fis-4752	1	146	environment	environment	NOUN
fis-4752	1	147	,	,	PUNCT
fis-4752	1	148	universiti	universiti	PROPN
fis-4752	1	149	kebangsaan	kebangsaan	PROPN
fis-4752	1	150	malaysia	malaysia	PROPN
fis-4752	1	151	,	,	PUNCT
fis-4752	1	152	bangi	bangi	VERB
fis-4752	1	153	43600	43600	NUM
fis-4752	1	154	,	,	PUNCT
fis-4752	1	155	selangor	selangor	PROPN
fis-4752	1	156	,	,	PUNCT
fis-4752	1	157	malaysia	malaysia	PROPN
fis-4752	1	158	kamal3@ukm.edu.my	kamal3@ukm.edu.my	NOUN
fis-4752	1	159	,	,	PUNCT
fis-4752	1	160	https://orcid.org/0000-0001-5098-5088	https://orcid.org/0000-0001-5098-5088	PROPN
fis-4752	1	161	p.thamburaja@ukm.edu.my	p.thamburaja@ukm.edu.my	NOUN
fis-4752	1	162	,	,	PUNCT
fis-4752	1	163	https://orcid.org/0000-0002-2639-6651	https://orcid.org/0000-0002-2639-6651	NOUN
fis-4752	1	164	keywords	keyword	NOUN
fis-4752	1	165	.	.	PUNCT
fis-4752	2	1	mode	mode	NOUN
fis-4752	2	2	i	i	PRON
fis-4752	2	3	fracture	fracture	VERB
fis-4752	2	4	analysis	analysis	NOUN
fis-4752	2	5	,	,	PUNCT
fis-4752	2	6	machine	machine	NOUN
fis-4752	2	7	learning	learning	NOUN
fis-4752	2	8	,	,	PUNCT
fis-4752	2	9	finite	finite	PROPN
fis-4752	2	10	element	element	NOUN
fis-4752	2	11	analysis	analysis	NOUN
fis-4752	2	12	,	,	PUNCT
fis-4752	2	13	elastic	elastic	ADJ
fis-4752	2	14	plate	plate	NOUN
fis-4752	2	15	,	,	PUNCT
fis-4752	2	16	stress	stress	NOUN
fis-4752	2	17	intensity	intensity	NOUN
fis-4752	2	18	factor	factor	NOUN
fis-4752	2	19	.	.	PUNCT
fis-4752	3	1	citation	citation	NOUN
fis-4752	3	2	:	:	PUNCT
fis-4752	4	1	moghtaderi	moghtaderi	ADJ
fis-4752	4	2	,	,	PUNCT
fis-4752	4	3	s.	s.	PROPN
fis-4752	4	4	h.	h.	PROPN
fis-4752	4	5	,	,	PUNCT
fis-4752	4	6	jedi	jedi	PROPN
fis-4752	4	7	,	,	PUNCT
fis-4752	4	8	a.	a.	NOUN
fis-4752	4	9	,	,	PUNCT
fis-4752	4	10	ariffin	ariffin	NOUN
fis-4752	4	11	,	,	PUNCT
fis-4752	4	12	a.	a.	PROPN
fis-4752	4	13	k.	k.	PROPN
fis-4752	4	14	,	,	PUNCT
fis-4752	4	15	thamburaja	thamburaja	PROPN
fis-4752	4	16	,	,	PUNCT
fis-4752	4	17	p.	p.	NOUN
fis-4752	4	18	,	,	PUNCT
fis-4752	4	19	application	application	NOUN
fis-4752	4	20	of	of	ADP
fis-4752	4	21	machine	machine	NOUN
fis-4752	4	22	learning	learning	NOUN
fis-4752	4	23	in	in	ADP
fis-4752	4	24	fracture	fracture	NOUN
fis-4752	4	25	analysis	analysis	NOUN
fis-4752	4	26	of	of	ADP
fis-4752	4	27	edge	edge	NOUN
fis-4752	4	28	crack	crack	NOUN
fis-4752	4	29	semi	semi	ADJ
fis-4752	4	30	-	-	ADJ
fis-4752	4	31	infinite	infinite	ADJ
fis-4752	4	32	elastic	elastic	ADJ
fis-4752	4	33	plate	plate	NOUN
fis-4752	4	34	,	,	PUNCT
fis-4752	4	35	frattura	frattura	PROPN
fis-4752	4	36	ed	ed	PROPN
fis-4752	4	37	integrità	integrità	PROPN
fis-4752	4	38	strutturale	strutturale	PROPN
fis-4752	4	39	,	,	PUNCT
fis-4752	4	40	68	68	NUM
fis-4752	4	41	(	(	PUNCT
fis-4752	4	42	2024	2024	NUM
fis-4752	4	43	)	)	PUNCT
fis-4752	4	44	197	197	NUM
fis-4752	4	45	-	-	SYM
fis-4752	4	46	208	208	NUM
fis-4752	4	47	.	.	PUNCT
fis-4752	4	48	received	receive	VERB
fis-4752	4	49	:	:	PUNCT
fis-4752	4	50	12.12.2023	12.12.2023	NUM
fis-4752	4	51	accepted	accept	VERB
fis-4752	4	52	:	:	PUNCT
fis-4752	4	53	31.01.2024	31.01.2024	NUM
fis-4752	4	54	published	publish	VERB
fis-4752	4	55	:	:	PUNCT
fis-4752	4	56	05.02.2024	05.02.2024	NUM
fis-4752	4	57	issue	issue	NOUN
fis-4752	4	58	:	:	PUNCT
fis-4752	4	59	04.2024	04.2024	NUM
fis-4752	4	60	copyright	copyright	NOUN
fis-4752	4	61	:	:	PUNCT
fis-4752	4	62	©	©	PROPN
fis-4752	4	63	2024	2024	NUM
fis-4752	4	64	this	this	PRON
fis-4752	4	65	is	be	AUX
fis-4752	4	66	an	an	DET
fis-4752	4	67	open	open	ADJ
fis-4752	4	68	access	access	NOUN
fis-4752	4	69	article	article	NOUN
fis-4752	4	70	under	under	ADP
fis-4752	4	71	the	the	DET
fis-4752	4	72	terms	term	NOUN
fis-4752	4	73	of	of	ADP
fis-4752	4	74	the	the	DET
fis-4752	4	75	cc	cc	NOUN
fis-4752	4	76	-	-	PUNCT
fis-4752	4	77	by	by	ADP
fis-4752	4	78	4.0	4.0	NUM
fis-4752	4	79	,	,	PUNCT
fis-4752	4	80	which	which	PRON
fis-4752	4	81	permits	permit	VERB
fis-4752	4	82	unrestricted	unrestricted	ADJ
fis-4752	4	83	use	use	NOUN
fis-4752	4	84	,	,	PUNCT
fis-4752	4	85	distribution	distribution	NOUN
fis-4752	4	86	,	,	PUNCT
fis-4752	4	87	and	and	CCONJ
fis-4752	4	88	reproduction	reproduction	NOUN
fis-4752	4	89	in	in	ADP
fis-4752	4	90	any	any	DET
fis-4752	4	91	medium	medium	NOUN
fis-4752	4	92	,	,	PUNCT
fis-4752	4	93	provided	provide	VERB
fis-4752	4	94	the	the	DET
fis-4752	4	95	original	original	ADJ
fis-4752	4	96	author	author	NOUN
fis-4752	4	97	and	and	CCONJ
fis-4752	4	98	source	source	NOUN
fis-4752	4	99	are	be	AUX
fis-4752	4	100	credited	credit	VERB
fis-4752	4	101	.	.	PUNCT
fis-4752	5	1	https://youtu.be/lisgrkepya4	https://youtu.be/lisgrkepya4	X
fis-4752	5	2	s.	s.	PROPN
fis-4752	5	3	h.	h.	PROPN
fis-4752	5	4	moghtaderi	moghtaderi	PROPN
fis-4752	5	5	et	et	PROPN
fis-4752	5	6	alii	alii	PROPN
fis-4752	5	7	,	,	PUNCT
fis-4752	5	8	frattura	frattura	PROPN
fis-4752	5	9	ed	ed	PROPN
fis-4752	5	10	integrità	integrità	PROPN
fis-4752	5	11	strutturale	strutturale	PROPN
fis-4752	5	12	,	,	PUNCT
fis-4752	5	13	68	68	NUM
fis-4752	5	14	(	(	PUNCT
fis-4752	5	15	2024	2024	NUM
fis-4752	5	16	)	)	PUNCT
fis-4752	5	17	197	197	NUM
fis-4752	5	18	-	-	SYM
fis-4752	5	19	208	208	NUM
fis-4752	5	20	;	;	PUNCT
fis-4752	5	21	doi	doi	NOUN
fis-4752	5	22	:	:	PUNCT
fis-4752	5	23	10.3221	10.3221	NUM
fis-4752	5	24	/	/	SYM
fis-4752	5	25	igf	igf	PROPN
fis-4752	5	26	-	-	PUNCT
fis-4752	5	27	esis.68.13	esis.68.13	PROPN
fis-4752	5	28	198	198	NUM
fis-4752	5	29	introduction	introduction	NOUN
fis-4752	5	30	nderstanding	nderstande	VERB
fis-4752	5	31	fatigue	fatigue	NOUN
fis-4752	5	32	and	and	CCONJ
fis-4752	5	33	fracture	fracture	NOUN
fis-4752	5	34	assessment	assessment	NOUN
fis-4752	5	35	of	of	ADP
fis-4752	5	36	solid	solid	ADJ
fis-4752	5	37	structures	structure	NOUN
fis-4752	5	38	and	and	CCONJ
fis-4752	5	39	materials	material	NOUN
fis-4752	5	40	such	such	ADJ
fis-4752	5	41	as	as	ADP
fis-4752	5	42	beams	beam	NOUN
fis-4752	5	43	[	[	X
fis-4752	5	44	1,2	1,2	NUM
fis-4752	5	45	]	]	PUNCT
fis-4752	5	46	,	,	PUNCT
fis-4752	5	47	plates	plate	VERB
fis-4752	5	48	[	[	X
fis-4752	5	49	3,4	3,4	NUM
fis-4752	5	50	]	]	PUNCT
fis-4752	5	51	,	,	PUNCT
fis-4752	5	52	and	and	CCONJ
fis-4752	5	53	bars	bar	NOUN
fis-4752	5	54	[	[	X
fis-4752	5	55	5,6	5,6	X
fis-4752	5	56	]	]	PUNCT
fis-4752	5	57	is	be	AUX
fis-4752	5	58	critical	critical	ADJ
fis-4752	5	59	for	for	ADP
fis-4752	5	60	guaranteeing	guarantee	VERB
fis-4752	5	61	their	their	PRON
fis-4752	5	62	integrity	integrity	NOUN
fis-4752	5	63	and	and	CCONJ
fis-4752	5	64	durability	durability	NOUN
fis-4752	5	65	,	,	PUNCT
fis-4752	5	66	as	as	ADV
fis-4752	5	67	well	well	ADV
fis-4752	5	68	as	as	ADP
fis-4752	5	69	building	build	VERB
fis-4752	5	70	safe	safe	ADJ
fis-4752	5	71	and	and	CCONJ
fis-4752	5	72	resilient	resilient	ADJ
fis-4752	5	73	engineering	engineering	NOUN
fis-4752	5	74	systems	system	NOUN
fis-4752	5	75	.	.	PUNCT
fis-4752	6	1	various	various	ADJ
fis-4752	6	2	analytical	analytical	ADJ
fis-4752	6	3	and	and	CCONJ
fis-4752	6	4	computational	computational	ADJ
fis-4752	6	5	approaches	approach	NOUN
fis-4752	6	6	have	have	AUX
fis-4752	6	7	been	be	AUX
fis-4752	6	8	used	use	VERB
fis-4752	6	9	throughout	throughout	ADP
fis-4752	6	10	the	the	DET
fis-4752	6	11	years	year	NOUN
fis-4752	6	12	to	to	PART
fis-4752	6	13	analyze	analyze	VERB
fis-4752	6	14	fracture	fracture	NOUN
fis-4752	6	15	propagation	propagation	NOUN
fis-4752	6	16	and	and	CCONJ
fis-4752	6	17	stress	stress	NOUN
fis-4752	6	18	distribution	distribution	NOUN
fis-4752	6	19	in	in	ADP
fis-4752	6	20	such	such	ADJ
fis-4752	6	21	systems	system	NOUN
fis-4752	6	22	[	[	X
fis-4752	6	23	7	7	NUM
fis-4752	6	24	]	]	PUNCT
fis-4752	6	25	.	.	PUNCT
fis-4752	7	1	among	among	ADP
fis-4752	7	2	these	these	DET
fis-4752	7	3	techniques	technique	NOUN
fis-4752	7	4	,	,	PUNCT
fis-4752	7	5	the	the	DET
fis-4752	7	6	stress	stress	NOUN
fis-4752	7	7	intensity	intensity	NOUN
fis-4752	7	8	factor	factor	NOUN
fis-4752	7	9	(	(	PUNCT
fis-4752	7	10	sif	sif	PROPN
fis-4752	7	11	)	)	PUNCT
fis-4752	7	12	model	model	NOUN
fis-4752	7	13	has	have	AUX
fis-4752	7	14	shown	show	VERB
fis-4752	7	15	to	to	PART
fis-4752	7	16	be	be	AUX
fis-4752	7	17	a	a	DET
fis-4752	7	18	basic	basic	ADJ
fis-4752	7	19	tool	tool	NOUN
fis-4752	7	20	for	for	ADP
fis-4752	7	21	studying	study	VERB
fis-4752	7	22	the	the	DET
fis-4752	7	23	stress	stress	NOUN
fis-4752	7	24	field	field	NOUN
fis-4752	7	25	around	around	ADP
fis-4752	7	26	crack	crack	NOUN
fis-4752	7	27	tips	tip	NOUN
fis-4752	7	28	,	,	PUNCT
fis-4752	7	29	offering	offer	VERB
fis-4752	7	30	useful	useful	ADJ
fis-4752	7	31	insights	insight	NOUN
fis-4752	7	32	into	into	ADP
fis-4752	7	33	solid	solid	ADJ
fis-4752	7	34	component	component	NOUN
fis-4752	7	35	fracture	fracture	NOUN
fis-4752	7	36	mechanics	mechanic	NOUN
fis-4752	7	37	[	[	X
fis-4752	7	38	8,9	8,9	NUM
fis-4752	7	39	]	]	PUNCT
fis-4752	7	40	.	.	PUNCT
fis-4752	8	1	the	the	DET
fis-4752	8	2	sif	sif	PROPN
fis-4752	8	3	model	model	NOUN
fis-4752	8	4	,	,	PUNCT
fis-4752	8	5	which	which	PRON
fis-4752	8	6	is	be	AUX
fis-4752	8	7	widely	widely	ADV
fis-4752	8	8	used	use	VERB
fis-4752	8	9	in	in	ADP
fis-4752	8	10	mode	mode	NOUN
fis-4752	8	11	i	i	PRON
fis-4752	8	12	fracture	fracture	VERB
fis-4752	8	13	analysis	analysis	NOUN
fis-4752	8	14	,	,	PUNCT
fis-4752	8	15	has	have	AUX
fis-4752	8	16	been	be	AUX
fis-4752	8	17	facilitated	facilitate	VERB
fis-4752	8	18	by	by	ADP
fis-4752	8	19	incorporating	incorporate	VERB
fis-4752	8	20	suitable	suitable	ADJ
fis-4752	8	21	intrinsic	intrinsic	ADJ
fis-4752	8	22	length	length	NOUN
fis-4752	8	23	scales	scale	NOUN
fis-4752	8	24	,	,	PUNCT
fis-4752	8	25	enabling	enable	VERB
fis-4752	8	26	researchers	researcher	NOUN
fis-4752	8	27	to	to	PART
fis-4752	8	28	describe	describe	VERB
fis-4752	8	29	size	size	NOUN
fis-4752	8	30	effect	effect	NOUN
fis-4752	8	31	phenomena	phenomenon	NOUN
fis-4752	8	32	and	and	CCONJ
fis-4752	8	33	determine	determine	VERB
fis-4752	8	34	critical	critical	ADJ
fis-4752	8	35	conditions	condition	NOUN
fis-4752	8	36	for	for	SCONJ
fis-4752	8	37	crack	crack	VERB
fis-4752	8	38	propagation	propagation	NOUN
fis-4752	8	39	as	as	ADV
fis-4752	8	40	well	well	ADV
fis-4752	8	41	as	as	ADP
fis-4752	8	42	evaluate	evaluate	VERB
fis-4752	8	43	the	the	DET
fis-4752	8	44	structural	structural	ADJ
fis-4752	8	45	integrity	integrity	NOUN
fis-4752	8	46	of	of	ADP
fis-4752	8	47	materials	material	NOUN
fis-4752	8	48	[	[	X
fis-4752	8	49	10,11	10,11	NOUN
fis-4752	8	50	]	]	PUNCT
fis-4752	8	51	.	.	PUNCT
fis-4752	9	1	this	this	DET
fis-4752	9	2	model	model	NOUN
fis-4752	9	3	describes	describe	VERB
fis-4752	9	4	the	the	DET
fis-4752	9	5	stress	stress	NOUN
fis-4752	9	6	concentration	concentration	NOUN
fis-4752	9	7	at	at	ADP
fis-4752	9	8	the	the	DET
fis-4752	9	9	crack	crack	NOUN
fis-4752	9	10	tip	tip	NOUN
fis-4752	9	11	and	and	CCONJ
fis-4752	9	12	is	be	AUX
fis-4752	9	13	crucial	crucial	ADJ
fis-4752	9	14	in	in	ADP
fis-4752	9	15	estimating	estimate	VERB
fis-4752	9	16	the	the	DET
fis-4752	9	17	crack	crack	NOUN
fis-4752	9	18	growth	growth	NOUN
fis-4752	9	19	rate	rate	NOUN
fis-4752	9	20	under	under	ADP
fis-4752	9	21	various	various	ADJ
fis-4752	9	22	loading	loading	NOUN
fis-4752	9	23	conditions	condition	NOUN
fis-4752	9	24	.	.	PUNCT
fis-4752	10	1	numerical	numerical	PROPN
fis-4752	10	2	simulation	simulation	PROPN
fis-4752	10	3	,	,	PUNCT
fis-4752	10	4	on	on	ADP
fis-4752	10	5	the	the	DET
fis-4752	10	6	other	other	ADJ
fis-4752	10	7	hand	hand	NOUN
fis-4752	10	8	,	,	PUNCT
fis-4752	10	9	has	have	AUX
fis-4752	10	10	become	become	VERB
fis-4752	10	11	an	an	DET
fis-4752	10	12	essential	essential	ADJ
fis-4752	10	13	tool	tool	NOUN
fis-4752	10	14	in	in	ADP
fis-4752	10	15	engineering	engineering	NOUN
fis-4752	10	16	methodologies	methodology	NOUN
fis-4752	10	17	,	,	PUNCT
fis-4752	10	18	offering	offer	VERB
fis-4752	10	19	an	an	DET
fis-4752	10	20	efficient	efficient	ADJ
fis-4752	10	21	means	mean	NOUN
fis-4752	10	22	for	for	ADP
fis-4752	10	23	investigating	investigate	VERB
fis-4752	10	24	complex	complex	ADJ
fis-4752	10	25	systems	system	NOUN
fis-4752	10	26	.	.	PUNCT
fis-4752	11	1	the	the	DET
fis-4752	11	2	finite	finite	PROPN
fis-4752	11	3	element	element	NOUN
fis-4752	11	4	analysis	analysis	NOUN
fis-4752	11	5	(	(	PUNCT
fis-4752	11	6	fea	fea	NOUN
fis-4752	11	7	)	)	PUNCT
fis-4752	11	8	approach	approach	NOUN
fis-4752	11	9	has	have	AUX
fis-4752	11	10	gained	gain	VERB
fis-4752	11	11	significant	significant	ADJ
fis-4752	11	12	acceptance	acceptance	NOUN
fis-4752	11	13	in	in	ADP
fis-4752	11	14	this	this	DET
fis-4752	11	15	context	context	NOUN
fis-4752	11	16	for	for	ADP
fis-4752	11	17	investigating	investigate	VERB
fis-4752	11	18	fracture	fracture	ADJ
fis-4752	11	19	behavior	behavior	NOUN
fis-4752	11	20	,	,	PUNCT
fis-4752	11	21	aided	aid	VERB
fis-4752	11	22	by	by	ADP
fis-4752	11	23	software	software	NOUN
fis-4752	11	24	tools	tool	NOUN
fis-4752	11	25	such	such	ADJ
fis-4752	11	26	as	as	ADP
fis-4752	11	27	abaqus	abaqus	PROPN
fis-4752	11	28	cae	cae	PROPN
fis-4752	11	29	and	and	CCONJ
fis-4752	11	30	ansys	ansys	PROPN
fis-4752	11	31	workbench	workbench	NOUN
fis-4752	11	32	to	to	PART
fis-4752	11	33	perform	perform	VERB
fis-4752	11	34	extensive	extensive	ADJ
fis-4752	11	35	numerical	numerical	ADJ
fis-4752	11	36	simulations	simulation	NOUN
fis-4752	11	37	of	of	ADP
fis-4752	11	38	fracture	fracture	ADJ
fis-4752	11	39	propagation	propagation	NOUN
fis-4752	11	40	in	in	ADP
fis-4752	11	41	complex	complex	ADJ
fis-4752	11	42	solid	solid	ADJ
fis-4752	11	43	structures	structure	NOUN
fis-4752	11	44	,	,	PUNCT
fis-4752	11	45	resulting	result	VERB
fis-4752	11	46	in	in	ADP
fis-4752	11	47	a	a	DET
fis-4752	11	48	rich	rich	ADJ
fis-4752	11	49	dataset	dataset	NOUN
fis-4752	11	50	that	that	PRON
fis-4752	11	51	incorporates	incorporate	VERB
fis-4752	11	52	experimental	experimental	ADJ
fis-4752	11	53	data	datum	NOUN
fis-4752	11	54	[	[	X
fis-4752	11	55	12	12	NUM
fis-4752	11	56	-	-	SYM
fis-4752	11	57	14	14	NUM
fis-4752	11	58	]	]	PUNCT
fis-4752	11	59	.	.	PUNCT
fis-4752	12	1	the	the	DET
fis-4752	12	2	application	application	NOUN
fis-4752	12	3	of	of	ADP
fis-4752	12	4	machine	machine	NOUN
fis-4752	12	5	learning	learning	NOUN
fis-4752	12	6	(	(	PUNCT
fis-4752	12	7	ml	ml	NOUN
fis-4752	12	8	)	)	PUNCT
fis-4752	12	9	techniques	technique	NOUN
fis-4752	12	10	in	in	ADP
fis-4752	12	11	fracture	fracture	NOUN
fis-4752	12	12	analysis	analysis	NOUN
fis-4752	12	13	has	have	AUX
fis-4752	12	14	influenced	influence	VERB
fis-4752	12	15	the	the	DET
fis-4752	12	16	area	area	NOUN
fis-4752	12	17	of	of	ADP
fis-4752	12	18	material	material	NOUN
fis-4752	12	19	engineering	engineering	NOUN
fis-4752	12	20	and	and	CCONJ
fis-4752	12	21	structural	structural	ADJ
fis-4752	12	22	mechanics	mechanic	NOUN
fis-4752	12	23	in	in	ADP
fis-4752	12	24	recent	recent	ADJ
fis-4752	12	25	years	year	NOUN
fis-4752	13	1	[	[	X
fis-4752	13	2	15,16	15,16	NUM
fis-4752	13	3	]	]	PUNCT
fis-4752	13	4	.	.	PUNCT
fis-4752	14	1	ml	ml	PROPN
fis-4752	14	2	approaches	approach	NOUN
fis-4752	14	3	provide	provide	VERB
fis-4752	14	4	a	a	DET
fis-4752	14	5	data	data	NOUN
fis-4752	14	6	-	-	PUNCT
fis-4752	14	7	driven	drive	VERB
fis-4752	14	8	technique	technique	NOUN
fis-4752	14	9	to	to	ADP
fis-4752	14	10	analyzing	analyze	VERB
fis-4752	14	11	complicated	complicated	ADJ
fis-4752	14	12	fracture	fracture	NOUN
fis-4752	14	13	patterns	pattern	NOUN
fis-4752	14	14	,	,	PUNCT
fis-4752	14	15	revealing	reveal	VERB
fis-4752	14	16	important	important	ADJ
fis-4752	14	17	information	information	NOUN
fis-4752	14	18	about	about	ADP
fis-4752	14	19	crack	crack	VERB
fis-4752	14	20	propagation	propagation	NOUN
fis-4752	14	21	,	,	PUNCT
fis-4752	14	22	stress	stress	NOUN
fis-4752	14	23	distribution	distribution	NOUN
fis-4752	14	24	,	,	PUNCT
fis-4752	14	25	and	and	CCONJ
fis-4752	14	26	failure	failure	NOUN
fis-4752	14	27	processes	process	NOUN
fis-4752	14	28	[	[	X
fis-4752	14	29	17,18	17,18	X
fis-4752	14	30	]	]	PUNCT
fis-4752	14	31	.	.	PUNCT
fis-4752	15	1	these	these	DET
fis-4752	15	2	approaches	approach	NOUN
fis-4752	15	3	are	be	AUX
fis-4752	15	4	capable	capable	ADJ
fis-4752	15	5	of	of	ADP
fis-4752	15	6	handling	handle	VERB
fis-4752	15	7	massive	massive	ADJ
fis-4752	15	8	datasets	dataset	NOUN
fis-4752	15	9	generated	generate	VERB
fis-4752	15	10	by	by	ADP
fis-4752	15	11	numerical	numerical	ADJ
fis-4752	15	12	simulations	simulation	NOUN
fis-4752	15	13	and	and	CCONJ
fis-4752	15	14	experimental	experimental	ADJ
fis-4752	15	15	findings	finding	NOUN
fis-4752	15	16	in	in	ADP
fis-4752	15	17	an	an	DET
fis-4752	15	18	effective	effective	ADJ
fis-4752	15	19	way	way	NOUN
fis-4752	15	20	,	,	PUNCT
fis-4752	15	21	allowing	allow	VERB
fis-4752	15	22	the	the	DET
fis-4752	15	23	construction	construction	NOUN
fis-4752	15	24	of	of	ADP
fis-4752	15	25	prediction	prediction	NOUN
fis-4752	15	26	models	model	NOUN
fis-4752	15	27	with	with	ADP
fis-4752	15	28	outstanding	outstanding	ADJ
fis-4752	15	29	precision	precision	NOUN
fis-4752	15	30	[	[	X
fis-4752	15	31	19,20	19,20	X
fis-4752	15	32	]	]	PUNCT
fis-4752	15	33	.	.	PUNCT
fis-4752	16	1	artificial	artificial	ADJ
fis-4752	16	2	neural	neural	ADJ
fis-4752	16	3	network	network	NOUN
fis-4752	16	4	(	(	PUNCT
fis-4752	16	5	ann	ann	PROPN
fis-4752	16	6	)	)	PUNCT
fis-4752	16	7	is	be	AUX
fis-4752	16	8	a	a	DET
fis-4752	16	9	popular	popular	ADJ
fis-4752	16	10	machine	machine	NOUN
fis-4752	16	11	learning	learning	NOUN
fis-4752	16	12	(	(	PUNCT
fis-4752	16	13	ml	ml	NOUN
fis-4752	16	14	)	)	PUNCT
fis-4752	16	15	technique	technique	NOUN
fis-4752	16	16	in	in	ADP
fis-4752	16	17	mode	mode	NOUN
fis-4752	16	18	i	i	PRON
fis-4752	16	19	fracture	fracture	VERB
fis-4752	16	20	analysis	analysis	NOUN
fis-4752	16	21	.	.	PUNCT
fis-4752	17	1	ann	ann	PROPN
fis-4752	17	2	is	be	AUX
fis-4752	17	3	a	a	DET
fis-4752	17	4	flexible	flexible	ADJ
fis-4752	17	5	and	and	CCONJ
fis-4752	17	6	effective	effective	ADJ
fis-4752	17	7	technique	technique	NOUN
fis-4752	17	8	that	that	PRON
fis-4752	17	9	can	can	AUX
fis-4752	17	10	learn	learn	VERB
fis-4752	17	11	complicated	complicated	ADJ
fis-4752	17	12	correlations	correlation	NOUN
fis-4752	17	13	and	and	CCONJ
fis-4752	17	14	patterns	pattern	NOUN
fis-4752	17	15	from	from	ADP
fis-4752	17	16	data	datum	NOUN
fis-4752	17	17	.	.	PUNCT
fis-4752	18	1	it	it	PRON
fis-4752	18	2	is	be	AUX
fis-4752	18	3	made	make	VERB
fis-4752	18	4	up	up	ADP
fis-4752	18	5	of	of	ADP
fis-4752	18	6	intertwined	intertwine	VERB
fis-4752	18	7	layers	layer	NOUN
fis-4752	18	8	of	of	ADP
fis-4752	18	9	networks	network	NOUN
fis-4752	18	10	that	that	PRON
fis-4752	18	11	analyze	analyze	VERB
fis-4752	18	12	data	datum	NOUN
fis-4752	18	13	and	and	CCONJ
fis-4752	18	14	generate	generate	VERB
fis-4752	18	15	predictions	prediction	NOUN
fis-4752	18	16	.	.	PUNCT
fis-4752	19	1	ann	ann	PROPN
fis-4752	19	2	can	can	AUX
fis-4752	19	3	successfully	successfully	ADV
fis-4752	19	4	capture	capture	VERB
fis-4752	19	5	the	the	DET
fis-4752	19	6	crack	crack	NOUN
fis-4752	19	7	growth	growth	NOUN
fis-4752	19	8	and	and	CCONJ
fis-4752	19	9	stress	stress	NOUN
fis-4752	19	10	distribution	distribution	NOUN
fis-4752	19	11	in	in	ADP
fis-4752	19	12	the	the	DET
fis-4752	19	13	context	context	NOUN
fis-4752	19	14	of	of	ADP
fis-4752	19	15	fracture	fracture	ADJ
fis-4752	19	16	analysis	analysis	NOUN
fis-4752	19	17	,	,	PUNCT
fis-4752	19	18	making	make	VERB
fis-4752	19	19	it	it	PRON
fis-4752	19	20	appropriate	appropriate	ADJ
fis-4752	19	21	for	for	ADP
fis-4752	19	22	predicting	predict	VERB
fis-4752	19	23	essential	essential	ADJ
fis-4752	19	24	crack	crack	NOUN
fis-4752	19	25	lengths	length	NOUN
fis-4752	19	26	,	,	PUNCT
fis-4752	19	27	fatigue	fatigue	NOUN
fis-4752	19	28	life	life	NOUN
fis-4752	19	29	,	,	PUNCT
fis-4752	19	30	and	and	CCONJ
fis-4752	19	31	fracture	fracture	NOUN
fis-4752	19	32	toughness	toughness	NOUN
fis-4752	19	33	[	[	X
fis-4752	19	34	21	21	NUM
fis-4752	19	35	]	]	PUNCT
fis-4752	19	36	.	.	PUNCT
fis-4752	20	1	however	however	ADV
fis-4752	20	2	,	,	PUNCT
fis-4752	20	3	the	the	DET
fis-4752	20	4	data	datum	NOUN
fis-4752	20	5	in	in	ADP
fis-4752	20	6	fracture	fracture	NOUN
fis-4752	20	7	analysis	analysis	NOUN
fis-4752	20	8	can	can	AUX
fis-4752	20	9	be	be	AUX
fis-4752	20	10	complicated	complicate	VERB
fis-4752	20	11	,	,	PUNCT
fis-4752	20	12	with	with	ADP
fis-4752	20	13	nonlinear	nonlinear	ADJ
fis-4752	20	14	correlations	correlation	NOUN
fis-4752	20	15	between	between	ADP
fis-4752	20	16	multiple	multiple	ADJ
fis-4752	20	17	input	input	NOUN
fis-4752	20	18	variables	variable	NOUN
fis-4752	20	19	,	,	PUNCT
fis-4752	20	20	and	and	CCONJ
fis-4752	20	21	classified	classified	ADJ
fis-4752	20	22	inputs	input	NOUN
fis-4752	20	23	such	such	ADJ
fis-4752	20	24	as	as	ADP
fis-4752	20	25	crack	crack	NOUN
fis-4752	20	26	length	length	NOUN
fis-4752	20	27	and	and	CCONJ
fis-4752	20	28	mesh	mesh	NOUN
fis-4752	20	29	type	type	NOUN
fis-4752	20	30	can	can	AUX
fis-4752	20	31	introduce	introduce	VERB
fis-4752	20	32	further	further	ADJ
fis-4752	20	33	complexity	complexity	NOUN
fis-4752	20	34	,	,	PUNCT
fis-4752	20	35	resulting	result	VERB
fis-4752	20	36	in	in	ADP
fis-4752	20	37	less	less	ADV
fis-4752	20	38	accurate	accurate	ADJ
fis-4752	20	39	predictions	prediction	NOUN
fis-4752	20	40	[	[	X
fis-4752	20	41	22	22	NUM
fis-4752	20	42	]	]	PUNCT
fis-4752	20	43	.	.	PUNCT
fis-4752	21	1	such	such	ADJ
fis-4752	21	2	ml	ml	NOUN
fis-4752	21	3	models	model	NOUN
fis-4752	21	4	not	not	PART
fis-4752	21	5	only	only	ADV
fis-4752	21	6	accelerate	accelerate	VERB
fis-4752	21	7	fracture	fracture	NOUN
fis-4752	21	8	analysis	analysis	NOUN
fis-4752	21	9	processes	process	NOUN
fis-4752	21	10	,	,	PUNCT
fis-4752	21	11	but	but	CCONJ
fis-4752	21	12	also	also	ADV
fis-4752	21	13	allow	allow	VERB
fis-4752	21	14	researchers	researcher	NOUN
fis-4752	21	15	to	to	PART
fis-4752	21	16	productively	productively	ADV
fis-4752	21	17	examine	examine	VERB
fis-4752	21	18	various	various	ADJ
fis-4752	21	19	design	design	NOUN
fis-4752	21	20	conditions	condition	NOUN
fis-4752	21	21	,	,	PUNCT
fis-4752	21	22	assisting	assist	VERB
fis-4752	21	23	in	in	ADP
fis-4752	21	24	the	the	DET
fis-4752	21	25	optimization	optimization	NOUN
fis-4752	21	26	of	of	ADP
fis-4752	21	27	engineering	engineering	NOUN
fis-4752	21	28	structures	structure	NOUN
fis-4752	21	29	for	for	ADP
fis-4752	21	30	improved	improved	ADJ
fis-4752	21	31	reliability	reliability	NOUN
fis-4752	21	32	and	and	CCONJ
fis-4752	21	33	efficiency	efficiency	NOUN
fis-4752	21	34	[	[	X
fis-4752	21	35	23–25	23–25	NUM
fis-4752	21	36	]	]	PUNCT
fis-4752	21	37	.	.	PUNCT
fis-4752	22	1	the	the	DET
fis-4752	22	2	current	current	ADJ
fis-4752	22	3	study	study	NOUN
fis-4752	22	4	incorporates	incorporate	VERB
fis-4752	22	5	the	the	DET
fis-4752	22	6	stress	stress	NOUN
fis-4752	22	7	intensity	intensity	NOUN
fis-4752	22	8	factor	factor	NOUN
fis-4752	22	9	(	(	PUNCT
fis-4752	22	10	sif	sif	PROPN
fis-4752	22	11	)	)	PUNCT
fis-4752	22	12	model	model	NOUN
fis-4752	22	13	to	to	PART
fis-4752	22	14	evaluate	evaluate	VERB
fis-4752	22	15	the	the	DET
fis-4752	22	16	maximum	maximum	ADJ
fis-4752	22	17	normal	normal	ADJ
fis-4752	22	18	stress	stress	NOUN
fis-4752	22	19	distribution	distribution	NOUN
fis-4752	22	20	around	around	ADP
fis-4752	22	21	the	the	DET
fis-4752	22	22	crack	crack	NOUN
fis-4752	22	23	tip	tip	NOUN
fis-4752	22	24	of	of	ADP
fis-4752	22	25	a	a	DET
fis-4752	22	26	2d	2d	NUM
fis-4752	22	27	edge	edge	NOUN
fis-4752	22	28	-	-	PUNCT
fis-4752	22	29	crack	crack	NOUN
fis-4752	22	30	semi	semi	ADJ
fis-4752	22	31	-	-	ADJ
fis-4752	22	32	infinite	infinite	ADJ
fis-4752	22	33	elastic	elastic	ADJ
fis-4752	22	34	plate	plate	NOUN
fis-4752	22	35	.	.	PUNCT
fis-4752	23	1	to	to	PART
fis-4752	23	2	accomplish	accomplish	VERB
fis-4752	23	3	such	such	DET
fis-4752	23	4	an	an	DET
fis-4752	23	5	objective	objective	NOUN
fis-4752	23	6	,	,	PUNCT
fis-4752	23	7	numerical	numerical	ADJ
fis-4752	23	8	simulations	simulation	NOUN
fis-4752	23	9	were	be	AUX
fis-4752	23	10	performed	perform	VERB
fis-4752	23	11	using	use	VERB
fis-4752	23	12	finite	finite	ADJ
fis-4752	23	13	element	element	NOUN
fis-4752	23	14	analysis	analysis	NOUN
fis-4752	23	15	(	(	PUNCT
fis-4752	23	16	fea	fea	NOUN
fis-4752	23	17	)	)	PUNCT
fis-4752	23	18	with	with	ADP
fis-4752	23	19	abaqus	abaqus	PROPN
fis-4752	23	20	cae	cae	PROPN
fis-4752	23	21	,	,	PUNCT
fis-4752	23	22	taking	take	VERB
fis-4752	23	23	into	into	ADP
fis-4752	23	24	account	account	NOUN
fis-4752	23	25	an	an	DET
fis-4752	23	26	extensive	extensive	ADJ
fis-4752	23	27	variety	variety	NOUN
fis-4752	23	28	of	of	ADP
fis-4752	23	29	crack	crack	NOUN
fis-4752	23	30	lengths	length	NOUN
fis-4752	23	31	and	and	CCONJ
fis-4752	23	32	mesh	mesh	NOUN
fis-4752	23	33	sizes	size	NOUN
fis-4752	23	34	.	.	PUNCT
fis-4752	24	1	the	the	DET
fis-4752	24	2	numerical	numerical	ADJ
fis-4752	24	3	findings	finding	NOUN
fis-4752	24	4	were	be	AUX
fis-4752	24	5	then	then	ADV
fis-4752	24	6	compared	compare	VERB
fis-4752	24	7	to	to	ADP
fis-4752	24	8	the	the	DET
fis-4752	24	9	sif	sif	PROPN
fis-4752	24	10	model	model	NOUN
fis-4752	24	11	predictions	prediction	NOUN
fis-4752	24	12	for	for	ADP
fis-4752	24	13	various	various	ADJ
fis-4752	24	14	crack	crack	NOUN
fis-4752	24	15	lengths	length	NOUN
fis-4752	24	16	and	and	CCONJ
fis-4752	24	17	characteristic	characteristic	ADJ
fis-4752	24	18	length	length	NOUN
fis-4752	24	19	parameters	parameter	NOUN
fis-4752	24	20	.	.	PUNCT
fis-4752	25	1	following	follow	VERB
fis-4752	25	2	that	that	PRON
fis-4752	25	3	,	,	PUNCT
fis-4752	25	4	machine	machine	NOUN
fis-4752	25	5	learning	learning	NOUN
fis-4752	25	6	(	(	PUNCT
fis-4752	25	7	ml	ml	NOUN
fis-4752	25	8	)	)	PUNCT
fis-4752	25	9	techniques	technique	NOUN
fis-4752	25	10	,	,	PUNCT
fis-4752	25	11	particularly	particularly	ADV
fis-4752	25	12	artificial	artificial	ADJ
fis-4752	25	13	neural	neural	ADJ
fis-4752	25	14	network	network	NOUN
fis-4752	25	15	(	(	PUNCT
fis-4752	25	16	ann	ann	PROPN
fis-4752	25	17	)	)	PUNCT
fis-4752	25	18	model	model	NOUN
fis-4752	25	19	,	,	PUNCT
fis-4752	25	20	was	be	AUX
fis-4752	25	21	used	use	VERB
fis-4752	25	22	to	to	PART
fis-4752	25	23	categorize	categorize	VERB
fis-4752	25	24	and	and	CCONJ
fis-4752	25	25	develop	develop	VERB
fis-4752	25	26	an	an	DET
fis-4752	25	27	ml	ml	NOUN
fis-4752	25	28	model	model	NOUN
fis-4752	25	29	based	base	VERB
fis-4752	25	30	on	on	ADP
fis-4752	25	31	the	the	DET
fis-4752	25	32	numerical	numerical	PROPN
fis-4752	25	33	simulation	simulation	PROPN
fis-4752	25	34	results	result	VERB
fis-4752	25	35	.	.	PUNCT
fis-4752	26	1	the	the	DET
fis-4752	26	2	crack	crack	NOUN
fis-4752	26	3	length	length	NOUN
fis-4752	26	4	and	and	CCONJ
fis-4752	26	5	simulation	simulation	NOUN
fis-4752	26	6	iterations	iteration	NOUN
fis-4752	26	7	have	have	AUX
fis-4752	26	8	been	be	AUX
fis-4752	26	9	employed	employ	VERB
fis-4752	26	10	as	as	ADP
fis-4752	26	11	the	the	DET
fis-4752	26	12	input	input	NOUN
fis-4752	26	13	variables	variable	VERB
fis-4752	26	14	in	in	ADP
fis-4752	26	15	this	this	DET
fis-4752	26	16	ml	ml	NOUN
fis-4752	26	17	model	model	NOUN
fis-4752	26	18	,	,	PUNCT
fis-4752	26	19	whereas	whereas	SCONJ
fis-4752	26	20	the	the	DET
fis-4752	26	21	maximum	maximum	ADJ
fis-4752	26	22	normal	normal	ADJ
fis-4752	26	23	stress	stress	NOUN
fis-4752	26	24	in	in	ADP
fis-4752	26	25	the	the	DET
fis-4752	26	26	crack	crack	NOUN
fis-4752	26	27	line	line	NOUN
fis-4752	26	28	direction	direction	NOUN
fis-4752	26	29	provided	provide	VERB
fis-4752	26	30	output	output	NOUN
fis-4752	26	31	.	.	PUNCT
fis-4752	27	1	the	the	DET
fis-4752	27	2	accuracy	accuracy	NOUN
fis-4752	27	3	of	of	ADP
fis-4752	27	4	the	the	DET
fis-4752	27	5	ml	ml	PROPN
fis-4752	27	6	model	model	NOUN
fis-4752	27	7	has	have	AUX
fis-4752	27	8	been	be	AUX
fis-4752	27	9	confirmed	confirm	VERB
fis-4752	27	10	through	through	ADP
fis-4752	27	11	the	the	DET
fis-4752	27	12	examination	examination	NOUN
fis-4752	27	13	of	of	ADP
fis-4752	27	14	testing	testing	NOUN
fis-4752	27	15	data	datum	NOUN
fis-4752	27	16	,	,	PUNCT
fis-4752	27	17	specifically	specifically	ADV
fis-4752	27	18	a	a	DET
fis-4752	27	19	subset	subset	NOUN
fis-4752	27	20	of	of	ADP
fis-4752	27	21	fem	fem	NOUN
fis-4752	27	22	results	result	NOUN
fis-4752	27	23	employed	employ	VERB
fis-4752	27	24	for	for	ADP
fis-4752	27	25	model	model	NOUN
fis-4752	27	26	testing	testing	NOUN
fis-4752	27	27	.	.	PUNCT
fis-4752	28	1	the	the	DET
fis-4752	28	2	implementation	implementation	NOUN
fis-4752	28	3	details	detail	NOUN
fis-4752	28	4	of	of	ADP
fis-4752	28	5	the	the	DET
fis-4752	28	6	algorithms	algorithm	NOUN
fis-4752	28	7	used	use	VERB
fis-4752	28	8	for	for	ADP
fis-4752	28	9	ml	ml	NOUN
fis-4752	28	10	and	and	CCONJ
fis-4752	28	11	python	python	PROPN
fis-4752	28	12	programming	programming	NOUN
fis-4752	28	13	can	can	AUX
fis-4752	28	14	be	be	AUX
fis-4752	28	15	discovered	discover	VERB
fis-4752	28	16	in	in	ADP
fis-4752	28	17	the	the	DET
fis-4752	28	18	appendix	appendix	NOUN
fis-4752	28	19	.	.	PUNCT
fis-4752	29	1	this	this	DET
fis-4752	29	2	study	study	NOUN
fis-4752	29	3	aims	aim	VERB
fis-4752	29	4	to	to	PART
fis-4752	29	5	get	get	VERB
fis-4752	29	6	an	an	DET
fis-4752	29	7	in	in	ADP
fis-4752	29	8	-	-	PUNCT
fis-4752	29	9	depth	depth	NOUN
fis-4752	29	10	comprehension	comprehension	NOUN
fis-4752	29	11	of	of	ADP
fis-4752	29	12	crack	crack	NOUN
fis-4752	29	13	behavior	behavior	NOUN
fis-4752	29	14	in	in	ADP
fis-4752	29	15	semi	semi	ADJ
fis-4752	29	16	-	-	ADJ
fis-4752	29	17	infinite	infinite	ADJ
fis-4752	29	18	elastic	elastic	ADJ
fis-4752	29	19	plates	plate	NOUN
fis-4752	29	20	and	and	CCONJ
fis-4752	29	21	to	to	PART
fis-4752	29	22	give	give	VERB
fis-4752	29	23	an	an	DET
fis-4752	29	24	efficient	efficient	ADJ
fis-4752	29	25	and	and	CCONJ
fis-4752	29	26	accurate	accurate	ADJ
fis-4752	29	27	strategy	strategy	NOUN
fis-4752	29	28	for	for	ADP
fis-4752	29	29	predicting	predict	VERB
fis-4752	29	30	stress	stress	ADJ
fis-4752	29	31	distribution	distribution	NOUN
fis-4752	29	32	at	at	ADP
fis-4752	29	33	the	the	DET
fis-4752	29	34	crack	crack	NOUN
fis-4752	29	35	tip	tip	NOUN
fis-4752	29	36	by	by	ADP
fis-4752	29	37	combining	combine	VERB
fis-4752	29	38	the	the	DET
fis-4752	29	39	sif	sif	PROPN
fis-4752	29	40	model	model	NOUN
fis-4752	29	41	,	,	PUNCT
fis-4752	29	42	numerical	numerical	ADJ
fis-4752	29	43	simulations	simulation	NOUN
fis-4752	29	44	,	,	PUNCT
fis-4752	29	45	and	and	CCONJ
fis-4752	29	46	ml	ml	ADP
fis-4752	29	47	approaches	approach	NOUN
fis-4752	29	48	.	.	PUNCT
fis-4752	30	1	stress	stress	NOUN
fis-4752	30	2	intensity	intensity	NOUN
fis-4752	30	3	factor	factor	NOUN
fis-4752	30	4	model	model	NOUN
fis-4752	30	5	onsider	onsider	PROPN
fis-4752	30	6	a	a	DET
fis-4752	30	7	two	two	NUM
fis-4752	30	8	-	-	PUNCT
fis-4752	30	9	dimensional	dimensional	ADJ
fis-4752	30	10	model	model	NOUN
fis-4752	30	11	of	of	ADP
fis-4752	30	12	an	an	DET
fis-4752	30	13	edge	edge	NOUN
fis-4752	30	14	-	-	PUNCT
fis-4752	30	15	crack	crack	NOUN
fis-4752	30	16	semi	semi	ADJ
fis-4752	30	17	-	-	ADJ
fis-4752	30	18	infinite	infinite	ADJ
fis-4752	30	19	elastic	elastic	ADJ
fis-4752	30	20	plate	plate	NOUN
fis-4752	30	21	as	as	SCONJ
fis-4752	30	22	shown	show	VERB
fis-4752	30	23	in	in	ADP
fis-4752	30	24	fig	fig	NOUN
fis-4752	30	25	.	.	PUNCT
fis-4752	30	26	1	1	NUM
fis-4752	30	27	which	which	PRON
fis-4752	30	28	is	be	AUX
fis-4752	30	29	under	under	ADP
fis-4752	30	30	the	the	DET
fis-4752	30	31	tension	tension	NOUN
fis-4752	30	32	of	of	ADP
fis-4752	30	33	σ0	σ0	NOUN
fis-4752	30	34	with	with	ADP
fis-4752	30	35	the	the	DET
fis-4752	30	36	dimensions	dimension	NOUN
fis-4752	30	37	of	of	ADP
fis-4752	30	38	w	w	PROPN
fis-4752	30	39	h	h	NOUN
fis-4752	30	40	and	and	CCONJ
fis-4752	30	41	density	density	NOUN
fis-4752	30	42	,	,	PUNCT
fis-4752	30	43	elasticity	elasticity	NOUN
fis-4752	30	44	modulus	modulus	NOUN
fis-4752	30	45	,	,	PUNCT
fis-4752	30	46	and	and	CCONJ
fis-4752	30	47	poisson	poisson	PROPN
fis-4752	30	48	ratio	ratio	NOUN
fis-4752	30	49	of	of	ADP
fis-4752	30	50	ρ	ρ	PROPN
fis-4752	30	51	,	,	PUNCT
fis-4752	30	52	e	e	NOUN
fis-4752	30	53	,	,	PUNCT
fis-4752	30	54	and	and	CCONJ
fis-4752	30	55	νrespectively	νrespectively	ADV
fis-4752	30	56	and	and	CCONJ
fis-4752	30	57	a	a	DET
fis-4752	30	58	tip	tip	NOUN
fis-4752	30	59	crack	crack	NOUN
fis-4752	30	60	of	of	ADP
fis-4752	30	61	length	length	NOUN
fis-4752	30	62	a.	a.	NOUN
fis-4752	31	1	an	an	DET
fis-4752	31	2	edge	edge	NOUN
fis-4752	31	3	-	-	PUNCT
fis-4752	31	4	crack	crack	NOUN
fis-4752	31	5	semi	semi	ADJ
fis-4752	31	6	-	-	ADJ
fis-4752	31	7	infinite	infinite	ADJ
fis-4752	31	8	plate	plate	NOUN
fis-4752	31	9	contains	contain	VERB
fis-4752	31	10	a	a	DET
fis-4752	31	11	crack	crack	NOUN
fis-4752	31	12	length	length	NOUN
fis-4752	31	13	that	that	PRON
fis-4752	31	14	is	be	AUX
fis-4752	31	15	considerably	considerably	ADV
fis-4752	31	16	smaller	small	ADJ
fis-4752	31	17	than	than	ADP
fis-4752	31	18	the	the	DET
fis-4752	31	19	plate	plate	NOUN
fis-4752	31	20	width	width	NOUN
fis-4752	31	21	(	(	PUNCT
fis-4752	31	22	a	a	NOUN
fis-4752	31	23	/	/	SYM
fis-4752	31	24	w	w	NOUN
fis-4752	31	25	→	→	SYM
fis-4752	31	26	0	0	NUM
fis-4752	31	27	)	)	PUNCT
fis-4752	31	28	and	and	CCONJ
fis-4752	31	29	due	due	ADP
fis-4752	31	30	to	to	ADP
fis-4752	31	31	this	this	DET
fis-4752	31	32	geometric	geometric	ADJ
fis-4752	31	33	relationship	relationship	NOUN
fis-4752	31	34	,	,	PUNCT
fis-4752	31	35	specific	specific	ADJ
fis-4752	31	36	analytical	analytical	ADJ
fis-4752	31	37	and	and	CCONJ
fis-4752	31	38	numerical	numerical	ADJ
fis-4752	31	39	methods	method	NOUN
fis-4752	31	40	,	,	PUNCT
fis-4752	31	41	such	such	ADJ
fis-4752	31	42	as	as	ADP
fis-4752	31	43	stress	stress	NOUN
fis-4752	31	44	intensity	intensity	NOUN
fis-4752	31	45	factor	factor	NOUN
fis-4752	31	46	modeling	modeling	NOUN
fis-4752	31	47	,	,	PUNCT
fis-4752	31	48	are	be	AUX
fis-4752	31	49	available	available	ADJ
fis-4752	31	50	to	to	PART
fis-4752	31	51	properly	properly	ADV
fis-4752	31	52	examine	examine	VERB
fis-4752	31	53	fracture	fracture	NOUN
fis-4752	31	54	behavior	behavior	NOUN
fis-4752	31	55	and	and	CCONJ
fis-4752	31	56	its	its	PRON
fis-4752	31	57	impact	impact	NOUN
fis-4752	31	58	on	on	ADP
fis-4752	31	59	overall	overall	ADJ
fis-4752	31	60	structural	structural	ADJ
fis-4752	31	61	integrity	integrity	NOUN
fis-4752	31	62	.	.	PUNCT
fis-4752	32	1	linear	linear	ADJ
fis-4752	32	2	elastic	elastic	ADJ
fis-4752	32	3	fracture	fracture	NOUN
fis-4752	32	4	mechanics	mechanic	NOUN
fis-4752	32	5	(	(	PUNCT
fis-4752	32	6	lefm	lefm	PROPN
fis-4752	32	7	)	)	PUNCT
fis-4752	32	8	is	be	AUX
fis-4752	32	9	a	a	DET
fis-4752	32	10	classic	classic	ADJ
fis-4752	32	11	fracture	fracture	NOUN
fis-4752	32	12	mechanics	mechanic	NOUN
fis-4752	32	13	theory	theory	NOUN
fis-4752	32	14	that	that	PRON
fis-4752	32	15	is	be	AUX
fis-4752	32	16	indispensable	indispensable	ADJ
fis-4752	32	17	in	in	ADP
fis-4752	32	18	understanding	understand	VERB
fis-4752	32	19	crack	crack	NOUN
fis-4752	32	20	propagation	propagation	NOUN
fis-4752	32	21	in	in	ADP
fis-4752	32	22	brittle	brittle	ADJ
fis-4752	32	23	materials	material	NOUN
fis-4752	32	24	.	.	PUNCT
fis-4752	33	1	lefm	lefm	PROPN
fis-4752	33	2	introduced	introduce	VERB
fis-4752	33	3	the	the	DET
fis-4752	33	4	sif	sif	NOUN
fis-4752	33	5	model	model	NOUN
fis-4752	33	6	,	,	PUNCT
fis-4752	33	7	which	which	PRON
fis-4752	33	8	builds	build	VERB
fis-4752	33	9	on	on	ADP
fis-4752	33	10	griffith	griffith	PROPN
fis-4752	33	11	's	's	PART
fis-4752	33	12	theory	theory	NOUN
fis-4752	33	13	,	,	PUNCT
fis-4752	33	14	which	which	PRON
fis-4752	33	15	establishes	establish	VERB
fis-4752	33	16	a	a	DET
fis-4752	33	17	link	link	NOUN
fis-4752	33	18	u	u	NOUN
fis-4752	33	19	c	c	PROPN
fis-4752	33	20	s.	s.	PROPN
fis-4752	33	21	h.	h.	PROPN
fis-4752	33	22	moghtaderi	moghtaderi	PROPN
fis-4752	33	23	et	et	PROPN
fis-4752	33	24	alii	alii	PROPN
fis-4752	33	25	,	,	PUNCT
fis-4752	33	26	frattura	frattura	PROPN
fis-4752	33	27	ed	ed	PROPN
fis-4752	33	28	integrità	integrità	PROPN
fis-4752	33	29	strutturale	strutturale	PROPN
fis-4752	33	30	,	,	PUNCT
fis-4752	33	31	68	68	NUM
fis-4752	33	32	(	(	PUNCT
fis-4752	33	33	2024	2024	NUM
fis-4752	33	34	)	)	PUNCT
fis-4752	33	35	197	197	NUM
fis-4752	33	36	-	-	SYM
fis-4752	33	37	208	208	NUM
fis-4752	33	38	;	;	PUNCT
fis-4752	33	39	doi	doi	NOUN
fis-4752	33	40	:	:	PUNCT
fis-4752	33	41	10.3221	10.3221	NUM
fis-4752	33	42	/	/	SYM
fis-4752	33	43	igf	igf	PROPN
fis-4752	33	44	-	-	PUNCT
fis-4752	33	45	esis.68.13	esis.68.13	PROPN
fis-4752	33	46	199	199	NUM
fis-4752	33	47	between	between	ADP
fis-4752	33	48	stress	stress	NOUN
fis-4752	33	49	fields	field	NOUN
fis-4752	33	50	,	,	PUNCT
fis-4752	33	51	crack	crack	VERB
fis-4752	33	52	length	length	NOUN
fis-4752	33	53	,	,	PUNCT
fis-4752	33	54	and	and	CCONJ
fis-4752	33	55	material	material	NOUN
fis-4752	33	56	properties	property	NOUN
fis-4752	33	57	in	in	ADP
fis-4752	33	58	brittle	brittle	ADJ
fis-4752	33	59	materials	material	NOUN
fis-4752	33	60	like	like	ADP
fis-4752	33	61	glass	glass	NOUN
fis-4752	33	62	.	.	PUNCT
fis-4752	34	1	the	the	DET
fis-4752	34	2	sif	sif	PROPN
fis-4752	34	3	model	model	NOUN
fis-4752	34	4	determines	determine	VERB
fis-4752	34	5	stress	stress	NOUN
fis-4752	34	6	concentration	concentration	NOUN
fis-4752	34	7	at	at	ADP
fis-4752	34	8	the	the	DET
fis-4752	34	9	crack	crack	NOUN
fis-4752	34	10	tip	tip	NOUN
fis-4752	34	11	and	and	CCONJ
fis-4752	34	12	its	its	PRON
fis-4752	34	13	link	link	NOUN
fis-4752	34	14	to	to	PART
fis-4752	34	15	crack	crack	VERB
fis-4752	34	16	growth	growth	NOUN
fis-4752	34	17	.	.	PUNCT
fis-4752	35	1	the	the	DET
fis-4752	35	2	sif	sif	PROPN
fis-4752	35	3	is	be	AUX
fis-4752	35	4	an	an	DET
fis-4752	35	5	important	important	ADJ
fis-4752	35	6	parameter	parameter	NOUN
fis-4752	35	7	that	that	PRON
fis-4752	35	8	assesses	assess	VERB
fis-4752	35	9	the	the	DET
fis-4752	35	10	mechanical	mechanical	ADJ
fis-4752	35	11	force	force	NOUN
fis-4752	35	12	for	for	ADP
fis-4752	35	13	crack	crack	VERB
fis-4752	35	14	propagation	propagation	NOUN
fis-4752	35	15	in	in	ADP
fis-4752	35	16	materials	material	NOUN
fis-4752	35	17	with	with	ADP
fis-4752	35	18	insignificant	insignificant	ADJ
fis-4752	35	19	plastic	plastic	ADJ
fis-4752	35	20	deformation	deformation	NOUN
fis-4752	35	21	at	at	ADP
fis-4752	35	22	the	the	DET
fis-4752	35	23	crack	crack	NOUN
fis-4752	35	24	tip	tip	NOUN
fis-4752	35	25	[	[	X
fis-4752	35	26	26	26	NUM
fis-4752	35	27	]	]	PUNCT
fis-4752	35	28	.	.	PUNCT
fis-4752	36	1	figure	figure	NOUN
fis-4752	36	2	1	1	NUM
fis-4752	36	3	:	:	PUNCT
fis-4752	36	4	schematic	schematic	ADJ
fis-4752	36	5	configuration	configuration	NOUN
fis-4752	36	6	of	of	ADP
fis-4752	36	7	an	an	DET
fis-4752	36	8	edge	edge	NOUN
fis-4752	36	9	-	-	PUNCT
fis-4752	36	10	crack	crack	NOUN
fis-4752	36	11	semi	semi	ADJ
fis-4752	36	12	-	-	ADJ
fis-4752	36	13	infinite	infinite	ADJ
fis-4752	36	14	elastic	elastic	ADJ
fis-4752	36	15	plate	plate	NOUN
fis-4752	36	16	.	.	PUNCT
fis-4752	37	1	a	a	DET
fis-4752	37	2	crack	crack	NOUN
fis-4752	37	3	is	be	AUX
fis-4752	37	4	depicted	depict	VERB
fis-4752	37	5	in	in	ADP
fis-4752	37	6	fig	fig	NOUN
fis-4752	37	7	.	.	PUNCT
fis-4752	38	1	2	2	NUM
fis-4752	38	2	as	as	ADP
fis-4752	38	3	a	a	DET
fis-4752	38	4	schematic	schematic	ADJ
fis-4752	38	5	illustration	illustration	NOUN
fis-4752	38	6	of	of	ADP
fis-4752	38	7	a	a	DET
fis-4752	38	8	linear	linear	ADJ
fis-4752	38	9	elastic	elastic	ADJ
fis-4752	38	10	isotropic	isotropic	NOUN
fis-4752	38	11	two	two	NUM
fis-4752	38	12	-	-	PUNCT
fis-4752	38	13	dimensional	dimensional	ADJ
fis-4752	38	14	plate	plate	NOUN
fis-4752	38	15	.	.	PUNCT
fis-4752	39	1	the	the	DET
fis-4752	39	2	region	region	NOUN
fis-4752	39	3	around	around	ADP
fis-4752	39	4	the	the	DET
fis-4752	39	5	crack	crack	NOUN
fis-4752	39	6	tip	tip	NOUN
fis-4752	39	7	is	be	AUX
fis-4752	39	8	designated	designate	VERB
fis-4752	39	9	by	by	ADP
fis-4752	39	10	the	the	DET
fis-4752	39	11	coordinates	coordinate	NOUN
fis-4752	39	12	r	r	NOUN
fis-4752	39	13	and	and	CCONJ
fis-4752	39	14	θ	θ	NOUN
fis-4752	39	15	,	,	PUNCT
fis-4752	39	16	and	and	CCONJ
fis-4752	39	17	an	an	DET
fis-4752	39	18	arbitrary	arbitrary	ADJ
fis-4752	39	19	stress	stress	NOUN
fis-4752	39	20	element	element	NOUN
fis-4752	39	21	is	be	AUX
fis-4752	39	22	shown	show	VERB
fis-4752	39	23	within	within	ADP
fis-4752	39	24	this	this	DET
fis-4752	39	25	area	area	NOUN
fis-4752	39	26	.	.	PUNCT
fis-4752	40	1	figure	figure	NOUN
fis-4752	40	2	2	2	NUM
fis-4752	40	3	:	:	PUNCT
fis-4752	40	4	stress	stress	NOUN
fis-4752	40	5	components	component	NOUN
fis-4752	40	6	near	near	ADP
fis-4752	40	7	the	the	DET
fis-4752	40	8	crack	crack	NOUN
fis-4752	40	9	tip	tip	NOUN
fis-4752	40	10	(	(	PUNCT
fis-4752	40	11	r	r	NOUN
fis-4752	40	12	≪	≪	NOUN
fis-4752	40	13	a	a	X
fis-4752	40	14	)	)	PUNCT
fis-4752	40	15	.	.	PUNCT
fis-4752	41	1	using	use	VERB
fis-4752	41	2	the	the	DET
fis-4752	41	3	lefm	lefm	PROPN
fis-4752	41	4	and	and	CCONJ
fis-4752	41	5	westergaard	westergaard	VERB
fis-4752	41	6	stress	stress	NOUN
fis-4752	41	7	function	function	NOUN
fis-4752	41	8	in	in	ADP
fis-4752	41	9	complex	complex	ADJ
fis-4752	41	10	form	form	NOUN
fis-4752	41	11	,	,	PUNCT
fis-4752	41	12	the	the	DET
fis-4752	41	13	stress	stress	NOUN
fis-4752	41	14	component	component	NOUN
fis-4752	41	15	in	in	ADP
fis-4752	41	16	the	the	DET
fis-4752	41	17	y	y	NOUN
fis-4752	41	18	-	-	PUNCT
fis-4752	41	19	direction	direction	NOUN
fis-4752	41	20	can	can	AUX
fis-4752	41	21	be	be	AUX
fis-4752	41	22	obtained	obtain	VERB
fis-4752	41	23	by	by	ADP
fis-4752	41	24	:	:	PUNCT
fis-4752	41	25	cos	cos	PROPN
fis-4752	41	26	1	1	PROPN
fis-4752	41	27	cos	cos	PROPN
fis-4752	41	28	sin	sin	NOUN
fis-4752	41	29	3	3	NUM
fis-4752	41	30	2	2	NUM
fis-4752	41	31	2	2	NUM
fis-4752	41	32	22	22	NUM
fis-4752	42	1	y	y	NOUN
fis-4752	42	2	k	k	NOUN
fis-4752	42	3	r	r	NOUN
fis-4752	42	4			PROPN
fis-4752	42	5			PROPN
fis-4752	42	6			PROPN
fis-4752	43	1			PROPN
fis-4752	43	2			NOUN
fis-4752	43	3			PROPN
fis-4752	43	4			PROPN
fis-4752	43	5			NOUN
fis-4752	43	6			PROPN
fis-4752	43	7			PROPN
fis-4752	43	8			PROPN
fis-4752	44	1			PROPN
fis-4752	44	2			PROPN
fis-4752	44	3			PROPN
fis-4752	44	4			PROPN
fis-4752	44	5			PROPN
fis-4752	44	6			VERB
fis-4752	44	7			VERB
fis-4752	44	8			NOUN
fis-4752	44	9			PROPN
fis-4752	44	10			NOUN
fis-4752	44	11			NOUN
fis-4752	44	12			NOUN
fis-4752	44	13			NOUN
fis-4752	44	14	(	(	PUNCT
fis-4752	44	15	1	1	NUM
fis-4752	44	16	)	)	PUNCT
fis-4752	44	17	where	where	SCONJ
fis-4752	44	18	k	k	PROPN
fis-4752	44	19	is	be	AUX
fis-4752	44	20	the	the	DET
fis-4752	44	21	stress	stress	NOUN
fis-4752	44	22	intensity	intensity	NOUN
fis-4752	44	23	factor	factor	NOUN
fis-4752	44	24	,	,	PUNCT
fis-4752	44	25	that	that	PRON
fis-4752	44	26	is	be	AUX
fis-4752	44	27	described	describe	VERB
fis-4752	44	28	as	as	ADP
fis-4752	44	29	the	the	DET
fis-4752	44	30	elastic	elastic	ADJ
fis-4752	44	31	energy	energy	NOUN
fis-4752	44	32	per	per	ADP
fis-4752	44	33	unit	unit	NOUN
fis-4752	44	34	crack	crack	NOUN
fis-4752	44	35	surface	surface	NOUN
fis-4752	44	36	area	area	NOUN
fis-4752	44	37	required	require	VERB
fis-4752	44	38	for	for	ADP
fis-4752	44	39	crack	crack	NOUN
fis-4752	44	40	growth	growth	NOUN
fis-4752	44	41	and	and	CCONJ
fis-4752	44	42	is	be	AUX
fis-4752	44	43	related	relate	VERB
fis-4752	44	44	to	to	ADP
fis-4752	44	45	the	the	DET
fis-4752	44	46	energy	energy	NOUN
fis-4752	44	47	release	release	NOUN
fis-4752	44	48	rate	rate	NOUN
fis-4752	44	49	.	.	PUNCT
fis-4752	45	1	k	k	PROPN
fis-4752	45	2	can	can	AUX
fis-4752	45	3	be	be	AUX
fis-4752	45	4	calculated	calculate	VERB
fis-4752	45	5	analytically	analytically	ADV
fis-4752	45	6	,	,	PUNCT
fis-4752	45	7	computationally	computationally	ADV
fis-4752	45	8	,	,	PUNCT
fis-4752	45	9	or	or	CCONJ
fis-4752	45	10	experimentally	experimentally	ADV
fis-4752	45	11	,	,	PUNCT
fis-4752	45	12	and	and	CCONJ
fis-4752	45	13	its	its	PRON
fis-4752	45	14	relationship	relationship	NOUN
fis-4752	45	15	can	can	AUX
fis-4752	45	16	be	be	AUX
fis-4752	45	17	expressed	express	VERB
fis-4752	45	18	as	as	ADP
fis-4752	45	19	:	:	PUNCT
fis-4752	45	20	0k	0k	NUM
fis-4752	45	21	a	a	NOUN
fis-4752	45	22	(	(	PUNCT
fis-4752	45	23	2	2	NUM
fis-4752	45	24	)	)	PUNCT
fis-4752	45	25	where	where	SCONJ
fis-4752	45	26	β	β	X
fis-4752	45	27	,	,	PUNCT
fis-4752	45	28	σ0	σ0	PROPN
fis-4752	45	29	,	,	PUNCT
fis-4752	45	30	and	and	CCONJ
fis-4752	45	31	a	a	DET
fis-4752	45	32	stand	stand	NOUN
fis-4752	45	33	for	for	ADP
fis-4752	45	34	the	the	DET
fis-4752	45	35	geometry	geometry	NOUN
fis-4752	45	36	factor	factor	NOUN
fis-4752	45	37	,	,	PUNCT
fis-4752	45	38	initial	initial	ADJ
fis-4752	45	39	load	load	NOUN
fis-4752	45	40	,	,	PUNCT
fis-4752	45	41	and	and	CCONJ
fis-4752	45	42	crack	crack	VERB
fis-4752	45	43	length	length	NOUN
fis-4752	45	44	,	,	PUNCT
fis-4752	45	45	respectively	respectively	ADV
fis-4752	45	46	.	.	PUNCT
fis-4752	46	1	in	in	ADP
fis-4752	46	2	the	the	DET
fis-4752	46	3	case	case	NOUN
fis-4752	46	4	of	of	ADP
fis-4752	46	5	single	single	ADJ
fis-4752	46	6	edge	edge	NOUN
fis-4752	46	7	-	-	PUNCT
fis-4752	46	8	crack	crack	NOUN
fis-4752	46	9	semi	semi	ADJ
fis-4752	46	10	-	-	ADJ
fis-4752	46	11	infinite	infinite	ADJ
fis-4752	46	12	elastic	elastic	ADJ
fis-4752	46	13	plate	plate	NOUN
fis-4752	46	14	,	,	PUNCT
fis-4752	46	15	the	the	DET
fis-4752	46	16	sif	sif	NOUN
fis-4752	46	17	was	be	AUX
fis-4752	46	18	calculated	calculate	VERB
fis-4752	46	19	as	as	ADP
fis-4752	46	20	:	:	PUNCT
fis-4752	46	21	02k	02k	NOUN
fis-4752	46	22	a	a	NOUN
fis-4752	46	23	(	(	PUNCT
fis-4752	46	24	3	3	NUM
fis-4752	46	25	)	)	PUNCT
fis-4752	46	26	by	by	ADP
fis-4752	46	27	investigating	investigate	VERB
fis-4752	46	28	the	the	DET
fis-4752	46	29	case	case	NOUN
fis-4752	46	30	where	where	SCONJ
fis-4752	46	31	θ	θ	PROPN
fis-4752	46	32	=	=	SYM
fis-4752	46	33	0	0	PROPN
fis-4752	46	34	,	,	PUNCT
fis-4752	46	35	the	the	DET
fis-4752	46	36	maximum	maximum	ADJ
fis-4752	46	37	normal	normal	ADJ
fis-4752	46	38	stress	stress	NOUN
fis-4752	46	39	along	along	ADP
fis-4752	46	40	the	the	DET
fis-4752	46	41	crack	crack	NOUN
fis-4752	46	42	line	line	NOUN
fis-4752	46	43	becomes	become	VERB
fis-4752	46	44	relevant	relevant	ADJ
fis-4752	46	45	.	.	PUNCT
fis-4752	47	1	the	the	DET
fis-4752	47	2	distance	distance	NOUN
fis-4752	47	3	r	r	NOUN
fis-4752	47	4	from	from	ADP
fis-4752	47	5	the	the	DET
fis-4752	47	6	crack	crack	NOUN
fis-4752	47	7	tip	tip	NOUN
fis-4752	47	8	might	might	AUX
fis-4752	47	9	be	be	AUX
fis-4752	47	10	viewed	view	VERB
fis-4752	47	11	as	as	ADP
fis-4752	47	12	a	a	DET
fis-4752	47	13	characteristic	characteristic	ADJ
fis-4752	47	14	length	length	NOUN
fis-4752	47	15	scale	scale	NOUN
fis-4752	47	16	parameter	parameter	NOUN
fis-4752	47	17	in	in	ADP
fis-4752	47	18	this	this	DET
fis-4752	47	19	case	case	NOUN
fis-4752	47	20	(	(	PUNCT
fis-4752	47	21	r	r	NOUN
fis-4752	47	22	=	=	SYM
fis-4752	47	23	ξ	ξ	NOUN
fis-4752	47	24	)	)	PUNCT
fis-4752	47	25	.	.	PUNCT
fis-4752	48	1	the	the	DET
fis-4752	48	2	stress	stress	NOUN
fis-4752	48	3	concentration	concentration	NOUN
fis-4752	48	4	gets	get	VERB
fis-4752	48	5	significantly	significantly	ADV
fis-4752	48	6	immeasurable	immeasurable	ADJ
fis-4752	48	7	by	by	ADP
fis-4752	48	8	approaching	approach	VERB
fis-4752	48	9	to	to	ADP
fis-4752	48	10	the	the	DET
fis-4752	48	11	crack	crack	NOUN
fis-4752	48	12	tip	tip	NOUN
fis-4752	48	13	(	(	PUNCT
fis-4752	48	14	ξ	ξ	X
fis-4752	48	15	→	→	SYM
fis-4752	48	16	0	0	NUM
fis-4752	48	17	)	)	PUNCT
fis-4752	48	18	.	.	PUNCT
fis-4752	49	1	this	this	DET
fis-4752	49	2	behavior	behavior	NOUN
fis-4752	49	3	is	be	AUX
fis-4752	49	4	an	an	DET
fis-4752	49	5	important	important	ADJ
fis-4752	49	6	feature	feature	NOUN
fis-4752	49	7	of	of	ADP
fis-4752	49	8	fracture	fracture	PROPN
fis-4752	49	9	s.	s.	PROPN
fis-4752	49	10	h.	h.	PROPN
fis-4752	49	11	moghtaderi	moghtaderi	PROPN
fis-4752	49	12	et	et	PROPN
fis-4752	49	13	alii	alii	PROPN
fis-4752	49	14	,	,	PUNCT
fis-4752	49	15	frattura	frattura	PROPN
fis-4752	49	16	ed	ed	PROPN
fis-4752	49	17	integrità	integrità	PROPN
fis-4752	49	18	strutturale	strutturale	PROPN
fis-4752	49	19	,	,	PUNCT
fis-4752	49	20	68	68	NUM
fis-4752	49	21	(	(	PUNCT
fis-4752	49	22	2024	2024	NUM
fis-4752	49	23	)	)	PUNCT
fis-4752	49	24	197	197	NUM
fis-4752	49	25	-	-	SYM
fis-4752	49	26	208	208	NUM
fis-4752	49	27	;	;	PUNCT
fis-4752	49	28	doi	doi	NOUN
fis-4752	49	29	:	:	PUNCT
fis-4752	49	30	10.3221	10.3221	NUM
fis-4752	49	31	/	/	SYM
fis-4752	49	32	igf	igf	PROPN
fis-4752	49	33	-	-	PUNCT
fis-4752	49	34	esis.68.13	esis.68.13	PROPN
fis-4752	49	35	200	200	NUM
fis-4752	49	36	mechanics	mechanic	NOUN
fis-4752	49	37	because	because	SCONJ
fis-4752	49	38	it	it	PRON
fis-4752	49	39	quantifies	quantify	VERB
fis-4752	49	40	the	the	DET
fis-4752	49	41	stress	stress	NOUN
fis-4752	49	42	concentration	concentration	NOUN
fis-4752	49	43	and	and	CCONJ
fis-4752	49	44	importance	importance	NOUN
fis-4752	49	45	of	of	ADP
fis-4752	49	46	stress	stress	NOUN
fis-4752	49	47	at	at	ADP
fis-4752	49	48	the	the	DET
fis-4752	49	49	crack	crack	NOUN
fis-4752	49	50	tip	tip	NOUN
fis-4752	49	51	,	,	PUNCT
fis-4752	49	52	which	which	PRON
fis-4752	49	53	is	be	AUX
fis-4752	49	54	crucial	crucial	ADJ
fis-4752	49	55	in	in	ADP
fis-4752	49	56	predicting	predict	VERB
fis-4752	49	57	crack	crack	NOUN
fis-4752	49	58	propagation	propagation	NOUN
fis-4752	49	59	and	and	CCONJ
fis-4752	49	60	potential	potential	ADJ
fis-4752	49	61	failure	failure	NOUN
fis-4752	49	62	of	of	ADP
fis-4752	49	63	materials	material	NOUN
fis-4752	49	64	and	and	CCONJ
fis-4752	49	65	structures	structure	NOUN
fis-4752	49	66	.	.	PUNCT
fis-4752	50	1	hence	hence	ADV
fis-4752	50	2	,	,	PUNCT
fis-4752	50	3	the	the	DET
fis-4752	50	4	maximum	maximum	ADJ
fis-4752	50	5	stress	stress	NOUN
fis-4752	50	6	component	component	NOUN
fis-4752	50	7	in	in	ADP
fis-4752	50	8	the	the	DET
fis-4752	50	9	y	y	NOUN
fis-4752	50	10	-	-	PUNCT
fis-4752	50	11	direction	direction	NOUN
fis-4752	50	12	along	along	ADP
fis-4752	50	13	the	the	DET
fis-4752	50	14	crack	crack	NOUN
fis-4752	50	15	line	line	NOUN
fis-4752	50	16	in	in	ADP
fis-4752	50	17	the	the	DET
fis-4752	50	18	framework	framework	NOUN
fis-4752	50	19	of	of	ADP
fis-4752	50	20	sif	sif	PROPN
fis-4752	50	21	will	will	AUX
fis-4752	50	22	reduce	reduce	VERB
fis-4752	50	23	to	to	ADP
fis-4752	50	24	:	:	PUNCT
fis-4752	50	25	(	(	PUNCT
fis-4752	50	26	)	)	PUNCT
fis-4752	50	27	00.7979max	00.7979max	NOUN
fis-4752	51	1	sif	sif	NOUN
fis-4752	51	2	y	y	PROPN
fis-4752	51	3	a	a	PROPN
fis-4752	51	4			PROPN
fis-4752	51	5			NOUN
fis-4752	51	6			NUM
fis-4752	51	7	(	(	PUNCT
fis-4752	51	8	4	4	NUM
fis-4752	51	9	)	)	PUNCT
fis-4752	51	10	finite	finite	PROPN
fis-4752	51	11	element	element	NOUN
fis-4752	51	12	analysis	analysis	NOUN
fis-4752	51	13	umerical	umerical	ADJ
fis-4752	51	14	simulation	simulation	NOUN
fis-4752	51	15	was	be	AUX
fis-4752	51	16	conducted	conduct	VERB
fis-4752	51	17	by	by	ADP
fis-4752	51	18	considering	consider	VERB
fis-4752	51	19	the	the	DET
fis-4752	51	20	mechanical	mechanical	ADJ
fis-4752	51	21	properties	property	NOUN
fis-4752	51	22	of	of	ADP
fis-4752	51	23	an	an	DET
fis-4752	51	24	elastic	elastic	ADJ
fis-4752	51	25	plate	plate	NOUN
fis-4752	51	26	using	use	VERB
fis-4752	51	27	finite	finite	ADJ
fis-4752	51	28	element	element	NOUN
fis-4752	51	29	modeling	modeling	NOUN
fis-4752	51	30	(	(	PUNCT
fis-4752	51	31	fem	fem	NOUN
fis-4752	51	32	)	)	PUNCT
fis-4752	51	33	in	in	ADP
fis-4752	51	34	abaqus	abaqus	PROPN
fis-4752	51	35	cae	cae	PROPN
fis-4752	51	36	software	software	NOUN
fis-4752	51	37	,	,	PUNCT
fis-4752	51	38	as	as	SCONJ
fis-4752	51	39	shown	show	VERB
fis-4752	51	40	in	in	ADP
fis-4752	51	41	tab	tab	NOUN
fis-4752	51	42	.	.	PUNCT
fis-4752	52	1	1	1	X
fis-4752	52	2	.	.	X
fis-4752	52	3	in	in	ADP
fis-4752	52	4	this	this	DET
fis-4752	52	5	example	example	NOUN
fis-4752	52	6	,	,	PUNCT
fis-4752	52	7	a	a	DET
fis-4752	52	8	two	two	NUM
fis-4752	52	9	-	-	PUNCT
fis-4752	52	10	dimensional	dimensional	ADJ
fis-4752	52	11	elastic	elastic	ADJ
fis-4752	52	12	plate	plate	NOUN
fis-4752	52	13	model	model	NOUN
fis-4752	52	14	with	with	ADP
fis-4752	52	15	a	a	DET
fis-4752	52	16	width	width	NOUN
fis-4752	52	17	of	of	ADP
fis-4752	52	18	30	30	NUM
fis-4752	52	19	mm	mm	NOUN
fis-4752	52	20	and	and	CCONJ
fis-4752	52	21	a	a	DET
fis-4752	52	22	height	height	NOUN
fis-4752	52	23	of	of	ADP
fis-4752	52	24	50	50	NUM
fis-4752	52	25	mm	mm	NOUN
fis-4752	52	26	is	be	AUX
fis-4752	52	27	evaluated	evaluate	VERB
fis-4752	52	28	,	,	PUNCT
fis-4752	52	29	as	as	ADV
fis-4752	52	30	well	well	ADV
fis-4752	52	31	as	as	ADP
fis-4752	52	32	an	an	DET
fis-4752	52	33	initial	initial	ADJ
fis-4752	52	34	tension	tension	NOUN
fis-4752	52	35	stress	stress	NOUN
fis-4752	52	36	of	of	ADP
fis-4752	52	37	1	1	NUM
fis-4752	52	38	mpa	mpa	NOUN
fis-4752	52	39	.	.	PUNCT
fis-4752	53	1	items	item	NOUN
fis-4752	53	2	values	value	NOUN
fis-4752	53	3	units	unit	NOUN
fis-4752	53	4	density	density	VERB
fis-4752	53	5	ρ	ρ	PROPN
fis-4752	53	6	7800	7800	NUM
fis-4752	53	7	kg	kg	PROPN
fis-4752	53	8	/	/	SYM
fis-4752	53	9	m3	m3	PROPN
fis-4752	53	10	elastic	elastic	ADJ
fis-4752	53	11	modulus	modulus	NOUN
fis-4752	53	12	e	e	PROPN
fis-4752	53	13	210000	210000	NUM
fis-4752	53	14	mpa	mpa	PROPN
fis-4752	53	15	poisson	poisson	PROPN
fis-4752	53	16	’s	’s	PART
fis-4752	53	17	ratio	ratio	NOUN
fis-4752	53	18	ν	ν	PROPN
fis-4752	53	19	0.3	0.3	NUM
fis-4752	53	20	maximum	maximum	ADJ
fis-4752	53	21	principal	principal	ADJ
fis-4752	53	22	stress	stress	NOUN
fis-4752	53	23	200	200	NUM
fis-4752	53	24	mpa	mpa	NOUN
fis-4752	53	25	initial	initial	ADJ
fis-4752	53	26	tension	tension	NOUN
fis-4752	53	27	σ0	σ0	PROPN
fis-4752	53	28	1	1	NUM
fis-4752	53	29	mpa	mpa	NOUN
fis-4752	53	30	width	width	NOUN
fis-4752	53	31	of	of	ADP
fis-4752	53	32	plate	plate	NOUN
fis-4752	53	33	w	w	PROPN
fis-4752	53	34	50	50	NUM
fis-4752	53	35	mm	mm	NOUN
fis-4752	53	36	height	height	NOUN
fis-4752	53	37	of	of	ADP
fis-4752	53	38	plate	plate	NOUN
fis-4752	53	39	h	h	NOUN
fis-4752	53	40	30	30	NUM
fis-4752	53	41	mm	mm	NOUN
fis-4752	53	42	table	table	NOUN
fis-4752	53	43	1	1	NUM
fis-4752	53	44	:	:	PUNCT
fis-4752	53	45	mechanical	mechanical	ADJ
fis-4752	53	46	properties	property	NOUN
fis-4752	53	47	of	of	ADP
fis-4752	53	48	model	model	NOUN
fis-4752	53	49	for	for	ADP
fis-4752	53	50	numerical	numerical	PROPN
fis-4752	53	51	simulation	simulation	PROPN
fis-4752	53	52	.	.	PUNCT
fis-4752	54	1	the	the	DET
fis-4752	54	2	simulation	simulation	NOUN
fis-4752	54	3	included	include	VERB
fis-4752	54	4	a	a	DET
fis-4752	54	5	wide	wide	ADJ
fis-4752	54	6	variety	variety	NOUN
fis-4752	54	7	of	of	ADP
fis-4752	54	8	crack	crack	NOUN
fis-4752	54	9	sizes	size	NOUN
fis-4752	54	10	ranging	range	VERB
fis-4752	54	11	from	from	ADP
fis-4752	54	12	(	(	PUNCT
fis-4752	54	13	0	0	PUNCT
fis-4752	54	14	<	<	X
fis-4752	54	15	a	a	DET
fis-4752	54	16	≤	≤	NUM
fis-4752	54	17	10	10	NUM
fis-4752	54	18	mm	mm	NOUN
fis-4752	54	19	)	)	PUNCT
fis-4752	54	20	.	.	PUNCT
fis-4752	55	1	,	,	PUNCT
fis-4752	55	2	concerning	concern	VERB
fis-4752	55	3	a	a	DET
fis-4752	55	4	larger	large	ADJ
fis-4752	55	5	number	number	NOUN
fis-4752	55	6	of	of	ADP
fis-4752	55	7	elements	element	NOUN
fis-4752	55	8	required	require	VERB
fis-4752	55	9	for	for	ADP
fis-4752	55	10	smaller	small	ADJ
fis-4752	55	11	crack	crack	NOUN
fis-4752	55	12	sizes	size	NOUN
fis-4752	55	13	.	.	PUNCT
fis-4752	56	1	predefined	predefine	VERB
fis-4752	56	2	cracks	crack	NOUN
fis-4752	56	3	are	be	AUX
fis-4752	56	4	present	present	ADJ
fis-4752	56	5	,	,	PUNCT
fis-4752	56	6	but	but	CCONJ
fis-4752	56	7	the	the	DET
fis-4752	56	8	particular	particular	ADJ
fis-4752	56	9	crack	crack	NOUN
fis-4752	56	10	path	path	NOUN
fis-4752	56	11	is	be	AUX
fis-4752	56	12	unspecified	unspecified	ADJ
fis-4752	56	13	.	.	PUNCT
fis-4752	57	1	the	the	DET
fis-4752	57	2	simulation	simulation	NOUN
fis-4752	57	3	is	be	AUX
fis-4752	57	4	carried	carry	VERB
fis-4752	57	5	out	out	ADP
fis-4752	57	6	repeatedly	repeatedly	ADV
fis-4752	57	7	with	with	ADP
fis-4752	57	8	various	various	ADJ
fis-4752	57	9	crack	crack	NOUN
fis-4752	57	10	lengths	length	NOUN
fis-4752	57	11	within	within	ADP
fis-4752	57	12	the	the	DET
fis-4752	57	13	suggested	suggested	ADJ
fis-4752	57	14	range	range	NOUN
fis-4752	57	15	.	.	PUNCT
fis-4752	58	1	to	to	PART
fis-4752	58	2	accomplish	accomplish	VERB
fis-4752	58	3	this	this	PRON
fis-4752	58	4	,	,	PUNCT
fis-4752	58	5	a	a	DET
fis-4752	58	6	local	local	ADJ
fis-4752	58	7	seeding	seeding	NOUN
fis-4752	58	8	strategy	strategy	NOUN
fis-4752	58	9	was	be	AUX
fis-4752	58	10	implemented	implement	VERB
fis-4752	58	11	during	during	ADP
fis-4752	58	12	the	the	DET
fis-4752	58	13	meshing	meshing	NOUN
fis-4752	58	14	process	process	NOUN
fis-4752	58	15	,	,	PUNCT
fis-4752	58	16	which	which	PRON
fis-4752	58	17	allowed	allow	VERB
fis-4752	58	18	for	for	ADP
fis-4752	58	19	a	a	DET
fis-4752	58	20	higher	high	ADJ
fis-4752	58	21	element	element	NOUN
fis-4752	58	22	density	density	NOUN
fis-4752	58	23	near	near	ADP
fis-4752	58	24	the	the	DET
fis-4752	58	25	crack	crack	NOUN
fis-4752	58	26	without	without	ADP
fis-4752	58	27	raising	raise	VERB
fis-4752	58	28	the	the	DET
fis-4752	58	29	element	element	NOUN
fis-4752	58	30	count	count	NOUN
fis-4752	58	31	for	for	ADP
fis-4752	58	32	the	the	DET
fis-4752	58	33	entire	entire	ADJ
fis-4752	58	34	model	model	NOUN
fis-4752	58	35	unduly	unduly	ADV
fis-4752	58	36	.	.	PUNCT
fis-4752	59	1	furthermore	furthermore	ADV
fis-4752	59	2	,	,	PUNCT
fis-4752	59	3	the	the	DET
fis-4752	59	4	numerical	numerical	ADJ
fis-4752	59	5	inquiry	inquiry	NOUN
fis-4752	59	6	of	of	ADP
fis-4752	59	7	crack	crack	NOUN
fis-4752	59	8	analysis	analysis	NOUN
fis-4752	59	9	indicated	indicate	VERB
fis-4752	59	10	meshing	meshing	NOUN
fis-4752	59	11	sensitivity	sensitivity	NOUN
fis-4752	59	12	[	[	X
fis-4752	59	13	27	27	NUM
fis-4752	59	14	]	]	PUNCT
fis-4752	59	15	,	,	PUNCT
fis-4752	59	16	motivating	motivate	VERB
fis-4752	59	17	the	the	DET
fis-4752	59	18	assessment	assessment	NOUN
fis-4752	59	19	of	of	ADP
fis-4752	59	20	different	different	ADJ
fis-4752	59	21	mesh	mesh	NOUN
fis-4752	59	22	sizes	size	NOUN
fis-4752	59	23	,	,	PUNCT
fis-4752	59	24	as	as	SCONJ
fis-4752	59	25	illustrated	illustrate	VERB
fis-4752	59	26	in	in	ADP
fis-4752	59	27	tab	tab	NOUN
fis-4752	59	28	.	.	PUNCT
fis-4752	60	1	2	2	NUM
fis-4752	60	2	,	,	PUNCT
fis-4752	60	3	to	to	PART
fis-4752	60	4	examine	examine	VERB
fis-4752	60	5	and	and	CCONJ
fis-4752	60	6	analyze	analyze	VERB
fis-4752	60	7	this	this	DET
fis-4752	60	8	phenomena	phenomenon	NOUN
fis-4752	60	9	.	.	PUNCT
fis-4752	61	1	simulation	simulation	NOUN
fis-4752	61	2	iteration	iteration	PROPN
fis-4752	61	3	min	min	PROPN
fis-4752	61	4	max	max	PROPN
fis-4752	61	5	size	size	NOUN
fis-4752	61	6	of	of	ADP
fis-4752	61	7	elements	element	NOUN
fis-4752	61	8	units	unit	NOUN
fis-4752	61	9	i	i	PRON
fis-4752	61	10	1.0	1.0	NUM
fis-4752	61	11	–	–	PUNCT
fis-4752	61	12	3.0	3.0	NUM
fis-4752	61	13	mm	mm	NOUN
fis-4752	61	14	ii	ii	PROPN
fis-4752	61	15	0.5	0.5	NUM
fis-4752	61	16	–	–	PUNCT
fis-4752	61	17	1.0	1.0	NUM
fis-4752	61	18	mm	mm	PROPN
fis-4752	61	19	iii	iii	NUM
fis-4752	61	20	0.1	0.1	NUM
fis-4752	61	21	–	–	PUNCT
fis-4752	61	22	0.5	0.5	NUM
fis-4752	61	23	mm	mm	NOUN
fis-4752	61	24	iv	iv	NUM
fis-4752	61	25	0.05	0.05	NUM
fis-4752	61	26	–	–	PUNCT
fis-4752	61	27	0.1	0.1	NUM
fis-4752	61	28	mm	mm	NOUN
fis-4752	61	29	table	table	NOUN
fis-4752	61	30	2	2	NUM
fis-4752	61	31	:	:	PUNCT
fis-4752	61	32	different	different	ADJ
fis-4752	61	33	iterations	iteration	NOUN
fis-4752	61	34	of	of	ADP
fis-4752	61	35	numerical	numerical	ADJ
fis-4752	61	36	simulation	simulation	NOUN
fis-4752	61	37	via	via	ADP
fis-4752	61	38	abaqus	abaqus	PROPN
fis-4752	61	39	cae	cae	PROPN
fis-4752	61	40	.	.	PUNCT
fis-4752	62	1	a	a	DET
fis-4752	62	2	detailed	detailed	ADJ
fis-4752	62	3	mesh	mesh	NOUN
fis-4752	62	4	sensitivity	sensitivity	NOUN
fis-4752	62	5	analysis	analysis	NOUN
fis-4752	62	6	was	be	AUX
fis-4752	62	7	performed	perform	VERB
fis-4752	62	8	during	during	ADP
fis-4752	62	9	the	the	DET
fis-4752	62	10	meshing	meshing	NOUN
fis-4752	62	11	process	process	NOUN
fis-4752	62	12	to	to	PART
fis-4752	62	13	evaluate	evaluate	VERB
fis-4752	62	14	the	the	DET
fis-4752	62	15	effect	effect	NOUN
fis-4752	62	16	of	of	ADP
fis-4752	62	17	altering	alter	VERB
fis-4752	62	18	mesh	mesh	NOUN
fis-4752	62	19	sizes	size	NOUN
fis-4752	62	20	on	on	ADP
fis-4752	62	21	the	the	DET
fis-4752	62	22	outcomes	outcome	NOUN
fis-4752	62	23	.	.	PUNCT
fis-4752	63	1	four	four	NUM
fis-4752	63	2	different	different	ADJ
fis-4752	63	3	simulations	simulation	NOUN
fis-4752	63	4	were	be	AUX
fis-4752	63	5	performed	perform	VERB
fis-4752	63	6	,	,	PUNCT
fis-4752	63	7	gradually	gradually	ADV
fis-4752	63	8	improving	improve	VERB
fis-4752	63	9	the	the	DET
fis-4752	63	10	mesh	mesh	NOUN
fis-4752	63	11	from	from	ADP
fis-4752	63	12	coarse	coarse	ADV
fis-4752	63	13	to	to	ADP
fis-4752	63	14	fine	fine	ADJ
fis-4752	63	15	resolutions	resolution	NOUN
fis-4752	63	16	.	.	PUNCT
fis-4752	64	1	the	the	DET
fis-4752	64	2	simulations	simulation	NOUN
fis-4752	64	3	were	be	AUX
fis-4752	64	4	categorized	categorize	VERB
fis-4752	64	5	as	as	ADP
fis-4752	64	6	i	i	PROPN
fis-4752	64	7	,	,	PUNCT
fis-4752	64	8	ii	ii	PROPN
fis-4752	64	9	,	,	PUNCT
fis-4752	64	10	iii	iii	PROPN
fis-4752	64	11	,	,	PUNCT
fis-4752	64	12	and	and	CCONJ
fis-4752	64	13	iv	iv	X
fis-4752	64	14	,	,	PUNCT
fis-4752	64	15	with	with	ADP
fis-4752	64	16	mesh	mesh	NOUN
fis-4752	64	17	sizes	size	NOUN
fis-4752	64	18	ranging	range	VERB
fis-4752	64	19	from	from	ADP
fis-4752	64	20	1.0	1.0	NUM
fis-4752	64	21	to	to	ADP
fis-4752	64	22	3.0	3.0	NUM
fis-4752	64	23	mm	mm	NOUN
fis-4752	64	24	,	,	PUNCT
fis-4752	64	25	0.5	0.5	NUM
fis-4752	64	26	to	to	PART
fis-4752	64	27	1.0	1.0	NUM
fis-4752	64	28	mm	mm	NOUN
fis-4752	64	29	,	,	PUNCT
fis-4752	64	30	0.1	0.1	NUM
fis-4752	64	31	to	to	PART
fis-4752	64	32	0.5	0.5	NUM
fis-4752	64	33	mm	mm	NOUN
fis-4752	64	34	,	,	PUNCT
fis-4752	64	35	and	and	CCONJ
fis-4752	64	36	0.05	0.05	NUM
fis-4752	64	37	to	to	PART
fis-4752	64	38	0.1	0.1	NUM
fis-4752	64	39	mm	mm	NOUN
fis-4752	64	40	,	,	PUNCT
fis-4752	64	41	respectively	respectively	ADV
fis-4752	64	42	.	.	PUNCT
fis-4752	65	1	this	this	DET
fis-4752	65	2	method	method	NOUN
fis-4752	65	3	allows	allow	VERB
fis-4752	65	4	for	for	ADP
fis-4752	65	5	a	a	DET
fis-4752	65	6	detailed	detailed	ADJ
fis-4752	65	7	investigation	investigation	NOUN
fis-4752	65	8	of	of	ADP
fis-4752	65	9	the	the	DET
fis-4752	65	10	effect	effect	NOUN
fis-4752	65	11	of	of	ADP
fis-4752	65	12	mesh	mesh	NOUN
fis-4752	65	13	granularity	granularity	NOUN
fis-4752	65	14	on	on	ADP
fis-4752	65	15	the	the	DET
fis-4752	65	16	outcomes	outcome	NOUN
fis-4752	65	17	,	,	PUNCT
fis-4752	65	18	revealing	reveal	VERB
fis-4752	65	19	insights	insight	NOUN
fis-4752	65	20	into	into	ADP
fis-4752	65	21	the	the	DET
fis-4752	65	22	susceptibility	susceptibility	NOUN
fis-4752	65	23	of	of	ADP
fis-4752	65	24	the	the	DET
fis-4752	65	25	model	model	NOUN
fis-4752	65	26	to	to	ADP
fis-4752	65	27	alternative	alternative	ADJ
fis-4752	65	28	meshing	meshing	NOUN
fis-4752	65	29	configurations	configuration	NOUN
fis-4752	65	30	.	.	PUNCT
fis-4752	66	1	the	the	DET
fis-4752	66	2	elements	element	NOUN
fis-4752	66	3	that	that	PRON
fis-4752	66	4	are	be	AUX
fis-4752	66	5	considered	consider	VERB
fis-4752	66	6	to	to	PART
fis-4752	66	7	be	be	AUX
fis-4752	66	8	4	4	NUM
fis-4752	66	9	-	-	ADJ
fis-4752	66	10	node	node	ADJ
fis-4752	66	11	bilinear	bilinear	NOUN
fis-4752	66	12	plane	plane	NOUN
fis-4752	66	13	stress	stress	NOUN
fis-4752	66	14	quadrilateral	quadrilateral	NOUN
fis-4752	66	15	,	,	PUNCT
fis-4752	66	16	reduced	reduced	ADJ
fis-4752	66	17	integration	integration	NOUN
fis-4752	66	18	,	,	PUNCT
fis-4752	66	19	hourglass	hourglass	NOUN
fis-4752	66	20	control	control	NOUN
fis-4752	66	21	(	(	PUNCT
fis-4752	66	22	cps4r	cps4r	PROPN
fis-4752	66	23	)	)	PUNCT
fis-4752	66	24	.	.	PUNCT
fis-4752	67	1	fig	fig	NOUN
fis-4752	67	2	3	3	NUM
fis-4752	67	3	represents	represent	VERB
fis-4752	67	4	an	an	DET
fis-4752	67	5	example	example	NOUN
fis-4752	67	6	of	of	ADP
fis-4752	67	7	an	an	DET
fis-4752	67	8	abaqus	abaqus	PROPN
fis-4752	67	9	cae	cae	PROPN
fis-4752	67	10	software	software	PROPN
fis-4752	67	11	fem	fem	PROPN
fis-4752	67	12	simulation	simulation	PROPN
fis-4752	67	13	result	result	VERB
fis-4752	67	14	for	for	ADP
fis-4752	67	15	a	a	DET
fis-4752	67	16	normal	normal	ADJ
fis-4752	67	17	stress	stress	NOUN
fis-4752	67	18	distribution	distribution	NOUN
fis-4752	67	19	in	in	ADP
fis-4752	67	20	the	the	DET
fis-4752	67	21	yn	yn	PROPN
fis-4752	67	22	s.	s.	PROPN
fis-4752	67	23	h.	h.	PROPN
fis-4752	67	24	moghtaderi	moghtaderi	PROPN
fis-4752	67	25	et	et	PROPN
fis-4752	67	26	alii	alii	PROPN
fis-4752	67	27	,	,	PUNCT
fis-4752	67	28	frattura	frattura	PROPN
fis-4752	67	29	ed	ed	PROPN
fis-4752	67	30	integrità	integrità	PROPN
fis-4752	67	31	strutturale	strutturale	PROPN
fis-4752	67	32	,	,	PUNCT
fis-4752	67	33	68	68	NUM
fis-4752	67	34	(	(	PUNCT
fis-4752	67	35	2024	2024	NUM
fis-4752	67	36	)	)	PUNCT
fis-4752	67	37	197	197	NUM
fis-4752	67	38	-	-	SYM
fis-4752	67	39	208	208	NUM
fis-4752	67	40	;	;	PUNCT
fis-4752	67	41	doi	doi	NOUN
fis-4752	67	42	:	:	PUNCT
fis-4752	67	43	10.3221	10.3221	NUM
fis-4752	67	44	/	/	SYM
fis-4752	67	45	igf	igf	PROPN
fis-4752	67	46	-	-	PUNCT
fis-4752	67	47	esis.68.13	esis.68.13	PROPN
fis-4752	67	48	201	201	NUM
fis-4752	67	49	direction	direction	NOUN
fis-4752	67	50	.	.	PUNCT
fis-4752	68	1	in	in	ADP
fis-4752	68	2	this	this	DET
fis-4752	68	3	example	example	NOUN
fis-4752	68	4	,	,	PUNCT
fis-4752	68	5	for	for	ADP
fis-4752	68	6	simulation	simulation	PROPN
fis-4752	68	7	iteration	iteration	PROPN
fis-4752	68	8	ii	ii	PROPN
fis-4752	68	9	,	,	PUNCT
fis-4752	68	10	the	the	DET
fis-4752	68	11	element	element	NOUN
fis-4752	68	12	size	size	NOUN
fis-4752	68	13	surrounding	surround	VERB
fis-4752	68	14	the	the	DET
fis-4752	68	15	crack	crack	NOUN
fis-4752	68	16	is	be	AUX
fis-4752	68	17	set	set	VERB
fis-4752	68	18	to	to	ADP
fis-4752	68	19	0.5	0.5	NUM
fis-4752	68	20	mm	mm	NOUN
fis-4752	68	21	,	,	PUNCT
fis-4752	68	22	and	and	CCONJ
fis-4752	68	23	the	the	DET
fis-4752	68	24	crack	crack	NOUN
fis-4752	68	25	length	length	NOUN
fis-4752	68	26	is	be	AUX
fis-4752	68	27	set	set	VERB
fis-4752	68	28	to	to	ADP
fis-4752	68	29	7	7	NUM
fis-4752	68	30	mm	mm	NOUN
fis-4752	68	31	.	.	PUNCT
fis-4752	69	1	according	accord	VERB
fis-4752	69	2	to	to	ADP
fis-4752	69	3	the	the	DET
fis-4752	69	4	analysis	analysis	NOUN
fis-4752	69	5	,	,	PUNCT
fis-4752	69	6	the	the	DET
fis-4752	69	7	maximum	maximum	ADJ
fis-4752	69	8	normal	normal	ADJ
fis-4752	69	9	stress	stress	NOUN
fis-4752	69	10	in	in	ADP
fis-4752	69	11	the	the	DET
fis-4752	69	12	y	y	NOUN
fis-4752	69	13	-	-	PUNCT
fis-4752	69	14	direction	direction	NOUN
fis-4752	69	15	is	be	AUX
fis-4752	69	16	5.80	5.80	NUM
fis-4752	69	17	mpa	mpa	NOUN
fis-4752	69	18	.	.	PUNCT
fis-4752	70	1	figure	figure	NOUN
fis-4752	70	2	3	3	NUM
fis-4752	70	3	:	:	PUNCT
fis-4752	70	4	normal	normal	ADJ
fis-4752	70	5	stress	stress	NOUN
fis-4752	70	6	distribution	distribution	NOUN
fis-4752	70	7	in	in	ADP
fis-4752	70	8	the	the	DET
fis-4752	70	9	y	y	NOUN
fis-4752	70	10	-	-	PUNCT
fis-4752	70	11	direction	direction	NOUN
fis-4752	70	12	near	near	ADP
fis-4752	70	13	the	the	DET
fis-4752	70	14	crack	crack	NOUN
fis-4752	70	15	tip	tip	NOUN
fis-4752	70	16	with	with	ADP
fis-4752	70	17	simulation	simulation	PROPN
fis-4752	70	18	iteration	iteration	PROPN
fis-4752	70	19	ii	ii	PROPN
fis-4752	70	20	and	and	CCONJ
fis-4752	70	21	crack	crack	VERB
fis-4752	70	22	length	length	NOUN
fis-4752	70	23	of	of	ADP
fis-4752	70	24	7	7	NUM
fis-4752	70	25	mm	mm	NOUN
fis-4752	70	26	.	.	PUNCT
fis-4752	70	27	machine	machine	NOUN
fis-4752	70	28	learning	learning	NOUN
fis-4752	70	29	model	model	NOUN
fis-4752	70	30	his	his	PRON
fis-4752	70	31	part	part	NOUN
fis-4752	70	32	of	of	ADP
fis-4752	70	33	the	the	DET
fis-4752	70	34	study	study	NOUN
fis-4752	70	35	discusses	discuss	VERB
fis-4752	70	36	the	the	DET
fis-4752	70	37	application	application	NOUN
fis-4752	70	38	of	of	ADP
fis-4752	70	39	algorithms	algorithm	NOUN
fis-4752	70	40	for	for	ADP
fis-4752	70	41	machine	machine	NOUN
fis-4752	70	42	learning	learning	NOUN
fis-4752	70	43	,	,	PUNCT
fis-4752	70	44	particularly	particularly	ADV
fis-4752	70	45	artificial	artificial	ADJ
fis-4752	70	46	neural	neural	ADJ
fis-4752	70	47	network	network	NOUN
fis-4752	70	48	(	(	PUNCT
fis-4752	70	49	ann	ann	PROPN
fis-4752	70	50	)	)	PUNCT
fis-4752	70	51	,	,	PUNCT
fis-4752	70	52	for	for	ADP
fis-4752	70	53	fracture	fracture	NOUN
fis-4752	70	54	analysis	analysis	NOUN
fis-4752	70	55	and	and	CCONJ
fis-4752	70	56	maximum	maximum	ADJ
fis-4752	70	57	normal	normal	ADJ
fis-4752	70	58	stress	stress	NOUN
fis-4752	70	59	prediction	prediction	NOUN
fis-4752	70	60	.	.	PUNCT
fis-4752	71	1	the	the	DET
fis-4752	71	2	predictions	prediction	NOUN
fis-4752	71	3	are	be	AUX
fis-4752	71	4	based	base	VERB
fis-4752	71	5	on	on	ADP
fis-4752	71	6	numerical	numerical	PROPN
fis-4752	71	7	simulation	simulation	PROPN
fis-4752	71	8	data	datum	NOUN
fis-4752	71	9	acquired	acquire	VERB
fis-4752	71	10	from	from	ADP
fis-4752	71	11	an	an	DET
fis-4752	71	12	edge	edge	NOUN
fis-4752	71	13	-	-	PUNCT
fis-4752	71	14	crack	crack	NOUN
fis-4752	71	15	semi	semi	ADJ
fis-4752	71	16	-	-	ADJ
fis-4752	71	17	infinite	infinite	ADJ
fis-4752	71	18	elastic	elastic	ADJ
fis-4752	71	19	plate	plate	NOUN
fis-4752	71	20	fracture	fracture	NOUN
fis-4752	71	21	analysis	analysis	NOUN
fis-4752	71	22	.	.	PUNCT
fis-4752	72	1	additionally	additionally	ADV
fis-4752	72	2	,	,	PUNCT
fis-4752	72	3	the	the	DET
fis-4752	72	4	results	result	NOUN
fis-4752	72	5	are	be	AUX
fis-4752	72	6	classified	classify	VERB
fis-4752	72	7	based	base	VERB
fis-4752	72	8	on	on	ADP
fis-4752	72	9	the	the	DET
fis-4752	72	10	different	different	ADJ
fis-4752	72	11	simulation	simulation	NOUN
fis-4752	72	12	iterations	iteration	NOUN
fis-4752	72	13	.	.	PUNCT
fis-4752	73	1	the	the	DET
fis-4752	73	2	objective	objective	NOUN
fis-4752	73	3	of	of	ADP
fis-4752	73	4	implementing	implement	VERB
fis-4752	73	5	machine	machine	NOUN
fis-4752	73	6	learning	learning	NOUN
fis-4752	73	7	in	in	ADP
fis-4752	73	8	this	this	DET
fis-4752	73	9	context	context	NOUN
fis-4752	73	10	is	be	AUX
fis-4752	73	11	to	to	PART
fis-4752	73	12	create	create	VERB
fis-4752	73	13	accurate	accurate	ADJ
fis-4752	73	14	and	and	CCONJ
fis-4752	73	15	efficient	efficient	ADJ
fis-4752	73	16	model	model	NOUN
fis-4752	73	17	that	that	PRON
fis-4752	73	18	is	be	AUX
fis-4752	73	19	able	able	ADJ
fis-4752	73	20	to	to	PART
fis-4752	73	21	predict	predict	VERB
fis-4752	73	22	the	the	DET
fis-4752	73	23	maximum	maximum	ADJ
fis-4752	73	24	normal	normal	ADJ
fis-4752	73	25	stress	stress	NOUN
fis-4752	73	26	distribution	distribution	NOUN
fis-4752	73	27	around	around	ADP
fis-4752	73	28	the	the	DET
fis-4752	73	29	crack	crack	NOUN
fis-4752	73	30	tip	tip	NOUN
fis-4752	73	31	,	,	PUNCT
fis-4752	73	32	facilitating	facilitate	VERB
fis-4752	73	33	in	in	ADP
fis-4752	73	34	the	the	DET
fis-4752	73	35	evaluation	evaluation	NOUN
fis-4752	73	36	of	of	ADP
fis-4752	73	37	fracture	fracture	ADJ
fis-4752	73	38	behavior	behavior	NOUN
fis-4752	73	39	and	and	CCONJ
fis-4752	73	40	structural	structural	ADJ
fis-4752	73	41	integrity	integrity	NOUN
fis-4752	73	42	.	.	PUNCT
fis-4752	74	1	figure	figure	VERB
fis-4752	74	2	4	4	NUM
fis-4752	74	3	:	:	PUNCT
fis-4752	74	4	a	a	DET
fis-4752	74	5	generalized	generalized	ADJ
fis-4752	74	6	ann	ann	PROPN
fis-4752	74	7	structure	structure	NOUN
fis-4752	74	8	with	with	ADP
fis-4752	74	9	input	input	NOUN
fis-4752	74	10	to	to	ADP
fis-4752	74	11	generating	generate	VERB
fis-4752	74	12	output	output	NOUN
fis-4752	74	13	based	base	VERB
fis-4752	74	14	on	on	ADP
fis-4752	74	15	the	the	DET
fis-4752	74	16	data	datum	NOUN
fis-4752	74	17	processed	process	VERB
fis-4752	74	18	by	by	ADP
fis-4752	74	19	the	the	DET
fis-4752	74	20	input	input	NOUN
fis-4752	74	21	and	and	CCONJ
fis-4752	74	22	hidden	hidden	ADJ
fis-4752	74	23	layers	layer	NOUN
fis-4752	74	24	.	.	PUNCT
fis-4752	75	1	artificial	artificial	ADJ
fis-4752	75	2	neural	neural	ADJ
fis-4752	75	3	network	network	NOUN
fis-4752	75	4	(	(	PUNCT
fis-4752	75	5	ann	ann	PROPN
fis-4752	75	6	)	)	PUNCT
fis-4752	75	7	in	in	ADP
fis-4752	75	8	the	the	DET
fis-4752	75	9	subject	subject	NOUN
fis-4752	75	10	of	of	ADP
fis-4752	75	11	fracture	fracture	NOUN
fis-4752	75	12	mechanics	mechanic	NOUN
fis-4752	75	13	,	,	PUNCT
fis-4752	75	14	the	the	DET
fis-4752	75	15	application	application	NOUN
fis-4752	75	16	of	of	ADP
fis-4752	75	17	artificial	artificial	ADJ
fis-4752	75	18	neural	neural	ADJ
fis-4752	75	19	networks	network	NOUN
fis-4752	75	20	(	(	PUNCT
fis-4752	75	21	ann	ann	PROPN
fis-4752	75	22	)	)	PUNCT
fis-4752	75	23	along	along	ADP
fis-4752	75	24	with	with	ADP
fis-4752	75	25	finite	finite	ADJ
fis-4752	75	26	element	element	NOUN
fis-4752	75	27	analysis	analysis	NOUN
fis-4752	75	28	(	(	PUNCT
fis-4752	75	29	fea	fea	NOUN
fis-4752	75	30	)	)	PUNCT
fis-4752	75	31	has	have	AUX
fis-4752	75	32	proven	prove	VERB
fis-4752	75	33	to	to	PART
fis-4752	75	34	be	be	AUX
fis-4752	75	35	a	a	DET
fis-4752	75	36	valuable	valuable	ADJ
fis-4752	75	37	technique	technique	NOUN
fis-4752	75	38	.	.	PUNCT
fis-4752	76	1	fea	fea	PROPN
fis-4752	76	2	is	be	AUX
fis-4752	76	3	widely	widely	ADV
fis-4752	76	4	employed	employ	VERB
fis-4752	76	5	in	in	ADP
fis-4752	76	6	the	the	DET
fis-4752	76	7	engineering	engineering	NOUN
fis-4752	76	8	field	field	NOUN
fis-4752	76	9	developments	development	NOUN
fis-4752	76	10	to	to	PART
fis-4752	76	11	simulate	simulate	VERB
fis-4752	76	12	and	and	CCONJ
fis-4752	76	13	analyze	analyze	VERB
fis-4752	76	14	complex	complex	ADJ
fis-4752	76	15	fracture	fracture	NOUN
fis-4752	76	16	behavior	behavior	NOUN
fis-4752	76	17	and	and	CCONJ
fis-4752	76	18	stress	stress	NOUN
fis-4752	76	19	distribution	distribution	NOUN
fis-4752	76	20	.	.	PUNCT
fis-4752	77	1	engineers	engineer	NOUN
fis-4752	77	2	and	and	CCONJ
fis-4752	77	3	researchers	researcher	NOUN
fis-4752	77	4	are	be	AUX
fis-4752	77	5	able	able	ADJ
fis-4752	77	6	to	to	PART
fis-4752	77	7	employ	employ	VERB
fis-4752	77	8	machine	machine	NOUN
fis-4752	77	9	learning	learn	VERB
fis-4752	77	10	to	to	PART
fis-4752	77	11	improve	improve	VERB
fis-4752	77	12	the	the	DET
fis-4752	77	13	accuracy	accuracy	NOUN
fis-4752	77	14	and	and	CCONJ
fis-4752	77	15	efficiency	efficiency	NOUN
fis-4752	77	16	of	of	ADP
fis-4752	77	17	fracture	fracture	NOUN
fis-4752	77	18	analysis	analysis	NOUN
fis-4752	77	19	by	by	ADP
fis-4752	77	20	integrating	integrate	VERB
fis-4752	77	21	ann	ann	PROPN
fis-4752	77	22	with	with	ADP
fis-4752	77	23	fea	fea	PROPN
fis-4752	78	1	[	[	X
fis-4752	78	2	28	28	NUM
fis-4752	78	3	-	-	SYM
fis-4752	78	4	30	30	NUM
fis-4752	78	5	]	]	PUNCT
fis-4752	78	6	.	.	PUNCT
fis-4752	79	1	ann	ann	PROPN
fis-4752	79	2	can	can	AUX
fis-4752	79	3	efficiently	efficiently	ADV
fis-4752	79	4	learn	learn	VERB
fis-4752	79	5	from	from	ADP
fis-4752	79	6	massive	massive	ADJ
fis-4752	79	7	amounts	amount	NOUN
fis-4752	79	8	of	of	ADP
fis-4752	79	9	data	datum	NOUN
fis-4752	79	10	generated	generate	VERB
fis-4752	79	11	by	by	ADP
fis-4752	79	12	fea	fea	PROPN
fis-4752	79	13	simulations	simulation	NOUN
fis-4752	79	14	,	,	PUNCT
fis-4752	79	15	capturing	capture	VERB
fis-4752	79	16	complicated	complicated	ADJ
fis-4752	79	17	interactions	interaction	NOUN
fis-4752	79	18	between	between	ADP
fis-4752	79	19	input	input	NOUN
fis-4752	79	20	parameters	parameter	NOUN
fis-4752	79	21	including	include	VERB
fis-4752	79	22	material	material	NOUN
fis-4752	79	23	properties	property	NOUN
fis-4752	79	24	,	,	PUNCT
fis-4752	79	25	crack	crack	NOUN
fis-4752	79	26	geometry	geometry	NOUN
fis-4752	79	27	,	,	PUNCT
fis-4752	79	28	loading	loading	NOUN
fis-4752	79	29	and	and	CCONJ
fis-4752	79	30	boundary	boundary	ADJ
fis-4752	79	31	conditions	condition	NOUN
fis-4752	79	32	,	,	PUNCT
fis-4752	79	33	and	and	CCONJ
fis-4752	79	34	meshing	meshing	NOUN
fis-4752	79	35	types	type	NOUN
fis-4752	79	36	and	and	CCONJ
fis-4752	79	37	the	the	DET
fis-4752	79	38	accompanying	accompanying	ADJ
fis-4752	79	39	fracture	fracture	NOUN
fis-4752	79	40	responses	response	NOUN
fis-4752	79	41	[	[	X
fis-4752	79	42	31,32	31,32	NUM
fis-4752	79	43	]	]	PUNCT
fis-4752	79	44	.	.	PUNCT
fis-4752	80	1	this	this	PRON
fis-4752	80	2	allows	allow	VERB
fis-4752	80	3	for	for	ADP
fis-4752	80	4	more	more	ADV
fis-4752	80	5	precise	precise	ADJ
fis-4752	80	6	modeling	modeling	NOUN
fis-4752	80	7	of	of	ADP
fis-4752	80	8	key	key	ADJ
fis-4752	80	9	crack	crack	NOUN
fis-4752	80	10	propagation	propagation	NOUN
fis-4752	80	11	behavior	behavior	NOUN
fis-4752	80	12	,	,	PUNCT
fis-4752	80	13	stress	stress	NOUN
fis-4752	80	14	intensity	intensity	NOUN
fis-4752	80	15	factor	factor	NOUN
fis-4752	80	16	,	,	PUNCT
fis-4752	80	17	and	and	CCONJ
fis-4752	80	18	stress	stress	NOUN
fis-4752	80	19	distributions	distribution	NOUN
fis-4752	80	20	around	around	ADP
fis-4752	80	21	the	the	DET
fis-4752	80	22	crack	crack	NOUN
fis-4752	80	23	tip	tip	NOUN
fis-4752	80	24	.	.	PUNCT
fis-4752	81	1	fig	fig	NOUN
fis-4752	81	2	4	4	NUM
fis-4752	81	3	depicts	depict	VERB
fis-4752	81	4	a	a	DET
fis-4752	81	5	generalized	generalized	ADJ
fis-4752	81	6	ann	ann	PROPN
fis-4752	81	7	structure	structure	NOUN
fis-4752	81	8	with	with	ADP
fis-4752	81	9	input	input	NOUN
fis-4752	81	10	,	,	PUNCT
fis-4752	81	11	hidden	hide	VERB
fis-4752	81	12	,	,	PUNCT
fis-4752	81	13	and	and	CCONJ
fis-4752	81	14	output	output	NOUN
fis-4752	81	15	layers	layer	NOUN
fis-4752	81	16	.	.	PUNCT
fis-4752	82	1	the	the	DET
fis-4752	82	2	first	first	ADJ
fis-4752	82	3	layer	layer	NOUN
fis-4752	82	4	is	be	AUX
fis-4752	82	5	the	the	DET
fis-4752	82	6	input	input	NOUN
fis-4752	82	7	layer	layer	NOUN
fis-4752	82	8	,	,	PUNCT
fis-4752	82	9	which	which	PRON
fis-4752	82	10	accepts	accept	VERB
fis-4752	82	11	raw	raw	ADJ
fis-4752	82	12	data	datum	NOUN
fis-4752	82	13	or	or	CCONJ
fis-4752	82	14	variables	variable	NOUN
fis-4752	82	15	like	like	ADP
fis-4752	82	16	crack	crack	NOUN
fis-4752	82	17	length	length	NOUN
fis-4752	82	18	,	,	PUNCT
fis-4752	82	19	mesh	mesh	NOUN
fis-4752	82	20	type	type	NOUN
fis-4752	82	21	,	,	PUNCT
fis-4752	82	22	or	or	CCONJ
fis-4752	82	23	initial	initial	ADJ
fis-4752	82	24	load	load	NOUN
fis-4752	82	25	.	.	PUNCT
fis-4752	83	1	the	the	DET
fis-4752	83	2	intermediary	intermediary	ADJ
fis-4752	83	3	levels	level	NOUN
fis-4752	83	4	between	between	ADP
fis-4752	83	5	the	the	DET
fis-4752	83	6	input	input	NOUN
fis-4752	83	7	and	and	CCONJ
fis-4752	83	8	output	output	NOUN
fis-4752	83	9	layers	layer	NOUN
fis-4752	83	10	are	be	AUX
fis-4752	83	11	known	know	VERB
fis-4752	83	12	as	as	ADP
fis-4752	83	13	hidden	hidden	ADJ
fis-4752	83	14	layers	layer	NOUN
fis-4752	83	15	.	.	PUNCT
fis-4752	84	1	they	they	PRON
fis-4752	84	2	are	be	AUX
fis-4752	84	3	referred	refer	VERB
fis-4752	84	4	to	to	ADP
fis-4752	84	5	as	as	SCONJ
fis-4752	84	6	"	"	PUNCT
fis-4752	84	7	hidden	hide	VERB
fis-4752	84	8	"	"	PUNCT
fis-4752	84	9	since	since	SCONJ
fis-4752	84	10	their	their	PRON
fis-4752	84	11	activations	activation	NOUN
fis-4752	84	12	are	be	AUX
fis-4752	84	13	not	not	PART
fis-4752	84	14	readily	readily	ADV
fis-4752	84	15	visible	visible	ADJ
fis-4752	84	16	or	or	CCONJ
fis-4752	84	17	accessible	accessible	ADJ
fis-4752	84	18	.	.	PUNCT
fis-4752	85	1	a	a	DET
fis-4752	85	2	hidden	hide	VERB
fis-4752	85	3	layer	layer	NOUN
fis-4752	85	4	node	node	NOUN
fis-4752	85	5	gets	get	VERB
fis-4752	85	6	input	input	NOUN
fis-4752	85	7	from	from	ADP
fis-4752	85	8	the	the	DET
fis-4752	85	9	previous	previous	ADJ
fis-4752	85	10	layer	layer	NOUN
fis-4752	85	11	and	and	CCONJ
fis-4752	85	12	creates	create	VERB
fis-4752	85	13	an	an	DET
fis-4752	85	14	output	output	NOUN
fis-4752	85	15	.	.	PUNCT
fis-4752	86	1	the	the	DET
fis-4752	86	2	number	number	NOUN
fis-4752	86	3	of	of	ADP
fis-4752	86	4	hidden	hidden	ADJ
fis-4752	86	5	layers	layer	NOUN
fis-4752	86	6	and	and	CCONJ
fis-4752	86	7	neurons	neuron	NOUN
fis-4752	86	8	in	in	ADP
fis-4752	86	9	each	each	DET
fis-4752	86	10	hidden	hide	VERB
fis-4752	86	11	layer	layer	NOUN
fis-4752	86	12	can	can	AUX
fis-4752	86	13	differ	differ	VERB
fis-4752	86	14	based	base	VERB
fis-4752	86	15	on	on	ADP
fis-4752	86	16	the	the	DET
fis-4752	86	17	complexity	complexity	NOUN
fis-4752	86	18	of	of	ADP
fis-4752	86	19	the	the	DET
fis-4752	86	20	problem	problem	NOUN
fis-4752	86	21	and	and	CCONJ
fis-4752	86	22	the	the	DET
fis-4752	86	23	intended	intended	ADJ
fis-4752	86	24	network	network	NOUN
fis-4752	86	25	performance	performance	NOUN
fis-4752	86	26	.	.	PUNCT
fis-4752	87	1	t	t	PROPN
fis-4752	87	2	s.	s.	PROPN
fis-4752	87	3	h.	h.	PROPN
fis-4752	87	4	moghtaderi	moghtaderi	PROPN
fis-4752	87	5	et	et	PROPN
fis-4752	87	6	alii	alii	PROPN
fis-4752	87	7	,	,	PUNCT
fis-4752	87	8	frattura	frattura	PROPN
fis-4752	87	9	ed	ed	PROPN
fis-4752	87	10	integrità	integrità	PROPN
fis-4752	87	11	strutturale	strutturale	PROPN
fis-4752	87	12	,	,	PUNCT
fis-4752	87	13	68	68	NUM
fis-4752	87	14	(	(	PUNCT
fis-4752	87	15	2024	2024	NUM
fis-4752	87	16	)	)	PUNCT
fis-4752	87	17	197	197	NUM
fis-4752	87	18	-	-	SYM
fis-4752	87	19	208	208	NUM
fis-4752	87	20	;	;	PUNCT
fis-4752	87	21	doi	doi	NOUN
fis-4752	87	22	:	:	PUNCT
fis-4752	87	23	10.3221	10.3221	NUM
fis-4752	87	24	/	/	SYM
fis-4752	87	25	igf	igf	PROPN
fis-4752	87	26	-	-	PUNCT
fis-4752	87	27	esis.68.13	esis.68.13	PROPN
fis-4752	87	28	202	202	NUM
fis-4752	87	29	hidden	hide	VERB
fis-4752	87	30	layers	layer	NOUN
fis-4752	87	31	are	be	AUX
fis-4752	87	32	where	where	SCONJ
fis-4752	87	33	the	the	DET
fis-4752	87	34	ann	ann	PROPN
fis-4752	87	35	receives	receive	VERB
fis-4752	87	36	and	and	CCONJ
fis-4752	87	37	evaluates	evaluate	VERB
fis-4752	87	38	data	datum	NOUN
fis-4752	87	39	patterns	pattern	NOUN
fis-4752	87	40	.	.	PUNCT
fis-4752	88	1	this	this	DET
fis-4752	88	2	activation	activation	NOUN
fis-4752	88	3	can	can	AUX
fis-4752	88	4	be	be	AUX
fis-4752	88	5	consider	consider	VERB
fis-4752	88	6	using	use	VERB
fis-4752	88	7	the	the	DET
fis-4752	88	8	following	follow	VERB
fis-4752	88	9	equation	equation	NOUN
fis-4752	88	10	.	.	PUNCT
fis-4752	89	1	1	1	NUM
fis-4752	89	2	relu	relu	NOUN
fis-4752	89	3	inputn	inputn	NOUN
fis-4752	90	1	i	i	PRON
fis-4752	90	2	ij	ij	INTJ
fis-4752	90	3	j	j	PROPN
fis-4752	91	1	i	i	PRON
fis-4752	91	2	j	j	PROPN
fis-4752	92	1	a	a	DET
fis-4752	92	2	w	w	NOUN
fis-4752	92	3	x	x	PROPN
fis-4752	92	4	b	b	PROPN
fis-4752	92	5			PROPN
fis-4752	92	6			NOUN
fis-4752	92	7			NOUN
fis-4752	93	1			PROPN
fis-4752	93	2			PROPN
fis-4752	93	3			X
fis-4752	93	4			PROPN
fis-4752	94	1			PROPN
fis-4752	94	2			NOUN
fis-4752	94	3			X
fis-4752	94	4	(	(	PUNCT
fis-4752	94	5	5	5	NUM
fis-4752	94	6	)	)	PUNCT
fis-4752	94	7	where	where	SCONJ
fis-4752	94	8	ai	ai	NOUN
fis-4752	94	9	is	be	AUX
fis-4752	94	10	the	the	DET
fis-4752	94	11	activation	activation	NOUN
fis-4752	94	12	of	of	ADP
fis-4752	94	13	neuron	neuron	PROPN
fis-4752	94	14	i	i	PRON
fis-4752	94	15	,	,	PUNCT
fis-4752	94	16	wij	wij	PROPN
fis-4752	94	17	is	be	AUX
fis-4752	94	18	the	the	DET
fis-4752	94	19	weight	weight	NOUN
fis-4752	94	20	of	of	ADP
fis-4752	94	21	the	the	DET
fis-4752	94	22	connection	connection	NOUN
fis-4752	94	23	between	between	ADP
fis-4752	94	24	input	input	PROPN
fis-4752	94	25	neuron	neuron	PROPN
fis-4752	94	26	j	j	PROPN
fis-4752	94	27	and	and	CCONJ
fis-4752	94	28	hidden	hide	VERB
fis-4752	94	29	neuron	neuron	PROPN
fis-4752	94	30	i	i	PRON
fis-4752	94	31	,	,	PUNCT
fis-4752	94	32	xj	xj	PROPN
fis-4752	94	33	is	be	AUX
fis-4752	94	34	the	the	DET
fis-4752	94	35	input	input	NOUN
fis-4752	94	36	feature	feature	NOUN
fis-4752	94	37	j	j	PROPN
fis-4752	94	38	,	,	PUNCT
fis-4752	94	39	and	and	CCONJ
fis-4752	94	40	bi	bi	NOUN
fis-4752	94	41	is	be	AUX
fis-4752	94	42	the	the	DET
fis-4752	94	43	bias	bias	NOUN
fis-4752	94	44	of	of	ADP
fis-4752	94	45	neuron	neuron	PROPN
fis-4752	94	46	i.	i.	PROPN
fis-4752	94	47	also	also	ADV
fis-4752	94	48	,	,	PUNCT
fis-4752	94	49	relu	relu	NOUN
fis-4752	94	50	stands	stand	VERB
fis-4752	94	51	for	for	ADP
fis-4752	94	52	the	the	DET
fis-4752	94	53	rectified	rectified	ADJ
fis-4752	94	54	linear	linear	PROPN
fis-4752	94	55	unit	unit	NOUN
fis-4752	94	56	activation	activation	NOUN
fis-4752	94	57	function	function	NOUN
fis-4752	94	58	.	.	PUNCT
fis-4752	95	1	figure	figure	VERB
fis-4752	95	2	5	5	NUM
fis-4752	95	3	:	:	PUNCT
fis-4752	95	4	flow	flow	VERB
fis-4752	95	5	chart	chart	NOUN
fis-4752	95	6	of	of	ADP
fis-4752	95	7	modeling	model	VERB
fis-4752	95	8	ann	ann	PROPN
fis-4752	95	9	.	.	PUNCT
fis-4752	96	1	crack	crack	VERB
fis-4752	96	2	length	length	NOUN
fis-4752	96	3	(	(	PUNCT
fis-4752	96	4	mm	mm	NOUN
fis-4752	96	5	)	)	PUNCT
fis-4752	96	6	maximum	maximum	ADJ
fis-4752	96	7	normal	normal	ADJ
fis-4752	96	8	stress	stress	NOUN
fis-4752	96	9	in	in	ADP
fis-4752	96	10	y	y	NOUN
fis-4752	96	11	-	-	PUNCT
fis-4752	96	12	direction	direction	NOUN
fis-4752	96	13	(	(	PUNCT
fis-4752	96	14	mpa	mpa	PROPN
fis-4752	96	15	)	)	PUNCT
fis-4752	96	16	fem	fem	NOUN
fis-4752	96	17	sif	sif	INTJ
fis-4752	97	1	i	i	PROPN
fis-4752	97	2	ii	ii	PROPN
fis-4752	97	3	iii	iii	NUM
fis-4752	97	4	iv	iv	X
fis-4752	97	5	ξ	ξ	X
fis-4752	97	6	=	=	SYM
fis-4752	97	7	1	1	NUM
fis-4752	97	8	ξ	ξ	NOUN
fis-4752	97	9	=	=	SYM
fis-4752	97	10	0.1	0.1	NUM
fis-4752	97	11	ξ	ξ	NOUN
fis-4752	97	12	=	=	NOUN
fis-4752	97	13	0.05	0.05	NUM
fis-4752	97	14	ξ	ξ	X
fis-4752	97	15	=	=	NOUN
fis-4752	97	16	0.01	0.01	NUM
fis-4752	97	17	0	0	NUM
fis-4752	97	18	+	+	NUM
fis-4752	97	19	1	1	NUM
fis-4752	97	20	1	1	NUM
fis-4752	97	21	1	1	NUM
fis-4752	97	22	1	1	NUM
fis-4752	97	23	0	0	NUM
fis-4752	97	24	+	+	NUM
fis-4752	97	25	0	0	NUM
fis-4752	97	26	+	+	NUM
fis-4752	97	27	0	0	NUM
fis-4752	97	28	+	+	NUM
fis-4752	97	29	0	0	NUM
fis-4752	97	30	+	+	NUM
fis-4752	97	31	1	1	NUM
fis-4752	97	32	1.15	1.15	NUM
fis-4752	97	33	1.70	1.70	NUM
fis-4752	97	34	1.90	1.90	NUM
fis-4752	97	35	3.42	3.42	NUM
fis-4752	97	36	0.80	0.80	NUM
fis-4752	97	37	2.52	2.52	NUM
fis-4752	97	38	3.57	3.57	NUM
fis-4752	97	39	7.98	7.98	NUM
fis-4752	97	40	2	2	NUM
fis-4752	97	41	1.30	1.30	NUM
fis-4752	97	42	2.30	2.30	NUM
fis-4752	97	43	3.06	3.06	NUM
fis-4752	97	44	5.85	5.85	NUM
fis-4752	97	45	1.13	1.13	NUM
fis-4752	97	46	3.57	3.57	NUM
fis-4752	97	47	5.05	5.05	NUM
fis-4752	97	48	11.28	11.28	NUM
fis-4752	97	49	3	3	NUM
fis-4752	97	50	1.46	1.46	NUM
fis-4752	97	51	3.00	3.00	NUM
fis-4752	97	52	4.19	4.19	NUM
fis-4752	97	53	8.00	8.00	NUM
fis-4752	97	54	1.38	1.38	NUM
fis-4752	97	55	4.37	4.37	NUM
fis-4752	97	56	6.18	6.18	NUM
fis-4752	97	57	13.82	13.82	NUM
fis-4752	97	58	4	4	NUM
fis-4752	97	59	1.61	1.61	NUM
fis-4752	97	60	3.60	3.60	NUM
fis-4752	97	61	5.02	5.02	NUM
fis-4752	97	62	10.70	10.70	NUM
fis-4752	97	63	1.59	1.59	NUM
fis-4752	97	64	5.05	5.05	NUM
fis-4752	97	65	7.14	7.14	NUM
fis-4752	97	66	15.96	15.96	NUM
fis-4752	97	67	5	5	NUM
fis-4752	97	68	1.76	1.76	NUM
fis-4752	97	69	4.45	4.45	NUM
fis-4752	97	70	6.05	6.05	NUM
fis-4752	97	71	13.11	13.11	NUM
fis-4752	97	72	1.78	1.78	NUM
fis-4752	97	73	5.64	5.64	NUM
fis-4752	97	74	7.98	7.98	NUM
fis-4752	97	75	17.84	17.84	NUM
fis-4752	97	76	6	6	NUM
fis-4752	97	77	1.91	1.91	NUM
fis-4752	97	78	5.10	5.10	NUM
fis-4752	97	79	7.28	7.28	NUM
fis-4752	97	80	15.40	15.40	NUM
fis-4752	97	81	1.95	1.95	NUM
fis-4752	97	82	6.18	6.18	NUM
fis-4752	97	83	8.74	8.74	NUM
fis-4752	97	84	19.54	19.54	NUM
fis-4752	97	85	7	7	NUM
fis-4752	97	86	2.07	2.07	NUM
fis-4752	97	87	5.80	5.80	NUM
fis-4752	97	88	8.10	8.10	NUM
fis-4752	97	89	18.10	18.10	NUM
fis-4752	97	90	2.11	2.11	NUM
fis-4752	97	91	6.67	6.67	NUM
fis-4752	97	92	9.44	9.44	NUM
fis-4752	97	93	21.11	21.11	NUM
fis-4752	97	94	8	8	NUM
fis-4752	97	95	2.22	2.22	NUM
fis-4752	97	96	6.50	6.50	NUM
fis-4752	97	97	9.10	9.10	NUM
fis-4752	97	98	20.00	20.00	NUM
fis-4752	97	99	2.26	2.26	NUM
fis-4752	97	100	7.14	7.14	NUM
fis-4752	97	101	10.09	10.09	NUM
fis-4752	97	102	22.56	22.56	NUM
fis-4752	97	103	9	9	NUM
fis-4752	97	104	2.38	2.38	NUM
fis-4752	97	105	7.43	7.43	NUM
fis-4752	97	106	10.35	10.35	NUM
fis-4752	97	107	22.30	22.30	NUM
fis-4752	97	108	2.39	2.39	NUM
fis-4752	97	109	7.57	7.57	NUM
fis-4752	97	110	10.70	10.70	NUM
fis-4752	97	111	23.94	23.94	NUM
fis-4752	97	112	10	10	NUM
fis-4752	97	113	2.52	2.52	NUM
fis-4752	97	114	8.10	8.10	NUM
fis-4752	97	115	11.30	11.30	NUM
fis-4752	97	116	25.30	25.30	NUM
fis-4752	97	117	2.52	2.52	NUM
fis-4752	97	118	7.98	7.98	NUM
fis-4752	97	119	11.28	11.28	NUM
fis-4752	97	120	25.23	25.23	NUM
fis-4752	97	121	table	table	NOUN
fis-4752	97	122	3	3	NUM
fis-4752	97	123	:	:	PUNCT
fis-4752	97	124	numerical	numerical	ADJ
fis-4752	97	125	values	value	NOUN
fis-4752	97	126	of	of	ADP
fis-4752	97	127	maximum	maximum	ADJ
fis-4752	97	128	normal	normal	ADJ
fis-4752	97	129	stress	stress	NOUN
fis-4752	97	130	in	in	ADP
fis-4752	97	131	y	y	NOUN
fis-4752	97	132	-	-	PUNCT
fis-4752	97	133	direction	direction	NOUN
fis-4752	97	134	using	use	VERB
fis-4752	97	135	fem	fem	NOUN
fis-4752	97	136	and	and	CCONJ
fis-4752	97	137	sif	sif	NOUN
fis-4752	97	138	for	for	ADP
fis-4752	97	139	different	different	ADJ
fis-4752	97	140	amounts	amount	NOUN
fis-4752	97	141	of	of	ADP
fis-4752	97	142	crack	crack	NOUN
fis-4752	97	143	length	length	NOUN
fis-4752	97	144	.	.	PUNCT
fis-4752	98	1	the	the	DET
fis-4752	98	2	final	final	ADJ
fis-4752	98	3	layer	layer	NOUN
fis-4752	98	4	is	be	AUX
fis-4752	98	5	the	the	DET
fis-4752	98	6	output	output	NOUN
fis-4752	98	7	layer	layer	NOUN
fis-4752	98	8	.	.	PUNCT
fis-4752	99	1	it	it	PRON
fis-4752	99	2	generates	generate	VERB
fis-4752	99	3	output	output	NOUN
fis-4752	99	4	based	base	VERB
fis-4752	99	5	on	on	ADP
fis-4752	99	6	the	the	DET
fis-4752	99	7	data	datum	NOUN
fis-4752	99	8	processed	process	VERB
fis-4752	99	9	by	by	ADP
fis-4752	99	10	the	the	DET
fis-4752	99	11	input	input	NOUN
fis-4752	99	12	and	and	CCONJ
fis-4752	99	13	hidden	hidden	ADJ
fis-4752	99	14	layers	layer	NOUN
fis-4752	99	15	.	.	PUNCT
fis-4752	100	1	the	the	DET
fis-4752	100	2	number	number	NOUN
fis-4752	100	3	of	of	ADP
fis-4752	100	4	nodes	node	NOUN
fis-4752	100	5	in	in	ADP
fis-4752	100	6	the	the	DET
fis-4752	100	7	output	output	NOUN
fis-4752	100	8	layer	layer	NOUN
fis-4752	100	9	is	be	AUX
fis-4752	100	10	determined	determine	VERB
fis-4752	100	11	by	by	ADP
fis-4752	100	12	the	the	DET
fis-4752	100	13	scope	scope	NOUN
fis-4752	100	14	of	of	ADP
fis-4752	100	15	the	the	DET
fis-4752	100	16	problem	problem	NOUN
fis-4752	100	17	.	.	PUNCT
fis-4752	101	1	in	in	ADP
fis-4752	101	2	binary	binary	ADJ
fis-4752	101	3	classification	classification	NOUN
fis-4752	101	4	problems	problem	NOUN
fis-4752	101	5	,	,	PUNCT
fis-4752	101	6	for	for	ADP
fis-4752	101	7	example	example	NOUN
fis-4752	101	8	,	,	PUNCT
fis-4752	101	9	one	one	NUM
fis-4752	101	10	node	node	NOUN
fis-4752	101	11	may	may	AUX
fis-4752	101	12	indicate	indicate	VERB
fis-4752	101	13	the	the	DET
fis-4752	101	14	probability	probability	NOUN
fis-4752	101	15	of	of	ADP
fis-4752	101	16	belonging	belong	VERB
fis-4752	101	17	to	to	ADP
fis-4752	101	18	one	one	NUM
fis-4752	101	19	class	class	NOUN
fis-4752	101	20	,	,	PUNCT
fis-4752	101	21	while	while	SCONJ
fis-4752	101	22	another	another	DET
fis-4752	101	23	node	node	NOUN
fis-4752	101	24	represents	represent	VERB
fis-4752	101	25	the	the	DET
fis-4752	101	26	probability	probability	NOUN
fis-4752	101	27	of	of	ADP
fis-4752	101	28	belonging	belong	VERB
fis-4752	101	29	to	to	ADP
fis-4752	101	30	the	the	DET
fis-4752	101	31	other	other	ADJ
fis-4752	101	32	.	.	PUNCT
fis-4752	102	1	fig	fig	NOUN
fis-4752	102	2	5	5	NUM
fis-4752	102	3	represents	represent	VERB
fis-4752	102	4	a	a	DET
fis-4752	102	5	conceptual	conceptual	ADJ
fis-4752	102	6	illustration	illustration	NOUN
fis-4752	102	7	of	of	ADP
fis-4752	102	8	an	an	DET
fis-4752	102	9	artificial	artificial	ADJ
fis-4752	102	10	neural	neural	ADJ
fis-4752	102	11	network	network	NOUN
fis-4752	102	12	(	(	PUNCT
fis-4752	102	13	ann	ann	PROPN
fis-4752	102	14	)	)	PUNCT
fis-4752	102	15	algorithms	algorithm	VERB
fis-4752	102	16	procedural	procedural	ADJ
fis-4752	102	17	designation	designation	NOUN
fis-4752	102	18	.	.	PUNCT
fis-4752	103	1	beginning	begin	VERB
fis-4752	103	2	with	with	ADP
fis-4752	103	3	the	the	DET
fis-4752	103	4	incorporation	incorporation	NOUN
fis-4752	103	5	of	of	ADP
fis-4752	103	6	relevant	relevant	ADJ
fis-4752	103	7	input	input	NOUN
fis-4752	103	8	variables	variable	NOUN
fis-4752	103	9	such	such	ADJ
fis-4752	103	10	as	as	ADP
fis-4752	103	11	crack	crack	NOUN
fis-4752	103	12	length	length	NOUN
fis-4752	103	13	,	,	PUNCT
fis-4752	103	14	simulation	simulation	NOUN
fis-4752	103	15	iterations	iteration	NOUN
fis-4752	103	16	,	,	PUNCT
fis-4752	103	17	and	and	CCONJ
fis-4752	103	18	maximum	maximum	ADJ
fis-4752	103	19	normal	normal	ADJ
fis-4752	103	20	stress	stress	NOUN
fis-4752	103	21	in	in	ADP
fis-4752	103	22	the	the	DET
fis-4752	103	23	y	y	NOUN
fis-4752	103	24	-	-	PUNCT
fis-4752	103	25	direction	direction	NOUN
fis-4752	103	26	,	,	PUNCT
fis-4752	103	27	the	the	DET
fis-4752	103	28	data	data	NOUN
fis-4752	103	29	is	be	AUX
fis-4752	103	30	subjected	subject	VERB
fis-4752	103	31	to	to	ADP
fis-4752	103	32	comprehensive	comprehensive	ADJ
fis-4752	103	33	data	datum	NOUN
fis-4752	103	34	preprocessing	preprocesse	VERB
fis-4752	103	35	techniques	technique	NOUN
fis-4752	103	36	such	such	ADJ
fis-4752	103	37	as	as	ADP
fis-4752	103	38	data	data	NOUN
fis-4752	103	39	modification	modification	NOUN
fis-4752	103	40	,	,	PUNCT
fis-4752	103	41	feature	feature	NOUN
fis-4752	103	42	curation	curation	NOUN
fis-4752	103	43	,	,	PUNCT
fis-4752	103	44	and	and	CCONJ
fis-4752	103	45	data	datum	NOUN
fis-4752	103	46	normalization	normalization	NOUN
fis-4752	103	47	.	.	PUNCT
fis-4752	104	1	following	follow	VERB
fis-4752	104	2	that	that	PRON
fis-4752	104	3	,	,	PUNCT
fis-4752	104	4	the	the	DET
fis-4752	104	5	processed	process	VERB
fis-4752	104	6	dataset	dataset	NOUN
fis-4752	104	7	is	be	AUX
fis-4752	104	8	subjected	subject	VERB
fis-4752	104	9	to	to	ADP
fis-4752	104	10	the	the	DET
fis-4752	104	11	required	require	VERB
fis-4752	104	12	preparation	preparation	NOUN
fis-4752	104	13	for	for	ADP
fis-4752	104	14	the	the	DET
fis-4752	104	15	implementation	implementation	NOUN
fis-4752	104	16	of	of	ADP
fis-4752	104	17	the	the	DET
fis-4752	104	18	ann	ann	PROPN
fis-4752	104	19	algorithm	algorithm	NOUN
fis-4752	104	20	.	.	PUNCT
fis-4752	105	1	the	the	DET
fis-4752	105	2	resulting	result	VERB
fis-4752	105	3	model	model	NOUN
fis-4752	105	4	is	be	AUX
fis-4752	105	5	subjected	subject	VERB
fis-4752	105	6	to	to	ADP
fis-4752	105	7	iterative	iterative	NOUN
fis-4752	105	8	training	training	NOUN
fis-4752	105	9	and	and	CCONJ
fis-4752	105	10	validation	validation	NOUN
fis-4752	105	11	phases	phase	NOUN
fis-4752	105	12	using	use	VERB
fis-4752	105	13	a	a	DET
fis-4752	105	14	separate	separate	ADJ
fis-4752	105	15	dataset	dataset	NOUN
fis-4752	105	16	allocated	allocate	VERB
fis-4752	105	17	for	for	ADP
fis-4752	105	18	this	this	DET
fis-4752	105	19	purpose	purpose	NOUN
fis-4752	105	20	.	.	PUNCT
fis-4752	106	1	finally	finally	ADV
fis-4752	106	2	,	,	PUNCT
fis-4752	106	3	the	the	DET
fis-4752	106	4	created	create	VERB
fis-4752	106	5	model	model	NOUN
fis-4752	106	6	is	be	AUX
fis-4752	106	7	capable	capable	ADJ
fis-4752	106	8	of	of	ADP
fis-4752	106	9	forecasting	forecast	VERB
fis-4752	106	10	maximal	maximal	ADJ
fis-4752	106	11	normal	normal	ADJ
fis-4752	106	12	stress	stress	NOUN
fis-4752	106	13	based	base	VERB
fis-4752	106	14	on	on	ADP
fis-4752	106	15	fem	fem	PROPN
fis-4752	106	16	data	data	PROPN
fis-4752	106	17	.	.	PUNCT
fis-4752	107	1	the	the	DET
fis-4752	107	2	maximum	maximum	ADJ
fis-4752	107	3	normal	normal	ADJ
fis-4752	107	4	stress	stress	NOUN
fis-4752	107	5	in	in	ADP
fis-4752	107	6	the	the	DET
fis-4752	107	7	y	y	NOUN
fis-4752	107	8	-	-	PUNCT
fis-4752	107	9	direction	direction	NOUN
fis-4752	107	10	for	for	ADP
fis-4752	107	11	a	a	DET
fis-4752	107	12	semi	semi	ADJ
fis-4752	107	13	-	-	ADJ
fis-4752	107	14	infinite	infinite	ADJ
fis-4752	107	15	elastic	elastic	ADJ
fis-4752	107	16	plate	plate	NOUN
fis-4752	107	17	is	be	AUX
fis-4752	107	18	represented	represent	VERB
fis-4752	107	19	numerically	numerically	ADV
fis-4752	107	20	in	in	ADP
fis-4752	107	21	tab	tab	NOUN
fis-4752	107	22	.	.	PUNCT
fis-4752	108	1	3	3	X
fis-4752	108	2	.	.	PUNCT
fis-4752	108	3	these	these	DET
fis-4752	108	4	values	value	NOUN
fis-4752	108	5	are	be	AUX
fis-4752	108	6	obtained	obtain	VERB
fis-4752	108	7	by	by	ADP
fis-4752	108	8	fem	fem	NOUN
fis-4752	108	9	with	with	ADP
fis-4752	108	10	different	different	ADJ
fis-4752	108	11	simulation	simulation	NOUN
fis-4752	108	12	iterations	iteration	NOUN
fis-4752	108	13	as	as	ADV
fis-4752	108	14	well	well	ADV
fis-4752	108	15	with	with	ADP
fis-4752	108	16	sif	sif	PROPN
fis-4752	108	17	model	model	NOUN
fis-4752	108	18	.	.	PUNCT
fis-4752	109	1	various	various	ADJ
fis-4752	109	2	values	value	NOUN
fis-4752	109	3	of	of	ADP
fis-4752	109	4	the	the	DET
fis-4752	109	5	characteristic	characteristic	ADJ
fis-4752	109	6	length	length	NOUN
fis-4752	109	7	scale	scale	NOUN
fis-4752	109	8	parameter	parameter	NOUN
fis-4752	109	9	are	be	AUX
fis-4752	109	10	also	also	ADV
fis-4752	109	11	included	include	VERB
fis-4752	109	12	,	,	PUNCT
fis-4752	109	13	depending	depend	VERB
fis-4752	109	14	on	on	ADP
fis-4752	109	15	the	the	DET
fis-4752	109	16	amount	amount	NOUN
fis-4752	109	17	of	of	ADP
fis-4752	109	18	the	the	DET
fis-4752	109	19	crack	crack	NOUN
fis-4752	109	20	length	length	NOUN
fis-4752	109	21	.	.	PUNCT
fis-4752	110	1	notably	notably	ADV
fis-4752	110	2	,	,	PUNCT
fis-4752	110	3	these	these	DET
fis-4752	110	4	listed	list	VERB
fis-4752	110	5	values	value	NOUN
fis-4752	110	6	provide	provide	VERB
fis-4752	110	7	the	the	DET
fis-4752	110	8	input	input	NOUN
fis-4752	110	9	dataset	dataset	NOUN
fis-4752	110	10	sent	send	VERB
fis-4752	110	11	into	into	ADP
fis-4752	110	12	the	the	DET
fis-4752	110	13	ann	ann	PROPN
fis-4752	110	14	algorithm	algorithm	NOUN
fis-4752	110	15	,	,	PUNCT
fis-4752	110	16	supplying	supply	VERB
fis-4752	110	17	both	both	CCONJ
fis-4752	110	18	the	the	DET
fis-4752	110	19	testing	testing	NOUN
fis-4752	110	20	and	and	CCONJ
fis-4752	110	21	training	training	NOUN
fis-4752	110	22	stages	stage	NOUN
fis-4752	110	23	of	of	ADP
fis-4752	110	24	the	the	DET
fis-4752	110	25	model	model	NOUN
fis-4752	110	26	.	.	PUNCT
fis-4752	111	1	the	the	DET
fis-4752	111	2	algorithm	algorithm	NOUN
fis-4752	111	3	of	of	ADP
fis-4752	111	4	tab	tab	PROPN
fis-4752	111	5	.	.	PUNCT
fis-4752	111	6	4	4	NUM
fis-4752	111	7	gives	give	VERB
fis-4752	111	8	a	a	DET
fis-4752	111	9	structured	structured	ADJ
fis-4752	111	10	description	description	NOUN
fis-4752	111	11	of	of	ADP
fis-4752	111	12	the	the	DET
fis-4752	111	13	stages	stage	NOUN
fis-4752	111	14	in	in	ADP
fis-4752	111	15	the	the	DET
fis-4752	111	16	python	python	NOUN
fis-4752	111	17	code	code	NOUN
fis-4752	111	18	for	for	ADP
fis-4752	111	19	predicting	predict	VERB
fis-4752	111	20	maximum	maximum	ADJ
fis-4752	111	21	normal	normal	ADJ
fis-4752	111	22	stress	stress	NOUN
fis-4752	111	23	with	with	ADP
fis-4752	111	24	ann	ann	PROPN
fis-4752	111	25	.	.	PUNCT
fis-4752	112	1	it	it	PRON
fis-4752	112	2	begins	begin	VERB
fis-4752	112	3	with	with	ADP
fis-4752	112	4	input	input	NOUN
fis-4752	112	5	and	and	CCONJ
fis-4752	112	6	output	output	NOUN
fis-4752	112	7	breakdowns	breakdown	NOUN
fis-4752	112	8	and	and	CCONJ
fis-4752	112	9	then	then	ADV
fis-4752	112	10	goes	go	VERB
fis-4752	112	11	over	over	ADP
fis-4752	112	12	each	each	DET
fis-4752	112	13	step	step	NOUN
fis-4752	112	14	of	of	ADP
fis-4752	112	15	the	the	DET
fis-4752	112	16	procedure	procedure	NOUN
fis-4752	112	17	in	in	ADP
fis-4752	112	18	detail	detail	NOUN
fis-4752	112	19	.	.	PUNCT
fis-4752	113	1	s.	s.	PROPN
fis-4752	113	2	h.	h.	PROPN
fis-4752	113	3	moghtaderi	moghtaderi	PROPN
fis-4752	113	4	et	et	PROPN
fis-4752	113	5	alii	alii	PROPN
fis-4752	113	6	,	,	PUNCT
fis-4752	113	7	frattura	frattura	PROPN
fis-4752	113	8	ed	ed	PROPN
fis-4752	113	9	integrità	integrità	PROPN
fis-4752	113	10	strutturale	strutturale	PROPN
fis-4752	113	11	,	,	PUNCT
fis-4752	113	12	68	68	NUM
fis-4752	113	13	(	(	PUNCT
fis-4752	113	14	2024	2024	NUM
fis-4752	113	15	)	)	PUNCT
fis-4752	113	16	197	197	NUM
fis-4752	113	17	-	-	SYM
fis-4752	113	18	208	208	NUM
fis-4752	113	19	;	;	PUNCT
fis-4752	113	20	doi	doi	NOUN
fis-4752	113	21	:	:	PUNCT
fis-4752	113	22	10.3221	10.3221	NUM
fis-4752	113	23	/	/	SYM
fis-4752	113	24	igf	igf	PROPN
fis-4752	113	25	-	-	PUNCT
fis-4752	113	26	esis.68.13	esis.68.13	PROPN
fis-4752	113	27	203	203	NUM
fis-4752	113	28	steps	step	NOUN
fis-4752	113	29	descriptions	description	NOUN
fis-4752	113	30	operations	operation	NOUN
fis-4752	113	31	input	input	NOUN
fis-4752	113	32	excel	excel	NOUN
fis-4752	113	33	file	file	NOUN
fis-4752	113	34	containing	contain	VERB
fis-4752	113	35	data	datum	NOUN
fis-4752	113	36	output	output	NOUN
fis-4752	113	37	predicted	predict	VERB
fis-4752	113	38	maximum	maximum	ADJ
fis-4752	113	39	normal	normal	ADJ
fis-4752	113	40	stress	stress	NOUN
fis-4752	113	41	1	1	NUM
fis-4752	113	42	loading	loading	NOUN
fis-4752	113	43	data	datum	NOUN
fis-4752	113	44	load	load	NOUN
fis-4752	113	45	data	datum	NOUN
fis-4752	113	46	from	from	ADP
fis-4752	113	47	the	the	DET
fis-4752	113	48	excel	excel	NOUN
fis-4752	113	49	file	file	NOUN
fis-4752	113	50	using	use	VERB
fis-4752	113	51	pandas.read_csv	pandas.read_csv	ADJ
fis-4752	113	52	2	2	NUM
fis-4752	113	53	extract	extract	NOUN
fis-4752	113	54	features	feature	NOUN
fis-4752	113	55	and	and	CCONJ
fis-4752	113	56	target	target	NOUN
fis-4752	113	57	extract	extract	NOUN
fis-4752	113	58	input	input	NOUN
fis-4752	113	59	features	feature	NOUN
fis-4752	113	60	(	(	PUNCT
fis-4752	113	61	crack	crack	NOUN
fis-4752	113	62	length	length	NOUN
fis-4752	113	63	,	,	PUNCT
fis-4752	113	64	simulation	simulation	NOUN
fis-4752	113	65	iterations	iteration	NOUN
fis-4752	113	66	)	)	PUNCT
fis-4752	113	67	and	and	CCONJ
fis-4752	113	68	target	target	VERB
fis-4752	113	69	output	output	NOUN
fis-4752	113	70	(	(	PUNCT
fis-4752	113	71	maximum	maximum	ADJ
fis-4752	113	72	normal	normal	ADJ
fis-4752	113	73	stress	stress	NOUN
fis-4752	113	74	)	)	PUNCT
fis-4752	113	75	from	from	ADP
fis-4752	113	76	the	the	DET
fis-4752	113	77	loaded	load	VERB
fis-4752	113	78	data	datum	NOUN
fis-4752	113	79	.	.	PUNCT
fis-4752	114	1	3	3	NUM
fis-4752	114	2	split	split	NOUN
fis-4752	114	3	dataset	dataset	NOUN
fis-4752	114	4	split	split	VERB
fis-4752	114	5	the	the	DET
fis-4752	114	6	dataset	dataset	NOUN
fis-4752	114	7	into	into	ADP
fis-4752	114	8	training	training	NOUN
fis-4752	114	9	and	and	CCONJ
fis-4752	114	10	testing	testing	NOUN
fis-4752	114	11	sets	set	NOUN
fis-4752	114	12	using	use	VERB
fis-4752	114	13	train_test_split	train_test_split	PROPN
fis-4752	114	14	from	from	ADP
fis-4752	114	15	sklearn	sklearn	ADJ
fis-4752	114	16	.	.	PUNCT
fis-4752	115	1	4	4	NUM
fis-4752	115	2	standardize	standardize	NOUN
fis-4752	115	3	features	feature	NOUN
fis-4752	115	4	use	use	VERB
fis-4752	115	5	standardscaler	standardscaler	NOUN
fis-4752	115	6	from	from	ADP
fis-4752	115	7	sklearn	sklearn	PROPN
fis-4752	115	8	to	to	PART
fis-4752	115	9	standardize	standardize	VERB
fis-4752	115	10	(	(	PUNCT
fis-4752	115	11	normalize	normalize	VERB
fis-4752	115	12	)	)	PUNCT
fis-4752	115	13	the	the	DET
fis-4752	115	14	input	input	NOUN
fis-4752	115	15	features	feature	VERB
fis-4752	115	16	separately	separately	ADV
fis-4752	115	17	for	for	ADP
fis-4752	115	18	training	training	NOUN
fis-4752	115	19	and	and	CCONJ
fis-4752	115	20	testing	testing	NOUN
fis-4752	115	21	sets	set	NOUN
fis-4752	115	22	.	.	PUNCT
fis-4752	116	1	5	5	NUM
fis-4752	116	2	build	build	VERB
fis-4752	116	3	ann	ann	PROPN
fis-4752	116	4	model	model	NOUN
fis-4752	116	5			NOUN
fis-4752	116	6	create	create	VERB
fis-4752	116	7	a	a	DET
fis-4752	116	8	sequential	sequential	ADJ
fis-4752	116	9	neural	neural	ADJ
fis-4752	116	10	network	network	NOUN
fis-4752	116	11	model	model	NOUN
fis-4752	116	12	using	use	VERB
fis-4752	116	13	tf.keras.sequential	tf.keras.sequential	PROPN
fis-4752	116	14	from	from	ADP
fis-4752	116	15	tensorflow	tensorflow	NOUN
fis-4752	116	16	.	.	PUNCT
fis-4752	117	1			X
fis-4752	117	2	add	add	VERB
fis-4752	117	3	input	input	NOUN
fis-4752	117	4	layer	layer	NOUN
fis-4752	117	5	with	with	ADP
fis-4752	117	6	the	the	DET
fis-4752	117	7	number	number	NOUN
fis-4752	117	8	of	of	ADP
fis-4752	117	9	input	input	NOUN
fis-4752	117	10	features	feature	NOUN
fis-4752	117	11	and	and	CCONJ
fis-4752	117	12	hidden	hidden	ADJ
fis-4752	117	13	layer	layer	NOUN
fis-4752	117	14	with	with	ADP
fis-4752	117	15	activation	activation	NOUN
fis-4752	117	16	functions	function	NOUN
fis-4752	117	17	(	(	PUNCT
fis-4752	117	18	relu	relu	NOUN
fis-4752	117	19	)	)	PUNCT
fis-4752	117	20	.	.	PUNCT
fis-4752	118	1			PROPN
fis-4752	118	2	add	add	VERB
fis-4752	118	3	an	an	DET
fis-4752	118	4	output	output	NOUN
fis-4752	118	5	layer	layer	NOUN
fis-4752	118	6	with	with	ADP
fis-4752	118	7	no	no	DET
fis-4752	118	8	activation	activation	NOUN
fis-4752	118	9	for	for	ADP
fis-4752	118	10	regression	regression	NOUN
fis-4752	118	11	.	.	PUNCT
fis-4752	119	1	6	6	NUM
fis-4752	119	2	compile	compile	NOUN
fis-4752	119	3	model	model	NOUN
fis-4752	119	4	compile	compile	NOUN
fis-4752	119	5	the	the	DET
fis-4752	119	6	model	model	NOUN
fis-4752	119	7	using	use	VERB
fis-4752	119	8	an	an	DET
fis-4752	119	9	optimizer	optimizer	NOUN
fis-4752	119	10	(	(	PUNCT
fis-4752	119	11	'	'	PUNCT
fis-4752	119	12	adam	adam	NOUN
fis-4752	119	13	'	'	PUNCT
fis-4752	119	14	)	)	PUNCT
fis-4752	119	15	and	and	CCONJ
fis-4752	119	16	a	a	DET
fis-4752	119	17	loss	loss	NOUN
fis-4752	119	18	function	function	NOUN
fis-4752	119	19	(	(	PUNCT
fis-4752	119	20	'	'	PUNCT
fis-4752	119	21	mean_squared_error	mean_squared_error	NOUN
fis-4752	119	22	'	'	PUNCT
fis-4752	119	23	)	)	PUNCT
fis-4752	119	24	.	.	PUNCT
fis-4752	120	1	7	7	NUM
fis-4752	120	2	train	train	NOUN
fis-4752	120	3	model	model	NOUN
fis-4752	120	4	train	train	NOUN
fis-4752	120	5	the	the	DET
fis-4752	120	6	model	model	NOUN
fis-4752	120	7	using	use	VERB
fis-4752	120	8	model.fit	model.fit	PROPN
fis-4752	120	9	with	with	ADP
fis-4752	120	10	the	the	DET
fis-4752	120	11	standardized	standardized	ADJ
fis-4752	120	12	training	training	NOUN
fis-4752	120	13	data	datum	NOUN
fis-4752	120	14	,	,	PUNCT
fis-4752	120	15	specifying	specify	VERB
fis-4752	120	16	the	the	DET
fis-4752	120	17	number	number	NOUN
fis-4752	120	18	of	of	ADP
fis-4752	120	19	epochs	epoch	NOUN
fis-4752	120	20	and	and	CCONJ
fis-4752	120	21	batch	batch	NOUN
fis-4752	120	22	size	size	NOUN
fis-4752	120	23	.	.	PUNCT
fis-4752	121	1	8	8	NUM
fis-4752	121	2	evaluate	evaluate	VERB
fis-4752	121	3	model	model	NOUN
fis-4752	121	4			NOUN
fis-4752	121	5	evaluate	evaluate	VERB
fis-4752	121	6	the	the	DET
fis-4752	121	7	trained	train	VERB
fis-4752	121	8	model	model	NOUN
fis-4752	121	9	's	's	PART
fis-4752	121	10	performance	performance	NOUN
fis-4752	121	11	on	on	ADP
fis-4752	121	12	the	the	DET
fis-4752	121	13	standardized	standardized	ADJ
fis-4752	121	14	testing	testing	NOUN
fis-4752	121	15	data	datum	NOUN
fis-4752	121	16	using	use	VERB
fis-4752	121	17	the	the	DET
fis-4752	121	18	evaluate	evaluate	NOUN
fis-4752	121	19	method	method	NOUN
fis-4752	121	20	.	.	PUNCT
fis-4752	122	1			NOUN
fis-4752	122	2	calculate	calculate	NOUN
fis-4752	122	3	and	and	CCONJ
fis-4752	122	4	display	display	VERB
fis-4752	122	5	the	the	DET
fis-4752	122	6	test	test	NOUN
fis-4752	122	7	loss	loss	NOUN
fis-4752	122	8	.	.	PUNCT
fis-4752	123	1	9	9	NUM
fis-4752	123	2	predict	predict	VERB
fis-4752	123	3	new	new	ADJ
fis-4752	123	4	data	datum	NOUN
fis-4752	123	5	use	use	VERB
fis-4752	123	6	the	the	DET
fis-4752	123	7	trained	train	VERB
fis-4752	123	8	model	model	NOUN
fis-4752	123	9	to	to	PART
fis-4752	123	10	predict	predict	VERB
fis-4752	123	11	the	the	DET
fis-4752	123	12	maximum	maximum	ADJ
fis-4752	123	13	normal	normal	ADJ
fis-4752	123	14	stress	stress	NOUN
fis-4752	123	15	for	for	ADP
fis-4752	123	16	the	the	DET
fis-4752	123	17	new	new	ADJ
fis-4752	123	18	data	datum	NOUN
fis-4752	123	19	10	10	NUM
fis-4752	123	20	display	display	NOUN
fis-4752	123	21	results	result	NOUN
fis-4752	123	22	display	display	VERB
fis-4752	123	23	the	the	DET
fis-4752	123	24	predicted	predict	VERB
fis-4752	123	25	maximum	maximum	ADJ
fis-4752	123	26	normal	normal	ADJ
fis-4752	123	27	stress	stress	NOUN
fis-4752	123	28	for	for	ADP
fis-4752	123	29	the	the	DET
fis-4752	123	30	new	new	ADJ
fis-4752	123	31	data	datum	NOUN
fis-4752	123	32	table	table	NOUN
fis-4752	123	33	4	4	NUM
fis-4752	123	34	:	:	PUNCT
fis-4752	123	35	algorithm	algorithm	NOUN
fis-4752	123	36	of	of	ADP
fis-4752	123	37	ann	ann	PROPN
fis-4752	123	38	for	for	ADP
fis-4752	123	39	predicting	predict	VERB
fis-4752	123	40	maximum	maximum	ADJ
fis-4752	123	41	normal	normal	ADJ
fis-4752	123	42	stress	stress	NOUN
fis-4752	123	43	using	use	VERB
fis-4752	123	44	python	python	NOUN
fis-4752	123	45	programming	programming	NOUN
fis-4752	123	46	.	.	PUNCT
fis-4752	124	1	as	as	SCONJ
fis-4752	124	2	demonstrated	demonstrate	VERB
fis-4752	124	3	in	in	ADP
fis-4752	124	4	tab	tab	NOUN
fis-4752	124	5	.	.	PUNCT
fis-4752	125	1	4	4	NUM
fis-4752	125	2	,	,	PUNCT
fis-4752	125	3	the	the	DET
fis-4752	125	4	algorithm	algorithm	NOUN
fis-4752	125	5	built	build	VERB
fis-4752	125	6	to	to	PART
fis-4752	125	7	predict	predict	VERB
fis-4752	125	8	maximum	maximum	ADJ
fis-4752	125	9	normal	normal	ADJ
fis-4752	125	10	stress	stress	NOUN
fis-4752	125	11	adopts	adopt	VERB
fis-4752	125	12	an	an	DET
fis-4752	125	13	ann	ann	PROPN
fis-4752	125	14	technique	technique	NOUN
fis-4752	125	15	,	,	PUNCT
fis-4752	125	16	which	which	PRON
fis-4752	125	17	includes	include	VERB
fis-4752	125	18	rectified	rectified	ADJ
fis-4752	125	19	linear	linear	ADJ
fis-4752	125	20	unit	unit	NOUN
fis-4752	125	21	(	(	PUNCT
fis-4752	125	22	relu	relu	NOUN
fis-4752	125	23	)	)	PUNCT
fis-4752	125	24	activation	activation	NOUN
fis-4752	125	25	functions	function	NOUN
fis-4752	125	26	.	.	PUNCT
fis-4752	126	1	the	the	DET
fis-4752	126	2	sequential	sequential	ADJ
fis-4752	126	3	approach	approach	NOUN
fis-4752	126	4	starts	start	VERB
fis-4752	126	5	by	by	ADP
fis-4752	126	6	importing	import	VERB
fis-4752	126	7	data	datum	NOUN
fis-4752	126	8	from	from	ADP
fis-4752	126	9	an	an	DET
fis-4752	126	10	excel	excel	NOUN
fis-4752	126	11	file	file	NOUN
fis-4752	126	12	,	,	PUNCT
fis-4752	126	13	which	which	PRON
fis-4752	126	14	includes	include	VERB
fis-4752	126	15	variables	variable	NOUN
fis-4752	126	16	such	such	ADJ
fis-4752	126	17	as	as	ADP
fis-4752	126	18	crack	crack	NOUN
fis-4752	126	19	length	length	NOUN
fis-4752	126	20	,	,	PUNCT
fis-4752	126	21	mesh	mesh	NOUN
fis-4752	126	22	type	type	NOUN
fis-4752	126	23	,	,	PUNCT
fis-4752	126	24	and	and	CCONJ
fis-4752	126	25	maximum	maximum	ADJ
fis-4752	126	26	normal	normal	ADJ
fis-4752	126	27	stress	stress	NOUN
fis-4752	126	28	,	,	PUNCT
fis-4752	126	29	as	as	ADV
fis-4752	126	30	well	well	ADV
fis-4752	126	31	as	as	ADP
fis-4752	126	32	a	a	DET
fis-4752	126	33	possibility	possibility	NOUN
fis-4752	126	34	for	for	ADP
fis-4752	126	35	new	new	ADJ
fis-4752	126	36	data	datum	NOUN
fis-4752	126	37	for	for	ADP
fis-4752	126	38	prediction	prediction	NOUN
fis-4752	126	39	actions	action	NOUN
fis-4752	126	40	.	.	PUNCT
fis-4752	127	1	following	follow	VERB
fis-4752	127	2	the	the	DET
fis-4752	127	3	extraction	extraction	NOUN
fis-4752	127	4	of	of	ADP
fis-4752	127	5	relevant	relevant	ADJ
fis-4752	127	6	characteristics	characteristic	NOUN
fis-4752	127	7	and	and	CCONJ
fis-4752	127	8	target	target	VERB
fis-4752	127	9	output	output	NOUN
fis-4752	127	10	from	from	ADP
fis-4752	127	11	the	the	DET
fis-4752	127	12	obtained	obtain	VERB
fis-4752	127	13	dataset	dataset	NOUN
fis-4752	127	14	,	,	PUNCT
fis-4752	127	15	the	the	DET
fis-4752	127	16	algorithm	algorithm	NOUN
fis-4752	127	17	partitions	partition	VERB
fis-4752	127	18	the	the	DET
fis-4752	127	19	dataset	dataset	NOUN
fis-4752	127	20	into	into	ADP
fis-4752	127	21	discrete	discrete	ADJ
fis-4752	127	22	training	training	NOUN
fis-4752	127	23	and	and	CCONJ
fis-4752	127	24	testing	testing	NOUN
fis-4752	127	25	subsets	subset	NOUN
fis-4752	127	26	.	.	PUNCT
fis-4752	128	1	preceding	precede	VERB
fis-4752	128	2	to	to	ADP
fis-4752	128	3	model	model	NOUN
fis-4752	128	4	development	development	NOUN
fis-4752	128	5	within	within	ADP
fis-4752	128	6	the	the	DET
fis-4752	128	7	tensorflow	tensorflow	NOUN
fis-4752	128	8	framework	framework	NOUN
fis-4752	128	9	,	,	PUNCT
fis-4752	128	10	as	as	ADP
fis-4752	128	11	a	a	DET
fis-4752	128	12	predefined	predefine	VERB
fis-4752	128	13	library	library	NOUN
fis-4752	128	14	for	for	ADP
fis-4752	128	15	ann	ann	PROPN
fis-4752	128	16	,	,	PUNCT
fis-4752	128	17	attributes	attribute	NOUN
fis-4752	128	18	are	be	AUX
fis-4752	128	19	standardized	standardize	VERB
fis-4752	128	20	for	for	ADP
fis-4752	128	21	corresponding	correspond	VERB
fis-4752	128	22	scales	scale	NOUN
fis-4752	128	23	.	.	PUNCT
fis-4752	129	1	in	in	ADP
fis-4752	129	2	this	this	DET
fis-4752	129	3	case	case	NOUN
fis-4752	129	4	,	,	PUNCT
fis-4752	129	5	a	a	DET
fis-4752	129	6	feed	feed	NOUN
fis-4752	129	7	forwarded	forward	VERB
fis-4752	129	8	neural	neural	ADJ
fis-4752	129	9	network	network	NOUN
fis-4752	129	10	with	with	ADP
fis-4752	129	11	64	64	NUM
fis-4752	129	12	neurons	neuron	NOUN
fis-4752	129	13	and	and	CCONJ
fis-4752	129	14	relu	relu	NOUN
fis-4752	129	15	activation	activation	NOUN
fis-4752	129	16	in	in	ADP
fis-4752	129	17	the	the	DET
fis-4752	129	18	input	input	NOUN
fis-4752	129	19	layer	layer	NOUN
fis-4752	129	20	,	,	PUNCT
fis-4752	129	21	32	32	NUM
fis-4752	129	22	neurons	neuron	NOUN
fis-4752	129	23	and	and	CCONJ
fis-4752	129	24	relu	relu	NOUN
fis-4752	129	25	activation	activation	NOUN
fis-4752	129	26	in	in	ADP
fis-4752	129	27	the	the	DET
fis-4752	129	28	hidden	hide	VERB
fis-4752	129	29	layer	layer	NOUN
fis-4752	129	30	,	,	PUNCT
fis-4752	129	31	and	and	CCONJ
fis-4752	129	32	1	1	NUM
fis-4752	129	33	neuron	neuron	NOUN
fis-4752	129	34	in	in	ADP
fis-4752	129	35	the	the	DET
fis-4752	129	36	output	output	NOUN
fis-4752	129	37	layer	layer	NOUN
fis-4752	129	38	is	be	AUX
fis-4752	129	39	utilized	utilize	VERB
fis-4752	129	40	.	.	PUNCT
fis-4752	130	1	following	follow	VERB
fis-4752	130	2	preparation	preparation	NOUN
fis-4752	130	3	via	via	ADP
fis-4752	130	4	an	an	DET
fis-4752	130	5	optimizer	optimizer	NOUN
fis-4752	130	6	and	and	CCONJ
fis-4752	130	7	loss	loss	NOUN
fis-4752	130	8	function	function	NOUN
fis-4752	130	9	,	,	PUNCT
fis-4752	130	10	the	the	DET
fis-4752	130	11	model	model	NOUN
fis-4752	130	12	is	be	AUX
fis-4752	130	13	trained	train	VERB
fis-4752	130	14	using	use	VERB
fis-4752	130	15	standardized	standardized	ADJ
fis-4752	130	16	training	training	NOUN
fis-4752	130	17	data	datum	NOUN
fis-4752	130	18	.	.	PUNCT
fis-4752	131	1	the	the	DET
fis-4752	131	2	performance	performance	NOUN
fis-4752	131	3	of	of	ADP
fis-4752	131	4	the	the	DET
fis-4752	131	5	model	model	NOUN
fis-4752	131	6	is	be	AUX
fis-4752	131	7	extensively	extensively	ADV
fis-4752	131	8	checked	check	VERB
fis-4752	131	9	on	on	ADP
fis-4752	131	10	the	the	DET
fis-4752	131	11	testing	testing	NOUN
fis-4752	131	12	dataset	dataset	VERB
fis-4752	131	13	after	after	ADP
fis-4752	131	14	training	training	NOUN
fis-4752	131	15	.	.	PUNCT
fis-4752	132	1	additionally	additionally	ADV
fis-4752	132	2	,	,	PUNCT
fis-4752	132	3	predictive	predictive	ADJ
fis-4752	132	4	capabilities	capability	NOUN
fis-4752	132	5	extend	extend	VERB
fis-4752	132	6	to	to	ADP
fis-4752	132	7	unique	unique	ADJ
fis-4752	132	8	data	datum	NOUN
fis-4752	132	9	instances	instance	NOUN
fis-4752	132	10	in	in	ADP
fis-4752	132	11	which	which	PRON
fis-4752	132	12	inputs	input	NOUN
fis-4752	132	13	are	be	AUX
fis-4752	132	14	scaled	scale	VERB
fis-4752	132	15	in	in	ADP
fis-4752	132	16	accordance	accordance	NOUN
fis-4752	132	17	with	with	ADP
fis-4752	132	18	training	training	NOUN
fis-4752	132	19	procedures	procedure	NOUN
fis-4752	132	20	,	,	PUNCT
fis-4752	132	21	resulting	result	VERB
fis-4752	132	22	in	in	ADP
fis-4752	132	23	predicted	predict	VERB
fis-4752	132	24	maximum	maximum	ADJ
fis-4752	132	25	normal	normal	ADJ
fis-4752	132	26	stress	stress	NOUN
fis-4752	132	27	values	value	NOUN
fis-4752	132	28	.	.	PUNCT
fis-4752	133	1	however	however	ADV
fis-4752	133	2	,	,	PUNCT
fis-4752	133	3	the	the	DET
fis-4752	133	4	method	method	NOUN
fis-4752	133	5	ends	end	VERB
fis-4752	133	6	by	by	ADP
fis-4752	133	7	showing	show	VERB
fis-4752	133	8	predicted	predict	VERB
fis-4752	133	9	maximum	maximum	ADJ
fis-4752	133	10	normal	normal	ADJ
fis-4752	133	11	stress	stress	NOUN
fis-4752	133	12	outputs	output	NOUN
fis-4752	133	13	while	while	SCONJ
fis-4752	133	14	also	also	ADV
fis-4752	133	15	reflecting	reflect	VERB
fis-4752	133	16	the	the	DET
fis-4752	133	17	efficacy	efficacy	NOUN
fis-4752	133	18	of	of	ADP
fis-4752	133	19	the	the	DET
fis-4752	133	20	model	model	NOUN
fis-4752	133	21	employing	employ	VERB
fis-4752	133	22	key	key	ADJ
fis-4752	133	23	metrics	metric	NOUN
fis-4752	133	24	such	such	ADJ
fis-4752	133	25	as	as	ADP
fis-4752	133	26	mean	mean	NOUN
fis-4752	133	27	absolute	absolute	ADJ
fis-4752	133	28	error	error	NOUN
fis-4752	133	29	(	(	PUNCT
fis-4752	133	30	mae	mae	PROPN
fis-4752	133	31	)	)	PUNCT
fis-4752	133	32	,	,	PUNCT
fis-4752	133	33	root	root	NOUN
fis-4752	133	34	mean	mean	VERB
fis-4752	133	35	square	square	ADJ
fis-4752	133	36	error	error	NOUN
fis-4752	133	37	(	(	PUNCT
fis-4752	133	38	rmse	rmse	NOUN
fis-4752	133	39	)	)	PUNCT
fis-4752	133	40	,	,	PUNCT
fis-4752	133	41	and	and	CCONJ
fis-4752	133	42	the	the	DET
fis-4752	133	43	r	r	NOUN
fis-4752	133	44	-	-	PUNCT
fis-4752	133	45	squared	square	VERB
fis-4752	133	46	coefficient	coefficient	NOUN
fis-4752	133	47	(	(	PUNCT
fis-4752	133	48	r2	r2	PROPN
fis-4752	133	49	)	)	PUNCT
fis-4752	133	50	.	.	PUNCT
fis-4752	134	1	the	the	DET
fis-4752	134	2	python	python	PROPN
fis-4752	134	3	code	code	NOUN
fis-4752	134	4	is	be	AUX
fis-4752	134	5	provided	provide	VERB
fis-4752	134	6	in	in	ADP
fis-4752	134	7	the	the	DET
fis-4752	134	8	full	full	ADJ
fis-4752	134	9	form	form	NOUN
fis-4752	134	10	in	in	ADP
fis-4752	134	11	the	the	DET
fis-4752	134	12	appendix	appendix	NOUN
fis-4752	134	13	at	at	ADP
fis-4752	134	14	the	the	DET
fis-4752	134	15	end	end	NOUN
fis-4752	134	16	of	of	ADP
fis-4752	134	17	the	the	DET
fis-4752	134	18	paper	paper	NOUN
fis-4752	134	19	.	.	PUNCT
fis-4752	135	1	results	result	NOUN
fis-4752	135	2	and	and	CCONJ
fis-4752	135	3	discussion	discussion	NOUN
fis-4752	135	4	he	he	PRON
fis-4752	135	5	comparison	comparison	NOUN
fis-4752	135	6	and	and	CCONJ
fis-4752	135	7	description	description	NOUN
fis-4752	135	8	of	of	ADP
fis-4752	135	9	the	the	DET
fis-4752	135	10	results	result	NOUN
fis-4752	135	11	obtained	obtain	VERB
fis-4752	135	12	for	for	ADP
fis-4752	135	13	the	the	DET
fis-4752	135	14	maximum	maximum	ADJ
fis-4752	135	15	normal	normal	ADJ
fis-4752	135	16	stress	stress	NOUN
fis-4752	135	17	from	from	ADP
fis-4752	135	18	the	the	DET
fis-4752	135	19	sif	sif	NOUN
fis-4752	135	20	model	model	NOUN
fis-4752	135	21	and	and	CCONJ
fis-4752	135	22	the	the	DET
fis-4752	135	23	fem	fem	NOUN
fis-4752	135	24	simulation	simulation	NOUN
fis-4752	135	25	has	have	AUX
fis-4752	135	26	been	be	AUX
fis-4752	135	27	performed	perform	VERB
fis-4752	135	28	in	in	ADP
fis-4752	135	29	this	this	DET
fis-4752	135	30	section	section	NOUN
fis-4752	135	31	.	.	PUNCT
fis-4752	136	1	in	in	ADP
fis-4752	136	2	fig	fig	NOUN
fis-4752	136	3	6	6	NUM
fis-4752	136	4	,	,	PUNCT
fis-4752	136	5	four	four	NUM
fis-4752	136	6	distinct	distinct	ADJ
fis-4752	136	7	characteristic	characteristic	ADJ
fis-4752	136	8	length	length	NOUN
fis-4752	136	9	values	value	NOUN
fis-4752	136	10	(	(	PUNCT
fis-4752	136	11	0.01	0.01	NUM
fis-4752	136	12	,	,	PUNCT
fis-4752	136	13	0.05	0.05	NUM
fis-4752	136	14	,	,	PUNCT
fis-4752	136	15	0.1	0.1	NUM
fis-4752	136	16	,	,	PUNCT
fis-4752	136	17	and	and	CCONJ
fis-4752	136	18	1.0	1.0	NUM
fis-4752	136	19	mm	mm	NOUN
fis-4752	136	20	)	)	PUNCT
fis-4752	136	21	are	be	AUX
fis-4752	136	22	utilized	utilize	VERB
fis-4752	136	23	in	in	ADP
fis-4752	136	24	the	the	DET
fis-4752	136	25	sif	sif	NOUN
fis-4752	136	26	model	model	NOUN
fis-4752	136	27	,	,	PUNCT
fis-4752	136	28	while	while	SCONJ
fis-4752	136	29	the	the	DET
fis-4752	136	30	simulation	simulation	NOUN
fis-4752	136	31	extracts	extract	VERB
fis-4752	136	32	the	the	DET
fis-4752	136	33	maximum	maximum	ADJ
fis-4752	136	34	stress	stress	NOUN
fis-4752	136	35	values	value	NOUN
fis-4752	136	36	for	for	ADP
fis-4752	136	37	different	different	ADJ
fis-4752	136	38	crack	crack	NOUN
fis-4752	136	39	lengths	length	NOUN
fis-4752	136	40	using	use	VERB
fis-4752	136	41	particular	particular	ADJ
fis-4752	136	42	simulation	simulation	NOUN
fis-4752	136	43	iterations	iteration	NOUN
fis-4752	136	44	.	.	PUNCT
fis-4752	137	1	fig	fig	NOUN
fis-4752	137	2	6	6	NUM
fis-4752	137	3	displays	display	NOUN
fis-4752	137	4	that	that	SCONJ
fis-4752	137	5	the	the	DET
fis-4752	137	6	finite	finite	PROPN
fis-4752	137	7	element	element	NOUN
fis-4752	137	8	modeling	modeling	NOUN
fis-4752	137	9	has	have	VERB
fis-4752	137	10	no	no	DET
fis-4752	137	11	perceptible	perceptible	ADJ
fis-4752	137	12	effect	effect	NOUN
fis-4752	137	13	of	of	ADP
fis-4752	137	14	the	the	DET
fis-4752	137	15	characteristic	characteristic	ADJ
fis-4752	137	16	length	length	NOUN
fis-4752	137	17	scale	scale	NOUN
fis-4752	137	18	,	,	PUNCT
fis-4752	137	19	with	with	ADP
fis-4752	137	20	stress	stress	NOUN
fis-4752	137	21	increasing	increase	VERB
fis-4752	137	22	linearly	linearly	ADV
fis-4752	137	23	as	as	ADP
fis-4752	137	24	the	the	DET
fis-4752	137	25	crack	crack	NOUN
fis-4752	137	26	length	length	NOUN
fis-4752	137	27	increases	increase	NOUN
fis-4752	137	28	.	.	PUNCT
fis-4752	138	1	furthermore	furthermore	ADV
fis-4752	138	2	,	,	PUNCT
fis-4752	138	3	the	the	DET
fis-4752	138	4	mesh	mesh	NOUN
fis-4752	138	5	dependency	dependency	NOUN
fis-4752	138	6	of	of	ADP
fis-4752	138	7	the	the	DET
fis-4752	138	8	fem	fem	NOUN
fis-4752	138	9	results	result	NOUN
fis-4752	138	10	is	be	AUX
fis-4752	138	11	recognizable	recognizable	ADJ
fis-4752	138	12	,	,	PUNCT
fis-4752	138	13	with	with	ADP
fis-4752	138	14	similar	similar	ADJ
fis-4752	138	15	outcomes	outcome	NOUN
fis-4752	138	16	for	for	ADP
fis-4752	138	17	decreasing	decrease	VERB
fis-4752	138	18	characteristic	characteristic	ADJ
fis-4752	138	19	length	length	NOUN
fis-4752	138	20	sizes	size	NOUN
fis-4752	138	21	as	as	SCONJ
fis-4752	138	22	element	element	NOUN
fis-4752	138	23	size	size	NOUN
fis-4752	138	24	declines	decline	VERB
fis-4752	138	25	.	.	PUNCT
fis-4752	139	1	t	t	PROPN
fis-4752	139	2	s.	s.	PROPN
fis-4752	139	3	h.	h.	PROPN
fis-4752	139	4	moghtaderi	moghtaderi	PROPN
fis-4752	139	5	et	et	PROPN
fis-4752	139	6	alii	alii	PROPN
fis-4752	139	7	,	,	PUNCT
fis-4752	139	8	frattura	frattura	PROPN
fis-4752	139	9	ed	ed	PROPN
fis-4752	139	10	integrità	integrità	PROPN
fis-4752	139	11	strutturale	strutturale	PROPN
fis-4752	139	12	,	,	PUNCT
fis-4752	139	13	68	68	NUM
fis-4752	139	14	(	(	PUNCT
fis-4752	139	15	2024	2024	NUM
fis-4752	139	16	)	)	PUNCT
fis-4752	139	17	197	197	NUM
fis-4752	139	18	-	-	SYM
fis-4752	139	19	208	208	NUM
fis-4752	139	20	;	;	PUNCT
fis-4752	139	21	doi	doi	NOUN
fis-4752	139	22	:	:	PUNCT
fis-4752	139	23	10.3221	10.3221	NUM
fis-4752	139	24	/	/	SYM
fis-4752	139	25	igf	igf	PROPN
fis-4752	139	26	-	-	PUNCT
fis-4752	139	27	esis.68.13	esis.68.13	PROPN
fis-4752	139	28	204	204	NUM
fis-4752	139	29	figure	figure	NOUN
fis-4752	139	30	6	6	NUM
fis-4752	139	31	:	:	PUNCT
fis-4752	139	32	comparison	comparison	NOUN
fis-4752	139	33	of	of	ADP
fis-4752	139	34	maximum	maximum	ADJ
fis-4752	139	35	normal	normal	ADJ
fis-4752	139	36	stress	stress	NOUN
fis-4752	139	37	in	in	ADP
fis-4752	139	38	y	y	NOUN
fis-4752	139	39	-	-	PUNCT
fis-4752	139	40	direction	direction	NOUN
fis-4752	139	41	of	of	ADP
fis-4752	139	42	sif	sif	NOUN
fis-4752	139	43	model	model	NOUN
fis-4752	139	44	and	and	CCONJ
fis-4752	139	45	fem	fem	NOUN
fis-4752	139	46	for	for	ADP
fis-4752	139	47	different	different	ADJ
fis-4752	139	48	amount	amount	NOUN
fis-4752	139	49	of	of	ADP
fis-4752	139	50	crack	crack	NOUN
fis-4752	139	51	length	length	NOUN
fis-4752	139	52	.	.	PUNCT
fis-4752	140	1	in	in	ADP
fis-4752	140	2	addition	addition	NOUN
fis-4752	140	3	,	,	PUNCT
fis-4752	140	4	fig	fig	NOUN
fis-4752	140	5	7	7	NUM
fis-4752	140	6	investigates	investigate	VERB
fis-4752	140	7	the	the	DET
fis-4752	140	8	effect	effect	NOUN
fis-4752	140	9	of	of	ADP
fis-4752	140	10	crack	crack	NOUN
fis-4752	140	11	length	length	NOUN
fis-4752	140	12	on	on	ADP
fis-4752	140	13	the	the	DET
fis-4752	140	14	maximum	maximum	ADJ
fis-4752	140	15	stress	stress	NOUN
fis-4752	140	16	component	component	NOUN
fis-4752	140	17	in	in	ADP
fis-4752	140	18	the	the	DET
fis-4752	140	19	y	y	NOUN
fis-4752	140	20	-	-	PUNCT
fis-4752	140	21	direction	direction	NOUN
fis-4752	140	22	estimated	estimate	VERB
fis-4752	140	23	from	from	ADP
fis-4752	140	24	the	the	DET
fis-4752	140	25	sif	sif	PROPN
fis-4752	140	26	model	model	NOUN
fis-4752	140	27	over	over	ADP
fis-4752	140	28	a	a	DET
fis-4752	140	29	range	range	NOUN
fis-4752	140	30	of	of	ADP
fis-4752	140	31	characteristic	characteristic	ADJ
fis-4752	140	32	lengths	length	NOUN
fis-4752	140	33	(	(	PUNCT
fis-4752	140	34	0	0	NUM
fis-4752	140	35	<	<	X
fis-4752	140	36	ξ	ξ	X
fis-4752	140	37	≤	≤	NUM
fis-4752	140	38	1	1	NUM
fis-4752	140	39	mm	mm	NOUN
fis-4752	140	40	)	)	PUNCT
fis-4752	140	41	.	.	PUNCT
fis-4752	141	1	notably	notably	ADV
fis-4752	141	2	,	,	PUNCT
fis-4752	141	3	as	as	SCONJ
fis-4752	141	4	illustrated	illustrate	VERB
fis-4752	141	5	in	in	ADP
fis-4752	141	6	fig	fig	NOUN
fis-4752	141	7	7	7	NUM
fis-4752	141	8	,	,	PUNCT
fis-4752	141	9	reaching	reach	VERB
fis-4752	141	10	the	the	DET
fis-4752	141	11	exact	exact	ADJ
fis-4752	141	12	crack	crack	NOUN
fis-4752	141	13	tip	tip	NOUN
fis-4752	141	14	(	(	PUNCT
fis-4752	141	15	ξ	ξ	X
fis-4752	141	16	=	=	SYM
fis-4752	141	17	0	0	NUM
fis-4752	141	18	)	)	PUNCT
fis-4752	141	19	is	be	AUX
fis-4752	141	20	impractical	impractical	ADJ
fis-4752	141	21	due	due	ADJ
fis-4752	141	22	to	to	ADP
fis-4752	141	23	stress	stress	NOUN
fis-4752	141	24	concentration	concentration	NOUN
fis-4752	141	25	,	,	PUNCT
fis-4752	141	26	which	which	PRON
fis-4752	141	27	results	result	VERB
fis-4752	141	28	in	in	ADP
fis-4752	141	29	an	an	DET
fis-4752	141	30	infinite	infinite	ADJ
fis-4752	141	31	maximum	maximum	ADJ
fis-4752	141	32	stress	stress	NOUN
fis-4752	141	33	value	value	NOUN
fis-4752	141	34	.	.	PUNCT
fis-4752	142	1	the	the	DET
fis-4752	142	2	simulation	simulation	NOUN
fis-4752	142	3	data	datum	NOUN
fis-4752	142	4	for	for	ADP
fis-4752	142	5	the	the	DET
fis-4752	142	6	four	four	NUM
fis-4752	142	7	distinct	distinct	ADJ
fis-4752	142	8	crack	crack	NOUN
fis-4752	142	9	lengths	length	NOUN
fis-4752	142	10	(	(	PUNCT
fis-4752	142	11	0.1	0.1	NUM
fis-4752	142	12	,	,	PUNCT
fis-4752	142	13	1.0	1.0	NUM
fis-4752	142	14	,	,	PUNCT
fis-4752	142	15	5.0	5.0	NUM
fis-4752	142	16	,	,	PUNCT
fis-4752	142	17	and	and	CCONJ
fis-4752	142	18	10	10	NUM
fis-4752	142	19	mm	mm	NOUN
fis-4752	142	20	)	)	PUNCT
fis-4752	142	21	are	be	AUX
fis-4752	142	22	depicted	depict	VERB
fis-4752	142	23	on	on	ADP
fis-4752	142	24	the	the	DET
fis-4752	142	25	relevant	relevant	ADJ
fis-4752	142	26	crack	crack	NOUN
fis-4752	142	27	length	length	NOUN
fis-4752	142	28	curves	curve	NOUN
fis-4752	142	29	.	.	PUNCT
fis-4752	143	1	assuming	assume	VERB
fis-4752	143	2	implementing	implement	VERB
fis-4752	143	3	simulation	simulation	PROPN
fis-4752	143	4	iteration	iteration	PROPN
fis-4752	143	5	ii	ii	PROPN
fis-4752	143	6	,	,	PUNCT
fis-4752	143	7	for	for	ADP
fis-4752	143	8	example	example	NOUN
fis-4752	143	9	,	,	PUNCT
fis-4752	143	10	the	the	DET
fis-4752	143	11	red	red	ADJ
fis-4752	143	12	curve	curve	NOUN
fis-4752	143	13	displaying	display	VERB
fis-4752	143	14	a	a	DET
fis-4752	143	15	crack	crack	NOUN
fis-4752	143	16	length	length	NOUN
fis-4752	143	17	of	of	ADP
fis-4752	143	18	5.0	5.0	NUM
fis-4752	143	19	mm	mm	NOUN
fis-4752	143	20	corresponds	correspond	NOUN
fis-4752	143	21	to	to	ADP
fis-4752	143	22	a	a	DET
fis-4752	143	23	maximum	maximum	ADJ
fis-4752	143	24	stress	stress	NOUN
fis-4752	143	25	value	value	NOUN
fis-4752	143	26	of	of	ADP
fis-4752	143	27	4.5	4.5	NUM
fis-4752	143	28	mpa	mpa	NOUN
fis-4752	143	29	when	when	SCONJ
fis-4752	143	30	the	the	DET
fis-4752	143	31	characteristic	characteristic	ADJ
fis-4752	143	32	length	length	NOUN
fis-4752	143	33	is	be	AUX
fis-4752	143	34	0.16	0.16	NUM
fis-4752	143	35	mm	mm	NOUN
fis-4752	143	36	,	,	PUNCT
fis-4752	143	37	matching	match	VERB
fis-4752	143	38	the	the	DET
fis-4752	143	39	sif	sif	PROPN
fis-4752	143	40	model	model	NOUN
fis-4752	143	41	result	result	PROPN
fis-4752	143	42	.	.	PUNCT
fis-4752	144	1	figure	figure	VERB
fis-4752	144	2	7	7	NUM
fis-4752	144	3	:	:	PUNCT
fis-4752	144	4	comparison	comparison	NOUN
fis-4752	144	5	of	of	ADP
fis-4752	144	6	maximum	maximum	ADJ
fis-4752	144	7	normal	normal	ADJ
fis-4752	144	8	stress	stress	NOUN
fis-4752	144	9	in	in	ADP
fis-4752	144	10	y	y	NOUN
fis-4752	144	11	-	-	PUNCT
fis-4752	144	12	direction	direction	NOUN
fis-4752	144	13	of	of	ADP
fis-4752	144	14	sif	sif	NOUN
fis-4752	144	15	model	model	NOUN
fis-4752	144	16	and	and	CCONJ
fis-4752	144	17	fem	fem	NOUN
fis-4752	144	18	for	for	ADP
fis-4752	144	19	different	different	ADJ
fis-4752	144	20	amount	amount	NOUN
fis-4752	144	21	of	of	ADP
fis-4752	144	22	characteristic	characteristic	ADJ
fis-4752	144	23	length	length	NOUN
fis-4752	144	24	.	.	PUNCT
fis-4752	145	1	the	the	DET
fis-4752	145	2	outputs	output	NOUN
fis-4752	145	3	of	of	ADP
fis-4752	145	4	the	the	DET
fis-4752	145	5	ann	ann	PROPN
fis-4752	145	6	model	model	NOUN
fis-4752	145	7	are	be	AUX
fis-4752	145	8	discussed	discuss	VERB
fis-4752	145	9	as	as	ADV
fis-4752	145	10	well	well	ADV
fis-4752	145	11	here	here	ADV
fis-4752	145	12	.	.	PUNCT
fis-4752	146	1	tab	tab	NOUN
fis-4752	146	2	.	.	PUNCT
fis-4752	146	3	5	5	NUM
fis-4752	146	4	provides	provide	VERB
fis-4752	146	5	the	the	DET
fis-4752	146	6	data	datum	NOUN
fis-4752	146	7	that	that	PRON
fis-4752	146	8	was	be	AUX
fis-4752	146	9	elected	elect	VERB
fis-4752	146	10	as	as	ADP
fis-4752	146	11	test	test	NOUN
fis-4752	146	12	data	datum	NOUN
fis-4752	146	13	for	for	ADP
fis-4752	146	14	ann	ann	PROPN
fis-4752	146	15	prediction	prediction	NOUN
fis-4752	146	16	.	.	PUNCT
fis-4752	147	1	in	in	ADP
fis-4752	147	2	this	this	DET
fis-4752	147	3	study	study	NOUN
fis-4752	147	4	,	,	PUNCT
fis-4752	147	5	10	10	NUM
fis-4752	147	6	%	%	NOUN
fis-4752	147	7	of	of	ADP
fis-4752	147	8	the	the	DET
fis-4752	147	9	total	total	ADJ
fis-4752	147	10	dataset	dataset	NOUN
fis-4752	147	11	obtained	obtain	VERB
fis-4752	147	12	from	from	ADP
fis-4752	147	13	simulations	simulation	NOUN
fis-4752	147	14	has	have	AUX
fis-4752	147	15	been	be	AUX
fis-4752	147	16	set	set	VERB
fis-4752	147	17	apart	apart	ADV
fis-4752	147	18	for	for	ADP
fis-4752	147	19	testing	testing	NOUN
fis-4752	147	20	,	,	PUNCT
fis-4752	147	21	guaranteeing	guarantee	VERB
fis-4752	147	22	that	that	SCONJ
fis-4752	147	23	these	these	DET
fis-4752	147	24	specific	specific	ADJ
fis-4752	147	25	data	data	NOUN
fis-4752	147	26	points	point	NOUN
fis-4752	147	27	were	be	AUX
fis-4752	147	28	not	not	PART
fis-4752	147	29	exposed	expose	VERB
fis-4752	147	30	to	to	ADP
fis-4752	147	31	the	the	DET
fis-4752	147	32	ann	ann	PROPN
fis-4752	147	33	model	model	NOUN
fis-4752	147	34	during	during	ADP
fis-4752	147	35	the	the	DET
fis-4752	147	36	training	training	NOUN
fis-4752	147	37	phase	phase	NOUN
fis-4752	147	38	.	.	PUNCT
fis-4752	148	1	the	the	DET
fis-4752	148	2	results	result	NOUN
fis-4752	148	3	of	of	ADP
fis-4752	148	4	the	the	DET
fis-4752	148	5	ann	ann	PROPN
fis-4752	148	6	for	for	ADP
fis-4752	148	7	this	this	DET
fis-4752	148	8	specific	specific	ADJ
fis-4752	148	9	testing	testing	NOUN
fis-4752	148	10	dataset	dataset	NOUN
fis-4752	148	11	are	be	AUX
fis-4752	148	12	considered	consider	VERB
fis-4752	148	13	predictions	prediction	NOUN
fis-4752	148	14	from	from	ADP
fis-4752	148	15	the	the	DET
fis-4752	148	16	machine	machine	NOUN
fis-4752	148	17	learning	learning	NOUN
fis-4752	148	18	model	model	NOUN
fis-4752	148	19	.	.	PUNCT
fis-4752	149	1	the	the	DET
fis-4752	149	2	procedure	procedure	NOUN
fis-4752	149	3	is	be	AUX
fis-4752	149	4	illustrated	illustrate	VERB
fis-4752	149	5	in	in	ADP
fis-4752	149	6	tab	tab	NOUN
fis-4752	149	7	.	.	PUNCT
fis-4752	150	1	5	5	NUM
fis-4752	150	2	,	,	PUNCT
fis-4752	150	3	where	where	SCONJ
fis-4752	150	4	the	the	DET
fis-4752	150	5	ann	ann	PROPN
fis-4752	150	6	model	model	NOUN
fis-4752	150	7	predicts	predict	VERB
fis-4752	150	8	data	datum	NOUN
fis-4752	150	9	that	that	PRON
fis-4752	150	10	has	have	AUX
fis-4752	150	11	not	not	PART
fis-4752	150	12	before	before	ADV
fis-4752	150	13	been	be	AUX
fis-4752	150	14	seen	see	VERB
fis-4752	150	15	during	during	ADP
fis-4752	150	16	the	the	DET
fis-4752	150	17	training	training	NOUN
fis-4752	150	18	phase	phase	NOUN
fis-4752	150	19	.	.	PUNCT
fis-4752	151	1	for	for	ADP
fis-4752	151	2	instance	instance	NOUN
fis-4752	151	3	,	,	PUNCT
fis-4752	151	4	the	the	DET
fis-4752	151	5	ann	ann	PROPN
fis-4752	151	6	model	model	NOUN
fis-4752	151	7	predicts	predict	VERB
fis-4752	151	8	a	a	DET
fis-4752	151	9	result	result	NOUN
fis-4752	151	10	of	of	ADP
fis-4752	151	11	1.18	1.18	NUM
fis-4752	151	12	mpa	mpa	NOUN
fis-4752	151	13	when	when	SCONJ
fis-4752	151	14	the	the	DET
fis-4752	151	15	fem	fem	NOUN
fis-4752	151	16	yields	yield	VERB
fis-4752	151	17	1.15	1.15	NUM
fis-4752	151	18	mpa	mpa	NOUN
fis-4752	151	19	for	for	ADP
fis-4752	151	20	a	a	DET
fis-4752	151	21	crack	crack	NOUN
fis-4752	151	22	length	length	NOUN
fis-4752	151	23	of	of	ADP
fis-4752	151	24	1	1	NUM
fis-4752	151	25	mm	mm	NOUN
fis-4752	151	26	in	in	ADP
fis-4752	151	27	the	the	DET
fis-4752	151	28	first	first	ADJ
fis-4752	151	29	simulation	simulation	NOUN
fis-4752	151	30	iteration	iteration	NOUN
fis-4752	151	31	,	,	PUNCT
fis-4752	151	32	demonstrating	demonstrate	VERB
fis-4752	151	33	high	high	ADJ
fis-4752	151	34	accuracy	accuracy	NOUN
fis-4752	151	35	of	of	ADP
fis-4752	151	36	machine	machine	NOUN
fis-4752	151	37	learning	learning	NOUN
fis-4752	151	38	model	model	NOUN
fis-4752	151	39	.	.	PUNCT
fis-4752	152	1	an	an	DET
fis-4752	152	2	important	important	ADJ
fis-4752	152	3	part	part	NOUN
fis-4752	152	4	of	of	ADP
fis-4752	152	5	assessing	assess	VERB
fis-4752	152	6	the	the	DET
fis-4752	152	7	performance	performance	NOUN
fis-4752	152	8	of	of	ADP
fis-4752	152	9	machine	machine	NOUN
fis-4752	152	10	learning	learning	NOUN
fis-4752	152	11	model	model	NOUN
fis-4752	152	12	is	be	AUX
fis-4752	152	13	the	the	DET
fis-4752	152	14	selected	select	VERB
fis-4752	152	15	test	test	NOUN
fis-4752	152	16	data	datum	NOUN
fis-4752	152	17	.	.	PUNCT
fis-4752	153	1	as	as	SCONJ
fis-4752	153	2	these	these	DET
fis-4752	153	3	test	test	NOUN
fis-4752	153	4	data	datum	NOUN
fis-4752	153	5	points	point	NOUN
fis-4752	153	6	are	be	AUX
fis-4752	153	7	distinct	distinct	ADJ
fis-4752	153	8	from	from	ADP
fis-4752	153	9	the	the	DET
fis-4752	153	10	training	training	NOUN
fis-4752	153	11	dataset	dataset	NOUN
fis-4752	153	12	,	,	PUNCT
fis-4752	153	13	the	the	DET
fis-4752	153	14	model	model	NOUN
fis-4752	153	15	is	be	AUX
fis-4752	153	16	subjected	subject	VERB
fis-4752	153	17	to	to	ADP
fis-4752	153	18	the	the	DET
fis-4752	153	19	circumstances	circumstance	NOUN
fis-4752	153	20	that	that	SCONJ
fis-4752	153	21	it	it	PRON
fis-4752	153	22	was	be	AUX
fis-4752	153	23	not	not	PART
fis-4752	153	24	trained	train	VERB
fis-4752	153	25	on	on	ADP
fis-4752	153	26	.	.	PUNCT
fis-4752	154	1	this	this	PRON
fis-4752	154	2	deliberate	deliberate	ADJ
fis-4752	154	3	omission	omission	NOUN
fis-4752	154	4	benefits	benefit	NOUN
fis-4752	154	5	to	to	PART
fis-4752	154	6	evaluate	evaluate	VERB
fis-4752	154	7	the	the	DET
fis-4752	154	8	capacity	capacity	NOUN
fis-4752	154	9	of	of	ADP
fis-4752	154	10	the	the	DET
fis-4752	154	11	model	model	NOUN
fis-4752	154	12	for	for	ADP
fis-4752	154	13	generalization	generalization	NOUN
fis-4752	154	14	and	and	CCONJ
fis-4752	154	15	precise	precise	ADJ
fis-4752	154	16	prediction	prediction	NOUN
fis-4752	154	17	-	-	PUNCT
fis-4752	154	18	making	making	NOUN
fis-4752	154	19	on	on	ADP
fis-4752	154	20	fresh	fresh	ADJ
fis-4752	154	21	,	,	PUNCT
fis-4752	154	22	untested	untested	ADJ
fis-4752	154	23	data	datum	NOUN
fis-4752	154	24	.	.	PUNCT
fis-4752	155	1	by	by	ADP
fis-4752	155	2	essentially	essentially	ADV
fis-4752	155	3	subjecting	subject	VERB
fis-4752	155	4	the	the	DET
fis-4752	155	5	machine	machine	NOUN
fis-4752	155	6	learning	learn	VERB
fis-4752	155	7	model	model	NOUN
fis-4752	155	8	to	to	ADP
fis-4752	155	9	various	various	ADJ
fis-4752	155	10	situations	situation	NOUN
fis-4752	155	11	,	,	PUNCT
fis-4752	155	12	it	it	PRON
fis-4752	155	13	is	be	AUX
fis-4752	155	14	possible	possible	ADJ
fis-4752	155	15	to	to	PART
fis-4752	155	16	evaluate	evaluate	VERB
fis-4752	155	17	its	its	PRON
fis-4752	155	18	ability	ability	NOUN
fis-4752	155	19	to	to	PART
fis-4752	155	20	predict	predict	VERB
fis-4752	155	21	and	and	CCONJ
fis-4752	155	22	obtain	obtain	VERB
fis-4752	155	23	insight	insight	NOUN
fis-4752	155	24	into	into	ADP
fis-4752	155	25	its	its	PRON
fis-4752	155	26	general	general	ADJ
fis-4752	155	27	reliability	reliability	NOUN
fis-4752	155	28	and	and	CCONJ
fis-4752	155	29	efficacy	efficacy	NOUN
fis-4752	155	30	.	.	PUNCT
fis-4752	156	1	s.	s.	PROPN
fis-4752	156	2	h.	h.	PROPN
fis-4752	156	3	moghtaderi	moghtaderi	PROPN
fis-4752	156	4	et	et	PROPN
fis-4752	156	5	alii	alii	PROPN
fis-4752	156	6	,	,	PUNCT
fis-4752	156	7	frattura	frattura	PROPN
fis-4752	156	8	ed	ed	PROPN
fis-4752	156	9	integrità	integrità	PROPN
fis-4752	156	10	strutturale	strutturale	PROPN
fis-4752	156	11	,	,	PUNCT
fis-4752	156	12	68	68	NUM
fis-4752	156	13	(	(	PUNCT
fis-4752	156	14	2024	2024	NUM
fis-4752	156	15	)	)	PUNCT
fis-4752	156	16	197	197	NUM
fis-4752	156	17	-	-	SYM
fis-4752	156	18	208	208	NUM
fis-4752	156	19	;	;	PUNCT
fis-4752	156	20	doi	doi	NOUN
fis-4752	156	21	:	:	PUNCT
fis-4752	156	22	10.3221	10.3221	NUM
fis-4752	156	23	/	/	SYM
fis-4752	156	24	igf	igf	PROPN
fis-4752	156	25	-	-	PUNCT
fis-4752	156	26	esis.68.13	esis.68.13	PROPN
fis-4752	156	27	205	205	NUM
fis-4752	156	28	crack	crack	NOUN
fis-4752	156	29	length	length	NOUN
fis-4752	156	30	(	(	PUNCT
fis-4752	156	31	mm	mm	NOUN
fis-4752	156	32	)	)	PUNCT
fis-4752	156	33	simulation	simulation	NOUN
fis-4752	156	34	iteration	iteration	NOUN
fis-4752	156	35	maximum	maximum	PROPN
fis-4752	156	36	normal	normal	ADJ
fis-4752	156	37	stress	stress	NOUN
fis-4752	156	38	(	(	PUNCT
fis-4752	156	39	mpa	mpa	NOUN
fis-4752	156	40	)	)	PUNCT
fis-4752	156	41	error	error	NOUN
fis-4752	156	42	(	(	PUNCT
fis-4752	156	43	%	%	INTJ
fis-4752	156	44	)	)	PUNCT
fis-4752	156	45	fem	fem	NOUN
fis-4752	157	1	ann	ann	PROPN
fis-4752	157	2	1	1	NUM
fis-4752	157	3	i	i	PRON
fis-4752	157	4	1.15	1.15	NUM
fis-4752	157	5	1.18	1.18	NUM
fis-4752	157	6	2.54	2.54	NUM
fis-4752	157	7	2	2	NUM
fis-4752	157	8	ii	ii	NUM
fis-4752	157	9	2.30	2.30	NUM
fis-4752	157	10	2.26	2.26	NUM
fis-4752	157	11	1.77	1.77	NUM
fis-4752	157	12	3	3	NUM
fis-4752	157	13	i	i	NOUN
fis-4752	157	14	1.46	1.46	NUM
fis-4752	157	15	1.40	1.40	NUM
fis-4752	157	16	4.28	4.28	NUM
fis-4752	157	17	3	3	NUM
fis-4752	157	18	ii	ii	NUM
fis-4752	157	19	3.00	3.00	NUM
fis-4752	157	20	2.95	2.95	NUM
fis-4752	157	21	1.69	1.69	NUM
fis-4752	157	22	4	4	NUM
fis-4752	157	23	i	i	NOUN
fis-4752	157	24	1.61	1.61	NUM
fis-4752	157	25	1.74	1.74	NUM
fis-4752	157	26	7.47	7.47	NUM
fis-4752	157	27	table	table	NOUN
fis-4752	157	28	5	5	NUM
fis-4752	157	29	:	:	PUNCT
fis-4752	157	30	selected	select	VERB
fis-4752	157	31	data	datum	NOUN
fis-4752	157	32	for	for	ADP
fis-4752	157	33	prediction	prediction	NOUN
fis-4752	157	34	in	in	ADP
fis-4752	157	35	ann	ann	PROPN
fis-4752	157	36	model	model	NOUN
fis-4752	157	37	.	.	PUNCT
fis-4752	158	1	moreover	moreover	ADV
fis-4752	158	2	,	,	PUNCT
fis-4752	158	3	tab	tab	PROPN
fis-4752	158	4	.	.	PROPN
fis-4752	158	5	6	6	NUM
fis-4752	158	6	serves	serve	VERB
fis-4752	158	7	as	as	ADP
fis-4752	158	8	a	a	DET
fis-4752	158	9	valuable	valuable	ADJ
fis-4752	158	10	point	point	NOUN
fis-4752	158	11	of	of	ADP
fis-4752	158	12	reference	reference	NOUN
fis-4752	158	13	,	,	PUNCT
fis-4752	158	14	providing	provide	VERB
fis-4752	158	15	a	a	DET
fis-4752	158	16	comprehensive	comprehensive	ADJ
fis-4752	158	17	assessment	assessment	NOUN
fis-4752	158	18	of	of	ADP
fis-4752	158	19	the	the	DET
fis-4752	158	20	performance	performance	NOUN
fis-4752	158	21	of	of	ADP
fis-4752	158	22	ann	ann	PROPN
fis-4752	158	23	model	model	NOUN
fis-4752	158	24	based	base	VERB
fis-4752	158	25	on	on	ADP
fis-4752	158	26	the	the	DET
fis-4752	158	27	evaluative	evaluative	ADJ
fis-4752	158	28	test	test	NOUN
fis-4752	158	29	dataset	dataset	NOUN
fis-4752	158	30	provided	provide	VERB
fis-4752	158	31	in	in	ADP
fis-4752	158	32	tab	tab	NOUN
fis-4752	158	33	.	.	PUNCT
fis-4752	159	1	5	5	NUM
fis-4752	159	2	and	and	CCONJ
fis-4752	159	3	the	the	DET
fis-4752	159	4	remaining	remain	VERB
fis-4752	159	5	90	90	NUM
fis-4752	159	6	%	%	NOUN
fis-4752	159	7	of	of	ADP
fis-4752	159	8	data	datum	NOUN
fis-4752	159	9	utilized	utilize	VERB
fis-4752	159	10	for	for	ADP
fis-4752	159	11	model	model	NOUN
fis-4752	159	12	training	training	NOUN
fis-4752	159	13	.	.	PUNCT
fis-4752	160	1	this	this	DET
fis-4752	160	2	detailed	detailed	ADJ
fis-4752	160	3	review	review	NOUN
fis-4752	160	4	is	be	AUX
fis-4752	160	5	based	base	VERB
fis-4752	160	6	on	on	ADP
fis-4752	160	7	a	a	DET
fis-4752	160	8	wide	wide	ADJ
fis-4752	160	9	range	range	NOUN
fis-4752	160	10	of	of	ADP
fis-4752	160	11	performance	performance	NOUN
fis-4752	160	12	criteria	criterion	NOUN
fis-4752	160	13	that	that	PRON
fis-4752	160	14	have	have	AUX
fis-4752	160	15	been	be	AUX
fis-4752	160	16	rigorously	rigorously	ADV
fis-4752	160	17	used	use	VERB
fis-4752	160	18	to	to	PART
fis-4752	160	19	measure	measure	VERB
fis-4752	160	20	the	the	DET
fis-4752	160	21	algorithms	algorithms	NOUN
fis-4752	160	22	accuracy	accuracy	NOUN
fis-4752	160	23	and	and	CCONJ
fis-4752	160	24	precision	precision	NOUN
fis-4752	160	25	.	.	PUNCT
fis-4752	161	1	the	the	DET
fis-4752	161	2	metrics	metric	NOUN
fis-4752	161	3	used	use	VERB
fis-4752	161	4	specifically	specifically	ADV
fis-4752	161	5	include	include	VERB
fis-4752	161	6	the	the	DET
fis-4752	161	7	r	r	NOUN
fis-4752	161	8	-	-	PUNCT
fis-4752	161	9	squared	square	VERB
fis-4752	161	10	coefficient	coefficient	NOUN
fis-4752	161	11	(	(	PUNCT
fis-4752	161	12	r2	r2	PROPN
fis-4752	161	13	)	)	PUNCT
fis-4752	161	14	,	,	PUNCT
fis-4752	161	15	which	which	PRON
fis-4752	161	16	represents	represent	VERB
fis-4752	161	17	the	the	DET
fis-4752	161	18	proportion	proportion	NOUN
fis-4752	161	19	of	of	ADP
fis-4752	161	20	variation	variation	NOUN
fis-4752	161	21	captured	capture	VERB
fis-4752	161	22	by	by	ADP
fis-4752	161	23	the	the	DET
fis-4752	161	24	model	model	NOUN
fis-4752	161	25	,	,	PUNCT
fis-4752	161	26	as	as	ADV
fis-4752	161	27	well	well	ADV
fis-4752	161	28	as	as	ADP
fis-4752	161	29	the	the	DET
fis-4752	161	30	mean	mean	ADJ
fis-4752	161	31	absolute	absolute	ADJ
fis-4752	161	32	error	error	NOUN
fis-4752	161	33	(	(	PUNCT
fis-4752	161	34	mae	mae	PROPN
fis-4752	161	35	)	)	PUNCT
fis-4752	161	36	and	and	CCONJ
fis-4752	161	37	root	root	NOUN
fis-4752	161	38	mean	mean	ADJ
fis-4752	161	39	square	square	ADJ
fis-4752	161	40	error	error	NOUN
fis-4752	161	41	(	(	PUNCT
fis-4752	161	42	rmse	rmse	NOUN
fis-4752	161	43	)	)	PUNCT
fis-4752	161	44	,	,	PUNCT
fis-4752	161	45	two	two	NUM
fis-4752	161	46	important	important	ADJ
fis-4752	161	47	indicators	indicator	NOUN
fis-4752	161	48	quantifying	quantify	VERB
fis-4752	161	49	the	the	DET
fis-4752	161	50	predictive	predictive	ADJ
fis-4752	161	51	discrepancy	discrepancy	NOUN
fis-4752	161	52	and	and	CCONJ
fis-4752	161	53	spread	spread	NOUN
fis-4752	161	54	of	of	ADP
fis-4752	161	55	model	model	NOUN
fis-4752	161	56	,	,	PUNCT
fis-4752	161	57	respectively	respectively	ADV
fis-4752	161	58	.	.	PUNCT
fis-4752	162	1	model	model	NOUN
fis-4752	162	2	performance	performance	NOUN
fis-4752	162	3	metric	metric	ADJ
fis-4752	162	4	testing	testing	NOUN
fis-4752	162	5	data	datum	NOUN
fis-4752	162	6	training	training	NOUN
fis-4752	162	7	data	datum	NOUN
fis-4752	162	8	r2	r2	PROPN
fis-4752	162	9	0.978	0.978	NUM
fis-4752	162	10	0.999	0.999	NUM
fis-4752	162	11	mae	mae	PROPN
fis-4752	162	12	0.090	0.090	NUM
fis-4752	162	13	0.107	0.107	NUM
fis-4752	162	14	rmse	rmse	NOUN
fis-4752	162	15	0.098	0.098	NUM
fis-4752	162	16	0.157	0.157	NUM
fis-4752	162	17	table	table	NOUN
fis-4752	162	18	6	6	NUM
fis-4752	162	19	:	:	PUNCT
fis-4752	162	20	ann	ann	PROPN
fis-4752	162	21	model	model	NOUN
fis-4752	162	22	performance	performance	NOUN
fis-4752	162	23	.	.	PUNCT
fis-4752	163	1	the	the	DET
fis-4752	163	2	observed	observed	ADJ
fis-4752	163	3	ml	ml	NOUN
fis-4752	163	4	model	model	NOUN
fis-4752	163	5	performs	perform	VERB
fis-4752	163	6	well	well	ADV
fis-4752	163	7	according	accord	VERB
fis-4752	163	8	to	to	ADP
fis-4752	163	9	the	the	DET
fis-4752	163	10	already	already	ADV
fis-4752	163	11	established	establish	VERB
fis-4752	163	12	criteria	criterion	NOUN
fis-4752	163	13	,	,	PUNCT
fis-4752	163	14	as	as	SCONJ
fis-4752	163	15	seen	see	VERB
fis-4752	163	16	by	by	ADP
fis-4752	163	17	the	the	DET
fis-4752	163	18	values	value	NOUN
fis-4752	163	19	assigned	assign	VERB
fis-4752	163	20	to	to	ADP
fis-4752	163	21	r2	r2	PROPN
fis-4752	163	22	(	(	PUNCT
fis-4752	163	23	0.978	0.978	NUM
fis-4752	163	24	and	and	CCONJ
fis-4752	163	25	0.999	0.999	NUM
fis-4752	163	26	)	)	PUNCT
fis-4752	163	27	,	,	PUNCT
fis-4752	163	28	mae	mae	PROPN
fis-4752	163	29	(	(	PUNCT
fis-4752	163	30	0.090	0.090	NUM
fis-4752	163	31	and	and	CCONJ
fis-4752	163	32	0.107	0.107	NUM
fis-4752	163	33	)	)	PUNCT
fis-4752	163	34	,	,	PUNCT
fis-4752	163	35	and	and	CCONJ
fis-4752	163	36	,	,	PUNCT
fis-4752	163	37	rmse	rmse	PROPN
fis-4752	163	38	(	(	PUNCT
fis-4752	163	39	0.098	0.098	NUM
fis-4752	163	40	and	and	CCONJ
fis-4752	163	41	0.157	0.157	NUM
fis-4752	163	42	)	)	PUNCT
fis-4752	163	43	for	for	ADP
fis-4752	163	44	testing	test	VERB
fis-4752	163	45	data	datum	NOUN
fis-4752	163	46	and	and	CCONJ
fis-4752	163	47	training	training	NOUN
fis-4752	163	48	data	datum	NOUN
fis-4752	163	49	,	,	PUNCT
fis-4752	163	50	respectively	respectively	ADV
fis-4752	163	51	.	.	PUNCT
fis-4752	164	1	tab	tab	NOUN
fis-4752	164	2	.	.	PUNCT
fis-4752	165	1	6	6	NUM
fis-4752	165	2	compacts	compact	VERB
fis-4752	165	3	this	this	DET
fis-4752	165	4	presentation	presentation	NOUN
fis-4752	165	5	of	of	ADP
fis-4752	165	6	statistical	statistical	ADJ
fis-4752	165	7	facts	fact	NOUN
fis-4752	165	8	and	and	CCONJ
fis-4752	165	9	performance	performance	NOUN
fis-4752	165	10	indicators	indicator	NOUN
fis-4752	165	11	,	,	PUNCT
fis-4752	165	12	boosting	boost	VERB
fis-4752	165	13	confidence	confidence	NOUN
fis-4752	165	14	and	and	CCONJ
fis-4752	165	15	understanding	understanding	NOUN
fis-4752	165	16	of	of	ADP
fis-4752	165	17	the	the	DET
fis-4752	165	18	predictive	predictive	ADJ
fis-4752	165	19	potential	potential	NOUN
fis-4752	165	20	of	of	ADP
fis-4752	165	21	ann	ann	PROPN
fis-4752	165	22	model	model	NOUN
fis-4752	165	23	in	in	ADP
fis-4752	165	24	the	the	DET
fis-4752	165	25	context	context	NOUN
fis-4752	165	26	of	of	ADP
fis-4752	165	27	the	the	DET
fis-4752	165	28	test	test	NOUN
fis-4752	165	29	dataset	dataset	NOUN
fis-4752	165	30	.	.	PUNCT
fis-4752	166	1	notable	notable	ADJ
fis-4752	166	2	advances	advance	NOUN
fis-4752	166	3	are	be	AUX
fis-4752	166	4	introduced	introduce	VERB
fis-4752	166	5	when	when	SCONJ
fis-4752	166	6	ann	ann	PROPN
fis-4752	166	7	is	be	AUX
fis-4752	166	8	used	use	VERB
fis-4752	166	9	in	in	ADP
fis-4752	166	10	the	the	DET
fis-4752	166	11	fields	field	NOUN
fis-4752	166	12	of	of	ADP
fis-4752	166	13	fracture	fracture	NOUN
fis-4752	166	14	mechanics	mechanic	NOUN
fis-4752	166	15	and	and	CCONJ
fis-4752	166	16	fem	fem	NOUN
fis-4752	166	17	.	.	PUNCT
fis-4752	167	1	the	the	DET
fis-4752	167	2	creation	creation	NOUN
fis-4752	167	3	of	of	ADP
fis-4752	167	4	prediction	prediction	NOUN
fis-4752	167	5	models	model	NOUN
fis-4752	167	6	using	use	VERB
fis-4752	167	7	data	datum	NOUN
fis-4752	167	8	from	from	ADP
fis-4752	167	9	simulations	simulation	NOUN
fis-4752	167	10	is	be	AUX
fis-4752	167	11	streamlined	streamline	VERB
fis-4752	167	12	by	by	ADP
fis-4752	167	13	the	the	DET
fis-4752	167	14	use	use	NOUN
fis-4752	167	15	of	of	ADP
fis-4752	167	16	ann	ann	PROPN
fis-4752	167	17	.	.	PUNCT
fis-4752	168	1	after	after	ADP
fis-4752	168	2	going	go	VERB
fis-4752	168	3	through	through	ADP
fis-4752	168	4	a	a	DET
fis-4752	168	5	thorough	thorough	ADJ
fis-4752	168	6	validation	validation	NOUN
fis-4752	168	7	procedure	procedure	NOUN
fis-4752	168	8	and	and	CCONJ
fis-4752	168	9	evaluating	evaluate	VERB
fis-4752	168	10	ann	ann	PROPN
fis-4752	168	11	performance	performance	NOUN
fis-4752	168	12	,	,	PUNCT
fis-4752	168	13	these	these	DET
fis-4752	168	14	models	model	NOUN
fis-4752	168	15	might	might	AUX
fis-4752	168	16	be	be	AUX
fis-4752	168	17	used	use	VERB
fis-4752	168	18	instead	instead	ADV
fis-4752	168	19	of	of	ADP
fis-4752	168	20	direct	direct	ADJ
fis-4752	168	21	fem	fem	NOUN
fis-4752	168	22	simulations	simulation	NOUN
fis-4752	168	23	.	.	PUNCT
fis-4752	169	1	in	in	ADP
fis-4752	169	2	the	the	DET
fis-4752	169	3	context	context	NOUN
fis-4752	169	4	of	of	ADP
fis-4752	169	5	the	the	DET
fis-4752	169	6	study	study	NOUN
fis-4752	169	7	that	that	PRON
fis-4752	169	8	is	be	AUX
fis-4752	169	9	being	be	AUX
fis-4752	169	10	reported	report	VERB
fis-4752	169	11	,	,	PUNCT
fis-4752	169	12	this	this	DET
fis-4752	169	13	shift	shift	NOUN
fis-4752	169	14	denotes	denote	VERB
fis-4752	169	15	a	a	DET
fis-4752	169	16	significant	significant	ADJ
fis-4752	169	17	gain	gain	NOUN
fis-4752	169	18	in	in	ADP
fis-4752	169	19	computing	compute	VERB
fis-4752	169	20	efficiency	efficiency	NOUN
fis-4752	169	21	and	and	CCONJ
fis-4752	169	22	prediction	prediction	NOUN
fis-4752	169	23	accuracy	accuracy	NOUN
fis-4752	169	24	.	.	PUNCT
fis-4752	170	1	in	in	ADP
fis-4752	170	2	addition	addition	NOUN
fis-4752	170	3	to	to	ADP
fis-4752	170	4	improving	improve	VERB
fis-4752	170	5	the	the	DET
fis-4752	170	6	creation	creation	NOUN
fis-4752	170	7	of	of	ADP
fis-4752	170	8	precise	precise	ADJ
fis-4752	170	9	predictive	predictive	ADJ
fis-4752	170	10	models	model	NOUN
fis-4752	170	11	,	,	PUNCT
fis-4752	170	12	the	the	DET
fis-4752	170	13	work	work	NOUN
fis-4752	170	14	signifies	signify	VERB
fis-4752	170	15	a	a	DET
fis-4752	170	16	paradigm	paradigm	NOUN
fis-4752	170	17	change	change	NOUN
fis-4752	170	18	in	in	ADP
fis-4752	170	19	the	the	DET
fis-4752	170	20	direction	direction	NOUN
fis-4752	170	21	of	of	ADP
fis-4752	170	22	more	more	ADV
fis-4752	170	23	effective	effective	ADJ
fis-4752	170	24	simulation	simulation	NOUN
fis-4752	170	25	-	-	PUNCT
fis-4752	170	26	based	base	VERB
fis-4752	170	27	predictions	prediction	NOUN
fis-4752	170	28	in	in	ADP
fis-4752	170	29	engineering	engineering	NOUN
fis-4752	170	30	and	and	CCONJ
fis-4752	170	31	materials	material	NOUN
fis-4752	170	32	science	science	NOUN
fis-4752	170	33	by	by	ADP
fis-4752	170	34	utilizing	utilize	VERB
fis-4752	170	35	the	the	DET
fis-4752	170	36	capabilities	capability	NOUN
fis-4752	170	37	of	of	ADP
fis-4752	170	38	ann	ann	PROPN
fis-4752	170	39	.	.	PUNCT
fis-4752	171	1	conclusion	conclusion	NOUN
fis-4752	171	2	n	n	DET
fis-4752	171	3	conclusion	conclusion	NOUN
fis-4752	171	4	,	,	PUNCT
fis-4752	171	5	the	the	DET
fis-4752	171	6	stress	stress	NOUN
fis-4752	171	7	intensity	intensity	NOUN
fis-4752	171	8	factor	factor	NOUN
fis-4752	171	9	(	(	PUNCT
fis-4752	171	10	sif	sif	PROPN
fis-4752	171	11	)	)	PUNCT
fis-4752	171	12	model	model	NOUN
fis-4752	171	13	was	be	AUX
fis-4752	171	14	used	use	VERB
fis-4752	171	15	to	to	PART
fis-4752	171	16	develop	develop	VERB
fis-4752	171	17	and	and	CCONJ
fis-4752	171	18	analyze	analyze	VERB
fis-4752	171	19	the	the	DET
fis-4752	171	20	maximum	maximum	ADJ
fis-4752	171	21	normal	normal	ADJ
fis-4752	171	22	stress	stress	NOUN
fis-4752	171	23	formulation	formulation	NOUN
fis-4752	171	24	within	within	ADP
fis-4752	171	25	a	a	DET
fis-4752	171	26	semi	semi	ADJ
fis-4752	171	27	-	-	ADJ
fis-4752	171	28	infinite	infinite	ADJ
fis-4752	171	29	edge	edge	NOUN
fis-4752	171	30	-	-	PUNCT
fis-4752	171	31	crack	crack	NOUN
fis-4752	171	32	elastic	elastic	ADJ
fis-4752	171	33	plate	plate	NOUN
fis-4752	171	34	,	,	PUNCT
fis-4752	171	35	and	and	CCONJ
fis-4752	171	36	its	its	PRON
fis-4752	171	37	correspondence	correspondence	NOUN
fis-4752	171	38	with	with	ADP
fis-4752	171	39	finite	finite	ADJ
fis-4752	171	40	element	element	NOUN
fis-4752	171	41	method	method	NOUN
fis-4752	171	42	(	(	PUNCT
fis-4752	171	43	fem	fem	NOUN
fis-4752	171	44	)	)	PUNCT
fis-4752	171	45	results	result	NOUN
fis-4752	171	46	was	be	AUX
fis-4752	171	47	thoroughly	thoroughly	ADV
fis-4752	171	48	investigated	investigate	VERB
fis-4752	171	49	across	across	ADP
fis-4752	171	50	a	a	DET
fis-4752	171	51	range	range	NOUN
fis-4752	171	52	of	of	ADP
fis-4752	171	53	distinct	distinct	ADJ
fis-4752	171	54	crack	crack	NOUN
fis-4752	171	55	lengths	length	NOUN
fis-4752	171	56	.	.	PUNCT
fis-4752	172	1	the	the	DET
fis-4752	172	2	inherent	inherent	ADJ
fis-4752	172	3	influence	influence	NOUN
fis-4752	172	4	of	of	ADP
fis-4752	172	5	the	the	DET
fis-4752	172	6	characteristic	characteristic	ADJ
fis-4752	172	7	length	length	NOUN
fis-4752	172	8	parameter	parameter	NOUN
fis-4752	172	9	has	have	AUX
fis-4752	172	10	also	also	ADV
fis-4752	172	11	been	be	AUX
fis-4752	172	12	carefully	carefully	ADV
fis-4752	172	13	considered	consider	VERB
fis-4752	172	14	.	.	PUNCT
fis-4752	173	1	notably	notably	ADV
fis-4752	173	2	,	,	PUNCT
fis-4752	173	3	the	the	DET
fis-4752	173	4	fem	fem	NOUN
fis-4752	173	5	-	-	PUNCT
fis-4752	173	6	derived	derive	VERB
fis-4752	173	7	results	result	NOUN
fis-4752	173	8	laid	lay	VERB
fis-4752	173	9	the	the	DET
fis-4752	173	10	framework	framework	NOUN
fis-4752	173	11	for	for	ADP
fis-4752	173	12	the	the	DET
fis-4752	173	13	development	development	NOUN
fis-4752	173	14	of	of	ADP
fis-4752	173	15	a	a	DET
fis-4752	173	16	predictive	predictive	ADJ
fis-4752	173	17	model	model	NOUN
fis-4752	173	18	using	use	VERB
fis-4752	173	19	a	a	DET
fis-4752	173	20	machine	machine	NOUN
fis-4752	173	21	learning	learning	NOUN
fis-4752	173	22	(	(	PUNCT
fis-4752	173	23	ml	ml	NOUN
fis-4752	173	24	)	)	PUNCT
fis-4752	173	25	technique	technique	NOUN
fis-4752	173	26	.	.	PUNCT
fis-4752	174	1	several	several	ADJ
fis-4752	174	2	key	key	ADJ
fis-4752	174	3	observations	observation	NOUN
fis-4752	174	4	appear	appear	VERB
fis-4752	174	5	from	from	ADP
fis-4752	174	6	these	these	DET
fis-4752	174	7	endeavors	endeavor	NOUN
fis-4752	174	8	:	:	PUNCT
fis-4752	174	9			NOUN
fis-4752	174	10	in	in	ADP
fis-4752	174	11	the	the	DET
fis-4752	174	12	context	context	NOUN
fis-4752	174	13	of	of	ADP
fis-4752	174	14	the	the	DET
fis-4752	174	15	sif	sif	PROPN
fis-4752	174	16	model	model	NOUN
fis-4752	174	17	,	,	PUNCT
fis-4752	174	18	a	a	DET
fis-4752	174	19	decrease	decrease	NOUN
fis-4752	174	20	in	in	ADP
fis-4752	174	21	the	the	DET
fis-4752	174	22	characteristic	characteristic	ADJ
fis-4752	174	23	length	length	NOUN
fis-4752	174	24	parameter	parameter	NOUN
fis-4752	174	25	corresponds	correspond	VERB
fis-4752	174	26	to	to	ADP
fis-4752	174	27	a	a	DET
fis-4752	174	28	closer	close	ADJ
fis-4752	174	29	proximity	proximity	NOUN
fis-4752	174	30	to	to	ADP
fis-4752	174	31	the	the	DET
fis-4752	174	32	crack	crack	NOUN
fis-4752	174	33	tip	tip	NOUN
fis-4752	174	34	,	,	PUNCT
fis-4752	174	35	revealing	reveal	VERB
fis-4752	174	36	the	the	DET
fis-4752	174	37	significant	significant	ADJ
fis-4752	174	38	influence	influence	NOUN
fis-4752	174	39	of	of	ADP
fis-4752	174	40	stress	stress	NOUN
fis-4752	174	41	concentration	concentration	NOUN
fis-4752	174	42	.	.	PUNCT
fis-4752	175	1	the	the	DET
fis-4752	175	2	pursuit	pursuit	NOUN
fis-4752	175	3	of	of	ADP
fis-4752	175	4	exact	exact	ADJ
fis-4752	175	5	fem	fem	NOUN
fis-4752	175	6	analysis	analysis	NOUN
fis-4752	175	7	for	for	ADP
fis-4752	175	8	this	this	DET
fis-4752	175	9	purpose	purpose	NOUN
fis-4752	175	10	necessitates	necessitate	VERB
fis-4752	175	11	a	a	DET
fis-4752	175	12	reduction	reduction	NOUN
fis-4752	175	13	in	in	ADP
fis-4752	175	14	element	element	ADJ
fis-4752	175	15	size	size	NOUN
fis-4752	175	16	or	or	CCONJ
fis-4752	175	17	an	an	DET
fis-4752	175	18	increase	increase	NOUN
fis-4752	175	19	in	in	ADP
fis-4752	175	20	the	the	DET
fis-4752	175	21	number	number	NOUN
fis-4752	175	22	of	of	ADP
fis-4752	175	23	elements	element	NOUN
fis-4752	175	24	,	,	PUNCT
fis-4752	175	25	albeit	albeit	SCONJ
fis-4752	175	26	at	at	ADP
fis-4752	175	27	the	the	DET
fis-4752	175	28	consequence	consequence	NOUN
fis-4752	175	29	of	of	ADP
fis-4752	175	30	increased	increase	VERB
fis-4752	175	31	simulation	simulation	NOUN
fis-4752	175	32	costs	cost	NOUN
fis-4752	175	33	.	.	PUNCT
fis-4752	176	1			X
fis-4752	177	1	the	the	DET
fis-4752	177	2	incorporation	incorporation	NOUN
fis-4752	177	3	of	of	ADP
fis-4752	177	4	ml	ml	NOUN
fis-4752	177	5	approaches	approach	NOUN
fis-4752	177	6	simplifies	simplifie	NOUN
fis-4752	177	7	the	the	DET
fis-4752	177	8	development	development	NOUN
fis-4752	177	9	of	of	ADP
fis-4752	177	10	prediction	prediction	NOUN
fis-4752	177	11	models	model	NOUN
fis-4752	177	12	based	base	VERB
fis-4752	177	13	on	on	ADP
fis-4752	177	14	simulation	simulation	NOUN
fis-4752	177	15	-	-	PUNCT
fis-4752	177	16	derived	derive	VERB
fis-4752	177	17	data	datum	NOUN
fis-4752	177	18	.	.	PUNCT
fis-4752	178	1	following	follow	VERB
fis-4752	178	2	a	a	DET
fis-4752	178	3	rigorous	rigorous	ADJ
fis-4752	178	4	validation	validation	NOUN
fis-4752	178	5	process	process	NOUN
fis-4752	178	6	and	and	CCONJ
fis-4752	178	7	a	a	DET
fis-4752	178	8	thorough	thorough	ADJ
fis-4752	178	9	assessment	assessment	NOUN
fis-4752	178	10	of	of	ADP
fis-4752	178	11	ml	ml	NOUN
fis-4752	178	12	performance	performance	NOUN
fis-4752	178	13	,	,	PUNCT
fis-4752	178	14	this	this	DET
fis-4752	178	15	model	model	NOUN
fis-4752	178	16	may	may	AUX
fis-4752	178	17	provide	provide	VERB
fis-4752	178	18	an	an	DET
fis-4752	178	19	alternative	alternative	NOUN
fis-4752	178	20	to	to	ADP
fis-4752	178	21	direct	direct	VERB
fis-4752	178	22	fem	fem	NOUN
fis-4752	178	23	simulations	simulation	NOUN
fis-4752	178	24	,	,	PUNCT
fis-4752	178	25	representing	represent	VERB
fis-4752	178	26	a	a	DET
fis-4752	178	27	significant	significant	ADJ
fis-4752	178	28	advancement	advancement	NOUN
fis-4752	178	29	in	in	ADP
fis-4752	178	30	computational	computational	ADJ
fis-4752	178	31	efficiency	efficiency	NOUN
fis-4752	178	32	and	and	CCONJ
fis-4752	178	33	predictive	predictive	ADJ
fis-4752	178	34	accuracy	accuracy	NOUN
fis-4752	178	35	within	within	ADP
fis-4752	178	36	the	the	DET
fis-4752	178	37	context	context	NOUN
fis-4752	178	38	of	of	ADP
fis-4752	178	39	the	the	DET
fis-4752	178	40	presented	present	VERB
fis-4752	178	41	study	study	NOUN
fis-4752	178	42	.	.	PUNCT
fis-4752	179	1	i	i	PRON
fis-4752	179	2	s.	s.	PROPN
fis-4752	179	3	h.	h.	PROPN
fis-4752	179	4	moghtaderi	moghtaderi	PROPN
fis-4752	179	5	et	et	PROPN
fis-4752	179	6	alii	alii	PROPN
fis-4752	179	7	,	,	PUNCT
fis-4752	179	8	frattura	frattura	PROPN
fis-4752	179	9	ed	ed	PROPN
fis-4752	179	10	integrità	integrità	PROPN
fis-4752	179	11	strutturale	strutturale	PROPN
fis-4752	179	12	,	,	PUNCT
fis-4752	179	13	68	68	NUM
fis-4752	179	14	(	(	PUNCT
fis-4752	179	15	2024	2024	NUM
fis-4752	179	16	)	)	PUNCT
fis-4752	179	17	197	197	NUM
fis-4752	179	18	-	-	SYM
fis-4752	179	19	208	208	NUM
fis-4752	179	20	;	;	PUNCT
fis-4752	179	21	doi	doi	NOUN
fis-4752	179	22	:	:	PUNCT
fis-4752	179	23	10.3221	10.3221	NUM
fis-4752	179	24	/	/	SYM
fis-4752	179	25	igf	igf	PROPN
fis-4752	179	26	-	-	PUNCT
fis-4752	179	27	esis.68.13	esis.68.13	PROPN
fis-4752	179	28	206	206	NUM
fis-4752	179	29			NOUN
fis-4752	180	1	it	it	PRON
fis-4752	180	2	is	be	AUX
fis-4752	180	3	worth	worth	ADJ
fis-4752	180	4	noting	note	VERB
fis-4752	180	5	the	the	DET
fis-4752	180	6	significant	significant	ADJ
fis-4752	180	7	effect	effect	NOUN
fis-4752	180	8	of	of	ADP
fis-4752	180	9	element	element	ADJ
fis-4752	180	10	size	size	NOUN
fis-4752	180	11	on	on	ADP
fis-4752	180	12	results	result	NOUN
fis-4752	180	13	,	,	PUNCT
fis-4752	180	14	particularly	particularly	ADV
fis-4752	180	15	in	in	ADP
fis-4752	180	16	the	the	DET
fis-4752	180	17	setting	setting	NOUN
fis-4752	180	18	of	of	ADP
fis-4752	180	19	critical	critical	ADJ
fis-4752	180	20	fracture	fracture	NOUN
fis-4752	180	21	propagation	propagation	NOUN
fis-4752	180	22	stress	stress	NOUN
fis-4752	180	23	when	when	SCONJ
fis-4752	180	24	using	use	VERB
fis-4752	180	25	the	the	DET
fis-4752	180	26	energy	energy	NOUN
fis-4752	180	27	criteria	criterion	NOUN
fis-4752	180	28	.	.	PUNCT
fis-4752	181	1	while	while	SCONJ
fis-4752	181	2	inconsequential	inconsequential	ADJ
fis-4752	181	3	for	for	ADP
fis-4752	181	4	aan	aan	PROPN
fis-4752	181	5	training	training	NOUN
fis-4752	181	6	or	or	CCONJ
fis-4752	181	7	assessment	assessment	NOUN
fis-4752	181	8	,	,	PUNCT
fis-4752	181	9	this	this	DET
fis-4752	181	10	impact	impact	NOUN
fis-4752	181	11	lacks	lack	VERB
fis-4752	181	12	the	the	DET
fis-4752	181	13	acquired	acquire	VERB
fis-4752	181	14	outcomes	outcome	NOUN
fis-4752	181	15	of	of	ADP
fis-4752	181	16	physical	physical	ADJ
fis-4752	181	17	meaning	meaning	NOUN
fis-4752	181	18	.	.	PUNCT
fis-4752	182	1	acknowledgements	acknowledgement	NOUN
fis-4752	182	2	undamental	undamental	ADJ
fis-4752	182	3	research	research	NOUN
fis-4752	182	4	grant	grant	NOUN
fis-4752	182	5	scheme	scheme	PROPN
fis-4752	182	6	ministry	ministry	PROPN
fis-4752	182	7	of	of	ADP
fis-4752	182	8	higher	high	ADJ
fis-4752	182	9	education	education	NOUN
fis-4752	182	10	malaysia	malaysia	PROPN
fis-4752	182	11	under	under	ADP
fis-4752	182	12	institution	institution	NOUN
fis-4752	182	13	of	of	ADP
fis-4752	182	14	universiti	universiti	PROPN
fis-4752	182	15	kebangsaan	kebangsaan	PROPN
fis-4752	182	16	malaysia	malaysia	PROPN
fis-4752	182	17	(	(	PUNCT
fis-4752	182	18	ukm	ukm	PROPN
fis-4752	182	19	)	)	PUNCT
fis-4752	182	20	funded	fund	VERB
fis-4752	182	21	this	this	DET
fis-4752	182	22	research	research	NOUN
fis-4752	182	23	,	,	PUNCT
fis-4752	182	24	grant	grant	NOUN
fis-4752	182	25	number	number	NOUN
fis-4752	182	26	:	:	PUNCT
fis-4752	182	27	frgs/1/2022	frgs/1/2022	PROPN
fis-4752	182	28	/	/	SYM
fis-4752	182	29	tk10	tk10	PROPN
fis-4752	182	30	/	/	SYM
fis-4752	182	31	ukm/02/30	ukm/02/30	PROPN
fis-4752	182	32	.	.	PUNCT
fis-4752	183	1	appendix	appendix	VERB
fis-4752	183	2	python	python	PROPN
fis-4752	183	3	code	code	NOUN
fis-4752	183	4	of	of	ADP
fis-4752	183	5	ann	ann	PROPN
fis-4752	183	6	algorithm	algorithm	PROPN
fis-4752	183	7	:	:	PUNCT
fis-4752	183	8	import	import	NOUN
fis-4752	183	9	pandas	panda	NOUN
fis-4752	183	10	as	as	ADP
fis-4752	183	11	pd	pd	PROPN
fis-4752	183	12	import	import	NOUN
fis-4752	183	13	numpy	numpy	NOUN
fis-4752	183	14	as	as	ADP
fis-4752	183	15	np	np	ADP
fis-4752	183	16	import	import	NOUN
fis-4752	183	17	tensorflow	tensorflow	NOUN
fis-4752	183	18	as	as	ADP
fis-4752	183	19	tf	tf	NUM
fis-4752	183	20	from	from	ADP
fis-4752	183	21	sklearn.model_selection	sklearn.model_selection	NOUN
fis-4752	183	22	import	import	NOUN
fis-4752	183	23	train_test_split	train_test_split	VERB
fis-4752	183	24	from	from	ADP
fis-4752	183	25	sklearn.preprocessing	sklearn.preprocesse	VERB
fis-4752	183	26	import	import	NOUN
fis-4752	183	27	standardscaler	standardscaler	NOUN
fis-4752	183	28	from	from	ADP
fis-4752	183	29	sklearn.metrics	sklearn.metric	NOUN
fis-4752	183	30	import	import	NOUN
fis-4752	183	31	mean_absolute_error	mean_absolute_error	NOUN
fis-4752	183	32	,	,	PUNCT
fis-4752	183	33	mean_squared_error	mean_squared_error	NOUN
fis-4752	183	34	,	,	PUNCT
fis-4752	183	35	r2_score	r2_score	ADJ
fis-4752	183	36	data	datum	NOUN
fis-4752	183	37	=	=	SYM
fis-4752	183	38	pd.read_csv('file.csv	pd.read_csv('file.csv	NOUN
fis-4752	183	39	'	'	NUM
fis-4752	183	40	)	)	PUNCT
fis-4752	183	41	x	x	X
fis-4752	184	1	=	=	PUNCT
fis-4752	184	2	data[['crack_length	data[['crack_length	NOUN
fis-4752	184	3	'	'	PUNCT
fis-4752	184	4	,	,	PUNCT
fis-4752	184	5	'	'	PUNCT
fis-4752	184	6	simulation_iteration	simulation_iteration	NOUN
fis-4752	184	7	'	'	PUNCT
fis-4752	184	8	]	]	X
fis-4752	184	9	]	]	X
fis-4752	185	1	y	y	PROPN
fis-4752	185	2	=	=	PUNCT
fis-4752	185	3	data['maximum_normal_stress	data['maximum_normal_stress	PROPN
fis-4752	185	4	'	'	NOUN
fis-4752	185	5	]	]	PUNCT
fis-4752	186	1	x_train	x_train	PROPN
fis-4752	186	2	,	,	PUNCT
fis-4752	186	3	x_test	x_test	NUM
fis-4752	186	4	,	,	PUNCT
fis-4752	186	5	y_train	y_train	PRON
fis-4752	186	6	,	,	PUNCT
fis-4752	186	7	y_test	y_t	ADJ
fis-4752	186	8	=	=	PUNCT
fis-4752	186	9	train_test_split(x	train_test_split(x	PROPN
fis-4752	186	10	,	,	PUNCT
fis-4752	186	11	y	y	PROPN
fis-4752	186	12	,	,	PUNCT
fis-4752	186	13	test_size=0.1	test_size=0.1	NOUN
fis-4752	186	14	,	,	PUNCT
fis-4752	186	15	random_state=42	random_state=42	NOUN
fis-4752	186	16	)	)	PUNCT
fis-4752	186	17	scaler	scaler	NOUN
fis-4752	186	18	=	=	SYM
fis-4752	186	19	standardscaler	standardscaler	NOUN
fis-4752	186	20	(	(	PUNCT
fis-4752	186	21	)	)	PUNCT
fis-4752	186	22	x_train_scaled	x_train_scaled	ADJ
fis-4752	186	23	=	=	SYM
fis-4752	186	24	scaler.fit_transform(x_train	scaler.fit_transform(x_train	PROPN
fis-4752	186	25	)	)	PUNCT
fis-4752	186	26	x_test_scaled	x_test_scale	VERB
fis-4752	186	27	=	=	SYM
fis-4752	186	28	scaler.transform(x_test	scaler.transform(x_t	ADJ
fis-4752	186	29	)	)	PUNCT
fis-4752	186	30	model	model	NOUN
fis-4752	186	31	=	=	PUNCT
fis-4752	186	32	tf.keras.sequential	tf.keras.sequential	PROPN
fis-4752	186	33	(	(	PUNCT
fis-4752	186	34	[	[	PUNCT
fis-4752	186	35	tf.keras.layers.dense(64	tf.keras.layers.dense(64	PROPN
fis-4752	186	36	,	,	PUNCT
fis-4752	186	37	activation='relu	activation='relu	ADJ
fis-4752	186	38	'	'	PUNCT
fis-4752	186	39	,	,	PUNCT
fis-4752	186	40	input_shape=(x_train_scaled.shape[1	input_shape=(x_train_scaled.shape[1	PROPN
fis-4752	186	41	]	]	X
fis-4752	186	42	,	,	PUNCT
fis-4752	186	43	)	)	PUNCT
fis-4752	186	44	)	)	PUNCT
fis-4752	186	45	,	,	PUNCT
fis-4752	186	46	tf.keras.layers.dense(32	tf.keras.layers.dense(32	PROPN
fis-4752	186	47	,	,	PUNCT
fis-4752	186	48	activation='relu	activation='relu	PROPN
fis-4752	186	49	'	'	PUNCT
fis-4752	186	50	)	)	PUNCT
fis-4752	186	51	,	,	PUNCT
fis-4752	186	52	tf.keras.layers.dense(1	tf.keras.layers.dense(1	X
fis-4752	186	53	)	)	PUNCT
fis-4752	186	54	#	#	NOUN
fis-4752	186	55	output	output	NOUN
fis-4752	186	56	layer	layer	NOUN
fis-4752	186	57	]	]	PUNCT
fis-4752	186	58	)	)	PUNCT
fis-4752	186	59	model.compile(optimizer='adam	model.compile(optimizer='adam	NOUN
fis-4752	186	60	'	'	PUNCT
fis-4752	186	61	,	,	PUNCT
fis-4752	186	62	loss='mean_squared_error	loss='mean_squared_error	NOUN
fis-4752	186	63	'	'	PUNCT
fis-4752	186	64	)	)	PUNCT
fis-4752	186	65	model.fit(x_train_scaled	model.fit(x_train_scale	VERB
fis-4752	186	66	,	,	PUNCT
fis-4752	186	67	y_train	y_train	PRON
fis-4752	186	68	,	,	PUNCT
fis-4752	186	69	epochs=500	epochs=500	PROPN
fis-4752	186	70	,	,	PUNCT
fis-4752	186	71	batch_size=32	batch_size=32	NOUN
fis-4752	186	72	,	,	PUNCT
fis-4752	186	73	validation_split=0.1	validation_split=0.1	NOUN
fis-4752	186	74	)	)	PUNCT
fis-4752	186	75	loss	loss	NOUN
fis-4752	186	76	=	=	SYM
fis-4752	186	77	model.evaluate(x_test_scaled	model.evaluate(x_test_scale	VERB
fis-4752	186	78	,	,	PUNCT
fis-4752	186	79	y_test	y_test	X
fis-4752	186	80	)	)	PUNCT
fis-4752	186	81	predicted_stress	predicted_stress	NOUN
fis-4752	186	82	=	=	VERB
fis-4752	187	1	model.predict(x_test_scaled	model.predict(x_test_scaled	ADJ
fis-4752	187	2	)	)	PUNCT
fis-4752	187	3	y_pred	y_pre	VERB
fis-4752	187	4	=	=	SYM
fis-4752	187	5	model.predict(x_test_scaled	model.predict(x_test_scaled	ADJ
fis-4752	187	6	)	)	PUNCT
fis-4752	187	7	mae	mae	PROPN
fis-4752	187	8	=	=	SYM
fis-4752	187	9	mean_absolute_error(y_test	mean_absolute_error(y_test	PROPN
fis-4752	187	10	,	,	PUNCT
fis-4752	187	11	y_pred	y_pred	NUM
fis-4752	187	12	)	)	PUNCT
fis-4752	187	13	rmse	rmse	NOUN
fis-4752	188	1	=	=	SYM
fis-4752	188	2	np.sqrt(mean_squared_error(y_test	np.sqrt(mean_squared_error(y_test	NUM
fis-4752	188	3	,	,	PUNCT
fis-4752	188	4	y_pred	y_pred	NUM
fis-4752	188	5	)	)	PUNCT
fis-4752	188	6	)	)	PUNCT
fis-4752	188	7	r2	r2	NOUN
fis-4752	188	8	=	=	PUNCT
fis-4752	188	9	r2_score(y_test	r2_score(y_t	ADJ
fis-4752	188	10	,	,	PUNCT
fis-4752	188	11	y_pred	y_pred	NUM
fis-4752	188	12	)	)	PUNCT
fis-4752	188	13	print("predicted	print("predicte	VERB
fis-4752	188	14	maximum	maximum	ADJ
fis-4752	188	15	normal	normal	ADJ
fis-4752	188	16	stress	stress	NOUN
fis-4752	188	17	:	:	PUNCT
fis-4752	188	18	"	"	PUNCT
fis-4752	188	19	,	,	PUNCT
fis-4752	188	20	predicted_stress	predicted_stress	ADJ
fis-4752	188	21	)	)	PUNCT
fis-4752	188	22	print("mean	print("mean	ADJ
fis-4752	188	23	absolute	absolute	ADJ
fis-4752	188	24	error	error	NOUN
fis-4752	188	25	:	:	PUNCT
fis-4752	188	26	"	"	PUNCT
fis-4752	188	27	,	,	PUNCT
fis-4752	188	28	mae	mae	PROPN
fis-4752	188	29	)	)	PUNCT
fis-4752	188	30	print("root	print("root	NOUN
fis-4752	188	31	mean	mean	VERB
fis-4752	188	32	square	square	ADJ
fis-4752	188	33	error	error	NOUN
fis-4752	188	34	:	:	PUNCT
fis-4752	188	35	"	"	PUNCT
fis-4752	188	36	,	,	PUNCT
fis-4752	188	37	rmse	rmse	ADJ
fis-4752	188	38	)	)	PUNCT
fis-4752	188	39	print("r	print("r	ADJ
fis-4752	188	40	-	-	PUNCT
fis-4752	188	41	squared	squared	ADJ
fis-4752	188	42	:	:	PUNCT
fis-4752	188	43	"	"	PUNCT
fis-4752	188	44	,	,	PUNCT
fis-4752	188	45	r2	r2	PROPN
fis-4752	188	46	)	)	PUNCT
fis-4752	188	47	references	reference	NOUN
fis-4752	188	48	[	[	X
fis-4752	188	49	1	1	NUM
fis-4752	188	50	]	]	X
fis-4752	188	51	moghtaderi	moghtaderi	ADJ
fis-4752	188	52	,	,	PUNCT
fis-4752	188	53	s.h	s.h	PROPN
fis-4752	188	54	.	.	PROPN
fis-4752	188	55	,	,	PUNCT
fis-4752	188	56	faghidian	faghidian	PROPN
fis-4752	188	57	,	,	PUNCT
fis-4752	188	58	s.a	s.a	PROPN
fis-4752	188	59	.	.	PROPN
fis-4752	188	60	,	,	PUNCT
fis-4752	188	61	shodja	shodja	PROPN
fis-4752	188	62	,	,	PUNCT
fis-4752	188	63	h.m	h.m	PROPN
fis-4752	188	64	.	.	PROPN
fis-4752	188	65	(	(	PUNCT
fis-4752	188	66	2018	2018	NUM
fis-4752	188	67	)	)	PUNCT
fis-4752	188	68	.	.	PUNCT
fis-4752	189	1	analytical	analytical	ADJ
fis-4752	189	2	determination	determination	NOUN
fis-4752	189	3	of	of	ADP
fis-4752	189	4	shear	shear	NOUN
fis-4752	189	5	correction	correction	NOUN
fis-4752	189	6	factor	factor	NOUN
fis-4752	189	7	for	for	ADP
fis-4752	189	8	timoshenko	timoshenko	ADJ
fis-4752	189	9	beam	beam	NOUN
fis-4752	189	10	model	model	NOUN
fis-4752	189	11	,	,	PUNCT
fis-4752	189	12	steel	steel	NOUN
fis-4752	189	13	and	and	CCONJ
fis-4752	189	14	composite	composite	ADJ
fis-4752	189	15	structures	structure	NOUN
fis-4752	189	16	,	,	PUNCT
fis-4752	189	17	29(4	29(4	NOUN
fis-4752	189	18	)	)	PUNCT
fis-4752	189	19	,	,	PUNCT
fis-4752	189	20	pp	pp	ADJ
fis-4752	189	21	.	.	PUNCT
fis-4752	190	1	483–491	483–491	NUM
fis-4752	190	2	.	.	PUNCT
fis-4752	191	1	doi	doi	NOUN
fis-4752	191	2	:	:	PUNCT
fis-4752	191	3	10.12989	10.12989	NUM
fis-4752	191	4	/	/	SYM
fis-4752	191	5	scs.2018.29.4.483	scs.2018.29.4.483	PROPN
fis-4752	191	6	.	.	PUNCT
fis-4752	192	1	[	[	X
fis-4752	192	2	2	2	NUM
fis-4752	192	3	]	]	PUNCT
fis-4752	192	4	fazlali	fazlali	ADJ
fis-4752	192	5	,	,	PUNCT
fis-4752	192	6	m.	m.	NOUN
fis-4752	192	7	,	,	PUNCT
fis-4752	192	8	moghtaderi	moghtaderi	ADJ
fis-4752	192	9	,	,	PUNCT
fis-4752	192	10	s.h	s.h	PROPN
fis-4752	192	11	.	.	PROPN
fis-4752	192	12	,	,	PUNCT
fis-4752	192	13	faghidian	faghidian	PROPN
fis-4752	192	14	,	,	PUNCT
fis-4752	192	15	s.a	s.a	PROPN
fis-4752	192	16	.	.	PROPN
fis-4752	192	17	(	(	PUNCT
fis-4752	192	18	2021	2021	NUM
fis-4752	192	19	)	)	PUNCT
fis-4752	192	20	.	.	PUNCT
fis-4752	193	1	nonlinear	nonlinear	ADJ
fis-4752	193	2	flexure	flexure	NOUN
fis-4752	193	3	mechanics	mechanic	NOUN
fis-4752	193	4	of	of	ADP
fis-4752	193	5	beams	beam	NOUN
fis-4752	193	6	:	:	PUNCT
fis-4752	193	7	stress	stress	NOUN
fis-4752	193	8	gradient	gradient	NOUN
fis-4752	193	9	and	and	CCONJ
fis-4752	193	10	nonlocal	nonlocal	ADJ
fis-4752	193	11	integral	integral	ADJ
fis-4752	193	12	theory	theory	NOUN
fis-4752	193	13	,	,	PUNCT
fis-4752	193	14	mater	mater	NOUN
fis-4752	193	15	res	re	NOUN
fis-4752	193	16	express	express	ADJ
fis-4752	193	17	,	,	PUNCT
fis-4752	193	18	8(3	8(3	NUM
fis-4752	193	19	)	)	PUNCT
fis-4752	193	20	.	.	PUNCT
fis-4752	194	1	doi	doi	NOUN
fis-4752	194	2	:	:	PUNCT
fis-4752	194	3	10.1088/2053	10.1088/2053	NUM
fis-4752	194	4	-	-	SYM
fis-4752	194	5	1591	1591	NUM
fis-4752	194	6	/	/	SYM
fis-4752	194	7	abe3c6	abe3c6	PROPN
fis-4752	194	8	.	.	PUNCT
fis-4752	195	1	f	f	PROPN
fis-4752	195	2	s.	s.	PROPN
fis-4752	195	3	h.	h.	PROPN
fis-4752	195	4	moghtaderi	moghtaderi	PROPN
fis-4752	195	5	et	et	PROPN
fis-4752	195	6	alii	alii	PROPN
fis-4752	195	7	,	,	PUNCT
fis-4752	195	8	frattura	frattura	PROPN
fis-4752	195	9	ed	ed	PROPN
fis-4752	195	10	integrità	integrità	PROPN
fis-4752	195	11	strutturale	strutturale	PROPN
fis-4752	195	12	,	,	PUNCT
fis-4752	195	13	68	68	NUM
fis-4752	195	14	(	(	PUNCT
fis-4752	195	15	2024	2024	NUM
fis-4752	195	16	)	)	PUNCT
fis-4752	195	17	197	197	NUM
fis-4752	195	18	-	-	SYM
fis-4752	195	19	208	208	NUM
fis-4752	195	20	;	;	PUNCT
fis-4752	195	21	doi	doi	NOUN
fis-4752	195	22	:	:	PUNCT
fis-4752	195	23	10.3221	10.3221	NUM
fis-4752	195	24	/	/	SYM
fis-4752	195	25	igf	igf	PROPN
fis-4752	195	26	-	-	PUNCT
fis-4752	195	27	esis.68.13	esis.68.13	PROPN
fis-4752	195	28	207	207	NUM
fis-4752	195	29	[	[	X
fis-4752	195	30	3	3	NUM
fis-4752	195	31	]	]	X
fis-4752	195	32	konieczny	konieczny	NOUN
fis-4752	195	33	,	,	PUNCT
fis-4752	195	34	m.m	m.m	PROPN
fis-4752	195	35	.	.	PROPN
fis-4752	195	36	,	,	PUNCT
fis-4752	195	37	achtelik	achtelik	PROPN
fis-4752	195	38	,	,	PUNCT
fis-4752	195	39	h.	h.	PROPN
fis-4752	195	40	,	,	PUNCT
fis-4752	195	41	gasiak	gasiak	PROPN
fis-4752	195	42	,	,	PUNCT
fis-4752	195	43	g.	g.	PROPN
fis-4752	195	44	(	(	PUNCT
fis-4752	195	45	2021	2021	NUM
fis-4752	195	46	)	)	PUNCT
fis-4752	195	47	.	.	PUNCT
fis-4752	196	1	influence	influence	NOUN
fis-4752	196	2	of	of	ADP
fis-4752	196	3	the	the	DET
fis-4752	196	4	applied	apply	VERB
fis-4752	196	5	layer	layer	NOUN
fis-4752	196	6	on	on	ADP
fis-4752	196	7	the	the	DET
fis-4752	196	8	state	state	NOUN
fis-4752	196	9	of	of	ADP
fis-4752	196	10	stress	stress	NOUN
fis-4752	196	11	in	in	ADP
fis-4752	196	12	a	a	DET
fis-4752	196	13	bimetallic	bimetallic	ADJ
fis-4752	196	14	perforated	perforate	VERB
fis-4752	196	15	plate	plate	NOUN
fis-4752	196	16	under	under	ADP
fis-4752	196	17	two	two	NUM
fis-4752	196	18	load	load	NOUN
fis-4752	196	19	variants	variant	NOUN
fis-4752	196	20	,	,	PUNCT
fis-4752	196	21	frattura	frattura	PROPN
fis-4752	196	22	ed	ed	PROPN
fis-4752	196	23	integrita	integrita	PROPN
fis-4752	196	24	strutturale	strutturale	PROPN
fis-4752	196	25	,	,	PUNCT
fis-4752	196	26	15(56	15(56	NUM
fis-4752	196	27	)	)	PUNCT
fis-4752	196	28	,	,	PUNCT
fis-4752	196	29	pp	pp	ADP
fis-4752	196	30	.	.	PUNCT
fis-4752	197	1	137–150	137–150	NUM
fis-4752	197	2	.	.	PUNCT
fis-4752	198	1	doi	doi	NOUN
fis-4752	198	2	:	:	PUNCT
fis-4752	198	3	10.3221	10.3221	NUM
fis-4752	198	4	/	/	SYM
fis-4752	198	5	igf	igf	NOUN
fis-4752	198	6	-	-	PUNCT
fis-4752	198	7	esis.56.11	esis.56.11	PROPN
fis-4752	198	8	.	.	PUNCT
fis-4752	199	1	[	[	X
fis-4752	199	2	4	4	NUM
fis-4752	199	3	]	]	X
fis-4752	199	4	kenanda	kenanda	NOUN
fis-4752	199	5	,	,	PUNCT
fis-4752	199	6	m.a	m.a	PROPN
fis-4752	199	7	.	.	PROPN
fis-4752	199	8	,	,	PUNCT
fis-4752	199	9	hammadi	hammadi	PROPN
fis-4752	199	10	,	,	PUNCT
fis-4752	199	11	f.	f.	PROPN
fis-4752	199	12	,	,	PUNCT
fis-4752	199	13	belabed	belabe	VERB
fis-4752	199	14	,	,	PUNCT
fis-4752	199	15	z.	z.	PROPN
fis-4752	199	16	,	,	PUNCT
fis-4752	199	17	hadj	hadj	PROPN
fis-4752	199	18	meliani	meliani	PROPN
fis-4752	199	19	,	,	PUNCT
fis-4752	199	20	m.	m.	NOUN
fis-4752	199	21	(	(	PUNCT
fis-4752	199	22	2023	2023	NUM
fis-4752	199	23	)	)	PUNCT
fis-4752	199	24	.	.	PUNCT
fis-4752	200	1	free	free	ADJ
fis-4752	200	2	vibration	vibration	NOUN
fis-4752	200	3	analysis	analysis	NOUN
fis-4752	200	4	of	of	ADP
fis-4752	200	5	the	the	DET
fis-4752	200	6	structural	structural	ADJ
fis-4752	200	7	integrity	integrity	NOUN
fis-4752	200	8	on	on	ADP
fis-4752	200	9	the	the	DET
fis-4752	200	10	porous	porous	ADJ
fis-4752	200	11	functionally	functionally	ADV
fis-4752	200	12	graded	grade	VERB
fis-4752	200	13	plates	plate	NOUN
fis-4752	200	14	using	use	VERB
fis-4752	200	15	a	a	DET
fis-4752	200	16	novel	novel	NOUN
fis-4752	200	17	quasi-3d	quasi-3d	ADP
fis-4752	200	18	hyperbolic	hyperbolic	ADJ
fis-4752	200	19	high	high	ADJ
fis-4752	200	20	order	order	NOUN
fis-4752	200	21	shear	shear	NOUN
fis-4752	200	22	deformation	deformation	NOUN
fis-4752	200	23	theory	theory	NOUN
fis-4752	200	24	,	,	PUNCT
fis-4752	200	25	frattura	frattura	PROPN
fis-4752	200	26	ed	ed	PROPN
fis-4752	200	27	integrità	integrità	PROPN
fis-4752	200	28	strutturale	strutturale	PROPN
fis-4752	200	29	,	,	PUNCT
fis-4752	200	30	17(64	17(64	NUM
fis-4752	200	31	)	)	PUNCT
fis-4752	200	32	,	,	PUNCT
fis-4752	200	33	pp	pp	ADP
fis-4752	200	34	.	.	PUNCT
fis-4752	201	1	266–282	266–282	NUM
fis-4752	201	2	.	.	PUNCT
fis-4752	202	1	doi	doi	NOUN
fis-4752	202	2	:	:	PUNCT
fis-4752	202	3	10.3221	10.3221	NUM
fis-4752	202	4	/	/	SYM
fis-4752	202	5	igf	igf	PROPN
fis-4752	202	6	-	-	PUNCT
fis-4752	202	7	esis.64.18	esis.64.18	PROPN
fis-4752	202	8	.	.	PUNCT
fis-4752	203	1	[	[	X
fis-4752	203	2	5	5	NUM
fis-4752	203	3	]	]	X
fis-4752	203	4	faghidian	faghidian	ADJ
fis-4752	203	5	,	,	PUNCT
fis-4752	203	6	s.a	s.a	PROPN
fis-4752	203	7	.	.	PROPN
fis-4752	203	8	,	,	PUNCT
fis-4752	203	9	mohammad	mohammad	PROPN
fis-4752	203	10	-	-	PUNCT
fis-4752	203	11	sedighi	sedighi	PROPN
fis-4752	203	12	,	,	PUNCT
fis-4752	203	13	h.	h.	PROPN
fis-4752	203	14	(	(	PUNCT
fis-4752	203	15	2022	2022	NUM
fis-4752	203	16	)	)	PUNCT
fis-4752	203	17	.	.	PUNCT
fis-4752	204	1	dynamics	dynamic	NOUN
fis-4752	204	2	of	of	ADP
fis-4752	204	3	nonlocal	nonlocal	ADJ
fis-4752	204	4	thick	thick	ADJ
fis-4752	204	5	nano	nano	NOUN
fis-4752	204	6	-	-	PUNCT
fis-4752	204	7	bars	bar	NOUN
fis-4752	204	8	,	,	PUNCT
fis-4752	204	9	eng	eng	PROPN
fis-4752	204	10	comput	comput	NOUN
fis-4752	204	11	,	,	PUNCT
fis-4752	204	12	38(3	38(3	NUM
fis-4752	204	13	)	)	PUNCT
fis-4752	204	14	,	,	PUNCT
fis-4752	204	15	pp	pp	ADJ
fis-4752	204	16	.	.	PUNCT
fis-4752	204	17	2487	2487	NUM
fis-4752	204	18	–	–	PUNCT
fis-4752	204	19	2496	2496	NUM
fis-4752	204	20	.	.	PUNCT
fis-4752	205	1	doi	doi	NOUN
fis-4752	205	2	:	:	PUNCT
fis-4752	205	3	10.1007	10.1007	NUM
fis-4752	205	4	/	/	SYM
fis-4752	205	5	s00366	s00366	NUM
fis-4752	205	6	-	-	PUNCT
fis-4752	205	7	020	020	NUM
fis-4752	205	8	-	-	PUNCT
fis-4752	205	9	01216	01216	NUM
fis-4752	205	10	-	-	SYM
fis-4752	205	11	3	3	NUM
fis-4752	205	12	.	.	PUNCT
fis-4752	206	1	[	[	X
fis-4752	206	2	6	6	NUM
fis-4752	206	3	]	]	X
fis-4752	206	4	moghtaderi	moghtaderi	ADJ
fis-4752	206	5	,	,	PUNCT
fis-4752	206	6	s.h	s.h	PROPN
fis-4752	206	7	.	.	PROPN
fis-4752	206	8	,	,	PUNCT
fis-4752	206	9	faghidian	faghidian	PROPN
fis-4752	206	10	,	,	PUNCT
fis-4752	206	11	s.a	s.a	PROPN
fis-4752	206	12	.	.	PROPN
fis-4752	206	13	,	,	PUNCT
fis-4752	206	14	asghari	asghari	ADV
fis-4752	206	15	,	,	PUNCT
fis-4752	206	16	m.	m.	NOUN
fis-4752	206	17	(	(	PUNCT
fis-4752	206	18	2023	2023	NUM
fis-4752	206	19	)	)	PUNCT
fis-4752	206	20	.	.	PUNCT
fis-4752	207	1	nonlinear	nonlinear	ADJ
fis-4752	207	2	vibrations	vibration	NOUN
fis-4752	207	3	of	of	ADP
fis-4752	207	4	gradient	gradient	ADJ
fis-4752	207	5	and	and	CCONJ
fis-4752	207	6	nonlocal	nonlocal	ADJ
fis-4752	207	7	elastic	elastic	ADJ
fis-4752	207	8	nano	nano	NOUN
fis-4752	207	9	-	-	PUNCT
fis-4752	207	10	bars	bar	NOUN
fis-4752	207	11	,	,	PUNCT
fis-4752	207	12	mechanics	mechanic	NOUN
fis-4752	207	13	based	base	VERB
fis-4752	207	14	design	design	NOUN
fis-4752	207	15	of	of	ADP
fis-4752	207	16	structures	structure	NOUN
fis-4752	207	17	and	and	CCONJ
fis-4752	207	18	machines	machine	NOUN
fis-4752	207	19	,	,	PUNCT
fis-4752	207	20	51(3	51(3	NUM
fis-4752	207	21	)	)	PUNCT
fis-4752	207	22	,	,	PUNCT
fis-4752	207	23	pp	pp	PROPN
fis-4752	207	24	.	.	PUNCT
fis-4752	208	1	1316–1334	1316–1334	NUM
fis-4752	208	2	.	.	PUNCT
fis-4752	209	1	doi	doi	NOUN
fis-4752	209	2	:	:	PUNCT
fis-4752	209	3	10.1080/15397734.2020.1864640	10.1080/15397734.2020.1864640	NUM
fis-4752	209	4	.	.	PUNCT
fis-4752	210	1	[	[	X
fis-4752	210	2	7	7	NUM
fis-4752	210	3	]	]	X
fis-4752	210	4	moghtaderi	moghtaderi	ADJ
fis-4752	210	5	,	,	PUNCT
fis-4752	210	6	s.h	s.h	PROPN
fis-4752	210	7	.	.	PROPN
fis-4752	210	8	,	,	PUNCT
fis-4752	210	9	jedi	jedi	PROPN
fis-4752	210	10	,	,	PUNCT
fis-4752	210	11	a.	a.	NOUN
fis-4752	210	12	,	,	PUNCT
fis-4752	210	13	ariffin	ariffin	NOUN
fis-4752	210	14	,	,	PUNCT
fis-4752	210	15	a.k	a.k	PROPN
fis-4752	210	16	.	.	PROPN
fis-4752	210	17	(	(	PUNCT
fis-4752	210	18	2023	2023	NUM
fis-4752	210	19	)	)	PUNCT
fis-4752	210	20	.	.	PUNCT
fis-4752	211	1	a	a	DET
fis-4752	211	2	review	review	NOUN
fis-4752	211	3	on	on	ADP
fis-4752	211	4	nonlocal	nonlocal	ADJ
fis-4752	211	5	theories	theory	NOUN
fis-4752	211	6	in	in	ADP
fis-4752	211	7	fatigue	fatigue	NOUN
fis-4752	211	8	assessment	assessment	NOUN
fis-4752	211	9	of	of	ADP
fis-4752	211	10	solids	solid	NOUN
fis-4752	211	11	,	,	PUNCT
fis-4752	211	12	materials	material	NOUN
fis-4752	211	13	.	.	PUNCT
fis-4752	212	1	doi	doi	NOUN
fis-4752	212	2	:	:	PUNCT
fis-4752	212	3	10.3390	10.3390	NUM
fis-4752	212	4	/	/	SYM
fis-4752	212	5	ma16020831	ma16020831	PROPN
fis-4752	212	6	.	.	PUNCT
fis-4752	213	1	[	[	X
fis-4752	213	2	8	8	NUM
fis-4752	213	3	]	]	X
fis-4752	213	4	samir	samir	PROPN
fis-4752	213	5	mohamed	mohamed	PROPN
fis-4752	213	6	mohamed	mohamed	PROPN
fis-4752	213	7	soliman	soliman	PROPN
fis-4752	213	8	,	,	PUNCT
fis-4752	213	9	e.	e.	PROPN
fis-4752	213	10	(	(	PUNCT
fis-4752	213	11	2021	2021	NUM
fis-4752	213	12	)	)	PUNCT
fis-4752	213	13	.	.	PUNCT
fis-4752	214	1	mode	mode	NOUN
fis-4752	214	2	i	i	PRON
fis-4752	214	3	stress	stress	VERB
fis-4752	214	4	intensity	intensity	NOUN
fis-4752	214	5	factor	factor	NOUN
fis-4752	214	6	with	with	ADP
fis-4752	214	7	various	various	ADJ
fis-4752	214	8	crack	crack	NOUN
fis-4752	214	9	types	type	NOUN
fis-4752	214	10	,	,	PUNCT
fis-4752	214	11	frattura	frattura	PROPN
fis-4752	214	12	ed	ed	PROPN
fis-4752	214	13	integrità	integrità	PROPN
fis-4752	214	14	strutturale	strutturale	PROPN
fis-4752	214	15	,	,	PUNCT
fis-4752	214	16	16(59	16(59	NUM
fis-4752	214	17	)	)	PUNCT
fis-4752	214	18	,	,	PUNCT
fis-4752	214	19	pp	pp	ADP
fis-4752	214	20	.	.	PUNCT
fis-4752	215	1	471–485	471–485	NUM
fis-4752	215	2	.	.	PUNCT
fis-4752	216	1	doi	doi	NOUN
fis-4752	216	2	:	:	PUNCT
fis-4752	216	3	10.3221	10.3221	NUM
fis-4752	216	4	/	/	SYM
fis-4752	216	5	igf	igf	NOUN
fis-4752	216	6	-	-	PUNCT
fis-4752	216	7	esis.59.31	esis.59.31	NOUN
fis-4752	216	8	.	.	PUNCT
fis-4752	217	1	[	[	X
fis-4752	217	2	9	9	NUM
fis-4752	217	3	]	]	SYM
fis-4752	217	4	fischer	fischer	NOUN
fis-4752	217	5	,	,	PUNCT
fis-4752	217	6	c.	c.	PROPN
fis-4752	217	7	,	,	PUNCT
fis-4752	217	8	fricke	fricke	PROPN
fis-4752	217	9	,	,	PUNCT
fis-4752	217	10	w.	w.	PROPN
fis-4752	217	11	(	(	PUNCT
fis-4752	217	12	2015	2015	NUM
fis-4752	217	13	)	)	PUNCT
fis-4752	217	14	.	.	PUNCT
fis-4752	218	1	influence	influence	NOUN
fis-4752	218	2	of	of	ADP
fis-4752	218	3	local	local	ADJ
fis-4752	218	4	stress	stress	NOUN
fis-4752	218	5	concentrations	concentration	NOUN
fis-4752	218	6	on	on	ADP
fis-4752	218	7	the	the	DET
fis-4752	218	8	crack	crack	NOUN
fis-4752	218	9	propagation	propagation	NOUN
fis-4752	218	10	in	in	ADP
fis-4752	218	11	complex	complex	ADJ
fis-4752	218	12	welded	weld	VERB
fis-4752	218	13	components	component	NOUN
fis-4752	218	14	,	,	PUNCT
fis-4752	218	15	frattura	frattura	PROPN
fis-4752	218	16	ed	ed	PROPN
fis-4752	218	17	integrita	integrita	PROPN
fis-4752	218	18	strutturale	strutturale	PROPN
fis-4752	218	19	,	,	PUNCT
fis-4752	218	20	9(34	9(34	NUM
fis-4752	218	21	)	)	PUNCT
fis-4752	218	22	,	,	PUNCT
fis-4752	218	23	pp	pp	ADP
fis-4752	218	24	.	.	PUNCT
fis-4752	219	1	99–108	99–108	X
fis-4752	219	2	.	.	PUNCT
fis-4752	220	1	doi	doi	NOUN
fis-4752	220	2	:	:	PUNCT
fis-4752	220	3	10.3221	10.3221	NUM
fis-4752	220	4	/	/	SYM
fis-4752	220	5	igf	igf	NOUN
fis-4752	220	6	-	-	PUNCT
fis-4752	220	7	esis.34.10	esis.34.10	ADJ
fis-4752	220	8	.	.	PUNCT
fis-4752	221	1	[	[	X
fis-4752	221	2	10	10	NUM
fis-4752	221	3	]	]	X
fis-4752	221	4	nowak	nowak	PROPN
fis-4752	221	5	,	,	PUNCT
fis-4752	221	6	k.	k.	PROPN
fis-4752	221	7	(	(	PUNCT
fis-4752	221	8	2015	2015	NUM
fis-4752	221	9	)	)	PUNCT
fis-4752	221	10	.	.	PUNCT
fis-4752	222	1	paths	path	NOUN
fis-4752	222	2	of	of	ADP
fis-4752	222	3	interactive	interactive	ADJ
fis-4752	222	4	cracks	crack	NOUN
fis-4752	222	5	in	in	ADP
fis-4752	222	6	creep	creep	PROPN
fis-4752	222	7	conditions	condition	NOUN
fis-4752	222	8	,	,	PUNCT
fis-4752	222	9	frattura	frattura	PROPN
fis-4752	222	10	ed	ed	PROPN
fis-4752	222	11	integrita	integrita	PROPN
fis-4752	222	12	strutturale	strutturale	PROPN
fis-4752	222	13	,	,	PUNCT
fis-4752	222	14	9(34	9(34	NUM
fis-4752	222	15	)	)	PUNCT
fis-4752	222	16	,	,	PUNCT
fis-4752	222	17	pp	pp	ADP
fis-4752	222	18	.	.	PUNCT
fis-4752	223	1	507–514	507–514	NUM
fis-4752	223	2	.	.	PUNCT
fis-4752	224	1	doi	doi	NOUN
fis-4752	224	2	:	:	PUNCT
fis-4752	224	3	10.3221	10.3221	NUM
fis-4752	224	4	/	/	SYM
fis-4752	224	5	igf	igf	NOUN
fis-4752	224	6	-	-	NOUN
fis-4752	224	7	esis.34.56	esis.34.56	NOUN
fis-4752	224	8	.	.	PUNCT
fis-4752	225	1	[	[	X
fis-4752	225	2	11	11	NUM
fis-4752	225	3	]	]	X
fis-4752	225	4	salvati	salvati	NOUN
fis-4752	225	5	,	,	PUNCT
fis-4752	225	6	e.	e.	PROPN
fis-4752	225	7	,	,	PUNCT
fis-4752	225	8	livieri	livieri	PROPN
fis-4752	225	9	,	,	PUNCT
fis-4752	225	10	p.	p.	PROPN
fis-4752	225	11	,	,	PUNCT
fis-4752	225	12	tovo	tovo	PROPN
fis-4752	225	13	,	,	PUNCT
fis-4752	225	14	r.	r.	PROPN
fis-4752	225	15	(	(	PUNCT
fis-4752	225	16	2013	2013	NUM
fis-4752	225	17	)	)	PUNCT
fis-4752	225	18	.	.	PUNCT
fis-4752	226	1	mode	mode	NOUN
fis-4752	226	2	i	i	PRON
fis-4752	226	3	stress	stress	VERB
fis-4752	226	4	intensity	intensity	NOUN
fis-4752	226	5	factors	factor	NOUN
fis-4752	226	6	for	for	ADP
fis-4752	226	7	triangular	triangular	NOUN
fis-4752	226	8	corner	corner	NOUN
fis-4752	226	9	crack	crack	NOUN
fis-4752	226	10	nearby	nearby	ADJ
fis-4752	226	11	intersecting	intersecting	NOUN
fis-4752	226	12	of	of	ADP
fis-4752	226	13	cylindrical	cylindrical	ADJ
fis-4752	226	14	holes	hole	NOUN
fis-4752	226	15	,	,	PUNCT
fis-4752	226	16	frattura	frattura	PROPN
fis-4752	226	17	ed	ed	PROPN
fis-4752	226	18	integrita	integrita	PROPN
fis-4752	226	19	strutturale	strutturale	PROPN
fis-4752	226	20	,	,	PUNCT
fis-4752	226	21	26	26	NUM
fis-4752	226	22	,	,	PUNCT
fis-4752	226	23	pp	pp	ADJ
fis-4752	226	24	.	.	PUNCT
fis-4752	227	1	80–91	80–91	NUM
fis-4752	227	2	.	.	PUNCT
fis-4752	228	1	doi	doi	NOUN
fis-4752	228	2	:	:	PUNCT
fis-4752	228	3	10.3221	10.3221	NUM
fis-4752	228	4	/	/	SYM
fis-4752	228	5	igf	igf	PROPN
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fis-4752	229	3	]	]	X
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fis-4752	229	5	,	,	PUNCT
fis-4752	229	6	r.	r.	PROPN
fis-4752	229	7	,	,	PUNCT
fis-4752	229	8	thamburaja	thamburaja	PROPN
fis-4752	229	9	,	,	PUNCT
fis-4752	229	10	p.	p.	PROPN
fis-4752	229	11	,	,	PUNCT
fis-4752	229	12	srinivasa	srinivasa	PROPN
fis-4752	229	13	,	,	PUNCT
fis-4752	229	14	a.	a.	PROPN
fis-4752	229	15	,	,	PUNCT
fis-4752	229	16	reddy	reddy	PROPN
fis-4752	229	17	,	,	PUNCT
fis-4752	229	18	j.n	j.n	PROPN
fis-4752	229	19	.	.	PROPN
fis-4752	229	20	(	(	PUNCT
fis-4752	229	21	2023	2023	NUM
fis-4752	229	22	)	)	PUNCT
fis-4752	229	23	.	.	PUNCT
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fis-4752	230	7	-	-	PUNCT
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fis-4752	230	11	-	-	ADJ
fis-4752	230	12	element	element	NOUN
fis-4752	230	13	solver	solver	NOUN
fis-4752	230	14	for	for	ADP
fis-4752	230	15	simulating	simulate	VERB
fis-4752	230	16	non	non	ADJ
fis-4752	230	17	-	-	ADJ
fis-4752	230	18	local	local	ADJ
fis-4752	230	19	fracture	fracture	NOUN
fis-4752	230	20	in	in	ADP
fis-4752	230	21	solids	solid	NOUN
fis-4752	230	22	,	,	PUNCT
fis-4752	230	23	comput	comput	ADJ
fis-4752	230	24	methods	method	NOUN
fis-4752	230	25	appl	appl	PROPN
fis-4752	230	26	mech	mech	PROPN
fis-4752	230	27	eng	eng	PROPN
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fis-4752	230	30	.	.	PUNCT
fis-4752	231	1	doi	doi	NOUN
fis-4752	231	2	:	:	PUNCT
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fis-4752	231	4	/	/	SYM
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fis-4752	231	6	.	.	PUNCT
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fis-4752	232	3	]	]	PUNCT
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fis-4752	232	5	,	,	PUNCT
fis-4752	232	6	h.y	h.y	PROPN
fis-4752	232	7	.	.	PROPN
fis-4752	232	8	,	,	PUNCT
fis-4752	232	9	thamburaja	thamburaja	PROPN
fis-4752	232	10	,	,	PUNCT
fis-4752	232	11	p.	p.	PROPN
fis-4752	232	12	,	,	PUNCT
fis-4752	232	13	srinivasa	srinivasa	PROPN
fis-4752	232	14	,	,	PUNCT
fis-4752	232	15	a.r	a.r	PROPN
fis-4752	232	16	.	.	PROPN
fis-4752	232	17	,	,	PUNCT
fis-4752	232	18	reddy	reddy	PROPN
fis-4752	232	19	,	,	PUNCT
fis-4752	232	20	j.n	j.n	PROPN
fis-4752	232	21	.	.	PROPN
fis-4752	232	22	(	(	PUNCT
fis-4752	232	23	2023	2023	NUM
fis-4752	232	24	)	)	PUNCT
fis-4752	232	25	.	.	PUNCT
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fis-4752	233	2	impact	impact	NOUN
fis-4752	233	3	fracture	fracture	NOUN
fis-4752	233	4	in	in	ADP
fis-4752	233	5	a	a	DET
fis-4752	233	6	quasi	quasi	ADJ
fis-4752	233	7	-	-	ADJ
fis-4752	233	8	brittle	brittle	ADJ
fis-4752	233	9	solids	solid	NOUN
fis-4752	233	10	using	use	VERB
fis-4752	233	11	a	a	DET
fis-4752	233	12	3d	3d	NUM
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fis-4752	233	14	graph	graph	NOUN
fis-4752	233	15	-	-	PUNCT
fis-4752	233	16	based	base	VERB
fis-4752	233	17	finite	finite	ADJ
fis-4752	233	18	element	element	NOUN
fis-4752	233	19	analysis	analysis	NOUN
fis-4752	233	20	:	:	PUNCT
fis-4752	233	21	theory	theory	NOUN
fis-4752	233	22	,	,	PUNCT
fis-4752	233	23	finite	finite	PROPN
fis-4752	233	24	element	element	NOUN
fis-4752	233	25	simulations	simulation	NOUN
fis-4752	233	26	,	,	PUNCT
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fis-4752	233	29	verification	verification	NOUN
fis-4752	233	30	,	,	PUNCT
fis-4752	233	31	j	j	PROPN
fis-4752	233	32	mech	mech	NOUN
fis-4752	233	33	phys	phy	NOUN
fis-4752	233	34	solids	solid	NOUN
fis-4752	233	35	,	,	PUNCT
fis-4752	233	36	170	170	NUM
fis-4752	233	37	,	,	PUNCT
fis-4752	233	38	p.	p.	NOUN
fis-4752	233	39	105097	105097	NUM
fis-4752	233	40	.	.	PUNCT
fis-4752	234	1	doi	doi	NOUN
fis-4752	234	2	:	:	PUNCT
fis-4752	234	3	10.1016	10.1016	NUM
fis-4752	234	4	/	/	SYM
fis-4752	234	5	j.jmps.2022.105097	j.jmps.2022.105097	ADV
fis-4752	234	6	.	.	PUNCT
fis-4752	235	1	[	[	X
fis-4752	235	2	14	14	NUM
fis-4752	235	3	]	]	PUNCT
fis-4752	235	4	kamaludin	kamaludin	PROPN
fis-4752	235	5	,	,	PUNCT
fis-4752	235	6	s.	s.	PROPN
fis-4752	235	7	,	,	PUNCT
fis-4752	235	8	thamburaja	thamburaja	PROPN
fis-4752	235	9	,	,	PUNCT
fis-4752	235	10	p.	p.	NOUN
fis-4752	235	11	(	(	PUNCT
fis-4752	235	12	2023	2023	NUM
fis-4752	235	13	)	)	PUNCT
fis-4752	235	14	.	.	PUNCT
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fis-4752	236	2	neighbour	neighbour	ADJ
fis-4752	236	3	search	search	NOUN
fis-4752	236	4	algorithm	algorithm	NOUN
fis-4752	236	5	for	for	ADP
fis-4752	236	6	nonlocal	nonlocal	ADJ
fis-4752	236	7	-	-	PUNCT
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fis-4752	236	9	simulations	simulation	NOUN
fis-4752	236	10	—	—	PUNCT
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fis-4752	236	15	,	,	PUNCT
fis-4752	236	16	journal	journal	NOUN
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fis-4752	236	18	failure	failure	NOUN
fis-4752	236	19	analysis	analysis	NOUN
fis-4752	236	20	and	and	CCONJ
fis-4752	236	21	prevention	prevention	NOUN
fis-4752	236	22	,	,	PUNCT
fis-4752	236	23	23(2	23(2	NUM
fis-4752	236	24	)	)	PUNCT
fis-4752	236	25	,	,	PUNCT
fis-4752	236	26	pp	pp	ADP
fis-4752	236	27	.	.	PUNCT
fis-4752	237	1	540–547	540–547	NUM
fis-4752	237	2	.	.	PUNCT
fis-4752	238	1	doi	doi	NOUN
fis-4752	238	2	:	:	PUNCT
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fis-4752	238	4	/	/	SYM
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fis-4752	238	6	-	-	PUNCT
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fis-4752	238	8	-	-	PUNCT
fis-4752	238	9	01602	01602	NUM
fis-4752	238	10	-	-	SYM
fis-4752	238	11	1	1	NUM
fis-4752	238	12	[	[	X
fis-4752	238	13	15	15	NUM
fis-4752	238	14	]	]	X
fis-4752	238	15	le	le	PROPN
fis-4752	238	16	-	-	PROPN
fis-4752	238	17	ngoc	ngoc	PROPN
fis-4752	238	18	,	,	PUNCT
fis-4752	238	19	v.	v.	PROPN
fis-4752	238	20	,	,	PUNCT
fis-4752	238	21	vuong	vuong	PROPN
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fis-4752	238	23	,	,	PUNCT
fis-4752	238	24	l.	l.	PROPN
fis-4752	238	25	,	,	PUNCT
fis-4752	238	26	pham	pham	PROPN
fis-4752	238	27	bao	bao	PROPN
fis-4752	238	28	,	,	PUNCT
fis-4752	238	29	t.	t.	PROPN
fis-4752	238	30	,	,	PUNCT
fis-4752	238	31	ngo	ngo	PROPN
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fis-4752	238	33	,	,	PUNCT
fis-4752	238	34	n.	n.	PROPN
fis-4752	238	35	(	(	PUNCT
fis-4752	238	36	2023	2023	NUM
fis-4752	238	37	)	)	PUNCT
fis-4752	238	38	.	.	PUNCT
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fis-4752	239	4	beam	beam	NOUN
fis-4752	239	5	-	-	PUNCT
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fis-4752	239	15	,	,	PUNCT
fis-4752	239	16	frattura	frattura	PROPN
fis-4752	239	17	ed	ed	PROPN
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fis-4752	239	22	)	)	PUNCT
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fis-4752	241	9	,	,	PUNCT
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fis-4752	241	16	,	,	PUNCT
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fis-4752	244	21	)	)	PUNCT
fis-4752	244	22	.	.	PUNCT
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fis-4752	247	22	,	,	PUNCT
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fis-4752	247	24	,	,	PUNCT
fis-4752	247	25	h.	h.	PROPN
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fis-4752	247	28	)	)	PUNCT
fis-4752	247	29	.	.	PUNCT
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fis-4752	257	2	.	.	PUNCT
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fis-4752	274	17	-	-	SYM
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fis-4752	276	6	of	of	ADP
fis-4752	276	7	a	a	DET
fis-4752	276	8	variety	variety	NOUN
fis-4752	276	9	of	of	ADP
fis-4752	276	10	materials	material	NOUN
fis-4752	276	11	using	use	VERB
fis-4752	276	12	several	several	ADJ
fis-4752	276	13	machine	machine	NOUN
fis-4752	276	14	learning	learning	NOUN
fis-4752	276	15	models	model	NOUN
fis-4752	276	16	,	,	PUNCT
fis-4752	276	17	eng	eng	PROPN
fis-4752	276	18	fract	fract	PROPN
fis-4752	276	19	mech	mech	PROPN
fis-4752	276	20	,	,	PUNCT
fis-4752	276	21	286	286	NUM
fis-4752	276	22	,	,	PUNCT
fis-4752	276	23	p.	p.	NOUN
fis-4752	276	24	109321	109321	NUM
fis-4752	276	25	.	.	PUNCT
fis-4752	277	1	doi	doi	NOUN
fis-4752	277	2	:	:	PUNCT
fis-4752	277	3	10.1016	10.1016	NUM
fis-4752	277	4	/	/	SYM
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fis-4752	277	6	.	.	PUNCT
fis-4752	278	1	[	[	X
fis-4752	278	2	26	26	NUM
fis-4752	278	3	]	]	PUNCT
fis-4752	278	4	stephens	stephen	NOUN
fis-4752	278	5	,	,	PUNCT
fis-4752	278	6	r.	r.	PROPN
fis-4752	278	7	i.	i.	PROPN
fis-4752	278	8	,	,	PUNCT
fis-4752	278	9	fatemi	fatemi	PROPN
fis-4752	278	10	,	,	PUNCT
fis-4752	278	11	a.	a.	PROPN
fis-4752	278	12	,	,	PUNCT
fis-4752	278	13	stephens	stephens	PROPN
fis-4752	278	14	,	,	PUNCT
fis-4752	278	15	r.	r.	PROPN
fis-4752	278	16	r.	r.	PROPN
fis-4752	278	17	and	and	CCONJ
fis-4752	278	18	fuchs	fuchs	PROPN
fis-4752	278	19	,	,	PUNCT
fis-4752	278	20	h.	h.	PROPN
fis-4752	278	21	o.	o.	PROPN
fis-4752	278	22	(	(	PUNCT
fis-4752	278	23	2000	2000	NUM
fis-4752	278	24	)	)	PUNCT
fis-4752	278	25	.	.	PUNCT
fis-4752	279	1	metal	metal	NOUN
fis-4752	279	2	fatigue	fatigue	NOUN
fis-4752	279	3	in	in	ADP
fis-4752	279	4	engineering	engineering	NOUN
fis-4752	279	5	,	,	PUNCT
fis-4752	279	6	new	new	PROPN
fis-4752	279	7	york	york	PROPN
fis-4752	279	8	,	,	PUNCT
fis-4752	279	9	john	john	PROPN
fis-4752	279	10	wiley	wiley	PROPN
fis-4752	279	11	&	&	CCONJ
fis-4752	279	12	sons	son	NOUN
fis-4752	279	13	.	.	PUNCT
fis-4752	280	1	[	[	X
fis-4752	280	2	27	27	NUM
fis-4752	280	3	]	]	X
fis-4752	280	4	thamburaja	thamburaja	NOUN
fis-4752	280	5	,	,	PUNCT
fis-4752	280	6	p.	p.	PROPN
fis-4752	280	7	,	,	PUNCT
fis-4752	280	8	sarah	sarah	PROPN
fis-4752	280	9	,	,	PUNCT
fis-4752	280	10	k.	k.	PROPN
fis-4752	280	11	,	,	PUNCT
fis-4752	280	12	srinivasa	srinivasa	PROPN
fis-4752	280	13	,	,	PUNCT
fis-4752	280	14	a.	a.	PROPN
fis-4752	280	15	,	,	PUNCT
fis-4752	280	16	reddy	reddy	PROPN
fis-4752	280	17	,	,	PUNCT
fis-4752	280	18	j.n	j.n	PROPN
fis-4752	280	19	.	.	PROPN
fis-4752	280	20	(	(	PUNCT
fis-4752	280	21	2019	2019	NUM
fis-4752	280	22	)	)	PUNCT
fis-4752	280	23	.	.	PUNCT
fis-4752	281	1	fracture	fracture	NOUN
fis-4752	281	2	of	of	ADP
fis-4752	281	3	viscoelastic	viscoelastic	ADJ
fis-4752	281	4	materials	material	NOUN
fis-4752	281	5	:	:	PUNCT
fis-4752	281	6	fem	fem	NOUN
fis-4752	281	7	implementation	implementation	NOUN
fis-4752	281	8	of	of	ADP
fis-4752	281	9	a	a	DET
fis-4752	281	10	non	non	ADJ
fis-4752	281	11	-	-	ADJ
fis-4752	281	12	local	local	ADJ
fis-4752	281	13	&	&	CCONJ
fis-4752	281	14	amp	amp	NOUN
fis-4752	281	15	;	;	PUNCT
fis-4752	281	16	rate	rate	NOUN
fis-4752	281	17	form	form	NOUN
fis-4752	281	18	-	-	PUNCT
fis-4752	281	19	based	base	VERB
fis-4752	281	20	finite	finite	ADJ
fis-4752	281	21	-	-	ADJ
fis-4752	281	22	deformation	deformation	ADJ
fis-4752	281	23	constitutive	constitutive	ADJ
fis-4752	281	24	theory	theory	NOUN
fis-4752	281	25	,	,	PUNCT
fis-4752	281	26	comput	comput	ADJ
fis-4752	281	27	methods	method	NOUN
fis-4752	281	28	appl	appl	PROPN
fis-4752	281	29	mech	mech	PROPN
fis-4752	281	30	eng	eng	PROPN
fis-4752	281	31	,	,	PUNCT
fis-4752	281	32	354	354	NUM
fis-4752	281	33	,	,	PUNCT
fis-4752	281	34	pp	pp	ADV
fis-4752	281	35	.	.	PUNCT
fis-4752	282	1	871–903	871–903	NUM
fis-4752	282	2	.	.	PUNCT
fis-4752	283	1	doi	doi	NOUN
fis-4752	283	2	:	:	PUNCT
fis-4752	283	3	10.1016	10.1016	NUM
fis-4752	283	4	/	/	SYM
fis-4752	283	5	j.cma.2019.05.032	j.cma.2019.05.032	NOUN
fis-4752	283	6	.	.	PUNCT
fis-4752	284	1	[	[	X
fis-4752	284	2	28	28	NUM
fis-4752	284	3	]	]	X
fis-4752	284	4	khoei	khoei	PROPN
fis-4752	284	5	,	,	PUNCT
fis-4752	284	6	a.r	a.r	PROPN
fis-4752	284	7	.	.	PROPN
fis-4752	284	8	,	,	PUNCT
fis-4752	284	9	moslemi	moslemi	PROPN
fis-4752	284	10	,	,	PUNCT
fis-4752	284	11	h.	h.	PROPN
fis-4752	284	12	,	,	PUNCT
fis-4752	284	13	seddighian	seddighian	PROPN
fis-4752	284	14	,	,	PUNCT
fis-4752	284	15	m.r	m.r	PROPN
fis-4752	284	16	.	.	PROPN
fis-4752	284	17	(	(	PUNCT
fis-4752	284	18	2020	2020	NUM
fis-4752	284	19	)	)	PUNCT
fis-4752	284	20	.	.	PUNCT
fis-4752	285	1	an	an	DET
fis-4752	285	2	efficient	efficient	ADJ
fis-4752	285	3	stress	stress	NOUN
fis-4752	285	4	recovery	recovery	NOUN
fis-4752	285	5	technique	technique	NOUN
fis-4752	285	6	in	in	ADP
fis-4752	285	7	adaptive	adaptive	ADJ
fis-4752	285	8	finite	finite	PROPN
fis-4752	285	9	element	element	NOUN
fis-4752	285	10	method	method	NOUN
fis-4752	285	11	using	use	VERB
fis-4752	285	12	artificial	artificial	ADJ
fis-4752	285	13	neural	neural	ADJ
fis-4752	285	14	network	network	NOUN
fis-4752	285	15	,	,	PUNCT
fis-4752	285	16	eng	eng	PROPN
fis-4752	285	17	fract	fract	PROPN
fis-4752	285	18	mech	mech	PROPN
fis-4752	285	19	,	,	PUNCT
fis-4752	285	20	237	237	NUM
fis-4752	285	21	.	.	PUNCT
fis-4752	286	1	doi	doi	NOUN
fis-4752	286	2	:	:	PUNCT
fis-4752	286	3	10.1016	10.1016	NUM
fis-4752	286	4	/	/	SYM
fis-4752	286	5	j.engfracmech.2020.107231	j.engfracmech.2020.107231	PROPN
fis-4752	286	6	.	.	PUNCT
fis-4752	287	1	[	[	X
fis-4752	287	2	29	29	NUM
fis-4752	287	3	]	]	X
fis-4752	287	4	van	van	PROPN
fis-4752	287	5	de	de	PROPN
fis-4752	287	6	weg	weg	PROPN
fis-4752	287	7	,	,	PUNCT
fis-4752	287	8	b.p	b.p	PROPN
fis-4752	287	9	.	.	PROPN
fis-4752	287	10	,	,	PUNCT
fis-4752	287	11	greve	greve	PROPN
fis-4752	287	12	,	,	PUNCT
fis-4752	287	13	l.	l.	PROPN
fis-4752	287	14	,	,	PUNCT
fis-4752	287	15	andres	andres	PROPN
fis-4752	287	16	,	,	PUNCT
fis-4752	287	17	m.	m.	NOUN
fis-4752	287	18	,	,	PUNCT
fis-4752	287	19	eller	eller	PROPN
fis-4752	287	20	,	,	PUNCT
fis-4752	287	21	t.k	t.k	PROPN
fis-4752	287	22	.	.	PROPN
fis-4752	287	23	,	,	PUNCT
fis-4752	287	24	rosic	rosic	ADJ
fis-4752	287	25	,	,	PUNCT
fis-4752	287	26	b.	b.	PROPN
fis-4752	287	27	(	(	PUNCT
fis-4752	287	28	2021	2021	NUM
fis-4752	287	29	)	)	PUNCT
fis-4752	287	30	.	.	PUNCT
fis-4752	288	1	neural	neural	ADJ
fis-4752	288	2	network	network	NOUN
fis-4752	288	3	-	-	PUNCT
fis-4752	288	4	based	base	VERB
fis-4752	288	5	surrogate	surrogate	ADJ
fis-4752	288	6	model	model	NOUN
fis-4752	288	7	for	for	ADP
fis-4752	288	8	a	a	DET
fis-4752	288	9	bifurcating	bifurcate	VERB
fis-4752	288	10	structural	structural	ADJ
fis-4752	288	11	fracture	fracture	NOUN
fis-4752	288	12	response	response	NOUN
fis-4752	288	13	,	,	PUNCT
fis-4752	288	14	eng	eng	PROPN
fis-4752	288	15	fract	fract	PROPN
fis-4752	288	16	mech	mech	PROPN
fis-4752	288	17	,	,	PUNCT
fis-4752	288	18	241	241	NUM
fis-4752	288	19	.	.	PUNCT
fis-4752	288	20	doi	doi	PROPN
fis-4752	288	21	:	:	PUNCT
fis-4752	288	22	10.1016	10.1016	NUM
fis-4752	288	23	/	/	SYM
fis-4752	288	24	j.engfracmech.2020.107424	j.engfracmech.2020.107424	PROPN
fis-4752	288	25	.	.	PUNCT
fis-4752	289	1	[	[	X
fis-4752	289	2	30	30	NUM
fis-4752	289	3	]	]	X
fis-4752	289	4	badarinath	badarinath	PROPN
fis-4752	289	5	,	,	PUNCT
fis-4752	289	6	p.v	p.v	PROPN
fis-4752	289	7	.	.	PROPN
fis-4752	289	8	,	,	PUNCT
fis-4752	289	9	chierichetti	chierichetti	NOUN
fis-4752	289	10	,	,	PUNCT
fis-4752	289	11	m.	m.	NOUN
fis-4752	289	12	,	,	PUNCT
fis-4752	289	13	kakhki	kakhki	PROPN
fis-4752	289	14	,	,	PUNCT
fis-4752	289	15	f.d	f.d	PROPN
fis-4752	289	16	.	.	PROPN
fis-4752	289	17	(	(	PUNCT
fis-4752	289	18	2021	2021	NUM
fis-4752	289	19	)	)	PUNCT
fis-4752	289	20	.	.	PUNCT
fis-4752	290	1	a	a	DET
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fis-4752	290	7	surrogate	surrogate	NOUN
fis-4752	290	8	for	for	ADP
fis-4752	290	9	a	a	DET
fis-4752	290	10	finite	finite	ADJ
fis-4752	290	11	element	element	NOUN
fis-4752	290	12	analysis	analysis	NOUN
fis-4752	290	13	:	:	PUNCT
fis-4752	290	14	status	status	NOUN
fis-4752	290	15	of	of	ADP
fis-4752	290	16	research	research	NOUN
fis-4752	290	17	and	and	CCONJ
fis-4752	290	18	application	application	NOUN
fis-4752	290	19	to	to	ADP
fis-4752	290	20	one	one	NUM
fis-4752	290	21	dimensional	dimensional	ADJ
fis-4752	290	22	systems	system	NOUN
fis-4752	290	23	,	,	PUNCT
fis-4752	290	24	sensors	sensor	NOUN
fis-4752	290	25	,	,	PUNCT
fis-4752	290	26	21(5	21(5	NUM
fis-4752	290	27	)	)	PUNCT
fis-4752	290	28	,	,	PUNCT
fis-4752	290	29	pp	pp	PROPN
fis-4752	290	30	.	.	PUNCT
fis-4752	291	1	1–18	1–18	NOUN
fis-4752	291	2	.	.	PUNCT
fis-4752	292	1	doi	doi	NOUN
fis-4752	292	2	:	:	PUNCT
fis-4752	292	3	10.3390	10.3390	NUM
fis-4752	292	4	/	/	SYM
fis-4752	292	5	s21051654	s21051654	PROPN
fis-4752	292	6	.	.	PUNCT
fis-4752	293	1	[	[	X
fis-4752	293	2	31	31	NUM
fis-4752	293	3	]	]	X
fis-4752	293	4	nasir	nasir	PROPN
fis-4752	293	5	,	,	PUNCT
fis-4752	293	6	t.	t.	PROPN
fis-4752	293	7	,	,	PUNCT
fis-4752	293	8	asmael	asmael	PROPN
fis-4752	293	9	,	,	PUNCT
fis-4752	293	10	mohammed	mohammed	PROPN
fis-4752	293	11	.	.	PROPN
fis-4752	293	12	,	,	PUNCT
fis-4752	293	13	zeeshan	zeeshan	PROPN
fis-4752	293	14	,	,	PUNCT
fis-4752	293	15	q.	q.	PROPN
fis-4752	293	16	,	,	PUNCT
fis-4752	293	17	solyali	solyali	PROPN
fis-4752	293	18	,	,	PUNCT
fis-4752	293	19	d.	d.	PROPN
fis-4752	293	20	(	(	PUNCT
fis-4752	293	21	2020	2020	NUM
fis-4752	293	22	)	)	PUNCT
fis-4752	293	23	.	.	PUNCT
fis-4752	294	1	applications	application	NOUN
fis-4752	294	2	of	of	ADP
fis-4752	294	3	machine	machine	NOUN
fis-4752	294	4	learning	learn	VERB
fis-4752	294	5	to	to	ADP
fis-4752	294	6	friction	friction	NOUN
fis-4752	294	7	stir	stir	VERB
fis-4752	294	8	welding	welding	NOUN
fis-4752	294	9	process	process	NOUN
fis-4752	294	10	optimization	optimization	NOUN
fis-4752	294	11	,	,	PUNCT
fis-4752	294	12	jurnal	jurnal	ADJ
fis-4752	294	13	kejuruteraan	kejuruteraan	PROPN
fis-4752	294	14	,	,	PUNCT
fis-4752	294	15	32(2	32(2	NUM
fis-4752	294	16	)	)	PUNCT
fis-4752	294	17	,	,	PUNCT
fis-4752	294	18	pp	pp	ADP
fis-4752	294	19	.	.	PUNCT
fis-4752	295	1	171–186	171–186	NUM
fis-4752	295	2	.	.	PUNCT
fis-4752	295	3	doi	doi	NOUN
fis-4752	295	4	:	:	PUNCT
fis-4752	295	5	10.17576	10.17576	NUM
fis-4752	295	6	/	/	SYM
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fis-4752	295	10	.	.	PUNCT
fis-4752	296	1	[	[	X
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fis-4752	296	3	]	]	X
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fis-4752	296	5	,	,	PUNCT
fis-4752	296	6	x.y	x.y	PROPN
fis-4752	296	7	.	.	PROPN
fis-4752	296	8	,	,	PUNCT
fis-4752	296	9	zhao	zhao	PROPN
fis-4752	296	10	,	,	PUNCT
fis-4752	296	11	s.k	s.k	PROPN
fis-4752	296	12	.	.	PROPN
fis-4752	296	13	,	,	PUNCT
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fis-4752	296	15	,	,	PUNCT
fis-4752	296	16	c.	c.	PROPN
fis-4752	296	17	,	,	PUNCT
fis-4752	296	18	li	li	PROPN
fis-4752	296	19	,	,	PUNCT
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fis-4752	296	21	.	.	PROPN
fis-4752	296	22	,	,	PUNCT
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fis-4752	296	24	,	,	PUNCT
fis-4752	296	25	c.h	c.h	PROPN
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fis-4752	296	27	(	(	PUNCT
fis-4752	296	28	2021	2021	NUM
fis-4752	296	29	)	)	PUNCT
fis-4752	296	30	.	.	PUNCT
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fis-4752	297	12	networks	network	NOUN
fis-4752	297	13	,	,	PUNCT
fis-4752	297	14	eng	eng	PROPN
fis-4752	297	15	fract	fract	PROPN
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fis-4752	297	17	,	,	PUNCT
fis-4752	297	18	246	246	NUM
fis-4752	297	19	.	.	PUNCT
fis-4752	298	1	doi	doi	NOUN
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fis-4752	299	5	/allowtransparency	/allowtransparency	NOUN
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fis-4752	299	10	/none	/none	PUNCT
fis-4752	299	11	/binding	/binding	PUNCT
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fis-4752	300	1	/calgrayprofile	/calgrayprofile	VERB
fis-4752	300	2	(	(	PUNCT
fis-4752	300	3	dot	dot	NOUN
fis-4752	300	4	gain	gain	NOUN
fis-4752	300	5	20	20	NUM
fis-4752	300	6	%	%	NOUN
fis-4752	300	7	)	)	PUNCT
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fis-4752	301	1	(	(	PUNCT
fis-4752	301	2	srgb	srgb	PROPN
fis-4752	301	3	iec61966	iec61966	NOUN
fis-4752	301	4	-	-	PUNCT
fis-4752	301	5	2.1	2.1	NUM
fis-4752	301	6	)	)	PUNCT
fis-4752	301	7	/calcmykprofile	/calcmykprofile	PUNCT
fis-4752	302	1	(	(	PUNCT
fis-4752	302	2	u.s	u.s	PROPN
fis-4752	302	3	.	.	PROPN
fis-4752	302	4	web	web	NOUN
fis-4752	302	5	coated	coat	VERB
fis-4752	302	6	\050swop\051	\050swop\051	ADJ
fis-4752	302	7	v2	v2	NOUN
fis-4752	302	8	)	)	PUNCT
fis-4752	302	9	/srgbprofile	/srgbprofile	PUNCT
fis-4752	302	10	(	(	PUNCT
fis-4752	302	11	srgb	srgb	PROPN
fis-4752	302	12	iec61966	iec61966	NOUN
fis-4752	302	13	-	-	PUNCT
fis-4752	302	14	2.1	2.1	NUM
fis-4752	302	15	)	)	PUNCT
fis-4752	302	16	/cannotembedfontpolicy	/cannotembedfontpolicy	PUNCT
fis-4752	303	1	/error	/error	INTJ
fis-4752	303	2	/compatibilitylevel	/compatibilitylevel	NOUN
fis-4752	304	1	1.4	1.4	NUM
fis-4752	304	2	/compressobjects	/compressobject	NOUN
fis-4752	304	3	/tags	/tag	VERB
fis-4752	304	4	/compresspages	/compresspage	NOUN
fis-4752	304	5	true	true	ADJ
fis-4752	304	6	/convertimagestoindexed	/convertimagestoindexed	ADJ
fis-4752	304	7	true	true	ADJ
fis-4752	304	8	/passthroughjpegimages	/passthroughjpegimage	NOUN
fis-4752	304	9	true	true	ADJ
fis-4752	304	10	/createjobticket	/createjobticket	NOUN
fis-4752	304	11	false	false	ADJ
fis-4752	304	12	/defaultrenderingintent	/defaultrenderingintent	NOUN
fis-4752	304	13	/default	/default	PUNCT
fis-4752	304	14	/detectblends	/detectblend	NOUN
fis-4752	304	15	true	true	ADJ
fis-4752	304	16	/detectcurves	/detectcurve	VERB
fis-4752	305	1	0.0000	0.0000	NUM
fis-4752	305	2	/colorconversionstrategy	/colorconversionstrategy	NOUN
fis-4752	305	3	/cmyk	/cmyk	PUNCT
fis-4752	306	1	/dothumbnails	/dothumbnail	VERB
fis-4752	307	1	false	false	ADJ
fis-4752	307	2	/embedallfonts	/embedallfont	NOUN
fis-4752	307	3	true	true	ADJ
fis-4752	307	4	/embedopentype	/embedopentype	PUNCT
fis-4752	307	5	false	false	ADJ
fis-4752	307	6	/parseiccprofilesincomments	/parseiccprofilesincomment	NOUN
fis-4752	307	7	true	true	ADJ
fis-4752	307	8	/embedjoboptions	/embedjoboption	NOUN
fis-4752	307	9	true	true	ADJ
fis-4752	307	10	/dscreportinglevel	/dscreportinglevel	NOUN
fis-4752	307	11	0	0	NUM
fis-4752	307	12	/emitdscwarnings	/emitdscwarning	NOUN
fis-4752	307	13	false	false	ADJ
fis-4752	307	14	/endpage	/endpage	NOUN
fis-4752	307	15	-1	-1	NOUN
fis-4752	307	16	/imagememory	/imagememory	NUM
fis-4752	307	17	1048576	1048576	NUM
fis-4752	307	18	/lockdistillerparams	/lockdistillerparams	NOUN
fis-4752	307	19	false	false	ADJ
fis-4752	307	20	/maxsubsetpct	/maxsubsetpct	ADJ
fis-4752	307	21	100	100	NUM
fis-4752	307	22	/optimize	/optimize	NOUN
fis-4752	307	23	true	true	ADJ
fis-4752	307	24	/opm	/opm	NOUN
fis-4752	307	25	1	1	NUM
fis-4752	307	26	/parsedsccomments	/parsedsccomment	NOUN
fis-4752	307	27	true	true	ADJ
fis-4752	307	28	/parsedsccommentsfordocinfo	/parsedsccommentsfordocinfo	VERB
fis-4752	307	29	true	true	ADJ
fis-4752	307	30	/preservecopypage	/preservecopypage	NOUN
fis-4752	307	31	true	true	ADJ
fis-4752	307	32	/preservedicmykvalues	/preservedicmykvalue	NOUN
fis-4752	307	33	true	true	ADJ
fis-4752	307	34	/preserveepsinfo	/preserveepsinfo	NOUN
fis-4752	307	35	true	true	ADJ
fis-4752	307	36	/preserveflatness	/preserveflatness	NOUN
fis-4752	307	37	true	true	ADJ
fis-4752	307	38	/preservehalftoneinfo	/preservehalftoneinfo	PUNCT
fis-4752	307	39	false	false	ADJ
fis-4752	307	40	/preserveopicomments	/preserveopicomment	NOUN
fis-4752	307	41	true	true	ADJ
fis-4752	307	42	/preserveoverprintsettings	/preserveoverprintsetting	NOUN
fis-4752	307	43	true	true	ADJ
fis-4752	307	44	/startpage	/startpage	NOUN
fis-4752	307	45	1	1	NUM
fis-4752	307	46	/subsetfonts	/subsetfont	NOUN
fis-4752	307	47	true	true	ADJ
fis-4752	307	48	/transferfunctioninfo	/transferfunctioninfo	PUNCT
fis-4752	307	49	/apply	/apply	PUNCT
fis-4752	307	50	/ucrandbginfo	/ucrandbginfo	PUNCT
fis-4752	308	1	/preserve	/preserve	NOUN
fis-4752	308	2	/useprologue	/useprologue	NOUN
fis-4752	308	3	false	false	ADJ
fis-4752	308	4	/colorsettingsfile	/colorsettingsfile	NOUN
fis-4752	308	5	(	(	PUNCT
fis-4752	308	6	)	)	PUNCT
fis-4752	308	7	/alwaysembed	/alwaysembe	VERB
fis-4752	308	8	[	[	PUNCT
fis-4752	308	9	true	true	ADJ
fis-4752	308	10	]	]	PUNCT
fis-4752	308	11	/neverembed	/neverembed	PUNCT
fis-4752	309	1	[	[	PUNCT
fis-4752	309	2	true	true	ADJ
fis-4752	309	3	]	]	PUNCT
fis-4752	309	4	/antialiascolorimages	/antialiascolorimages	X
fis-4752	309	5	false	false	ADJ
fis-4752	309	6	/cropcolorimages	/cropcolorimages	PUNCT
fis-4752	309	7	true	true	ADJ
fis-4752	309	8	/colorimageminresolution	/colorimageminresolution	PUNCT
fis-4752	309	9	300	300	NUM
fis-4752	309	10	/colorimageminresolutionpolicy	/colorimageminresolutionpolicy	NOUN
fis-4752	309	11	/ok	/ok	ADJ
fis-4752	310	1	/downsamplecolorimages	/downsamplecolorimage	VERB
fis-4752	311	1	true	true	ADJ
fis-4752	311	2	/colorimagedownsampletype	/colorimagedownsampletype	PUNCT
fis-4752	311	3	/bicubic	/bicubic	NOUN
fis-4752	311	4	/colorimageresolution	/colorimageresolution	NOUN
fis-4752	312	1	300	300	NUM
fis-4752	312	2	/colorimagedepth	/colorimagedepth	PRON
fis-4752	312	3	-1	-1	INTJ
fis-4752	312	4	/colorimagemindownsampledepth	/colorimagemindownsampledepth	SYM
fis-4752	312	5	1	1	NUM
fis-4752	312	6	/colorimagedownsamplethreshold	/colorimagedownsamplethreshold	SYM
fis-4752	312	7	1.50000	1.50000	NUM
fis-4752	312	8	/encodecolorimages	/encodecolorimage	NOUN
fis-4752	312	9	true	true	ADJ
fis-4752	312	10	/colorimagefilter	/colorimagefilter	PUNCT
fis-4752	312	11	/dctencode	/dctencode	PUNCT
fis-4752	313	1	/autofiltercolorimages	/autofiltercolorimage	NOUN
fis-4752	313	2	true	true	ADJ
fis-4752	313	3	/colorimageautofilterstrategy	/colorimageautofilterstrategy	PUNCT
fis-4752	313	4	/jpeg	/jpeg	PUNCT
fis-4752	313	5	/coloracsimagedict	/coloracsimagedict	PUNCT
fis-4752	314	1	<	<	X
fis-4752	314	2	<	<	X
fis-4752	314	3	/qfactor	/qfactor	NOUN
fis-4752	314	4	0.15	0.15	NUM
fis-4752	314	5	/hsamples	/hsample	NOUN
fis-4752	315	1	[	[	X
fis-4752	315	2	1	1	NUM
fis-4752	315	3	1	1	NUM
fis-4752	315	4	1	1	NUM
fis-4752	315	5	1	1	NUM
fis-4752	315	6	]	]	PUNCT
fis-4752	315	7	/vsamples	/vsample	NOUN
fis-4752	316	1	[	[	X
fis-4752	316	2	1	1	NUM
fis-4752	316	3	1	1	NUM
fis-4752	316	4	1	1	NUM
fis-4752	316	5	1	1	NUM
fis-4752	316	6	]	]	PUNCT
fis-4752	316	7	>	>	PUNCT
fis-4752	316	8	>	>	X
fis-4752	316	9	/colorimagedict	/colorimagedict	PUNCT
fis-4752	317	1	<	<	X
fis-4752	317	2	<	<	X
fis-4752	317	3	/qfactor	/qfactor	NOUN
fis-4752	317	4	0.15	0.15	NUM
fis-4752	317	5	/hsamples	/hsample	NOUN
fis-4752	318	1	[	[	X
fis-4752	318	2	1	1	NUM
fis-4752	318	3	1	1	NUM
fis-4752	318	4	1	1	NUM
fis-4752	318	5	1	1	NUM
fis-4752	318	6	]	]	PUNCT
fis-4752	318	7	/vsamples	/vsample	NOUN
fis-4752	319	1	[	[	X
fis-4752	319	2	1	1	NUM
fis-4752	319	3	1	1	NUM
fis-4752	319	4	1	1	NUM
fis-4752	319	5	1	1	NUM
fis-4752	319	6	]	]	PUNCT
fis-4752	319	7	>	>	PUNCT
fis-4752	319	8	>	>	X
fis-4752	319	9	/jpeg2000coloracsimagedict	/jpeg2000coloracsimagedict	PUNCT
fis-4752	320	1	<	<	X
fis-4752	320	2	<	<	X
fis-4752	320	3	/tilewidth	/tilewidth	PUNCT
fis-4752	320	4	256	256	NUM
fis-4752	320	5	/tileheight	/tileheight	NUM
fis-4752	320	6	256	256	NUM
fis-4752	320	7	/quality	/quality	NOUN
fis-4752	320	8	30	30	NUM
fis-4752	320	9	>	>	PUNCT
fis-4752	320	10	>	>	X
fis-4752	320	11	/jpeg2000colorimagedict	/jpeg2000colorimagedict	PUNCT
fis-4752	320	12	<	<	X
fis-4752	320	13	<	<	X
fis-4752	320	14	/tilewidth	/tilewidth	PUNCT
fis-4752	320	15	256	256	NUM
fis-4752	320	16	/tileheight	/tileheight	NUM
fis-4752	320	17	256	256	NUM
fis-4752	320	18	/quality	/quality	NOUN
fis-4752	320	19	30	30	NUM
fis-4752	320	20	>	>	PUNCT
fis-4752	320	21	>	>	X
fis-4752	320	22	/antialiasgrayimages	/antialiasgrayimages	X
fis-4752	320	23	false	false	ADJ
fis-4752	320	24	/cropgrayimages	/cropgrayimage	NOUN
fis-4752	320	25	true	true	ADJ
fis-4752	320	26	/grayimageminresolution	/grayimageminresolution	ADV
fis-4752	320	27	300	300	NUM
fis-4752	320	28	/grayimageminresolutionpolicy	/grayimageminresolutionpolicy	NOUN
fis-4752	320	29	/ok	/ok	ADJ
fis-4752	320	30	/downsamplegrayimages	/downsamplegrayimages	PUNCT
fis-4752	321	1	true	true	ADJ
fis-4752	321	2	/grayimagedownsampletype	/grayimagedownsampletype	INTJ
fis-4752	321	3	/bicubic	/bicubic	NOUN
fis-4752	321	4	/grayimageresolution	/grayimageresolution	NOUN
fis-4752	321	5	300	300	NUM
fis-4752	321	6	/grayimagedepth	/grayimagedepth	PUNCT
fis-4752	321	7	-1	-1	PUNCT
fis-4752	321	8	/grayimagemindownsampledepth	/grayimagemindownsampledepth	PUNCT
fis-4752	322	1	2	2	NUM
fis-4752	322	2	/grayimagedownsamplethreshold	/grayimagedownsamplethreshold	NUM
fis-4752	322	3	1.50000	1.50000	NUM
fis-4752	322	4	/encodegrayimages	/encodegrayimage	NOUN
fis-4752	322	5	true	true	ADJ
fis-4752	322	6	/grayimagefilter	/grayimagefilter	NOUN
fis-4752	322	7	/dctencode	/dctencode	PUNCT
fis-4752	323	1	/autofiltergrayimages	/autofiltergrayimages	VERB
fis-4752	323	2	true	true	ADJ
fis-4752	323	3	/grayimageautofilterstrategy	/grayimageautofilterstrategy	INTJ
fis-4752	323	4	/jpeg	/jpeg	PUNCT
fis-4752	323	5	/grayacsimagedict	/grayacsimagedict	PUNCT
fis-4752	324	1	<	<	X
fis-4752	324	2	<	<	X
fis-4752	324	3	/qfactor	/qfactor	NOUN
fis-4752	324	4	0.15	0.15	NUM
fis-4752	324	5	/hsamples	/hsample	NOUN
fis-4752	325	1	[	[	X
fis-4752	325	2	1	1	NUM
fis-4752	325	3	1	1	NUM
fis-4752	325	4	1	1	NUM
fis-4752	325	5	1	1	NUM
fis-4752	325	6	]	]	PUNCT
fis-4752	325	7	/vsamples	/vsample	NOUN
fis-4752	326	1	[	[	X
fis-4752	326	2	1	1	NUM
fis-4752	326	3	1	1	NUM
fis-4752	326	4	1	1	NUM
fis-4752	326	5	1	1	NUM
fis-4752	326	6	]	]	PUNCT
fis-4752	326	7	>	>	PUNCT
fis-4752	326	8	>	>	X
fis-4752	326	9	/grayimagedict	/grayimagedict	PUNCT
fis-4752	327	1	<	<	X
fis-4752	327	2	<	<	X
fis-4752	327	3	/qfactor	/qfactor	NOUN
fis-4752	327	4	0.15	0.15	NUM
fis-4752	327	5	/hsamples	/hsample	NOUN
fis-4752	328	1	[	[	X
fis-4752	328	2	1	1	NUM
fis-4752	328	3	1	1	NUM
fis-4752	328	4	1	1	NUM
fis-4752	328	5	1	1	NUM
fis-4752	328	6	]	]	PUNCT
fis-4752	328	7	/vsamples	/vsample	NOUN
fis-4752	329	1	[	[	X
fis-4752	329	2	1	1	NUM
fis-4752	329	3	1	1	NUM
fis-4752	329	4	1	1	NUM
fis-4752	329	5	1	1	NUM
fis-4752	329	6	]	]	PUNCT
fis-4752	329	7	>	>	X
fis-4752	329	8	>	>	X
fis-4752	329	9	/jpeg2000grayacsimagedict	/jpeg2000grayacsimagedict	PUNCT
fis-4752	330	1	<	<	X
fis-4752	330	2	<	<	X
fis-4752	330	3	/tilewidth	/tilewidth	PUNCT
fis-4752	330	4	256	256	NUM
fis-4752	330	5	/tileheight	/tileheight	NUM
fis-4752	330	6	256	256	NUM
fis-4752	330	7	/quality	/quality	NOUN
fis-4752	330	8	30	30	NUM
fis-4752	330	9	>	>	PUNCT
fis-4752	330	10	>	>	X
fis-4752	330	11	/jpeg2000grayimagedict	/jpeg2000grayimagedict	PUNCT
fis-4752	330	12	<	<	X
fis-4752	330	13	<	<	X
fis-4752	330	14	/tilewidth	/tilewidth	PUNCT
fis-4752	330	15	256	256	NUM
fis-4752	330	16	/tileheight	/tileheight	NUM
fis-4752	330	17	256	256	NUM
fis-4752	330	18	/quality	/quality	NOUN
fis-4752	330	19	30	30	NUM
fis-4752	330	20	>	>	PUNCT
fis-4752	330	21	>	>	X
fis-4752	330	22	/antialiasmonoimages	/antialiasmonoimage	NOUN
fis-4752	330	23	false	false	ADJ
fis-4752	330	24	/cropmonoimages	/cropmonoimage	NOUN
fis-4752	330	25	true	true	ADJ
fis-4752	330	26	/monoimageminresolution	/monoimageminresolution	NUM
fis-4752	330	27	1200	1200	NUM
fis-4752	330	28	/monoimageminresolutionpolicy	/monoimageminresolutionpolicy	PUNCT
fis-4752	331	1	/ok	/ok	PROPN
fis-4752	331	2	/downsamplemonoimages	/downsamplemonoimage	VERB
fis-4752	332	1	true	true	ADJ
fis-4752	332	2	/monoimagedownsampletype	/monoimagedownsampletype	PUNCT
fis-4752	332	3	/bicubic	/bicubic	NOUN
fis-4752	332	4	/monoimageresolution	/monoimageresolution	NOUN
fis-4752	332	5	1200	1200	NUM
fis-4752	332	6	/monoimagedepth	/monoimagedepth	PRON
fis-4752	332	7	-1	-1	PUNCT
fis-4752	333	1	/monoimagedownsamplethreshold	/monoimagedownsamplethreshold	PUNCT
fis-4752	333	2	1.50000	1.50000	NUM
fis-4752	333	3	/encodemonoimages	/encodemonoimage	NOUN
fis-4752	333	4	true	true	ADJ
fis-4752	333	5	/monoimagefilter	/monoimagefilter	ADP
fis-4752	333	6	/ccittfaxencode	/ccittfaxencode	INTJ
fis-4752	333	7	/monoimagedict	/monoimagedict	PUNCT
fis-4752	334	1	<	<	X
fis-4752	334	2	<	<	X
fis-4752	334	3	/k	/k	PUNCT
fis-4752	334	4	-1	-1	INTJ
fis-4752	334	5	>	>	PUNCT
fis-4752	334	6	>	>	X
fis-4752	334	7	/allowpsxobjects	/allowpsxobjects	PROPN
fis-4752	334	8	false	false	ADJ
fis-4752	334	9	/checkcompliance	/checkcompliance	NOUN
fis-4752	334	10	[	[	PUNCT
fis-4752	334	11	/none	/none	X
fis-4752	334	12	]	]	PUNCT
fis-4752	334	13	/pdfx1acheck	/pdfx1acheck	PUNCT
fis-4752	334	14	false	false	ADJ
fis-4752	334	15	/pdfx3check	/pdfx3check	PUNCT
fis-4752	334	16	false	false	ADJ
fis-4752	334	17	/pdfxcompliantpdfonly	/pdfxcompliantpdfonly	ADV
fis-4752	334	18	false	false	ADJ
fis-4752	334	19	/pdfxnotrimboxerror	/pdfxnotrimboxerror	NOUN
fis-4752	334	20	true	true	ADJ
fis-4752	334	21	/pdfxtrimboxtomediaboxoffset	/pdfxtrimboxtomediaboxoffset	NOUN
fis-4752	334	22	[	[	PUNCT
fis-4752	334	23	0.00000	0.00000	NUM
fis-4752	334	24	0.00000	0.00000	NUM
fis-4752	334	25	0.00000	0.00000	NUM
fis-4752	334	26	0.00000	0.00000	NUM
fis-4752	334	27	]	]	PUNCT
fis-4752	334	28	/pdfxsetbleedboxtomediabox	/pdfxsetbleedboxtomediabox	PUNCT
fis-4752	335	1	true	true	ADJ
fis-4752	335	2	/pdfxbleedboxtotrimboxoffset	/pdfxbleedboxtotrimboxoffset	PUNCT
fis-4752	335	3	[	[	PUNCT
fis-4752	335	4	0.00000	0.00000	NUM
fis-4752	335	5	0.00000	0.00000	NUM
fis-4752	335	6	0.00000	0.00000	NUM
fis-4752	335	7	0.00000	0.00000	NUM
fis-4752	335	8	]	]	PUNCT
fis-4752	335	9	/pdfxoutputintentprofile	/pdfxoutputintentprofile	PUNCT
fis-4752	336	1	(	(	PUNCT
fis-4752	336	2	)	)	PUNCT
fis-4752	336	3	/pdfxoutputconditionidentifier	/pdfxoutputconditionidentifi	ADJ
fis-4752	336	4	(	(	PUNCT
fis-4752	336	5	)	)	PUNCT
fis-4752	336	6	/pdfxoutputcondition	/pdfxoutputcondition	PRON
fis-4752	336	7	(	(	PUNCT
fis-4752	336	8	)	)	PUNCT
fis-4752	336	9	/pdfxregistryname	/pdfxregistryname	PUNCT
fis-4752	336	10	(	(	PUNCT
fis-4752	336	11	)	)	PUNCT
fis-4752	336	12	/pdfxtrapped	/pdfxtrapped	PUNCT
fis-4752	336	13	/false	/false	INTJ
fis-4752	337	1	/createjdffile	/createjdffile	INTJ
fis-4752	337	2	false	false	ADJ
fis-4752	337	3	/description	/description	NOUN
fis-4752	338	1	<	<	X
fis-4752	338	2	<	<	X
fis-4752	338	3	/ara	/ara	PUNCT
fis-4752	338	4	<	<	X
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fis-4752	346	11	>	>	X
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fis-4752	347	2	za	za	PROPN
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fis-4752	347	5	pdf	pdf	PROPN
fis-4752	347	6	dokumenata	dokumenata	PROPN
fis-4752	347	7	najpogodnijih	najpogodnijih	PROPN
fis-4752	347	8	za	za	PROPN
fis-4752	347	9	visokokvalitetni	visokokvalitetni	VERB
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fis-4752	347	12	tiskanja	tiskanja	PROPN
fis-4752	347	13	koristite	koristite	PROPN
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fis-4752	348	2	pdf	pdf	NOUN
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fis-4752	349	4	5.0	5.0	NUM
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fis-4752	352	3	>	>	X
fis-4752	352	4	/jpn	/jpn	PROPN
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fis-4752	355	3	>	>	X
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fis-4752	356	3	>	>	X
fis-4752	356	4	/nld	/nld	PUNCT
fis-4752	357	1	(	(	PUNCT
fis-4752	357	2	gebruik	gebruik	NOUN
fis-4752	357	3	deze	deze	PROPN
fis-4752	357	4	instellingen	instellingen	PROPN
fis-4752	357	5	om	om	PROPN
fis-4752	357	6	adobe	adobe	PROPN
fis-4752	357	7	pdf	pdf	PROPN
fis-4752	357	8	-	-	PUNCT
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fis-4752	357	17	-	-	PUNCT
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fis-4752	357	21	kwaliteit	kwaliteit	PROPN
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fis-4752	358	4	-	-	PUNCT
fis-4752	358	5	documenten	documenten	NOUN
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fis-4752	358	7	worden	worden	PROPN
fis-4752	358	8	geopend	geopend	PROPN
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fis-4752	360	3	>	>	X
fis-4752	360	4	/pol	/pol	PUNCT
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fis-4752	361	3	>	>	X
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fis-4752	361	11	>	>	X
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fis-4752	362	7	>	>	X
fis-4752	362	8	/suo	/suo	PROPN
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fis-4752	363	3	>	>	X
fis-4752	363	4	/sve	/sve	PROPN
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fis-4752	363	15	>	>	X
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fis-4752	364	4	can	can	AUX
fis-4752	364	5	be	be	AUX
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fis-4752	364	8	acrobat	acrobat	PROPN
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fis-4752	364	11	reader	reader	PROPN
fis-4752	364	12	5.0	5.0	NUM
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fis-4752	364	15	.	.	PUNCT
fis-4752	364	16	)	)	PUNCT
fis-4752	365	1	>	>	PUNCT
fis-4752	365	2	>	>	X
fis-4752	365	3	/namespace	/namespace	PUNCT
fis-4752	366	1	[	[	PUNCT
fis-4752	366	2	(	(	PUNCT
fis-4752	366	3	adobe	adobe	PROPN
fis-4752	366	4	)	)	PUNCT
fis-4752	366	5	(	(	PUNCT
fis-4752	366	6	common	common	ADJ
fis-4752	366	7	)	)	PUNCT
fis-4752	366	8	(	(	PUNCT
fis-4752	366	9	1.0	1.0	NUM
fis-4752	366	10	)	)	PUNCT
fis-4752	366	11	]	]	PUNCT
fis-4752	367	1	/othernamespaces	/othernamespace	VERB
fis-4752	367	2	[	[	PUNCT
fis-4752	367	3	<	<	X
fis-4752	367	4	<	<	X
fis-4752	367	5	/asreaderspreads	/asreaderspreads	X
fis-4752	367	6	false	false	ADJ
fis-4752	367	7	/cropimagestoframes	/cropimagestoframe	NOUN
fis-4752	367	8	true	true	ADJ
fis-4752	367	9	/errorcontrol	/errorcontrol	NOUN
fis-4752	368	1	/warnandcontinue	/warnandcontinue	PUNCT
fis-4752	368	2	/flattenerignorespreadoverrides	/flattenerignorespreadoverride	NOUN
fis-4752	368	3	false	false	ADJ
fis-4752	368	4	/includeguidesgrids	/includeguidesgrid	NOUN
fis-4752	368	5	false	false	ADJ
fis-4752	368	6	/includenonprinting	/includenonprinting	NOUN
fis-4752	368	7	false	false	ADJ
fis-4752	368	8	/includeslug	/includeslug	INTJ
fis-4752	368	9	false	false	ADJ
fis-4752	368	10	/namespace	/namespace	NOUN
fis-4752	369	1	[	[	PUNCT
fis-4752	369	2	(	(	PUNCT
fis-4752	369	3	adobe	adobe	PROPN
fis-4752	369	4	)	)	PUNCT
fis-4752	369	5	(	(	PUNCT
fis-4752	369	6	indesign	indesign	NOUN
fis-4752	369	7	)	)	PUNCT
fis-4752	369	8	(	(	PUNCT
fis-4752	369	9	4.0	4.0	NUM
fis-4752	369	10	)	)	PUNCT
fis-4752	369	11	]	]	PUNCT
fis-4752	369	12	/omitplacedbitmaps	/omitplacedbitmaps	PUNCT
fis-4752	370	1	false	false	ADJ
fis-4752	370	2	/omitplacedeps	/omitplacedeps	INTJ
fis-4752	370	3	false	false	ADJ
fis-4752	370	4	/omitplacedpdf	/omitplacedpdf	PUNCT
fis-4752	370	5	false	false	ADJ
fis-4752	370	6	/simulateoverprint	/simulateoverprint	NOUN
fis-4752	370	7	/legacy	/legacy	PUNCT
fis-4752	371	1	>	>	PUNCT
fis-4752	371	2	>	>	X
fis-4752	372	1	<	<	X
fis-4752	372	2	<	<	X
fis-4752	372	3	/addbleedmarks	/addbleedmarks	X
fis-4752	372	4	false	false	ADJ
fis-4752	372	5	/addcolorbars	/addcolorbars	INTJ
fis-4752	372	6	false	false	ADJ
fis-4752	372	7	/addcropmarks	/addcropmarks	PUNCT
fis-4752	372	8	false	false	ADJ
fis-4752	372	9	/addpageinfo	/addpageinfo	INTJ
fis-4752	372	10	false	false	ADJ
fis-4752	372	11	/addregmarks	/addregmark	NOUN
fis-4752	372	12	false	false	ADJ
fis-4752	372	13	/convertcolors	/convertcolor	NOUN
fis-4752	372	14	/converttocmyk	/converttocmyk	INTJ
fis-4752	372	15	/destinationprofilename	/destinationprofilename	PUNCT
fis-4752	372	16	(	(	PUNCT
fis-4752	372	17	)	)	PUNCT
fis-4752	372	18	/destinationprofileselector	/destinationprofileselector	NOUN
fis-4752	372	19	/documentcmyk	/documentcmyk	PUNCT
fis-4752	372	20	/downsample16bitimages	/downsample16bitimage	NOUN
fis-4752	372	21	true	true	ADJ
fis-4752	372	22	/flattenerpreset	/flattenerpreset	PUNCT
fis-4752	373	1	<	<	X
fis-4752	373	2	<	<	X
fis-4752	373	3	/presetselector	/presetselector	X
fis-4752	373	4	/mediumresolution	/mediumresolution	NOUN
fis-4752	373	5	>	>	PUNCT
fis-4752	373	6	>	>	X
fis-4752	373	7	/formelements	/formelement	NOUN
fis-4752	374	1	false	false	ADJ
fis-4752	374	2	/generatestructure	/generatestructure	PUNCT
fis-4752	374	3	false	false	ADJ
fis-4752	374	4	/includebookmarks	/includebookmark	NOUN
fis-4752	374	5	false	false	ADJ
fis-4752	374	6	/includehyperlinks	/includehyperlinks	INTJ
fis-4752	374	7	false	false	ADJ
fis-4752	374	8	/includeinteractive	/includeinteractive	ADJ
fis-4752	374	9	false	false	ADJ
fis-4752	374	10	/includelayers	/includelayer	NOUN
fis-4752	374	11	false	false	ADJ
fis-4752	374	12	/includeprofiles	/includeprofiles	INTJ
fis-4752	374	13	false	false	ADJ
fis-4752	374	14	/multimediahandling	/multimediahandling	NOUN
fis-4752	375	1	/useobjectsettings	/useobjectsettings	PRON
fis-4752	376	1	/namespace	/namespace	PUNCT
fis-4752	377	1	[	[	PUNCT
fis-4752	377	2	(	(	PUNCT
fis-4752	377	3	adobe	adobe	PROPN
fis-4752	377	4	)	)	PUNCT
fis-4752	377	5	(	(	PUNCT
fis-4752	377	6	creativesuite	creativesuite	NOUN
fis-4752	377	7	)	)	PUNCT
fis-4752	377	8	(	(	PUNCT
fis-4752	377	9	2.0	2.0	NUM
fis-4752	377	10	)	)	PUNCT
fis-4752	377	11	]	]	PUNCT
fis-4752	378	1	/pdfxoutputintentprofileselector	/pdfxoutputintentprofileselector	INTJ
fis-4752	378	2	/documentcmyk	/documentcmyk	PUNCT
fis-4752	379	1	/preserveediting	/preserveedite	VERB
fis-4752	379	2	true	true	ADJ
fis-4752	379	3	/untaggedcmykhandling	/untaggedcmykhandling	NOUN
fis-4752	379	4	/leaveuntagged	/leaveuntagge	VERB
fis-4752	379	5	/untaggedrgbhandling	/untaggedrgbhandling	NOUN
fis-4752	379	6	/usedocumentprofile	/usedocumentprofile	INTJ
fis-4752	379	7	/usedocumentbleed	/usedocumentbleed	NOUN
fis-4752	380	1	false	false	ADJ
fis-4752	380	2	>	>	PUNCT
fis-4752	380	3	>	>	X
fis-4752	380	4	]	]	PUNCT
fis-4752	380	5	>	>	PUNCT
fis-4752	380	6	>	>	X
fis-4752	380	7	setdistillerparams	setdistillerparam	NOUN
fis-4752	381	1	<	<	X
fis-4752	381	2	<	<	X
fis-4752	381	3	/hwresolution	/hwresolution	NOUN
fis-4752	382	1	[	[	X
fis-4752	382	2	2400	2400	NUM
fis-4752	382	3	2400	2400	NUM
fis-4752	382	4	]	]	PUNCT
fis-4752	382	5	/pagesize	/pagesize	X
fis-4752	383	1	[	[	X
fis-4752	383	2	612.000	612.000	NUM
fis-4752	383	3	792.000	792.000	NUM
fis-4752	383	4	]	]	PUNCT
fis-4752	383	5	>	>	PUNCT
fis-4752	383	6	>	>	X
fis-4752	383	7	setpagedevice	setpagedevice	PROPN
