id	sid	tid	token	lemma	pos
cana-3416	1	1	communications	communication	NOUN
cana-3416	1	2	on	on	ADP
cana-3416	1	3	applied	apply	VERB
cana-3416	1	4	nonlinear	nonlinear	ADJ
cana-3416	1	5	analysis	analysis	NOUN
cana-3416	1	6	issn	issn	NOUN
cana-3416	1	7	:	:	PUNCT
cana-3416	1	8	1074	1074	NUM
cana-3416	1	9	-	-	PUNCT
cana-3416	1	10	133x	133x	NUM
cana-3416	1	11	vol	vol	NOUN
cana-3416	1	12	32	32	NUM
cana-3416	1	13	no	no	NOUN
cana-3416	1	14	.	.	PUNCT
cana-3416	2	1	7s	7	NOUN
cana-3416	2	2	(	(	PUNCT
cana-3416	2	3	2025	2025	NUM
cana-3416	2	4	)	)	PUNCT
cana-3416	2	5	347	347	NUM
cana-3416	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	2	7	data	data	NOUN
cana-3416	2	8	-	-	PUNCT
cana-3416	2	9	driven	drive	VERB
cana-3416	2	10	seismic	seismic	ADJ
cana-3416	2	11	analysis	analysis	NOUN
cana-3416	2	12	of	of	ADP
cana-3416	2	13	structures	structure	NOUN
cana-3416	2	14	using	use	VERB
cana-3416	2	15	machine	machine	NOUN
cana-3416	2	16	learning	learn	VERB
cana-3416	2	17	santha	santha	PROPN
cana-3416	2	18	kumari	kumari	PROPN
cana-3416	2	19	kambala	kambala	PROPN
cana-3416	2	20	1	1	NUM
cana-3416	2	21	,	,	PUNCT
cana-3416	2	22	dr	dr	PROPN
cana-3416	2	23	.	.	PROPN
cana-3416	2	24	a.	a.	PROPN
cana-3416	2	25	suganthi	suganthi	PROPN
cana-3416	2	26	2	2	NUM
cana-3416	2	27	,	,	PUNCT
cana-3416	2	28	dr	dr	PROPN
cana-3416	2	29	.	.	PROPN
cana-3416	2	30	damodar	damodar	PROPN
cana-3416	2	31	s.	s.	PROPN
cana-3416	2	32	hotkar	hotkar	PROPN
cana-3416	2	33	3	3	NUM
cana-3416	2	34	,	,	PUNCT
cana-3416	2	35	siva	siva	NOUN
cana-3416	2	36	sankar	sankar	NOUN
cana-3416	2	37	namani	namani	PROPN
cana-3416	2	38	4	4	NUM
cana-3416	2	39	,	,	PUNCT
cana-3416	2	40	umasree	umasree	ADJ
cana-3416	2	41	mariappan	mariappan	NOUN
cana-3416	2	42	5	5	NUM
cana-3416	2	43	,	,	PUNCT
cana-3416	2	44	ghanta	ghanta	NOUN
cana-3416	2	45	rajeswari	rajeswari	ADJ
cana-3416	2	46	mallika	mallika	X
cana-3416	2	47	6	6	NUM
cana-3416	2	48	dr.r.senthamil	dr.r.senthamil	PROPN
cana-3416	2	49	selvan	selvan	NOUN
cana-3416	2	50	7	7	NUM
cana-3416	2	51	1	1	NUM
cana-3416	2	52	department	department	NOUN
cana-3416	2	53	of	of	ADP
cana-3416	2	54	bs	bs	PROPN
cana-3416	2	55	&	&	CCONJ
cana-3416	2	56	h	h	PROPN
cana-3416	2	57	,	,	PUNCT
cana-3416	2	58	narasaraopet	narasaraopet	PROPN
cana-3416	2	59	engineering	engineering	PROPN
cana-3416	2	60	college	college	PROPN
cana-3416	2	61	(	(	PUNCT
cana-3416	2	62	autonomous	autonomous	ADJ
cana-3416	2	63	)	)	PUNCT
cana-3416	2	64	,	,	PUNCT
cana-3416	2	65	narasaraopet	narasaraopet	PROPN
cana-3416	2	66	.	.	PUNCT
cana-3416	3	1	samsarasan123@gmail.com	samsarasan123@gmail.com	X
cana-3416	3	2	2	2	NUM
cana-3416	3	3	department	department	NOUN
cana-3416	3	4	of	of	ADP
cana-3416	3	5	computer	computer	NOUN
cana-3416	3	6	applications	application	NOUN
cana-3416	3	7	,	,	PUNCT
cana-3416	3	8	a.v.c	a.v.c	PROPN
cana-3416	3	9	.	.	PUNCT
cana-3416	4	1	college	college	NOUN
cana-3416	4	2	of	of	ADP
cana-3416	4	3	engineering	engineering	NOUN
cana-3416	4	4	,	,	PUNCT
cana-3416	4	5	mannampandal	mannampandal	ADJ
cana-3416	4	6	,	,	PUNCT
cana-3416	4	7	mayiladuthurai	mayiladuthurai	NOUN
cana-3416	4	8	.	.	PUNCT
cana-3416	5	1	suganthikarthik09@gmail.com	suganthikarthik09@gmail.com	X
cana-3416	5	2	.	.	PROPN
cana-3416	5	3	orcid	orcid	PROPN
cana-3416	5	4	:	:	PUNCT
cana-3416	5	5	0000	0000	NUM
cana-3416	5	6	-	-	PUNCT
cana-3416	5	7	0002	0002	NUM
cana-3416	5	8	-	-	PUNCT
cana-3416	5	9	6059	6059	NUM
cana-3416	5	10	-	-	SYM
cana-3416	5	11	3050	3050	NUM
cana-3416	5	12	3	3	NUM
cana-3416	5	13	department	department	NOUN
cana-3416	5	14	of	of	ADP
cana-3416	5	15	computer	computer	NOUN
cana-3416	5	16	science	science	NOUN
cana-3416	5	17	and	and	CCONJ
cana-3416	5	18	engineering	engineering	NOUN
cana-3416	5	19	,	,	PUNCT
cana-3416	6	1	r.t.e	r.t.e	PROPN
cana-3416	6	2	.	.	PROPN
cana-3416	6	3	society	society	PROPN
cana-3416	6	4	’s	’s	PART
cana-3416	6	5	rural	rural	ADJ
cana-3416	6	6	engineering	engineering	PROPN
cana-3416	6	7	college	college	NOUN
cana-3416	6	8	,	,	PUNCT
cana-3416	6	9	hulkoti	hulkoti	PROPN
cana-3416	6	10	,	,	PUNCT
cana-3416	6	11	rural	rural	ADJ
cana-3416	6	12	engineering	engineering	NOUN
cana-3416	6	13	college	college	NOUN
cana-3416	6	14	,	,	PUNCT
cana-3416	6	15	hulkoti	hulkoti	PROPN
cana-3416	6	16	,	,	PUNCT
cana-3416	6	17	gadag	gadag	PROPN
cana-3416	6	18	,	,	PUNCT
cana-3416	6	19	karnataka582205	karnataka582205	PROPN
cana-3416	6	20	.	.	PUNCT
cana-3416	6	21	email	email	NOUN
cana-3416	7	1	i	i	PROPN
cana-3416	7	2	d	d	PROPN
cana-3416	7	3	:	:	PUNCT
cana-3416	7	4	hotkards22@gmail.com	hotkards22@gmail.com	X
cana-3416	7	5	4	4	NUM
cana-3416	7	6	department	department	NOUN
cana-3416	7	7	of	of	ADP
cana-3416	7	8	cse	cse	PROPN
cana-3416	7	9	(	(	PUNCT
cana-3416	7	10	ai	ai	PROPN
cana-3416	7	11	&	&	CCONJ
cana-3416	7	12	ml	ml	NOUN
cana-3416	7	13	)	)	PUNCT
cana-3416	7	14	,	,	PUNCT
cana-3416	7	15	g	g	PROPN
cana-3416	7	16	narayanamma	narayanamma	PROPN
cana-3416	7	17	institute	institute	PROPN
cana-3416	7	18	of	of	ADP
cana-3416	7	19	technology	technology	PROPN
cana-3416	7	20	and	and	CCONJ
cana-3416	7	21	science	science	NOUN
cana-3416	7	22	(	(	PUNCT
cana-3416	7	23	gnits	gnit	NOUN
cana-3416	7	24	)	)	PUNCT
cana-3416	7	25	,	,	PUNCT
cana-3416	7	26	shaikpet	shaikpet	NOUN
cana-3416	7	27	,	,	PUNCT
cana-3416	7	28	hyderabad	hyderabad	PROPN
cana-3416	7	29	.	.	PUNCT
cana-3416	8	1	sivagnits@gmail.com	sivagnits@gmail.com	X
cana-3416	9	1	5	5	NUM
cana-3416	9	2	department	department	NOUN
cana-3416	9	3	of	of	ADP
cana-3416	9	4	information	information	NOUN
cana-3416	9	5	technology	technology	PROPN
cana-3416	9	6	,	,	PUNCT
cana-3416	9	7	p.s.r	p.s.r	PROPN
cana-3416	9	8	.	.	PROPN
cana-3416	9	9	engineering	engineering	PROPN
cana-3416	9	10	college	college	PROPN
cana-3416	9	11	,	,	PUNCT
cana-3416	9	12	sivakasi	sivakasi	NOUN
cana-3416	9	13	-626140	-626140	PROPN
cana-3416	9	14	,	,	PUNCT
cana-3416	9	15	tamilnadu	tamilnadu	NOUN
cana-3416	9	16	,	,	PUNCT
cana-3416	9	17	india	india	PROPN
cana-3416	9	18	.	.	PUNCT
cana-3416	10	1	umasree24@gmail.com	umasree24@gmail.com	PROPN
cana-3416	10	2	6	6	NUM
cana-3416	10	3	department	department	NOUN
cana-3416	10	4	of	of	ADP
cana-3416	10	5	engineering	engineering	NOUN
cana-3416	10	6	mathematics	mathematics	PROPN
cana-3416	10	7	&	&	CCONJ
cana-3416	10	8	humanities	humanity	NOUN
cana-3416	10	9	,	,	PUNCT
cana-3416	10	10	srkr	srkr	NOUN
cana-3416	10	11	engineering	engineering	PROPN
cana-3416	10	12	college	college	PROPN
cana-3416	10	13	,	,	PUNCT
cana-3416	10	14	bhimavaram	bhimavaram	PROPN
cana-3416	10	15	rajeswarimallikaghanta@gmail.com	rajeswarimallikaghanta@gmail.com	PROPN
cana-3416	10	16	7	7	NUM
cana-3416	10	17	department	department	NOUN
cana-3416	10	18	of	of	ADP
cana-3416	10	19	electronics	electronic	NOUN
cana-3416	10	20	and	and	CCONJ
cana-3416	10	21	communication	communication	NOUN
cana-3416	10	22	engineering	engineering	NOUN
cana-3416	10	23	,	,	PUNCT
cana-3416	10	24	annamacharya	annamacharya	PROPN
cana-3416	10	25	institute	institute	PROPN
cana-3416	10	26	of	of	ADP
cana-3416	10	27	technology	technology	PROPN
cana-3416	10	28	and	and	CCONJ
cana-3416	10	29	sciences	science	NOUN
cana-3416	10	30	,	,	PUNCT
cana-3416	10	31	tirupati	tirupati	PROPN
cana-3416	10	32	,	,	PUNCT
cana-3416	10	33	andra	andra	PROPN
cana-3416	10	34	pradesh	pradesh	PROPN
cana-3416	10	35	.	.	PUNCT
cana-3416	11	1	selvasenthamil2614@gmail.com	selvasenthamil2614@gmail.com	PROPN
cana-3416	11	2	article	article	PROPN
cana-3416	11	3	history	history	NOUN
cana-3416	11	4	:	:	PUNCT
cana-3416	11	5	received	receive	VERB
cana-3416	11	6	:	:	PUNCT
cana-3416	11	7	25	25	NUM
cana-3416	11	8	-	-	SYM
cana-3416	11	9	10	10	NUM
cana-3416	11	10	-	-	PUNCT
cana-3416	11	11	2024	2024	NUM
cana-3416	11	12	revised	revise	VERB
cana-3416	11	13	:	:	PUNCT
cana-3416	11	14	10	10	NUM
cana-3416	11	15	-	-	SYM
cana-3416	11	16	12	12	NUM
cana-3416	11	17	-	-	PUNCT
cana-3416	11	18	2024	2024	NUM
cana-3416	11	19	accepted	accept	VERB
cana-3416	11	20	:	:	PUNCT
cana-3416	11	21	18	18	NUM
cana-3416	11	22	-	-	SYM
cana-3416	11	23	12	12	NUM
cana-3416	11	24	-	-	PUNCT
cana-3416	11	25	2024	2024	NUM
cana-3416	11	26	abstract	abstract	NOUN
cana-3416	11	27	:	:	PUNCT
cana-3416	11	28	reinforced	reinforce	VERB
cana-3416	11	29	concrete	concrete	ADJ
cana-3416	11	30	shear	shear	NOUN
cana-3416	11	31	walls	wall	NOUN
cana-3416	11	32	are	be	AUX
cana-3416	11	33	among	among	ADP
cana-3416	11	34	the	the	DET
cana-3416	11	35	most	most	ADV
cana-3416	11	36	important	important	ADJ
cana-3416	11	37	building	building	NOUN
cana-3416	11	38	structural	structural	ADJ
cana-3416	11	39	components	component	NOUN
cana-3416	11	40	for	for	ADP
cana-3416	11	41	supporting	support	VERB
cana-3416	11	42	lateral	lateral	ADJ
cana-3416	11	43	loads	load	NOUN
cana-3416	11	44	.	.	PUNCT
cana-3416	12	1	in	in	ADP
cana-3416	12	2	spite	spite	NOUN
cana-3416	12	3	of	of	ADP
cana-3416	12	4	its	its	PRON
cana-3416	12	5	significance	significance	NOUN
cana-3416	12	6	,	,	PUNCT
cana-3416	12	7	the	the	DET
cana-3416	12	8	inadequate	inadequate	ADJ
cana-3416	12	9	safety	safety	NOUN
cana-3416	12	10	margins	margin	NOUN
cana-3416	12	11	of	of	ADP
cana-3416	12	12	shear	shear	NOUN
cana-3416	12	13	walls	wall	NOUN
cana-3416	12	14	have	have	AUX
cana-3416	12	15	been	be	AUX
cana-3416	12	16	brought	bring	VERB
cana-3416	12	17	to	to	ADP
cana-3416	12	18	light	light	NOUN
cana-3416	12	19	by	by	ADP
cana-3416	12	20	post	post	ADJ
cana-3416	12	21	-	-	ADJ
cana-3416	12	22	earthquake	earthquake	ADJ
cana-3416	12	23	reconnaissance	reconnaissance	NOUN
cana-3416	12	24	and	and	CCONJ
cana-3416	12	25	current	current	ADJ
cana-3416	12	26	experimental	experimental	ADJ
cana-3416	12	27	investigations	investigation	NOUN
cana-3416	12	28	.	.	PUNCT
cana-3416	13	1	current	current	ADJ
cana-3416	13	2	shear	shear	NOUN
cana-3416	13	3	walls	wall	NOUN
cana-3416	13	4	can	can	AUX
cana-3416	13	5	not	not	PART
cana-3416	13	6	have	have	VERB
cana-3416	13	7	their	their	PRON
cana-3416	13	8	failure	failure	NOUN
cana-3416	13	9	modes	mode	NOUN
cana-3416	13	10	quickly	quickly	ADV
cana-3416	13	11	identified	identify	VERB
cana-3416	13	12	due	due	ADP
cana-3416	13	13	to	to	ADP
cana-3416	13	14	the	the	DET
cana-3416	13	15	absence	absence	NOUN
cana-3416	13	16	of	of	ADP
cana-3416	13	17	models	model	NOUN
cana-3416	13	18	based	base	VERB
cana-3416	13	19	on	on	ADP
cana-3416	13	20	mechanics	mechanic	NOUN
cana-3416	13	21	and	and	CCONJ
cana-3416	13	22	empirical	empirical	ADJ
cana-3416	13	23	data	datum	NOUN
cana-3416	13	24	.	.	PUNCT
cana-3416	14	1	to	to	PART
cana-3416	14	2	find	find	VERB
cana-3416	14	3	out	out	ADP
cana-3416	14	4	how	how	SCONJ
cana-3416	14	5	shear	shear	ADJ
cana-3416	14	6	walls	wall	NOUN
cana-3416	14	7	fail	fail	VERB
cana-3416	14	8	depending	depend	VERB
cana-3416	14	9	on	on	ADP
cana-3416	14	10	geometric	geometric	ADJ
cana-3416	14	11	configurations	configuration	NOUN
cana-3416	14	12	,	,	PUNCT
cana-3416	14	13	material	material	NOUN
cana-3416	14	14	qualities	quality	NOUN
cana-3416	14	15	,	,	PUNCT
cana-3416	14	16	and	and	CCONJ
cana-3416	14	17	reinforcing	reinforce	VERB
cana-3416	14	18	details	detail	NOUN
cana-3416	14	19	,	,	PUNCT
cana-3416	14	20	this	this	DET
cana-3416	14	21	research	research	NOUN
cana-3416	14	22	uses	use	VERB
cana-3416	14	23	machine	machine	NOUN
cana-3416	14	24	learning	learning	NOUN
cana-3416	14	25	(	(	PUNCT
cana-3416	14	26	ml	ml	NOUN
cana-3416	14	27	)	)	PUNCT
cana-3416	14	28	,	,	PUNCT
cana-3416	14	29	which	which	PRON
cana-3416	14	30	has	have	AUX
cana-3416	14	31	recently	recently	ADV
cana-3416	14	32	made	make	VERB
cana-3416	14	33	some	some	DET
cana-3416	14	34	strides	stride	NOUN
cana-3416	14	35	.	.	PUNCT
cana-3416	15	1	results	result	NOUN
cana-3416	15	2	from	from	ADP
cana-3416	15	3	395	395	NUM
cana-3416	15	4	experiments	experiment	NOUN
cana-3416	15	5	with	with	ADP
cana-3416	15	6	shear	shear	ADJ
cana-3416	15	7	walls	wall	NOUN
cana-3416	15	8	of	of	ADP
cana-3416	15	9	different	different	ADJ
cana-3416	15	10	geometric	geometric	ADJ
cana-3416	15	11	configurations	configuration	NOUN
cana-3416	15	12	make	make	VERB
cana-3416	15	13	up	up	ADP
cana-3416	15	14	the	the	DET
cana-3416	15	15	study	study	NOUN
cana-3416	15	16	's	's	PART
cana-3416	15	17	exhaustive	exhaustive	ADJ
cana-3416	15	18	database	database	NOUN
cana-3416	15	19	.	.	PUNCT
cana-3416	16	1	in	in	ADP
cana-3416	16	2	this	this	DET
cana-3416	16	3	research	research	NOUN
cana-3416	16	4	,	,	PUNCT
cana-3416	16	5	the	the	DET
cana-3416	16	6	optimal	optimal	ADJ
cana-3416	16	7	prediction	prediction	NOUN
cana-3416	16	8	method	method	NOUN
cana-3416	16	9	was	be	AUX
cana-3416	16	10	determined	determine	VERB
cana-3416	16	11	by	by	ADP
cana-3416	16	12	evaluating	evaluate	VERB
cana-3416	16	13	eight	eight	NUM
cana-3416	16	14	machine	machine	NOUN
cana-3416	16	15	learning	learning	NOUN
cana-3416	16	16	methods	method	NOUN
cana-3416	16	17	,	,	PUNCT
cana-3416	16	18	which	which	PRON
cana-3416	16	19	included	include	VERB
cana-3416	16	20	k	k	PROPN
cana-3416	16	21	nearest	near	ADJ
cana-3416	16	22	neighbours	neighbour	NOUN
cana-3416	16	23	(	(	PUNCT
cana-3416	16	24	knn	knn	PROPN
cana-3416	16	25	)	)	PUNCT
cana-3416	16	26	,	,	PUNCT
cana-3416	16	27	naive	naive	ADJ
cana-3416	16	28	bayes	bayes	NOUN
cana-3416	16	29	,	,	PUNCT
cana-3416	16	30	randomized	randomize	VERB
cana-3416	16	31	forest	forest	NOUN
cana-3416	16	32	,	,	PUNCT
cana-3416	16	33	xg	xg	PROPN
cana-3416	16	34	boost	boost	NOUN
cana-3416	16	35	,	,	PUNCT
cana-3416	16	36	decision	decision	NOUN
cana-3416	16	37	tree	tree	NOUN
cana-3416	16	38	,	,	PUNCT
cana-3416	16	39	ada	ada	PROPN
cana-3416	16	40	boost	boost	PROPN
cana-3416	16	41	,	,	PUNCT
cana-3416	16	42	cat	cat	NOUN
cana-3416	16	43	boost	boost	NOUN
cana-3416	16	44	and	and	CCONJ
cana-3416	16	45	lightgbm	lightgbm	ADJ
cana-3416	16	46	.	.	PUNCT
cana-3416	17	1	an	an	DET
cana-3416	17	2	exhaustive	exhaustive	ADJ
cana-3416	17	3	examination	examination	NOUN
cana-3416	17	4	led	lead	VERB
cana-3416	17	5	to	to	ADP
cana-3416	17	6	the	the	DET
cana-3416	17	7	proposal	proposal	NOUN
cana-3416	17	8	of	of	ADP
cana-3416	17	9	a	a	DET
cana-3416	17	10	random	random	ADJ
cana-3416	17	11	forest	forest	NOUN
cana-3416	17	12	based	base	VERB
cana-3416	17	13	ml	ml	NOUN
cana-3416	17	14	method	method	NOUN
cana-3416	17	15	in	in	ADP
cana-3416	17	16	this	this	DET
cana-3416	17	17	research	research	NOUN
cana-3416	17	18	.	.	PUNCT
cana-3416	18	1	when	when	SCONJ
cana-3416	18	2	it	it	PRON
cana-3416	18	3	comes	come	VERB
cana-3416	18	4	to	to	ADP
cana-3416	18	5	determining	determine	VERB
cana-3416	18	6	how	how	SCONJ
cana-3416	18	7	shear	shear	ADJ
cana-3416	18	8	walls	wall	NOUN
cana-3416	18	9	break	break	VERB
cana-3416	18	10	,	,	PUNCT
cana-3416	18	11	the	the	DET
cana-3416	18	12	suggested	suggest	VERB
cana-3416	18	13	approach	approach	NOUN
cana-3416	18	14	is	be	AUX
cana-3416	18	15	87	87	NUM
cana-3416	18	16	%	%	NOUN
cana-3416	18	17	accurate	accurate	ADJ
cana-3416	18	18	.	.	PUNCT
cana-3416	19	1	according	accord	VERB
cana-3416	19	2	to	to	ADP
cana-3416	19	3	the	the	DET
cana-3416	19	4	study	study	NOUN
cana-3416	19	5	,	,	PUNCT
cana-3416	19	6	aspect	aspect	NOUN
cana-3416	19	7	ratios	ratio	NOUN
cana-3416	19	8	,	,	PUNCT
cana-3416	19	9	bordering	border	VERB
cana-3416	19	10	element	element	ADJ
cana-3416	19	11	reinforcement	reinforcement	NOUN
cana-3416	19	12	indices	index	NOUN
cana-3416	19	13	,	,	PUNCT
cana-3416	19	14	and	and	CCONJ
cana-3416	19	15	wall	wall	PROPN
cana-3416	19	16	length	length	NOUN
cana-3416	19	17	to	to	ADP
cana-3416	19	18	wall	wall	PROPN
cana-3416	19	19	ratio	ratio	PROPN
cana-3416	19	20	of	of	ADP
cana-3416	19	21	thickness	thickness	NOUN
cana-3416	19	22	are	be	AUX
cana-3416	19	23	key	key	ADJ
cana-3416	19	24	factors	factor	NOUN
cana-3416	19	25	in	in	ADP
cana-3416	19	26	shear	shear	NOUN
cana-3416	19	27	wall	wall	NOUN
cana-3416	19	28	failure	failure	NOUN
cana-3416	19	29	.	.	PUNCT
cana-3416	20	1	lastly	lastly	ADV
cana-3416	20	2	,	,	PUNCT
cana-3416	20	3	this	this	DET
cana-3416	20	4	research	research	NOUN
cana-3416	20	5	offers	offer	VERB
cana-3416	20	6	a	a	DET
cana-3416	20	7	data	data	NOUN
cana-3416	20	8	-	-	PUNCT
cana-3416	20	9	driven	drive	VERB
cana-3416	20	10	categorization	categorization	NOUN
cana-3416	20	11	approach	approach	NOUN
cana-3416	20	12	that	that	PRON
cana-3416	20	13	is	be	AUX
cana-3416	20	14	open	open	ADJ
cana-3416	20	15	-	-	PUNCT
cana-3416	20	16	source	source	NOUN
cana-3416	20	17	and	and	CCONJ
cana-3416	20	18	may	may	AUX
cana-3416	20	19	be	be	AUX
cana-3416	20	20	utilized	utilize	VERB
cana-3416	20	21	by	by	ADP
cana-3416	20	22	design	design	NOUN
cana-3416	20	23	firms	firm	NOUN
cana-3416	20	24	worldwide	worldwide	ADV
cana-3416	20	25	.	.	PUNCT
cana-3416	21	1	additional	additional	ADJ
cana-3416	21	2	experimental	experimental	ADJ
cana-3416	21	3	data	datum	NOUN
cana-3416	21	4	that	that	PRON
cana-3416	21	5	provide	provide	VERB
cana-3416	21	6	new	new	ADJ
cana-3416	21	7	insights	insight	NOUN
cana-3416	21	8	may	may	AUX
cana-3416	21	9	be	be	AUX
cana-3416	21	10	easily	easily	ADV
cana-3416	21	11	included	include	VERB
cana-3416	21	12	into	into	ADP
cana-3416	21	13	the	the	DET
cana-3416	21	14	suggested	suggest	VERB
cana-3416	21	15	method	method	NOUN
cana-3416	21	16	.	.	PUNCT
cana-3416	22	1	keywords	keyword	NOUN
cana-3416	22	2	:	:	PUNCT
cana-3416	22	3	earthquake	earthquake	NOUN
cana-3416	22	4	,	,	PUNCT
cana-3416	22	5	shear	shear	NOUN
cana-3416	22	6	walls	wall	NOUN
cana-3416	22	7	,	,	PUNCT
cana-3416	22	8	machine	machine	NOUN
cana-3416	22	9	learning	learning	NOUN
cana-3416	22	10	,	,	PUNCT
cana-3416	22	11	naive	naive	ADJ
cana-3416	22	12	bayes	bayes	NOUN
cana-3416	22	13	,	,	PUNCT
cana-3416	22	14	experimental	experimental	ADJ
cana-3416	22	15	data	datum	NOUN
cana-3416	22	16	.	.	PUNCT
cana-3416	23	1	mailto:suganthikarthik09@gmail.com	mailto:suganthikarthik09@gmail.com	PROPN
cana-3416	23	2	mailto:hotkards22@gmail.com	mailto:hotkards22@gmail.com	PROPN
cana-3416	23	3	mailto:sivagnits@gmail.com	mailto:sivagnits@gmail.com	PROPN
cana-3416	23	4	mailto:rajeswarimallikaghanta@gmail.com	mailto:rajeswarimallikaghanta@gmail.com	X
cana-3416	24	1	communications	communication	NOUN
cana-3416	24	2	on	on	ADP
cana-3416	24	3	applied	apply	VERB
cana-3416	24	4	nonlinear	nonlinear	ADJ
cana-3416	24	5	analysis	analysis	NOUN
cana-3416	24	6	issn	issn	NOUN
cana-3416	24	7	:	:	PUNCT
cana-3416	24	8	1074	1074	NUM
cana-3416	24	9	-	-	PUNCT
cana-3416	24	10	133x	133x	NUM
cana-3416	24	11	vol	vol	NOUN
cana-3416	24	12	32	32	NUM
cana-3416	24	13	no	no	NOUN
cana-3416	24	14	.	.	PUNCT
cana-3416	25	1	7s	7	NOUN
cana-3416	25	2	(	(	PUNCT
cana-3416	25	3	2025	2025	NUM
cana-3416	25	4	)	)	PUNCT
cana-3416	25	5	348	348	NUM
cana-3416	25	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	25	7	1	1	X
cana-3416	25	8	.	.	PUNCT
cana-3416	26	1	introduction	introduction	NOUN
cana-3416	26	2	reinforcing	reinforce	VERB
cana-3416	26	3	a	a	DET
cana-3416	26	4	building	building	NOUN
cana-3416	26	5	's	's	PART
cana-3416	26	6	shear	shear	NOUN
cana-3416	26	7	walls	wall	NOUN
cana-3416	26	8	is	be	AUX
cana-3416	26	9	essential	essential	ADJ
cana-3416	26	10	for	for	ADP
cana-3416	26	11	keeping	keep	VERB
cana-3416	26	12	it	it	PRON
cana-3416	26	13	upright	upright	ADJ
cana-3416	26	14	in	in	ADP
cana-3416	26	15	the	the	DET
cana-3416	26	16	event	event	NOUN
cana-3416	26	17	of	of	ADP
cana-3416	26	18	an	an	DET
cana-3416	26	19	earthquake	earthquake	NOUN
cana-3416	26	20	[	[	X
cana-3416	26	21	1	1	NUM
cana-3416	26	22	]	]	PUNCT
cana-3416	26	23	.	.	PUNCT
cana-3416	27	1	existing	exist	VERB
cana-3416	27	2	shear	shear	NOUN
cana-3416	27	3	walls	wall	NOUN
cana-3416	27	4	are	be	AUX
cana-3416	27	5	n't	not	PART
cana-3416	27	6	always	always	ADV
cana-3416	27	7	up	up	ADP
cana-3416	27	8	to	to	PART
cana-3416	27	9	snuff	snuff	VERB
cana-3416	27	10	when	when	SCONJ
cana-3416	27	11	it	it	PRON
cana-3416	27	12	comes	come	VERB
cana-3416	27	13	to	to	PART
cana-3416	27	14	ductile	ductile	VERB
cana-3416	27	15	details	detail	NOUN
cana-3416	27	16	.	.	PUNCT
cana-3416	28	1	experimental	experimental	ADJ
cana-3416	28	2	study	study	NOUN
cana-3416	28	3	shows	show	VERB
cana-3416	28	4	that	that	SCONJ
cana-3416	28	5	shear	shear	NOUN
cana-3416	28	6	barriers	barrier	NOUN
cana-3416	28	7	collapse	collapse	VERB
cana-3416	28	8	differently	differently	ADV
cana-3416	28	9	depending	depend	VERB
cana-3416	28	10	on	on	ADP
cana-3416	28	11	geometry	geometry	NOUN
cana-3416	28	12	and	and	CCONJ
cana-3416	28	13	material	material	NOUN
cana-3416	28	14	[	[	X
cana-3416	28	15	2	2	NUM
cana-3416	28	16	-	-	SYM
cana-3416	28	17	4	4	NUM
cana-3416	28	18	]	]	PUNCT
cana-3416	28	19	.	.	PUNCT
cana-3416	29	1	these	these	DET
cana-3416	29	2	approaches	approach	NOUN
cana-3416	29	3	include	include	VERB
cana-3416	29	4	flexion	flexion	NOUN
cana-3416	29	5	,	,	PUNCT
cana-3416	29	6	shear	shear	NOUN
cana-3416	29	7	forces	force	NOUN
cana-3416	29	8	.	.	PUNCT
cana-3416	30	1	flexure	flexure	NOUN
cana-3416	30	2	-	-	PUNCT
cana-3416	30	3	shear	shear	NOUN
cana-3416	30	4	,	,	PUNCT
cana-3416	30	5	sliding	slide	VERB
cana-3416	30	6	shear	shear	NOUN
cana-3416	30	7	,	,	PUNCT
cana-3416	30	8	and	and	CCONJ
cana-3416	30	9	out	out	ADV
cana-3416	30	10	-	-	PUNCT
cana-3416	30	11	of	of	ADP
cana-3416	30	12	-	-	PUNCT
cana-3416	30	13	plane	plane	NOUN
cana-3416	30	14	.	.	PUNCT
cana-3416	31	1	seismic	seismic	ADJ
cana-3416	31	2	vulnerability	vulnerability	NOUN
cana-3416	31	3	curves	curve	NOUN
cana-3416	31	4	for	for	ADP
cana-3416	31	5	infrastructure	infrastructure	NOUN
cana-3416	31	6	systems	system	NOUN
cana-3416	31	7	to	to	PART
cana-3416	31	8	be	be	AUX
cana-3416	31	9	used	use	VERB
cana-3416	31	10	in	in	ADP
cana-3416	31	11	regional	regional	ADJ
cana-3416	31	12	risk	risk	NOUN
cana-3416	31	13	assessments	assessment	NOUN
cana-3416	31	14	have	have	AUX
cana-3416	31	15	also	also	ADV
cana-3416	31	16	been	be	AUX
cana-3416	31	17	developed	develop	VERB
cana-3416	31	18	using	use	VERB
cana-3416	31	19	data	data	NOUN
cana-3416	31	20	-	-	PUNCT
cana-3416	31	21	driven	drive	VERB
cana-3416	31	22	methods	method	NOUN
cana-3416	31	23	[	[	X
cana-3416	31	24	5	5	NUM
cana-3416	31	25	]	]	PUNCT
cana-3416	31	26	.	.	PUNCT
cana-3416	32	1	despite	despite	SCONJ
cana-3416	32	2	the	the	DET
cana-3416	32	3	progress	progress	NOUN
cana-3416	32	4	made	make	VERB
cana-3416	32	5	in	in	ADP
cana-3416	32	6	using	use	VERB
cana-3416	32	7	machine	machine	NOUN
cana-3416	32	8	learning	learn	VERB
cana-3416	32	9	techniques	technique	NOUN
cana-3416	32	10	to	to	PART
cana-3416	32	11	analyse	analyse	VERB
cana-3416	32	12	damage	damage	NOUN
cana-3416	32	13	and	and	CCONJ
cana-3416	32	14	failure	failure	NOUN
cana-3416	32	15	modes	mode	NOUN
cana-3416	32	16	in	in	ADP
cana-3416	32	17	infrastructure	infrastructure	NOUN
cana-3416	32	18	systems	system	NOUN
cana-3416	32	19	,	,	PUNCT
cana-3416	32	20	data	data	NOUN
cana-3416	32	21	-	-	PUNCT
cana-3416	32	22	driven	drive	VERB
cana-3416	32	23	methods	method	NOUN
cana-3416	32	24	to	to	ADP
cana-3416	32	25	identifying	identify	VERB
cana-3416	32	26	failure	failure	NOUN
cana-3416	32	27	modes	mode	NOUN
cana-3416	32	28	of	of	ADP
cana-3416	32	29	shear	shear	NOUN
cana-3416	32	30	walls	wall	NOUN
cana-3416	32	31	have	have	AUX
cana-3416	32	32	not	not	PART
cana-3416	32	33	been	be	AUX
cana-3416	32	34	studied	study	VERB
cana-3416	32	35	[	[	PUNCT
cana-3416	32	36	6	6	NUM
cana-3416	32	37	-	-	SYM
cana-3416	32	38	8	8	NUM
cana-3416	32	39	]	]	PUNCT
cana-3416	32	40	.	.	PUNCT
cana-3416	33	1	since	since	SCONJ
cana-3416	33	2	shear	shear	NOUN
cana-3416	33	3	structures	structure	NOUN
cana-3416	33	4	are	be	AUX
cana-3416	33	5	the	the	DET
cana-3416	33	6	most	most	ADV
cana-3416	33	7	prevalent	prevalent	ADJ
cana-3416	33	8	system	system	NOUN
cana-3416	33	9	that	that	PRON
cana-3416	33	10	resists	resist	VERB
cana-3416	33	11	lateral	lateral	ADJ
cana-3416	33	12	loads	load	NOUN
cana-3416	33	13	,	,	PUNCT
cana-3416	33	14	and	and	CCONJ
cana-3416	33	15	since	since	SCONJ
cana-3416	33	16	no	no	DET
cana-3416	33	17	model	model	NOUN
cana-3416	33	18	based	base	VERB
cana-3416	33	19	on	on	ADP
cana-3416	33	20	mechanics	mechanic	NOUN
cana-3416	33	21	or	or	CCONJ
cana-3416	33	22	empirical	empirical	ADJ
cana-3416	33	23	data	datum	NOUN
cana-3416	33	24	exists	exist	VERB
cana-3416	33	25	to	to	PART
cana-3416	33	26	recognize	recognize	VERB
cana-3416	33	27	the	the	DET
cana-3416	33	28	failure	failure	NOUN
cana-3416	33	29	device	device	NOUN
cana-3416	33	30	of	of	ADP
cana-3416	33	31	shear	shear	NOUN
cana-3416	33	32	structures	structure	NOUN
cana-3416	33	33	[	[	X
cana-3416	33	34	9	9	NUM
cana-3416	33	35	]	]	PUNCT
cana-3416	33	36	,	,	PUNCT
cana-3416	33	37	this	this	DET
cana-3416	33	38	kind	kind	NOUN
cana-3416	33	39	of	of	ADP
cana-3416	33	40	research	research	NOUN
cana-3416	33	41	is	be	AUX
cana-3416	33	42	crucial	crucial	ADJ
cana-3416	33	43	.	.	PUNCT
cana-3416	34	1	furthermore	furthermore	ADV
cana-3416	34	2	,	,	PUNCT
cana-3416	34	3	the	the	DET
cana-3416	34	4	majority	majority	NOUN
cana-3416	34	5	of	of	ADP
cana-3416	34	6	the	the	DET
cana-3416	34	7	current	current	ADJ
cana-3416	34	8	research	research	NOUN
cana-3416	34	9	on	on	ADP
cana-3416	34	10	earthquake	earthquake	NOUN
cana-3416	34	11	engineering	engineering	NOUN
cana-3416	34	12	sticks	stick	NOUN
cana-3416	34	13	to	to	ADP
cana-3416	34	14	more	more	ADV
cana-3416	34	15	conventional	conventional	ADJ
cana-3416	34	16	ml	ml	NOUN
cana-3416	34	17	techniques	technique	NOUN
cana-3416	34	18	like	like	ADP
cana-3416	34	19	decision	decision	NOUN
cana-3416	34	20	tree	tree	NOUN
cana-3416	34	21	,	,	PUNCT
cana-3416	34	22	discriminant	discriminant	ADJ
cana-3416	34	23	analysis	analysis	NOUN
cana-3416	34	24	,	,	PUNCT
cana-3416	34	25	naïve	naïve	ADJ
cana-3416	34	26	bayes	bayes	NOUN
cana-3416	34	27	,	,	PUNCT
cana-3416	34	28	and	and	CCONJ
cana-3416	34	29	random	random	ADJ
cana-3416	34	30	forest	forest	NOUN
cana-3416	35	1	[	[	X
cana-3416	35	2	10	10	NUM
cana-3416	35	3	-	-	SYM
cana-3416	35	4	12	12	NUM
cana-3416	35	5	]	]	PUNCT
cana-3416	35	6	.	.	PUNCT
cana-3416	36	1	but	but	CCONJ
cana-3416	36	2	nowadays	nowadays	ADV
cana-3416	36	3	,	,	PUNCT
cana-3416	36	4	a	a	DET
cana-3416	36	5	lot	lot	NOUN
cana-3416	36	6	of	of	ADP
cana-3416	36	7	people	people	NOUN
cana-3416	36	8	use	use	VERB
cana-3416	36	9	gradient	gradient	NOUN
cana-3416	36	10	boosting	boost	VERB
cana-3416	36	11	algorithms	algorithm	NOUN
cana-3416	36	12	for	for	ADP
cana-3416	36	13	machine	machine	NOUN
cana-3416	36	14	learning	learning	NOUN
cana-3416	36	15	since	since	SCONJ
cana-3416	36	16	they	they	PRON
cana-3416	36	17	are	be	AUX
cana-3416	36	18	efficient	efficient	ADJ
cana-3416	36	19	,	,	PUNCT
cana-3416	36	20	accurate	accurate	ADJ
cana-3416	36	21	,	,	PUNCT
cana-3416	36	22	and	and	CCONJ
cana-3416	36	23	easy	easy	ADJ
cana-3416	36	24	to	to	PART
cana-3416	36	25	understand	understand	VERB
cana-3416	36	26	[	[	X
cana-3416	36	27	13	13	NUM
cana-3416	36	28	]	]	PUNCT
cana-3416	36	29	.	.	PUNCT
cana-3416	37	1	theory	theory	NOUN
cana-3416	37	2	supports	support	VERB
cana-3416	37	3	these	these	DET
cana-3416	37	4	techniques	technique	NOUN
cana-3416	37	5	by	by	ADP
cana-3416	37	6	showing	show	VERB
cana-3416	37	7	how	how	SCONJ
cana-3416	37	8	to	to	PART
cana-3416	37	9	build	build	VERB
cana-3416	37	10	strong	strong	ADJ
cana-3416	37	11	predictors	predictor	NOUN
cana-3416	37	12	from	from	ADP
cana-3416	37	13	weaker	weak	ADJ
cana-3416	37	14	ones	one	NOUN
cana-3416	37	15	by	by	ADP
cana-3416	37	16	greedily	greedily	ADV
cana-3416	37	17	combining	combine	VERB
cana-3416	37	18	base	base	NOUN
cana-3416	37	19	predictors	predictor	NOUN
cana-3416	37	20	in	in	ADP
cana-3416	37	21	an	an	DET
cana-3416	37	22	iterative	iterative	NOUN
cana-3416	37	23	fashion	fashion	NOUN
cana-3416	37	24	[	[	X
cana-3416	37	25	14	14	NUM
cana-3416	37	26	-	-	SYM
cana-3416	37	27	16	16	NUM
cana-3416	37	28	]	]	PUNCT
cana-3416	37	29	.	.	PUNCT
cana-3416	38	1	there	there	PRON
cana-3416	38	2	have	have	AUX
cana-3416	38	3	been	be	AUX
cana-3416	38	4	no	no	DET
cana-3416	38	5	investigations	investigation	NOUN
cana-3416	38	6	on	on	ADP
cana-3416	38	7	these	these	DET
cana-3416	38	8	approaches	approach	NOUN
cana-3416	38	9	in	in	ADP
cana-3416	38	10	earthquake	earthquake	NOUN
cana-3416	38	11	engineering	engineering	NOUN
cana-3416	38	12	,	,	PUNCT
cana-3416	38	13	despite	despite	SCONJ
cana-3416	38	14	their	their	PRON
cana-3416	38	15	widespread	widespread	ADJ
cana-3416	38	16	use	use	NOUN
cana-3416	38	17	in	in	ADP
cana-3416	38	18	other	other	ADJ
cana-3416	38	19	domains	domain	NOUN
cana-3416	38	20	[	[	X
cana-3416	38	21	17	17	NUM
cana-3416	38	22	]	]	PUNCT
cana-3416	38	23	.	.	PUNCT
cana-3416	39	1	the	the	DET
cana-3416	39	2	purpose	purpose	NOUN
cana-3416	39	3	of	of	ADP
cana-3416	39	4	this	this	DET
cana-3416	39	5	paper	paper	NOUN
cana-3416	39	6	is	be	AUX
cana-3416	39	7	to	to	PART
cana-3416	39	8	address	address	VERB
cana-3416	39	9	this	this	DET
cana-3416	39	10	knowledge	knowledge	NOUN
cana-3416	39	11	gap	gap	NOUN
cana-3416	39	12	and	and	CCONJ
cana-3416	39	13	make	make	VERB
cana-3416	39	14	use	use	NOUN
cana-3416	39	15	of	of	ADP
cana-3416	39	16	state	state	NOUN
cana-3416	39	17	-	-	PUNCT
cana-3416	39	18	of	of	ADP
cana-3416	39	19	-	-	PUNCT
cana-3416	39	20	the	the	DET
cana-3416	39	21	-	-	PUNCT
cana-3416	39	22	art	art	NOUN
cana-3416	39	23	ml	ml	NOUN
cana-3416	39	24	techniques	technique	NOUN
cana-3416	39	25	by	by	ADP
cana-3416	39	26	investigating	investigate	VERB
cana-3416	39	27	the	the	DET
cana-3416	39	28	potential	potential	ADJ
cana-3416	39	29	uses	use	NOUN
cana-3416	39	30	of	of	ADP
cana-3416	39	31	boosting	boost	VERB
cana-3416	39	32	models	model	NOUN
cana-3416	39	33	like	like	ADP
cana-3416	39	34	adaboost	adaboost	ADV
cana-3416	39	35	,	,	PUNCT
cana-3416	39	36	xgboost	xgboost	ADV
cana-3416	39	37	,	,	PUNCT
cana-3416	39	38	lightgbm	lightgbm	ADJ
cana-3416	39	39	,	,	PUNCT
cana-3416	39	40	and	and	CCONJ
cana-3416	39	41	catboost	catboost	VERB
cana-3416	40	1	[	[	X
cana-3416	40	2	18	18	NUM
cana-3416	40	3	-	-	SYM
cana-3416	40	4	20	20	NUM
cana-3416	40	5	]	]	PUNCT
cana-3416	40	6	.	.	PUNCT
cana-3416	41	1	this	this	PRON
cana-3416	41	2	is	be	AUX
cana-3416	41	3	the	the	DET
cana-3416	41	4	first	first	ADJ
cana-3416	41	5	study	study	NOUN
cana-3416	41	6	using	use	VERB
cana-3416	41	7	boosting	boost	VERB
cana-3416	41	8	methods	method	NOUN
cana-3416	41	9	for	for	ADP
cana-3416	41	10	failure	failure	NOUN
cana-3416	41	11	mode	mode	NOUN
cana-3416	41	12	diagnosis	diagnosis	NOUN
cana-3416	41	13	,	,	PUNCT
cana-3416	41	14	so	so	ADV
cana-3416	41	15	be	be	AUX
cana-3416	41	16	aware	aware	ADJ
cana-3416	41	17	.	.	PUNCT
cana-3416	42	1	since	since	SCONJ
cana-3416	42	2	the	the	DET
cana-3416	42	3	model	model	NOUN
cana-3416	42	4	's	's	PART
cana-3416	42	5	effectiveness	effectiveness	NOUN
cana-3416	42	6	is	be	AUX
cana-3416	42	7	data	datum	NOUN
cana-3416	42	8	-	-	PUNCT
cana-3416	42	9	dependent	dependent	ADJ
cana-3416	42	10	,	,	PUNCT
cana-3416	42	11	shearwall	shearwall	ADJ
cana-3416	42	12	mode	mode	NOUN
cana-3416	42	13	of	of	ADP
cana-3416	42	14	failure	failure	NOUN
cana-3416	42	15	prediction	prediction	NOUN
cana-3416	42	16	requires	require	VERB
cana-3416	42	17	cutting	cut	VERB
cana-3416	42	18	-	-	PUNCT
cana-3416	42	19	edge	edge	NOUN
cana-3416	42	20	machine	machine	NOUN
cana-3416	42	21	learning	learning	NOUN
cana-3416	42	22	.	.	PUNCT
cana-3416	43	1	the	the	DET
cana-3416	43	2	following	follow	VERB
cana-3416	43	3	were	be	AUX
cana-3416	43	4	the	the	DET
cana-3416	43	5	specific	specific	ADJ
cana-3416	43	6	aims	aim	NOUN
cana-3416	43	7	of	of	ADP
cana-3416	43	8	this	this	DET
cana-3416	43	9	study	study	NOUN
cana-3416	43	10	:	:	PUNCT
cana-3416	43	11	(	(	PUNCT
cana-3416	43	12	1	1	X
cana-3416	43	13	)	)	PUNCT
cana-3416	43	14	to	to	PART
cana-3416	43	15	compile	compile	VERB
cana-3416	43	16	a	a	DET
cana-3416	43	17	data	data	NOUN
cana-3416	43	18	base	base	NOUN
cana-3416	43	19	of	of	ADP
cana-3416	43	20	shear	shear	NOUN
cana-3416	43	21	structures	structure	NOUN
cana-3416	43	22	experimental	experimental	ADJ
cana-3416	43	23	results	result	NOUN
cana-3416	43	24	.	.	PUNCT
cana-3416	44	1	data	datum	NOUN
cana-3416	44	2	about	about	ADP
cana-3416	44	3	geometric	geometric	ADJ
cana-3416	44	4	features	feature	NOUN
cana-3416	44	5	,	,	PUNCT
cana-3416	44	6	reinforcing	reinforce	VERB
cana-3416	44	7	patterns	pattern	NOUN
cana-3416	44	8	,	,	PUNCT
cana-3416	44	9	and	and	CCONJ
cana-3416	44	10	materials	material	NOUN
cana-3416	44	11	is	be	AUX
cana-3416	44	12	stored	store	VERB
cana-3416	44	13	in	in	ADP
cana-3416	44	14	the	the	DET
cana-3416	44	15	database	database	NOUN
cana-3416	45	1	[	[	X
cana-3416	45	2	21	21	NUM
cana-3416	45	3	]	]	PUNCT
cana-3416	45	4	.	.	PUNCT
cana-3416	46	1	the	the	DET
cana-3416	46	2	data	data	NOUN
cana-3416	46	3	-	-	PUNCT
cana-3416	46	4	driven	drive	VERB
cana-3416	46	5	method	method	NOUN
cana-3416	46	6	to	to	ADP
cana-3416	46	7	evaluating	evaluate	VERB
cana-3416	46	8	buildings	building	NOUN
cana-3416	46	9	'	'	PART
cana-3416	46	10	seismic	seismic	ADJ
cana-3416	46	11	performance	performance	NOUN
cana-3416	46	12	benefits	benefit	NOUN
cana-3416	46	13	from	from	ADP
cana-3416	46	14	an	an	DET
cana-3416	46	15	open	open	ADJ
cana-3416	46	16	-	-	PUNCT
cana-3416	46	17	source	source	NOUN
cana-3416	46	18	data	datum	NOUN
cana-3416	46	19	.	.	PUNCT
cana-3416	47	1	(	(	PUNCT
cana-3416	47	2	2	2	X
cana-3416	47	3	)	)	PUNCT
cana-3416	47	4	figure	figure	NOUN
cana-3416	47	5	out	out	ADP
cana-3416	47	6	which	which	DET
cana-3416	47	7	machine	machine	NOUN
cana-3416	47	8	learning	learning	NOUN
cana-3416	47	9	models	model	NOUN
cana-3416	47	10	are	be	AUX
cana-3416	47	11	best	good	ADJ
cana-3416	47	12	for	for	ADP
cana-3416	47	13	predicting	predict	VERB
cana-3416	47	14	which	which	DET
cana-3416	47	15	shear	shear	NOUN
cana-3416	47	16	wall	wall	NOUN
cana-3416	47	17	failure	failure	NOUN
cana-3416	47	18	situations	situation	NOUN
cana-3416	47	19	to	to	PART
cana-3416	47	20	use	use	VERB
cana-3416	47	21	[	[	PUNCT
cana-3416	47	22	22	22	NUM
cana-3416	47	23	]	]	PUNCT
cana-3416	47	24	.	.	PUNCT
cana-3416	48	1	the	the	DET
cana-3416	48	2	classification	classification	NOUN
cana-3416	48	3	model	model	NOUN
cana-3416	48	4	in	in	ADP
cana-3416	48	5	this	this	DET
cana-3416	48	6	study	study	NOUN
cana-3416	48	7	is	be	AUX
cana-3416	48	8	built	build	VERB
cana-3416	48	9	utilizing	utilize	VERB
cana-3416	48	10	a	a	DET
cana-3416	48	11	number	number	NOUN
cana-3416	48	12	of	of	ADP
cana-3416	48	13	ml	ml	NOUN
cana-3416	48	14	methods	method	NOUN
cana-3416	48	15	,	,	PUNCT
cana-3416	48	16	such	such	ADJ
cana-3416	48	17	as	as	ADP
cana-3416	48	18	naive	naive	ADJ
cana-3416	48	19	bayes	bayes	NOUN
cana-3416	48	20	,	,	PUNCT
cana-3416	48	21	k	k	PROPN
cana-3416	48	22	nearest	near	ADJ
cana-3416	48	23	neighbours	neighbour	NOUN
cana-3416	48	24	,	,	PUNCT
cana-3416	48	25	decision	decision	NOUN
cana-3416	48	26	tree	tree	NOUN
cana-3416	48	27	,	,	PUNCT
cana-3416	48	28	randomized	randomize	VERB
cana-3416	48	29	forest	forest	NOUN
cana-3416	48	30	,	,	PUNCT
cana-3416	48	31	adaboost	adaboost	ADV
cana-3416	48	32	,	,	PUNCT
cana-3416	48	33	light	light	ADJ
cana-3416	48	34	gbm	gbm	PROPN
cana-3416	48	35	,	,	PUNCT
cana-3416	48	36	xg	xg	PROPN
cana-3416	48	37	boost	boost	NOUN
cana-3416	48	38	and	and	CCONJ
cana-3416	48	39	cat	cat	NOUN
cana-3416	48	40	boost	boost	NOUN
cana-3416	48	41	[	[	X
cana-3416	48	42	23	23	NUM
cana-3416	48	43	]	]	PUNCT
cana-3416	48	44	.	.	PUNCT
cana-3416	49	1	(	(	PUNCT
cana-3416	49	2	3	3	X
cana-3416	49	3	)	)	PUNCT
cana-3416	49	4	determine	determine	VERB
cana-3416	49	5	the	the	DET
cana-3416	49	6	input	input	NOUN
cana-3416	49	7	factors	factor	NOUN
cana-3416	49	8	'	'	PART
cana-3416	49	9	significance	significance	NOUN
cana-3416	49	10	in	in	ADP
cana-3416	49	11	determining	determine	VERB
cana-3416	49	12	the	the	DET
cana-3416	49	13	shear	shear	NOUN
cana-3416	49	14	wall	wall	NOUN
cana-3416	49	15	failure	failure	PROPN
cana-3416	49	16	mode	mode	PROPN
cana-3416	49	17	.	.	PUNCT
cana-3416	50	1	in	in	ADP
cana-3416	50	2	order	order	NOUN
cana-3416	50	3	to	to	PART
cana-3416	50	4	comprehend	comprehend	VERB
cana-3416	50	5	the	the	DET
cana-3416	50	6	seismically	seismically	ADJ
cana-3416	50	7	activity	activity	NOUN
cana-3416	50	8	of	of	ADP
cana-3416	50	9	shearing	shear	VERB
cana-3416	50	10	wall	wall	NOUN
cana-3416	50	11	structures	structure	NOUN
cana-3416	50	12	[	[	X
cana-3416	50	13	24	24	NUM
cana-3416	50	14	]	]	PUNCT
cana-3416	50	15	,	,	PUNCT
cana-3416	50	16	researchers	researcher	NOUN
cana-3416	50	17	might	might	AUX
cana-3416	50	18	benefit	benefit	VERB
cana-3416	50	19	from	from	ADP
cana-3416	50	20	this	this	DET
cana-3416	50	21	identification	identification	NOUN
cana-3416	50	22	by	by	ADP
cana-3416	50	23	designing	design	VERB
cana-3416	50	24	appropriate	appropriate	ADJ
cana-3416	50	25	experimental	experimental	ADJ
cana-3416	50	26	studies	study	NOUN
cana-3416	50	27	.	.	PUNCT
cana-3416	51	1	(	(	PUNCT
cana-3416	51	2	4	4	X
cana-3416	51	3	)	)	PUNCT
cana-3416	51	4	develop	develop	VERB
cana-3416	51	5	a	a	DET
cana-3416	51	6	world	world	NOUN
cana-3416	51	7	-	-	PUNCT
cana-3416	51	8	class	class	NOUN
cana-3416	51	9	,	,	PUNCT
cana-3416	51	10	freely	freely	ADV
cana-3416	51	11	-	-	PUNCT
cana-3416	51	12	available	available	ADJ
cana-3416	51	13	data	data	NOUN
cana-3416	51	14	-	-	PUNCT
cana-3416	51	15	driven	drive	VERB
cana-3416	51	16	classification	classification	NOUN
cana-3416	51	17	model	model	NOUN
cana-3416	51	18	for	for	ADP
cana-3416	51	19	shear	shear	NOUN
cana-3416	51	20	wall	wall	PROPN
cana-3416	51	21	failure	failure	PROPN
cana-3416	51	22	mode	mode	NOUN
cana-3416	51	23	prediction	prediction	NOUN
cana-3416	51	24	that	that	SCONJ
cana-3416	51	25	design	design	NOUN
cana-3416	51	26	firms	firm	NOUN
cana-3416	51	27	may	may	AUX
cana-3416	51	28	utilize	utilize	VERB
cana-3416	51	29	[	[	X
cana-3416	51	30	25	25	NUM
cana-3416	51	31	]	]	PUNCT
cana-3416	51	32	.	.	PUNCT
cana-3416	52	1	since	since	SCONJ
cana-3416	52	2	the	the	DET
cana-3416	52	3	open	open	ADJ
cana-3416	52	4	-	-	PUNCT
cana-3416	52	5	source	source	NOUN
cana-3416	52	6	model	model	NOUN
cana-3416	52	7	may	may	AUX
cana-3416	52	8	easily	easily	ADV
cana-3416	52	9	absorb	absorb	VERB
cana-3416	52	10	new	new	ADJ
cana-3416	52	11	experimental	experimental	ADJ
cana-3416	52	12	data	datum	NOUN
cana-3416	52	13	,	,	PUNCT
cana-3416	52	14	it	it	PRON
cana-3416	52	15	can	can	AUX
cana-3416	52	16	be	be	AUX
cana-3416	52	17	used	use	VERB
cana-3416	52	18	to	to	PART
cana-3416	52	19	continuously	continuously	ADV
cana-3416	52	20	enhance	enhance	VERB
cana-3416	52	21	the	the	DET
cana-3416	52	22	categorization	categorization	NOUN
cana-3416	52	23	model	model	NOUN
cana-3416	52	24	.	.	PUNCT
cana-3416	53	1	the	the	DET
cana-3416	53	2	following	follow	VERB
cana-3416	53	3	is	be	AUX
cana-3416	53	4	an	an	DET
cana-3416	53	5	overview	overview	NOUN
cana-3416	53	6	of	of	ADP
cana-3416	53	7	failure	failure	NOUN
cana-3416	53	8	modes	mode	NOUN
cana-3416	53	9	and	and	CCONJ
cana-3416	53	10	available	available	ADJ
cana-3416	53	11	methods	method	NOUN
cana-3416	53	12	for	for	ADP
cana-3416	53	13	forecasting	forecast	VERB
cana-3416	53	14	them	they	PRON
cana-3416	53	15	.	.	PUNCT
cana-3416	54	1	next	next	ADV
cana-3416	54	2	,	,	PUNCT
cana-3416	54	3	the	the	DET
cana-3416	54	4	experimental	experimental	ADJ
cana-3416	54	5	database	database	NOUN
cana-3416	54	6	is	be	AUX
cana-3416	54	7	analysed	analyse	VERB
cana-3416	54	8	for	for	ADP
cana-3416	54	9	relevant	relevant	ADJ
cana-3416	54	10	results	result	NOUN
cana-3416	54	11	.	.	PUNCT
cana-3416	55	1	the	the	DET
cana-3416	55	2	next	next	ADJ
cana-3416	55	3	sections	section	NOUN
cana-3416	55	4	describe	describe	VERB
cana-3416	55	5	machine	machine	NOUN
cana-3416	55	6	learning	learn	VERB
cana-3416	55	7	communications	communication	NOUN
cana-3416	55	8	on	on	ADP
cana-3416	55	9	applied	apply	VERB
cana-3416	55	10	nonlinear	nonlinear	ADJ
cana-3416	55	11	analysis	analysis	NOUN
cana-3416	55	12	issn	issn	NOUN
cana-3416	55	13	:	:	PUNCT
cana-3416	55	14	1074	1074	NUM
cana-3416	55	15	-	-	PUNCT
cana-3416	55	16	133x	133x	NUM
cana-3416	55	17	vol	vol	NOUN
cana-3416	55	18	32	32	NUM
cana-3416	55	19	no	no	NOUN
cana-3416	55	20	.	.	PUNCT
cana-3416	56	1	7s	7	NOUN
cana-3416	56	2	(	(	PUNCT
cana-3416	56	3	2025	2025	NUM
cana-3416	56	4	)	)	PUNCT
cana-3416	56	5	349	349	NUM
cana-3416	56	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3416	56	7	methods	method	NOUN
cana-3416	56	8	and	and	CCONJ
cana-3416	56	9	methodologies	methodology	NOUN
cana-3416	56	10	used	use	VERB
cana-3416	56	11	to	to	PART
cana-3416	56	12	create	create	VERB
cana-3416	56	13	the	the	DET
cana-3416	56	14	most	most	ADV
cana-3416	56	15	accurate	accurate	ADJ
cana-3416	56	16	prediction	prediction	NOUN
cana-3416	56	17	method	method	NOUN
cana-3416	56	18	.	.	PUNCT
cana-3416	57	1	the	the	DET
cana-3416	57	2	primary	primary	ADJ
cana-3416	57	3	results	result	NOUN
cana-3416	57	4	of	of	ADP
cana-3416	57	5	the	the	DET
cana-3416	57	6	research	research	NOUN
cana-3416	57	7	are	be	AUX
cana-3416	57	8	presented	present	VERB
cana-3416	57	9	in	in	ADP
cana-3416	57	10	the	the	DET
cana-3416	57	11	conclusion	conclusion	NOUN
cana-3416	57	12	.	.	PUNCT
cana-3416	58	1	2	2	X
cana-3416	58	2	.	.	X
cana-3416	58	3	shear	shear	PROPN
cana-3416	58	4	wall	wall	PROPN
cana-3416	58	5	failure	failure	NOUN
cana-3416	58	6	mechanism	mechanism	NOUN
cana-3416	58	7	the	the	DET
cana-3416	58	8	shear	shear	NOUN
cana-3416	58	9	forces	force	NOUN
cana-3416	58	10	,	,	PUNCT
cana-3416	58	11	axial	axial	ADJ
cana-3416	58	12	loads	load	NOUN
cana-3416	58	13	,	,	PUNCT
cana-3416	58	14	and	and	CCONJ
cana-3416	58	15	bending	bend	VERB
cana-3416	58	16	moments	moment	NOUN
cana-3416	58	17	that	that	SCONJ
cana-3416	58	18	concretereinforced	concretereinforced	ADJ
cana-3416	58	19	shear	shear	NOUN
cana-3416	58	20	walls	wall	NOUN
cana-3416	58	21	experience	experience	NOUN
cana-3416	58	22	are	be	AUX
cana-3416	58	23	typical	typical	ADJ
cana-3416	58	24	in	in	ADP
cana-3416	58	25	construction	construction	NOUN
cana-3416	58	26	systems	system	NOUN
cana-3416	58	27	.	.	PUNCT
cana-3416	59	1	the	the	DET
cana-3416	59	2	aspect	aspect	PROPN
cana-3416	59	3	ratio	ratio	NOUN
cana-3416	59	4	,	,	PUNCT
cana-3416	59	5	which	which	PRON
cana-3416	59	6	is	be	AUX
cana-3416	59	7	the	the	DET
cana-3416	59	8	length	length	NOUN
cana-3416	59	9	of	of	ADP
cana-3416	59	10	the	the	DET
cana-3416	59	11	shear	shear	NOUN
cana-3416	59	12	span	span	NOUN
cana-3416	59	13	divided	divide	VERB
cana-3416	59	14	by	by	ADP
cana-3416	59	15	the	the	DET
cana-3416	59	16	length	length	NOUN
cana-3416	59	17	of	of	ADP
cana-3416	59	18	the	the	DET
cana-3416	59	19	wall	wall	NOUN
cana-3416	59	20	,	,	PUNCT
cana-3416	59	21	is	be	AUX
cana-3416	59	22	a	a	DET
cana-3416	59	23	common	common	ADJ
cana-3416	59	24	way	way	NOUN
cana-3416	59	25	to	to	PART
cana-3416	59	26	classify	classify	VERB
cana-3416	59	27	shear	shear	NOUN
cana-3416	59	28	walls	wall	NOUN
cana-3416	59	29	as	as	ADP
cana-3416	59	30	either	either	CCONJ
cana-3416	59	31	skinny	skinny	ADJ
cana-3416	59	32	(	(	PUNCT
cana-3416	59	33	tall	tall	ADJ
cana-3416	59	34	,	,	PUNCT
cana-3416	59	35	high	high	ADJ
cana-3416	59	36	-	-	PUNCT
cana-3416	59	37	rise	rise	NOUN
cana-3416	59	38	)	)	PUNCT
cana-3416	59	39	or	or	CCONJ
cana-3416	59	40	short	short	ADJ
cana-3416	59	41	(	(	PUNCT
cana-3416	59	42	low	low	ADJ
cana-3416	59	43	-	-	PUNCT
cana-3416	59	44	rise	rise	NOUN
cana-3416	59	45	)	)	PUNCT
cana-3416	59	46	.	.	PUNCT
cana-3416	60	1	when	when	SCONJ
cana-3416	60	2	it	it	PRON
cana-3416	60	3	comes	come	VERB
cana-3416	60	4	to	to	PART
cana-3416	60	5	ductile	ductile	VERB
cana-3416	60	6	failure	failure	NOUN
cana-3416	60	7	mechanisms	mechanism	NOUN
cana-3416	60	8	,	,	PUNCT
cana-3416	60	9	flexural	flexural	NOUN
cana-3416	60	10	yielding	yield	VERB
cana-3416	60	11	toward	toward	ADP
cana-3416	60	12	the	the	DET
cana-3416	60	13	base	base	NOUN
cana-3416	60	14	is	be	AUX
cana-3416	60	15	the	the	DET
cana-3416	60	16	most	most	ADV
cana-3416	60	17	common	common	ADJ
cana-3416	60	18	in	in	ADP
cana-3416	60	19	thin	thin	ADJ
cana-3416	60	20	walls	wall	NOUN
cana-3416	60	21	.	.	PUNCT
cana-3416	61	1	as	as	ADP
cana-3416	61	2	a	a	DET
cana-3416	61	3	result	result	NOUN
cana-3416	61	4	of	of	ADP
cana-3416	61	5	their	their	PRON
cana-3416	61	6	shape	shape	NOUN
cana-3416	61	7	,	,	PUNCT
cana-3416	61	8	squat	squat	ADJ
cana-3416	61	9	walls	wall	NOUN
cana-3416	61	10	are	be	AUX
cana-3416	61	11	more	more	ADV
cana-3416	61	12	prone	prone	ADJ
cana-3416	61	13	to	to	ADP
cana-3416	61	14	shearcontrolled	shearcontrolle	VERB
cana-3416	61	15	failure	failure	NOUN
cana-3416	61	16	mechanisms	mechanism	NOUN
cana-3416	61	17	,	,	PUNCT
cana-3416	61	18	which	which	PRON
cana-3416	61	19	may	may	AUX
cana-3416	61	20	be	be	AUX
cana-3416	61	21	defined	define	VERB
cana-3416	61	22	as	as	ADP
cana-3416	61	23	an	an	DET
cana-3416	61	24	unexpected	unexpected	ADJ
cana-3416	61	25	loss	loss	NOUN
cana-3416	61	26	of	of	ADP
cana-3416	61	27	stiffness	stiffness	NOUN
cana-3416	61	28	and	and	CCONJ
cana-3416	61	29	strength	strength	NOUN
cana-3416	61	30	in	in	ADP
cana-3416	61	31	the	the	DET
cana-3416	61	32	face	face	NOUN
cana-3416	61	33	of	of	ADP
cana-3416	61	34	seismic	seismic	ADJ
cana-3416	61	35	pressures	pressure	NOUN
cana-3416	61	36	.	.	PUNCT
cana-3416	62	1	aspect	aspect	PROPN
cana-3416	62	2	ratios	ratio	NOUN
cana-3416	62	3	less	less	ADJ
cana-3416	62	4	than	than	ADP
cana-3416	62	5	1.5	1.5	NUM
cana-3416	62	6	are	be	AUX
cana-3416	62	7	deemed	deem	VERB
cana-3416	62	8	short	short	ADJ
cana-3416	62	9	or	or	CCONJ
cana-3416	62	10	squat	squat	ADJ
cana-3416	62	11	,	,	PUNCT
cana-3416	62	12	whereas	whereas	SCONJ
cana-3416	62	13	those	those	DET
cana-3416	62	14	more	more	ADJ
cana-3416	62	15	than	than	ADP
cana-3416	62	16	3.0	3.0	NUM
cana-3416	62	17	are	be	AUX
cana-3416	62	18	deemed	deem	VERB
cana-3416	62	19	slim	slim	ADJ
cana-3416	62	20	according	accord	VERB
cana-3416	62	21	to	to	ADP
cana-3416	62	22	asce	asce	PROPN
cana-3416	62	23	41	41	NUM
cana-3416	62	24	-	-	SYM
cana-3416	62	25	06	06	NUM
cana-3416	62	26	.	.	PUNCT
cana-3416	63	1	walls	wall	NOUN
cana-3416	63	2	behave	behave	VERB
cana-3416	63	3	in	in	ADP
cana-3416	63	4	a	a	DET
cana-3416	63	5	way	way	NOUN
cana-3416	63	6	that	that	PRON
cana-3416	63	7	is	be	AUX
cana-3416	63	8	influenced	influence	VERB
cana-3416	63	9	by	by	ADP
cana-3416	63	10	shearing	shearing	NOUN
cana-3416	63	11	and	and	CCONJ
cana-3416	63	12	flexure	flexure	VERB
cana-3416	63	13	if	if	SCONJ
cana-3416	63	14	their	their	PRON
cana-3416	63	15	ratio	ratio	NOUN
cana-3416	63	16	is	be	AUX
cana-3416	63	17	between	between	ADP
cana-3416	63	18	1.5	1.5	NUM
cana-3416	63	19	and	and	CCONJ
cana-3416	63	20	3.0	3.0	NUM
cana-3416	63	21	.	.	PUNCT
cana-3416	64	1	according	accord	VERB
cana-3416	64	2	to	to	ADP
cana-3416	64	3	fema	fema	PROPN
cana-3416	64	4	306	306	NUM
cana-3416	64	5	,	,	PUNCT
cana-3416	64	6	shear	shear	NOUN
cana-3416	64	7	walls	wall	NOUN
cana-3416	64	8	that	that	PRON
cana-3416	64	9	are	be	AUX
cana-3416	64	10	sufficiently	sufficiently	ADV
cana-3416	64	11	tall	tall	ADJ
cana-3416	64	12	and	and	CCONJ
cana-3416	64	13	have	have	AUX
cana-3416	64	14	been	be	AUX
cana-3416	64	15	thoughtfully	thoughtfully	ADV
cana-3416	64	16	constructed	construct	VERB
cana-3416	64	17	are	be	AUX
cana-3416	64	18	more	more	ADV
cana-3416	64	19	likely	likely	ADJ
cana-3416	64	20	to	to	PART
cana-3416	64	21	experience	experience	VERB
cana-3416	64	22	ductile	ductile	NOUN
cana-3416	64	23	flexural	flexural	ADJ
cana-3416	64	24	failure	failure	NOUN
cana-3416	64	25	.	.	PUNCT
cana-3416	65	1	concrete	concrete	ADJ
cana-3416	65	2	crushing	crush	VERB
cana-3416	65	3	or	or	CCONJ
cana-3416	65	4	longitudinal	longitudinal	ADJ
cana-3416	65	5	reinforcement	reinforcement	NOUN
cana-3416	65	6	fracture	fracture	NOUN
cana-3416	65	7	at	at	ADP
cana-3416	65	8	the	the	DET
cana-3416	65	9	plastic	plastic	ADJ
cana-3416	65	10	hinge	hinge	NOUN
cana-3416	65	11	zone	zone	NOUN
cana-3416	65	12	causes	cause	VERB
cana-3416	65	13	flexural	flexural	ADJ
cana-3416	65	14	failure	failure	NOUN
cana-3416	65	15	,	,	PUNCT
cana-3416	65	16	as	as	SCONJ
cana-3416	65	17	seen	see	VERB
cana-3416	65	18	in	in	ADP
cana-3416	65	19	figure	figure	NOUN
cana-3416	65	20	1(a	1(a	NUM
cana-3416	65	21	)	)	PUNCT
cana-3416	65	22	.	.	PUNCT
cana-3416	66	1	particularly	particularly	ADV
cana-3416	66	2	for	for	ADP
cana-3416	66	3	aspect	aspect	NOUN
cana-3416	66	4	ratios	ratio	NOUN
cana-3416	66	5	below	below	ADP
cana-3416	66	6	1.0	1.0	NUM
cana-3416	66	7	,	,	PUNCT
cana-3416	66	8	flexural	flexural	ADJ
cana-3416	66	9	failure	failure	NOUN
cana-3416	66	10	is	be	AUX
cana-3416	66	11	uncommon	uncommon	ADJ
cana-3416	66	12	in	in	ADP
cana-3416	66	13	short	short	ADJ
cana-3416	66	14	shear	shear	NOUN
cana-3416	66	15	walls	wall	NOUN
cana-3416	66	16	.	.	PUNCT
cana-3416	67	1	there	there	PRON
cana-3416	67	2	is	be	VERB
cana-3416	67	3	a	a	DET
cana-3416	67	4	possibility	possibility	NOUN
cana-3416	67	5	of	of	ADP
cana-3416	67	6	shear	shear	NOUN
cana-3416	67	7	failure	failure	NOUN
cana-3416	67	8	and	and	CCONJ
cana-3416	67	9	flexural	flexural	ADJ
cana-3416	67	10	failure	failure	NOUN
cana-3416	67	11	in	in	ADP
cana-3416	67	12	these	these	DET
cana-3416	67	13	walls	wall	NOUN
cana-3416	67	14	due	due	ADP
cana-3416	67	15	to	to	ADP
cana-3416	67	16	the	the	DET
cana-3416	67	17	peculiarities	peculiarity	NOUN
cana-3416	67	18	of	of	ADP
cana-3416	67	19	their	their	PRON
cana-3416	67	20	reinforcing	reinforce	VERB
cana-3416	67	21	.	.	PUNCT
cana-3416	68	1	figure	figure	NOUN
cana-3416	68	2	1(b)–(d	1(b)–(d	NUM
cana-3416	68	3	)	)	PUNCT
cana-3416	68	4	shows	show	VERB
cana-3416	68	5	the	the	DET
cana-3416	68	6	three	three	NUM
cana-3416	68	7	cases	case	NOUN
cana-3416	68	8	of	of	ADP
cana-3416	68	9	shear	shear	NOUN
cana-3416	68	10	failure	failure	NOUN
cana-3416	68	11	that	that	SCONJ
cana-3416	68	12	researchers	researcher	NOUN
cana-3416	68	13	identified	identify	VERB
cana-3416	68	14	for	for	ADP
cana-3416	68	15	squat	squat	ADJ
cana-3416	68	16	shear	shear	NOUN
cana-3416	68	17	walls	wall	NOUN
cana-3416	68	18	:	:	PUNCT
cana-3416	68	19	sliding	slide	VERB
cana-3416	68	20	shear	shear	NOUN
cana-3416	68	21	failure	failure	NOUN
cana-3416	68	22	,	,	PUNCT
cana-3416	68	23	diagonal	diagonal	ADJ
cana-3416	68	24	compression	compression	NOUN
cana-3416	68	25	failure	failure	NOUN
cana-3416	68	26	and	and	CCONJ
cana-3416	68	27	tension	tension	NOUN
cana-3416	68	28	failure	failure	NOUN
cana-3416	68	29	based	base	VERB
cana-3416	68	30	on	on	ADP
cana-3416	68	31	diagonal	diagonal	ADJ
cana-3416	68	32	.	.	PUNCT
cana-3416	69	1	so	so	ADV
cana-3416	69	2	,	,	PUNCT
cana-3416	69	3	to	to	PART
cana-3416	69	4	conclude	conclude	VERB
cana-3416	69	5	,	,	PUNCT
cana-3416	69	6	this	this	PRON
cana-3416	69	7	is	be	AUX
cana-3416	69	8	how	how	SCONJ
cana-3416	69	9	they	they	PRON
cana-3416	69	10	described	describe	VERB
cana-3416	69	11	various	various	ADJ
cana-3416	69	12	failure	failure	NOUN
cana-3416	69	13	scenarios	scenario	NOUN
cana-3416	69	14	.	.	PUNCT
cana-3416	70	1	a	a	DET
cana-3416	70	2	wall	wall	NOUN
cana-3416	70	3	with	with	ADP
cana-3416	70	4	inadequate	inadequate	ADJ
cana-3416	70	5	horizontal	horizontal	ADJ
cana-3416	70	6	shear	shear	NOUN
cana-3416	70	7	reinforcement	reinforcement	NOUN
cana-3416	70	8	is	be	AUX
cana-3416	70	9	more	more	ADV
cana-3416	70	10	prone	prone	ADJ
cana-3416	70	11	to	to	ADP
cana-3416	70	12	diagonal	diagonal	ADJ
cana-3416	70	13	tension	tension	NOUN
cana-3416	70	14	failure	failure	NOUN
cana-3416	70	15	,	,	PUNCT
cana-3416	70	16	which	which	PRON
cana-3416	70	17	manifests	manifest	VERB
cana-3416	70	18	as	as	ADP
cana-3416	70	19	one	one	NUM
cana-3416	70	20	or	or	CCONJ
cana-3416	70	21	more	more	ADJ
cana-3416	70	22	fractures	fracture	NOUN
cana-3416	70	23	running	run	VERB
cana-3416	70	24	diagonally	diagonally	ADV
cana-3416	70	25	from	from	ADP
cana-3416	70	26	corner	corner	NOUN
cana-3416	70	27	to	to	PART
cana-3416	70	28	corner	corner	VERB
cana-3416	70	29	,	,	PUNCT
cana-3416	70	30	as	as	SCONJ
cana-3416	70	31	seen	see	VERB
cana-3416	70	32	in	in	ADP
cana-3416	70	33	figure	figure	NOUN
cana-3416	70	34	1(b	1(b	NUM
cana-3416	70	35	)	)	PUNCT
cana-3416	70	36	.	.	PUNCT
cana-3416	71	1	in	in	ADP
cana-3416	71	2	the	the	DET
cana-3416	71	3	presence	presence	NOUN
cana-3416	71	4	of	of	ADP
cana-3416	71	5	massive	massive	ADJ
cana-3416	71	6	and	and	CCONJ
cana-3416	71	7	sufficient	sufficient	ADJ
cana-3416	71	8	horizontal	horizontal	ADJ
cana-3416	71	9	shear	shear	NOUN
cana-3416	71	10	reinforcement	reinforcement	NOUN
cana-3416	71	11	,	,	PUNCT
cana-3416	71	12	walls	wall	NOUN
cana-3416	71	13	may	may	AUX
cana-3416	71	14	experience	experience	VERB
cana-3416	71	15	diagonal	diagonal	ADJ
cana-3416	71	16	compression	compression	NOUN
cana-3416	71	17	failure	failure	NOUN
cana-3416	71	18	,	,	PUNCT
cana-3416	71	19	as	as	SCONJ
cana-3416	71	20	seen	see	VERB
cana-3416	71	21	in	in	ADP
cana-3416	71	22	figure	figure	NOUN
cana-3416	71	23	1(c	1(c	NUM
cana-3416	71	24	)	)	PUNCT
cana-3416	71	25	.	.	PUNCT
cana-3416	72	1	this	this	DET
cana-3416	72	2	kind	kind	NOUN
cana-3416	72	3	of	of	ADP
cana-3416	72	4	failure	failure	NOUN
cana-3416	72	5	causes	cause	VERB
cana-3416	72	6	the	the	DET
cana-3416	72	7	concrete	concrete	NOUN
cana-3416	72	8	to	to	PART
cana-3416	72	9	collapse	collapse	VERB
cana-3416	72	10	under	under	ADP
cana-3416	72	11	diagonal	diagonal	ADJ
cana-3416	72	12	compression	compression	NOUN
cana-3416	72	13	,	,	PUNCT
cana-3416	72	14	resulting	result	VERB
cana-3416	72	15	in	in	ADP
cana-3416	72	16	extensive	extensive	ADJ
cana-3416	72	17	fracture	fracture	NOUN
cana-3416	72	18	patterns	pattern	NOUN
cana-3416	72	19	.	.	PUNCT
cana-3416	73	1	because	because	SCONJ
cana-3416	73	2	they	they	PRON
cana-3416	73	3	can	can	AUX
cana-3416	73	4	endure	endure	VERB
cana-3416	73	5	larger	large	ADJ
cana-3416	73	6	flexural	flexural	ADJ
cana-3416	73	7	strengths	strength	NOUN
cana-3416	73	8	,	,	PUNCT
cana-3416	73	9	shear	shear	ADJ
cana-3416	73	10	walls	wall	NOUN
cana-3416	73	11	with	with	ADP
cana-3416	73	12	boundary	boundary	ADJ
cana-3416	73	13	features	feature	NOUN
cana-3416	73	14	increase	increase	VERB
cana-3416	73	15	the	the	DET
cana-3416	73	16	shear	shear	NOUN
cana-3416	73	17	demand	demand	NOUN
cana-3416	73	18	on	on	ADP
cana-3416	73	19	the	the	DET
cana-3416	73	20	web	web	NOUN
cana-3416	73	21	,	,	PUNCT
cana-3416	73	22	making	make	VERB
cana-3416	73	23	them	they	PRON
cana-3416	73	24	more	more	ADV
cana-3416	73	25	likely	likely	ADJ
cana-3416	73	26	to	to	PART
cana-3416	73	27	fail	fail	VERB
cana-3416	73	28	diagonally	diagonally	ADV
cana-3416	73	29	under	under	ADP
cana-3416	73	30	compression	compression	NOUN
cana-3416	73	31	than	than	ADP
cana-3416	73	32	shear	shear	ADJ
cana-3416	73	33	walls	wall	NOUN
cana-3416	73	34	with	with	ADP
cana-3416	73	35	rectangular	rectangular	PROPN
cana-3416	73	36	cross	cross	NOUN
cana-3416	73	37	sections	section	NOUN
cana-3416	73	38	.	.	PUNCT
cana-3416	74	1	one	one	NUM
cana-3416	74	2	way	way	NOUN
cana-3416	74	3	to	to	PART
cana-3416	74	4	prevent	prevent	VERB
cana-3416	74	5	diagonal	diagonal	ADJ
cana-3416	74	6	tension	tension	NOUN
cana-3416	74	7	or	or	CCONJ
cana-3416	74	8	compression	compression	NOUN
cana-3416	74	9	failure	failure	NOUN
cana-3416	74	10	is	be	AUX
cana-3416	74	11	to	to	PART
cana-3416	74	12	reduce	reduce	VERB
cana-3416	74	13	the	the	DET
cana-3416	74	14	nominal	nominal	ADJ
cana-3416	74	15	shear	shear	NOUN
cana-3416	74	16	stress	stress	NOUN
cana-3416	74	17	and	and	CCONJ
cana-3416	74	18	ensure	ensure	VERB
cana-3416	74	19	that	that	SCONJ
cana-3416	74	20	there	there	PRON
cana-3416	74	21	is	be	VERB
cana-3416	74	22	enough	enough	ADJ
cana-3416	74	23	horizontal	horizontal	ADJ
cana-3416	74	24	shear	shear	NOUN
cana-3416	74	25	reinforcement	reinforcement	NOUN
cana-3416	74	26	.	.	PUNCT
cana-3416	75	1	large	large	ADJ
cana-3416	75	2	fractures	fracture	NOUN
cana-3416	75	3	at	at	ADP
cana-3416	75	4	the	the	DET
cana-3416	75	5	base	base	NOUN
cana-3416	75	6	of	of	ADP
cana-3416	75	7	the	the	DET
cana-3416	75	8	wall	wall	NOUN
cana-3416	75	9	or	or	CCONJ
cana-3416	75	10	a	a	DET
cana-3416	75	11	narrow	narrow	ADJ
cana-3416	75	12	band	band	NOUN
cana-3416	75	13	of	of	ADP
cana-3416	75	14	crushed	crushed	ADJ
cana-3416	75	15	concrete	concrete	ADJ
cana-3416	75	16	and	and	CCONJ
cana-3416	75	17	buckling	buckle	VERB
cana-3416	75	18	rebars	rebar	NOUN
cana-3416	75	19	at	at	ADP
cana-3416	75	20	the	the	DET
cana-3416	75	21	base	base	NOUN
cana-3416	75	22	of	of	ADP
cana-3416	75	23	the	the	DET
cana-3416	75	24	wall	wall	NOUN
cana-3416	75	25	(	(	PUNCT
cana-3416	75	26	figure	figure	NOUN
cana-3416	75	27	1(d	1(d	NUM
cana-3416	75	28	)	)	PUNCT
cana-3416	75	29	)	)	PUNCT
cana-3416	75	30	following	follow	VERB
cana-3416	75	31	substantial	substantial	ADJ
cana-3416	75	32	bending	bending	NOUN
cana-3416	75	33	in	in	ADP
cana-3416	75	34	the	the	DET
cana-3416	75	35	flexural	flexural	ADJ
cana-3416	75	36	reinforcement	reinforcement	NOUN
cana-3416	75	37	are	be	AUX
cana-3416	75	38	the	the	DET
cana-3416	75	39	two	two	NUM
cana-3416	75	40	main	main	ADJ
cana-3416	75	41	causes	cause	NOUN
cana-3416	75	42	of	of	ADP
cana-3416	75	43	sliding	slide	VERB
cana-3416	75	44	shear	shear	NOUN
cana-3416	75	45	failure	failure	NOUN
cana-3416	75	46	.	.	PUNCT
cana-3416	76	1	the	the	DET
cana-3416	76	2	present	present	ADJ
cana-3416	76	3	article	article	NOUN
cana-3416	76	4	does	do	AUX
cana-3416	76	5	not	not	PART
cana-3416	76	6	address	address	VERB
cana-3416	76	7	the	the	DET
cana-3416	76	8	out	out	ADV
cana-3416	76	9	-	-	PUNCT
cana-3416	76	10	of	of	ADP
cana-3416	76	11	-	-	PUNCT
cana-3416	76	12	plane	plane	NOUN
cana-3416	76	13	failure	failure	NOUN
cana-3416	76	14	scenario	scenario	NOUN
cana-3416	76	15	,	,	PUNCT
cana-3416	76	16	requiring	require	VERB
cana-3416	76	17	more	more	ADJ
cana-3416	76	18	research	research	NOUN
cana-3416	76	19	to	to	PART
cana-3416	76	20	forecast	forecast	VERB
cana-3416	76	21	it	it	PRON
cana-3416	76	22	using	use	VERB
cana-3416	76	23	data	data	NOUN
cana-3416	76	24	-	-	PUNCT
cana-3416	76	25	driven	drive	VERB
cana-3416	76	26	methods	method	NOUN
cana-3416	76	27	.	.	PUNCT
cana-3416	77	1	communications	communication	NOUN
cana-3416	77	2	on	on	ADP
cana-3416	77	3	applied	apply	VERB
cana-3416	77	4	nonlinear	nonlinear	ADJ
cana-3416	77	5	analysis	analysis	NOUN
cana-3416	77	6	issn	issn	NOUN
cana-3416	77	7	:	:	PUNCT
cana-3416	77	8	1074	1074	NUM
cana-3416	77	9	-	-	PUNCT
cana-3416	77	10	133x	133x	NUM
cana-3416	77	11	vol	vol	NOUN
cana-3416	77	12	32	32	NUM
cana-3416	77	13	no	no	NOUN
cana-3416	77	14	.	.	PUNCT
cana-3416	78	1	7s	7	NOUN
cana-3416	78	2	(	(	PUNCT
cana-3416	78	3	2025	2025	NUM
cana-3416	78	4	)	)	PUNCT
cana-3416	78	5	350	350	NUM
cana-3416	78	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	78	7	figure	figure	NOUN
cana-3416	78	8	1	1	NUM
cana-3416	78	9	three	three	NUM
cana-3416	78	10	cases	case	NOUN
cana-3416	78	11	of	of	ADP
cana-3416	78	12	shear	shear	NOUN
cana-3416	78	13	failure	failure	NOUN
cana-3416	78	14	3	3	NUM
cana-3416	78	15	.	.	PUNCT
cana-3416	78	16	database	database	NOUN
cana-3416	78	17	for	for	ADP
cana-3416	78	18	experimental	experimental	ADJ
cana-3416	78	19	purposes	purpose	NOUN
cana-3416	78	20	3.1	3.1	NUM
cana-3416	78	21	explanation	explanation	NOUN
cana-3416	78	22	of	of	ADP
cana-3416	78	23	reinforced	reinforce	VERB
cana-3416	78	24	concrete	concrete	ADJ
cana-3416	78	25	shearing	shearing	NOUN
cana-3416	78	26	wall	wall	NOUN
cana-3416	78	27	experimental	experimental	ADJ
cana-3416	78	28	database	database	NOUN
cana-3416	78	29	the	the	DET
cana-3416	78	30	395	395	NUM
cana-3416	78	31	reinforced	reinforce	VERB
cana-3416	78	32	shearing	shearing	NOUN
cana-3416	78	33	walls	wall	NOUN
cana-3416	78	34	,	,	PUNCT
cana-3416	78	35	some	some	PRON
cana-3416	78	36	with	with	ADP
cana-3416	78	37	rectangular	rectangular	ADJ
cana-3416	78	38	and	and	CCONJ
cana-3416	78	39	some	some	PRON
cana-3416	78	40	without	without	ADP
cana-3416	78	41	,	,	PUNCT
cana-3416	78	42	that	that	PRON
cana-3416	78	43	make	make	VERB
cana-3416	78	44	up	up	ADP
cana-3416	78	45	the	the	DET
cana-3416	78	46	experimental	experimental	ADJ
cana-3416	78	47	database	database	NOUN
cana-3416	78	48	in	in	ADP
cana-3416	78	49	this	this	DET
cana-3416	78	50	research	research	NOUN
cana-3416	78	51	all	all	PRON
cana-3416	78	52	have	have	VERB
cana-3416	78	53	one	one	NUM
cana-3416	78	54	storey	storey	NOUN
cana-3416	78	55	and	and	CCONJ
cana-3416	78	56	one	one	NUM
cana-3416	78	57	bay	bay	NOUN
cana-3416	78	58	.	.	PUNCT
cana-3416	79	1	while	while	SCONJ
cana-3416	79	2	the	the	DET
cana-3416	79	3	majority	majority	NOUN
cana-3416	79	4	of	of	ADP
cana-3416	79	5	the	the	DET
cana-3416	79	6	specimens	specimen	NOUN
cana-3416	79	7	included	include	VERB
cana-3416	79	8	in	in	ADP
cana-3416	79	9	this	this	DET
cana-3416	79	10	collection	collection	NOUN
cana-3416	79	11	were	be	AUX
cana-3416	79	12	culled	cull	VERB
cana-3416	79	13	from	from	ADP
cana-3416	79	14	two	two	NUM
cana-3416	79	15	preexisting	preexist	VERB
cana-3416	79	16	databases	database	NOUN
cana-3416	79	17	,	,	PUNCT
cana-3416	79	18	the	the	DET
cana-3416	79	19	writers	writer	NOUN
cana-3416	79	20	also	also	ADV
cana-3416	79	21	compiled	compile	VERB
cana-3416	79	22	some	some	DET
cana-3416	79	23	new	new	ADJ
cana-3416	79	24	specimens	specimen	NOUN
cana-3416	79	25	based	base	VERB
cana-3416	79	26	on	on	ADP
cana-3416	79	27	previous	previous	ADJ
cana-3416	79	28	experimental	experimental	ADJ
cana-3416	79	29	test	test	NOUN
cana-3416	79	30	findings	finding	NOUN
cana-3416	79	31	.	.	PUNCT
cana-3416	80	1	the	the	DET
cana-3416	80	2	objective	objective	NOUN
cana-3416	80	3	of	of	ADP
cana-3416	80	4	the	the	DET
cana-3416	80	5	research	research	NOUN
cana-3416	80	6	is	be	AUX
cana-3416	80	7	to	to	PART
cana-3416	80	8	create	create	VERB
cana-3416	80	9	a	a	DET
cana-3416	80	10	ml	ml	NOUN
cana-3416	80	11	method	method	NOUN
cana-3416	80	12	that	that	PRON
cana-3416	80	13	can	can	AUX
cana-3416	80	14	identify	identify	VERB
cana-3416	80	15	failure	failure	NOUN
cana-3416	80	16	modes	mode	NOUN
cana-3416	80	17	in	in	ADP
cana-3416	80	18	a	a	DET
cana-3416	80	19	broad	broad	ADJ
cana-3416	80	20	range	range	NOUN
cana-3416	80	21	of	of	ADP
cana-3416	80	22	scenarios	scenario	NOUN
cana-3416	80	23	;	;	PUNCT
cana-3416	80	24	the	the	DET
cana-3416	80	25	database	database	NOUN
cana-3416	80	26	also	also	ADV
cana-3416	80	27	includes	include	VERB
cana-3416	80	28	specimens	specimen	NOUN
cana-3416	80	29	that	that	PRON
cana-3416	80	30	did	do	AUX
cana-3416	80	31	not	not	PART
cana-3416	80	32	undergo	undergo	VERB
cana-3416	80	33	axial	axial	ADJ
cana-3416	80	34	strain	strain	NOUN
cana-3416	80	35	.	.	PUNCT
cana-3416	81	1	one	one	NUM
cana-3416	81	2	hundred	hundred	NUM
cana-3416	81	3	thirty	thirty	NUM
cana-3416	81	4	-	-	PUNCT
cana-3416	81	5	nine	nine	NUM
cana-3416	81	6	examples	example	NOUN
cana-3416	81	7	have	have	VERB
cana-3416	81	8	square	square	PROPN
cana-3416	81	9	cross	cross	PROPN
cana-3416	81	10	sections	section	NOUN
cana-3416	81	11	,	,	PUNCT
cana-3416	81	12	ninety	ninety	NUM
cana-3416	81	13	-	-	PUNCT
cana-3416	81	14	six	six	NUM
cana-3416	81	15	have	have	VERB
cana-3416	81	16	rectangular	rectangular	ADJ
cana-3416	81	17	cross	cross	NOUN
cana-3416	81	18	sections	section	NOUN
cana-3416	81	19	,	,	PUNCT
cana-3416	81	20	and	and	CCONJ
cana-3416	81	21	sixty	sixty	NUM
cana-3416	81	22	-	-	PUNCT
cana-3416	81	23	one	one	NOUN
cana-3416	81	24	have	have	AUX
cana-3416	81	25	flanged	flange	VERB
cana-3416	81	26	cross	cross	NOUN
cana-3416	81	27	sections	section	NOUN
cana-3416	81	28	(	(	PUNCT
cana-3416	81	29	figure	figure	NOUN
cana-3416	81	30	2	2	NUM
cana-3416	81	31	)	)	PUNCT
cana-3416	81	32	.	.	PUNCT
cana-3416	82	1	when	when	SCONJ
cana-3416	82	2	compared	compare	VERB
cana-3416	82	3	to	to	ADP
cana-3416	82	4	shear	shear	ADJ
cana-3416	82	5	walls	wall	NOUN
cana-3416	82	6	with	with	ADP
cana-3416	82	7	rectangular	rectangular	PROPN
cana-3416	82	8	cross	cross	NOUN
cana-3416	82	9	sections	section	NOUN
cana-3416	82	10	,	,	PUNCT
cana-3416	82	11	those	those	PRON
cana-3416	82	12	containing	contain	VERB
cana-3416	82	13	boundary	boundary	ADJ
cana-3416	82	14	elements	element	NOUN
cana-3416	82	15	,	,	PUNCT
cana-3416	82	16	such	such	ADJ
cana-3416	82	17	as	as	ADP
cana-3416	82	18	barbell	barbell	NOUN
cana-3416	82	19	or	or	CCONJ
cana-3416	82	20	flanged	flange	VERB
cana-3416	82	21	sections	section	NOUN
cana-3416	82	22	,	,	PUNCT
cana-3416	82	23	often	often	ADV
cana-3416	82	24	have	have	VERB
cana-3416	82	25	a	a	DET
cana-3416	82	26	greater	great	ADJ
cana-3416	82	27	peak	peak	NOUN
cana-3416	82	28	shear	shear	NOUN
cana-3416	82	29	strength	strength	NOUN
cana-3416	82	30	.	.	PUNCT
cana-3416	83	1	the	the	DET
cana-3416	83	2	boundary	boundary	ADJ
cana-3416	83	3	elements	element	NOUN
cana-3416	83	4	'	'	PART
cana-3416	83	5	dual	dual	ADJ
cana-3416	83	6	roles	role	NOUN
cana-3416	83	7	as	as	ADP
cana-3416	83	8	web	web	NOUN
cana-3416	83	9	confinement	confinement	NOUN
cana-3416	83	10	and	and	CCONJ
cana-3416	83	11	reinforcement	reinforcement	NOUN
cana-3416	83	12	contribute	contribute	NOUN
cana-3416	83	13	to	to	ADP
cana-3416	83	14	this	this	PRON
cana-3416	83	15	.	.	PUNCT
cana-3416	84	1	the	the	DET
cana-3416	84	2	cross	cross	NOUN
cana-3416	84	3	sections	section	NOUN
cana-3416	84	4	of	of	ADP
cana-3416	84	5	all	all	DET
cana-3416	84	6	the	the	DET
cana-3416	84	7	shear	shear	NOUN
cana-3416	84	8	walls	wall	NOUN
cana-3416	84	9	are	be	AUX
cana-3416	84	10	symmetrical	symmetrical	ADJ
cana-3416	84	11	.	.	PUNCT
cana-3416	85	1	furthermore	furthermore	ADV
cana-3416	85	2	,	,	PUNCT
cana-3416	85	3	all	all	PRON
cana-3416	85	4	of	of	ADP
cana-3416	85	5	the	the	DET
cana-3416	85	6	samples	sample	NOUN
cana-3416	85	7	have	have	VERB
cana-3416	85	8	straight	straight	ADJ
cana-3416	85	9	and	and	CCONJ
cana-3416	85	10	deformed	deform	VERB
cana-3416	85	11	reinforcement	reinforcement	NOUN
cana-3416	85	12	in	in	ADP
cana-3416	85	13	addition	addition	NOUN
cana-3416	85	14	to	to	ADP
cana-3416	85	15	continuous	continuous	ADJ
cana-3416	85	16	longitudinal	longitudinal	ADJ
cana-3416	85	17	reinforcement	reinforcement	NOUN
cana-3416	85	18	free	free	ADJ
cana-3416	85	19	of	of	ADP
cana-3416	85	20	lap	lap	NOUN
cana-3416	85	21	splices	splice	NOUN
cana-3416	85	22	.	.	PUNCT
cana-3416	86	1	figure	figure	NOUN
cana-3416	86	2	2	2	NUM
cana-3416	86	3	cross	cross	NOUN
cana-3416	86	4	section	section	NOUN
cana-3416	86	5	shape	shape	NOUN
cana-3416	86	6	of	of	ADP
cana-3416	86	7	walls	wall	NOUN
cana-3416	86	8	communications	communication	NOUN
cana-3416	86	9	on	on	ADP
cana-3416	86	10	applied	apply	VERB
cana-3416	86	11	nonlinear	nonlinear	ADJ
cana-3416	86	12	analysis	analysis	NOUN
cana-3416	86	13	issn	issn	NOUN
cana-3416	86	14	:	:	PUNCT
cana-3416	86	15	1074	1074	NUM
cana-3416	86	16	-	-	PUNCT
cana-3416	86	17	133x	133x	NUM
cana-3416	86	18	vol	vol	NOUN
cana-3416	86	19	32	32	NUM
cana-3416	86	20	no	no	NOUN
cana-3416	86	21	.	.	PUNCT
cana-3416	87	1	7s	7	NOUN
cana-3416	87	2	(	(	PUNCT
cana-3416	87	3	2025	2025	NUM
cana-3416	87	4	)	)	PUNCT
cana-3416	87	5	351	351	NUM
cana-3416	87	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	87	7	a	a	DET
cana-3416	87	8	total	total	NOUN
cana-3416	87	9	of	of	ADP
cana-3416	87	10	153	153	NUM
cana-3416	87	11	specimens	specimen	NOUN
cana-3416	87	12	,	,	PUNCT
cana-3416	87	13	96	96	NUM
cana-3416	87	14	specimens	specimen	NOUN
cana-3416	87	15	with	with	ADP
cana-3416	87	16	flexure	flexure	NOUN
cana-3416	87	17	-	-	PUNCT
cana-3416	87	18	shear	shear	NOUN
cana-3416	87	19	failure	failure	NOUN
cana-3416	87	20	,	,	PUNCT
cana-3416	87	21	123	123	NUM
cana-3416	87	22	specimens	specimen	NOUN
cana-3416	87	23	with	with	ADP
cana-3416	87	24	shear	shear	NOUN
cana-3416	87	25	failure	failure	NOUN
cana-3416	87	26	,	,	PUNCT
cana-3416	87	27	and	and	CCONJ
cana-3416	87	28	23	23	NUM
cana-3416	87	29	specimens	specimen	NOUN
cana-3416	87	30	with	with	ADP
cana-3416	87	31	sliding	slide	VERB
cana-3416	87	32	shear	shear	NOUN
cana-3416	87	33	failure	failure	NOUN
cana-3416	87	34	are	be	AUX
cana-3416	87	35	included	include	VERB
cana-3416	87	36	in	in	ADP
cana-3416	87	37	the	the	DET
cana-3416	87	38	database	database	NOUN
cana-3416	87	39	.	.	PUNCT
cana-3416	88	1	visualized	visualize	VERB
cana-3416	88	2	in	in	ADP
cana-3416	88	3	the	the	DET
cana-3416	88	4	spatial	spatial	ADJ
cana-3416	88	5	distributions	distribution	NOUN
cana-3416	88	6	of	of	ADP
cana-3416	88	7	the	the	DET
cana-3416	88	8	design	design	NOUN
cana-3416	88	9	elements	element	NOUN
cana-3416	88	10	and	and	CCONJ
cana-3416	88	11	the	the	DET
cana-3416	88	12	structures	structure	NOUN
cana-3416	88	13	of	of	ADP
cana-3416	88	14	the	the	DET
cana-3416	88	15	wall	wall	PROPN
cana-3416	88	16	cross	cross	PROPN
cana-3416	88	17	-	-	NOUN
cana-3416	88	18	sections	section	NOUN
cana-3416	88	19	are	be	AUX
cana-3416	88	20	shown	show	VERB
cana-3416	88	21	in	in	ADP
cana-3416	88	22	figure	figure	NOUN
cana-3416	88	23	3	3	NUM
cana-3416	88	24	includes	include	VERB
cana-3416	88	25	barbell	barbell	NOUN
cana-3416	88	26	,	,	PUNCT
cana-3416	88	27	rectangle	rectangle	NOUN
cana-3416	88	28	,	,	PUNCT
cana-3416	88	29	and	and	CCONJ
cana-3416	88	30	flanged	flange	VERB
cana-3416	88	31	.	.	PUNCT
cana-3416	89	1	figure	figure	VERB
cana-3416	89	2	3	3	NUM
cana-3416	89	3	distributions	distribution	NOUN
cana-3416	89	4	of	of	ADP
cana-3416	89	5	design	design	NOUN
cana-3416	89	6	elements	element	NOUN
cana-3416	89	7	and	and	CCONJ
cana-3416	89	8	structures	structure	NOUN
cana-3416	89	9	of	of	ADP
cana-3416	89	10	the	the	DET
cana-3416	89	11	wall	wall	PROPN
cana-3416	89	12	cross	cross	PROPN
cana-3416	89	13	-	-	ADJ
cana-3416	89	14	sections	section	NOUN
cana-3416	89	15	3.2	3.2	NUM
cana-3416	89	16	input	input	NOUN
cana-3416	89	17	parameters	parameter	NOUN
cana-3416	89	18	for	for	ADP
cana-3416	89	19	failure	failure	NOUN
cana-3416	89	20	mode	mode	NOUN
cana-3416	89	21	detection	detection	NOUN
cana-3416	89	22	drawing	draw	VERB
cana-3416	89	23	on	on	ADP
cana-3416	89	24	earlier	early	ADJ
cana-3416	89	25	work	work	NOUN
cana-3416	89	26	on	on	ADP
cana-3416	89	27	identifying	identify	VERB
cana-3416	89	28	failure	failure	NOUN
cana-3416	89	29	modes	mode	NOUN
cana-3416	89	30	in	in	ADP
cana-3416	89	31	the	the	DET
cana-3416	89	32	remaining	remain	VERB
cana-3416	89	33	components	component	NOUN
cana-3416	89	34	,	,	PUNCT
cana-3416	89	35	this	this	DET
cana-3416	89	36	study	study	NOUN
cana-3416	89	37	establishes	establish	VERB
cana-3416	89	38	input	input	NOUN
cana-3416	89	39	parameters	parameter	NOUN
cana-3416	89	40	using	use	VERB
cana-3416	89	41	the	the	DET
cana-3416	89	42	design	design	NOUN
cana-3416	89	43	parameters	parameter	NOUN
cana-3416	89	44	mentioned	mention	VERB
cana-3416	89	45	earlier	early	ADV
cana-3416	89	46	.	.	PUNCT
cana-3416	90	1	the	the	DET
cana-3416	90	2	rationale	rationale	NOUN
cana-3416	90	3	for	for	ADP
cana-3416	90	4	this	this	PRON
cana-3416	90	5	is	be	AUX
cana-3416	90	6	the	the	DET
cana-3416	90	7	dearth	dearth	NOUN
cana-3416	90	8	of	of	ADP
cana-3416	90	9	research	research	NOUN
cana-3416	90	10	on	on	ADP
cana-3416	90	11	the	the	DET
cana-3416	90	12	topic	topic	NOUN
cana-3416	90	13	of	of	ADP
cana-3416	90	14	probabilistic	probabilistic	ADJ
cana-3416	90	15	failure	failure	NOUN
cana-3416	90	16	mode	mode	NOUN
cana-3416	90	17	categorization	categorization	NOUN
cana-3416	90	18	in	in	ADP
cana-3416	90	19	concretereinforced	concretereinforced	ADJ
cana-3416	90	20	shear	shear	NOUN
cana-3416	90	21	wall	wall	PROPN
cana-3416	90	22	structures	structures	PROPN
cana-3416	90	23	.	.	PUNCT
cana-3416	91	1	input	input	NOUN
cana-3416	91	2	parameters	parameter	NOUN
cana-3416	91	3	that	that	PRON
cana-3416	91	4	do	do	AUX
cana-3416	91	5	not	not	PART
cana-3416	91	6	have	have	VERB
cana-3416	91	7	dimensions	dimension	NOUN
cana-3416	91	8	provide	provide	VERB
cana-3416	91	9	fitted	fit	VERB
cana-3416	91	10	prediction	prediction	NOUN
cana-3416	91	11	models	model	NOUN
cana-3416	91	12	with	with	ADP
cana-3416	91	13	dimensionless	dimensionless	ADJ
cana-3416	91	14	coefficients	coefficient	NOUN
cana-3416	91	15	that	that	PRON
cana-3416	91	16	do	do	AUX
cana-3416	91	17	not	not	PART
cana-3416	91	18	rely	rely	VERB
cana-3416	91	19	on	on	ADP
cana-3416	91	20	changes	change	NOUN
cana-3416	91	21	to	to	ADP
cana-3416	91	22	the	the	DET
cana-3416	91	23	system	system	NOUN
cana-3416	91	24	of	of	ADP
cana-3416	91	25	units	unit	NOUN
cana-3416	91	26	.	.	PUNCT
cana-3416	92	1	to	to	PART
cana-3416	92	2	make	make	VERB
cana-3416	92	3	things	thing	NOUN
cana-3416	92	4	easier	easy	ADJ
cana-3416	92	5	for	for	ADP
cana-3416	92	6	prospective	prospective	ADJ
cana-3416	92	7	users	user	NOUN
cana-3416	92	8	,	,	PUNCT
cana-3416	92	9	this	this	DET
cana-3416	92	10	study	study	NOUN
cana-3416	92	11	's	's	PART
cana-3416	92	12	input	input	NOUN
cana-3416	92	13	parameters	parameter	NOUN
cana-3416	92	14	are	be	AUX
cana-3416	92	15	all	all	PRON
cana-3416	92	16	dimensionless	dimensionless	ADJ
cana-3416	92	17	according	accord	VERB
cana-3416	92	18	to	to	ADP
cana-3416	92	19	the	the	DET
cana-3416	92	20	design	design	NOUN
cana-3416	92	21	specifications	specification	NOUN
cana-3416	92	22	mentioned	mention	VERB
cana-3416	92	23	before	before	ADV
cana-3416	92	24	.	.	PUNCT
cana-3416	93	1	a	a	DET
cana-3416	93	2	few	few	ADJ
cana-3416	93	3	of	of	ADP
cana-3416	93	4	the	the	DET
cana-3416	93	5	design	design	NOUN
cana-3416	93	6	parameters	parameter	NOUN
cana-3416	93	7	are	be	AUX
cana-3416	93	8	considered	consider	VERB
cana-3416	93	9	input	input	NOUN
cana-3416	93	10	parameters	parameter	NOUN
cana-3416	93	11	.	.	PUNCT
cana-3416	94	1	shear	shear	PROPN
cana-3416	94	2	wall	wall	PROPN
cana-3416	94	3	configuration	configuration	PROPN
cana-3416	94	4	is	be	AUX
cana-3416	94	5	accounted	account	VERB
cana-3416	94	6	for	for	ADP
cana-3416	94	7	by	by	ADP
cana-3416	94	8	the	the	DET
cana-3416	94	9	first	first	ADJ
cana-3416	94	10	three	three	NUM
cana-3416	94	11	factors	factor	NOUN
cana-3416	94	12	.	.	PUNCT
cana-3416	95	1	the	the	DET
cana-3416	95	2	reinforcement	reinforcement	NOUN
cana-3416	95	3	index	index	NOUN
cana-3416	95	4	,	,	PUNCT
cana-3416	95	5	formerly	formerly	ADV
cana-3416	95	6	utilized	utilize	VERB
cana-3416	95	7	to	to	PART
cana-3416	95	8	classify	classify	VERB
cana-3416	95	9	the	the	DET
cana-3416	95	10	failure	failure	NOUN
cana-3416	95	11	approach	approach	NOUN
cana-3416	95	12	of	of	ADP
cana-3416	95	13	concrete	concrete	ADJ
cana-3416	95	14	members	member	NOUN
cana-3416	95	15	,	,	PUNCT
cana-3416	95	16	is	be	AUX
cana-3416	95	17	introduced	introduce	VERB
cana-3416	95	18	to	to	PART
cana-3416	95	19	take	take	VERB
cana-3416	95	20	into	into	ADP
cana-3416	95	21	account	account	NOUN
cana-3416	95	22	design	design	NOUN
cana-3416	95	23	characteristics	characteristic	NOUN
cana-3416	95	24	pertaining	pertain	VERB
cana-3416	95	25	to	to	ADP
cana-3416	95	26	the	the	DET
cana-3416	95	27	reinforcement	reinforcement	NOUN
cana-3416	95	28	,	,	PUNCT
cana-3416	95	29	including	include	VERB
cana-3416	95	30	the	the	DET
cana-3416	95	31	communications	communication	NOUN
cana-3416	95	32	on	on	ADP
cana-3416	95	33	applied	apply	VERB
cana-3416	95	34	nonlinear	nonlinear	ADJ
cana-3416	95	35	analysis	analysis	NOUN
cana-3416	95	36	issn	issn	NOUN
cana-3416	95	37	:	:	PUNCT
cana-3416	95	38	1074	1074	NUM
cana-3416	95	39	-	-	PUNCT
cana-3416	95	40	133x	133x	NUM
cana-3416	95	41	vol	vol	NOUN
cana-3416	95	42	32	32	NUM
cana-3416	95	43	no	no	NOUN
cana-3416	95	44	.	.	PUNCT
cana-3416	96	1	7s	7	NOUN
cana-3416	96	2	(	(	PUNCT
cana-3416	96	3	2025	2025	NUM
cana-3416	96	4	)	)	PUNCT
cana-3416	96	5	352	352	NUM
cana-3416	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	96	7	ratio	ratio	NOUN
cana-3416	96	8	of	of	ADP
cana-3416	96	9	reinforcement	reinforcement	NOUN
cana-3416	96	10	and	and	CCONJ
cana-3416	96	11	yield	yield	NOUN
cana-3416	96	12	strength	strength	NOUN
cana-3416	96	13	.	.	PUNCT
cana-3416	97	1	multiplying	multiply	VERB
cana-3416	97	2	the	the	DET
cana-3416	97	3	reinforcement	reinforcement	NOUN
cana-3416	97	4	ratio	ratio	NOUN
cana-3416	97	5	by	by	ADP
cana-3416	97	6	the	the	DET
cana-3416	97	7	yield	yield	NOUN
cana-3416	97	8	strength	strength	NOUN
cana-3416	97	9	that	that	PRON
cana-3416	97	10	is	be	AUX
cana-3416	97	11	normally	normally	ADV
cana-3416	97	12	expressed	express	VERB
cana-3416	97	13	as	as	ADP
cana-3416	97	14	a	a	DET
cana-3416	97	15	percentage	percentage	NOUN
cana-3416	97	16	of	of	ADP
cana-3416	97	17	the	the	DET
cana-3416	97	18	concrete	concrete	NOUN
cana-3416	97	19	's	's	PART
cana-3416	97	20	compression	compression	NOUN
cana-3416	97	21	strength	strength	NOUN
cana-3416	97	22	yields	yield	VERB
cana-3416	97	23	the	the	DET
cana-3416	97	24	reinforcement	reinforcement	NOUN
cana-3416	97	25	index	index	NOUN
cana-3416	97	26	.	.	PUNCT
cana-3416	98	1	this	this	DET
cana-3416	98	2	section	section	NOUN
cana-3416	98	3	's	's	PART
cana-3416	98	4	reinforcing	reinforce	VERB
cana-3416	98	5	index	index	NOUN
cana-3416	98	6	may	may	AUX
cana-3416	98	7	be	be	AUX
cana-3416	98	8	thought	think	VERB
cana-3416	98	9	of	of	ADP
cana-3416	98	10	as	as	ADP
cana-3416	98	11	a	a	DET
cana-3416	98	12	strength	strength	NOUN
cana-3416	98	13	ratio	ratio	NOUN
cana-3416	98	14	,	,	PUNCT
cana-3416	98	15	which	which	PRON
cana-3416	98	16	takes	take	VERB
cana-3416	98	17	into	into	ADP
cana-3416	98	18	account	account	NOUN
cana-3416	98	19	both	both	CCONJ
cana-3416	98	20	the	the	DET
cana-3416	98	21	amount	amount	NOUN
cana-3416	98	22	and	and	CCONJ
cana-3416	98	23	the	the	DET
cana-3416	98	24	strength	strength	NOUN
cana-3416	98	25	of	of	ADP
cana-3416	98	26	the	the	DET
cana-3416	98	27	materials	material	NOUN
cana-3416	98	28	used	use	VERB
cana-3416	98	29	.	.	PUNCT
cana-3416	99	1	this	this	DET
cana-3416	99	2	research	research	NOUN
cana-3416	99	3	utilizes	utilize	VERB
cana-3416	99	4	four	four	NUM
cana-3416	99	5	reinforcement	reinforcement	NOUN
cana-3416	99	6	indices	index	NOUN
cana-3416	99	7	:	:	PUNCT
cana-3416	99	8	web	web	NOUN
cana-3416	99	9	vertical	vertical	NOUN
cana-3416	99	10	,	,	PUNCT
cana-3416	99	11	web	web	NOUN
cana-3416	99	12	horizontal	horizontal	ADJ
cana-3416	99	13	,	,	PUNCT
cana-3416	99	14	boundary	boundary	ADJ
cana-3416	99	15	element	element	NOUN
cana-3416	99	16	vertical	vertical	NOUN
cana-3416	99	17	,	,	PUNCT
cana-3416	99	18	and	and	CCONJ
cana-3416	99	19	boundary	boundary	ADJ
cana-3416	99	20	element	element	NOUN
cana-3416	99	21	horizontal	horizontal	PROPN
cana-3416	99	22	.	.	PUNCT
cana-3416	100	1	shear	shear	PROPN
cana-3416	100	2	wall	wall	PROPN
cana-3416	100	3	cross	cross	PROPN
cana-3416	100	4	section	section	PROPN
cana-3416	100	5	shape	shape	NOUN
cana-3416	100	6	is	be	AUX
cana-3416	100	7	also	also	ADV
cana-3416	100	8	considered	consider	VERB
cana-3416	100	9	as	as	ADP
cana-3416	100	10	an	an	DET
cana-3416	100	11	input	input	NOUN
cana-3416	100	12	component	component	NOUN
cana-3416	100	13	.	.	PUNCT
cana-3416	101	1	this	this	DET
cana-3416	101	2	article	article	NOUN
cana-3416	101	3	examines	examine	VERB
cana-3416	101	4	three	three	NUM
cana-3416	101	5	cross	cross	NOUN
cana-3416	101	6	section	section	NOUN
cana-3416	101	7	shapes	shape	NOUN
cana-3416	101	8	:	:	PUNCT
cana-3416	101	9	rectangle	rectangle	NOUN
cana-3416	101	10	,	,	PUNCT
cana-3416	101	11	barbell	barbell	INTJ
cana-3416	101	12	,	,	PUNCT
cana-3416	101	13	as	as	ADV
cana-3416	101	14	well	well	ADV
cana-3416	101	15	as	as	ADP
cana-3416	101	16	flanged	flange	VERB
cana-3416	101	17	.	.	PUNCT
cana-3416	102	1	see	see	VERB
cana-3416	102	2	figure	figure	NOUN
cana-3416	102	3	4	4	NUM
cana-3416	102	4	for	for	ADP
cana-3416	102	5	input	input	NOUN
cana-3416	102	6	parameter	parameter	NOUN
cana-3416	102	7	distribution	distribution	NOUN
cana-3416	102	8	based	base	VERB
cana-3416	102	9	on	on	ADP
cana-3416	102	10	design	design	NOUN
cana-3416	102	11	parameters	parameter	NOUN
cana-3416	102	12	.	.	PUNCT
cana-3416	103	1	the	the	DET
cana-3416	103	2	input	input	NOUN
cana-3416	103	3	parameters	parameter	NOUN
cana-3416	103	4	were	be	AUX
cana-3416	103	5	previously	previously	ADV
cana-3416	103	6	displayed	display	VERB
cana-3416	103	7	in	in	ADP
cana-3416	103	8	figure	figure	NOUN
cana-3416	103	9	3	3	NUM
cana-3416	103	10	;	;	PUNCT
cana-3416	103	11	thus	thus	ADV
cana-3416	103	12	,	,	PUNCT
cana-3416	103	13	they	they	PRON
cana-3416	103	14	are	be	AUX
cana-3416	103	15	not	not	PART
cana-3416	103	16	shown	show	VERB
cana-3416	103	17	in	in	ADP
cana-3416	103	18	figure	figure	NOUN
cana-3416	103	19	4	4	NUM
cana-3416	103	20	.	.	PUNCT
cana-3416	103	21	input	input	NOUN
cana-3416	103	22	parameter	parameter	NOUN
cana-3416	103	23	distributions	distribution	NOUN
cana-3416	103	24	clearly	clearly	ADV
cana-3416	103	25	do	do	AUX
cana-3416	103	26	not	not	PART
cana-3416	103	27	follow	follow	VERB
cana-3416	103	28	any	any	DET
cana-3416	103	29	kind	kind	NOUN
cana-3416	103	30	of	of	ADP
cana-3416	103	31	regular	regular	ADJ
cana-3416	103	32	pattern	pattern	NOUN
cana-3416	103	33	.	.	PUNCT
cana-3416	104	1	figure	figure	VERB
cana-3416	104	2	4	4	NUM
cana-3416	104	3	input	input	NOUN
cana-3416	104	4	parameter	parameter	NOUN
cana-3416	104	5	distributions	distribution	VERB
cana-3416	104	6	3.3	3.3	NUM
cana-3416	104	7	selection	selection	NOUN
cana-3416	104	8	of	of	ADP
cana-3416	104	9	response	response	NOUN
cana-3416	104	10	parameter	parameter	NOUN
cana-3416	104	11	failure	failure	NOUN
cana-3416	104	12	modes	mode	VERB
cana-3416	104	13	researchers	researcher	NOUN
cana-3416	104	14	used	use	VERB
cana-3416	104	15	the	the	DET
cana-3416	104	16	five	five	NUM
cana-3416	104	17	classes	class	NOUN
cana-3416	104	18	of	of	ADP
cana-3416	104	19	failure	failure	NOUN
cana-3416	104	20	modes	mode	NOUN
cana-3416	104	21	described	describe	VERB
cana-3416	104	22	in	in	ADP
cana-3416	104	23	section	section	NOUN
cana-3416	104	24	2	2	NUM
cana-3416	104	25	to	to	PART
cana-3416	104	26	construct	construct	VERB
cana-3416	104	27	models	model	NOUN
cana-3416	104	28	for	for	ADP
cana-3416	104	29	predicting	predict	VERB
cana-3416	104	30	the	the	DET
cana-3416	104	31	stability	stability	NOUN
cana-3416	104	32	and	and	CCONJ
cana-3416	104	33	deformation	deformation	NOUN
cana-3416	104	34	capacity	capacity	NOUN
cana-3416	104	35	of	of	ADP
cana-3416	104	36	reinforced	reinforce	VERB
cana-3416	104	37	concrete	concrete	ADJ
cana-3416	104	38	walls	wall	NOUN
cana-3416	104	39	:	:	PUNCT
cana-3416	104	40	flexure	flexure	NOUN
cana-3416	104	41	,	,	PUNCT
cana-3416	104	42	diagonal	diagonal	ADJ
cana-3416	104	43	compression	compression	NOUN
cana-3416	104	44	as	as	ADV
cana-3416	104	45	well	well	ADV
cana-3416	104	46	,	,	PUNCT
cana-3416	104	47	sliding	slide	VERB
cana-3416	104	48	shear	shear	NOUN
cana-3416	104	49	,	,	PUNCT
cana-3416	104	50	and	and	CCONJ
cana-3416	104	51	the	the	DET
cana-3416	104	52	unique	unique	ADJ
cana-3416	104	53	scenario	scenario	NOUN
cana-3416	104	54	of	of	ADP
cana-3416	104	55	squatting	squat	VERB
cana-3416	104	56	walls	wall	NOUN
cana-3416	104	57	failing	fail	VERB
cana-3416	104	58	in	in	ADP
cana-3416	104	59	shear	shear	NOUN
cana-3416	104	60	.	.	PUNCT
cana-3416	105	1	most	most	ADJ
cana-3416	105	2	of	of	ADP
cana-3416	105	3	the	the	DET
cana-3416	105	4	samples	sample	NOUN
cana-3416	105	5	in	in	ADP
cana-3416	105	6	their	their	PRON
cana-3416	105	7	database	database	NOUN
cana-3416	105	8	that	that	PRON
cana-3416	105	9	failed	fail	VERB
cana-3416	105	10	in	in	ADP
cana-3416	105	11	shear	shear	NOUN
cana-3416	105	12	after	after	SCONJ
cana-3416	105	13	flexural	flexural	ADJ
cana-3416	105	14	yielding	yielding	PROPN
cana-3416	105	15	also	also	ADV
cana-3416	105	16	failed	fail	VERB
cana-3416	105	17	in	in	ADP
cana-3416	105	18	tension	tension	NOUN
cana-3416	105	19	and	and	CCONJ
cana-3416	105	20	compression	compression	NOUN
cana-3416	105	21	shear	shear	NOUN
cana-3416	105	22	.	.	PUNCT
cana-3416	106	1	a	a	DET
cana-3416	106	2	number	number	NOUN
cana-3416	106	3	of	of	ADP
cana-3416	106	4	the	the	DET
cana-3416	106	5	previously	previously	ADV
cana-3416	106	6	cited	cite	VERB
cana-3416	106	7	works	work	NOUN
cana-3416	106	8	,	,	PUNCT
cana-3416	106	9	however	however	ADV
cana-3416	106	10	,	,	PUNCT
cana-3416	106	11	failed	fail	VERB
cana-3416	106	12	to	to	PART
cana-3416	106	13	identify	identify	VERB
cana-3416	106	14	a	a	DET
cana-3416	106	15	particular	particular	ADJ
cana-3416	106	16	flexure	flexure	NOUN
cana-3416	106	17	shear	shear	NOUN
cana-3416	106	18	failure	failure	NOUN
cana-3416	106	19	mechanism	mechanism	NOUN
cana-3416	106	20	.	.	PUNCT
cana-3416	107	1	this	this	DET
cana-3416	107	2	study	study	NOUN
cana-3416	107	3	categorizes	categorize	VERB
cana-3416	107	4	the	the	DET
cana-3416	107	5	many	many	ADJ
cana-3416	107	6	ways	way	NOUN
cana-3416	107	7	in	in	ADP
cana-3416	107	8	which	which	PRON
cana-3416	107	9	reinforced	reinforce	VERB
cana-3416	107	10	concrete	concrete	ADJ
cana-3416	107	11	walls	wall	NOUN
cana-3416	107	12	might	might	AUX
cana-3416	107	13	fail	fail	VERB
cana-3416	107	14	according	accord	VERB
cana-3416	107	15	to	to	ADP
cana-3416	107	16	the	the	DET
cana-3416	107	17	model	model	NOUN
cana-3416	107	18	code	code	PROPN
cana-3416	107	19	:	:	PUNCT
cana-3416	107	20	flexural	flexural	ADJ
cana-3416	107	21	,	,	PUNCT
cana-3416	107	22	flexure	flexure	NOUN
cana-3416	107	23	-	-	PUNCT
cana-3416	107	24	shear	shear	NOUN
cana-3416	107	25	,	,	PUNCT
cana-3416	107	26	shear	shear	NOUN
cana-3416	107	27	forces	force	NOUN
cana-3416	107	28	.	.	PUNCT
cana-3416	108	1	and	and	CCONJ
cana-3416	108	2	slide	slide	NOUN
cana-3416	108	3	shear	shear	NOUN
cana-3416	108	4	.	.	PUNCT
cana-3416	109	1	figure	figure	NOUN
cana-3416	109	2	3	3	NUM
cana-3416	109	3	shows	show	VERB
cana-3416	109	4	that	that	SCONJ
cana-3416	109	5	there	there	PRON
cana-3416	109	6	were	be	VERB
cana-3416	109	7	153	153	NUM
cana-3416	109	8	flexural	flexural	ADJ
cana-3416	109	9	failure	failure	NOUN
cana-3416	109	10	specimens	specimen	NOUN
cana-3416	109	11	,	,	PUNCT
cana-3416	109	12	96	96	NUM
cana-3416	109	13	flexure	flexure	NOUN
cana-3416	109	14	-	-	PUNCT
cana-3416	109	15	shear	shear	NOUN
cana-3416	109	16	failure	failure	NOUN
cana-3416	109	17	specimens	specimen	NOUN
cana-3416	109	18	,	,	PUNCT
cana-3416	109	19	123	123	NUM
cana-3416	109	20	shear	shear	NOUN
cana-3416	109	21	failure	failure	NOUN
cana-3416	109	22	specimens	specimen	NOUN
cana-3416	109	23	,	,	PUNCT
cana-3416	109	24	and	and	CCONJ
cana-3416	109	25	23	23	NUM
cana-3416	109	26	sliding	slide	VERB
cana-3416	109	27	shear	shear	NOUN
cana-3416	109	28	failure	failure	NOUN
cana-3416	109	29	specimens	specimen	VERB
cana-3416	109	30	in	in	ADP
cana-3416	109	31	the	the	DET
cana-3416	109	32	database	database	NOUN
cana-3416	109	33	.	.	PUNCT
cana-3416	110	1	communications	communication	NOUN
cana-3416	110	2	on	on	ADP
cana-3416	110	3	applied	apply	VERB
cana-3416	110	4	nonlinear	nonlinear	ADJ
cana-3416	110	5	analysis	analysis	NOUN
cana-3416	110	6	issn	issn	NOUN
cana-3416	110	7	:	:	PUNCT
cana-3416	110	8	1074	1074	NUM
cana-3416	110	9	-	-	PUNCT
cana-3416	110	10	133x	133x	NUM
cana-3416	110	11	vol	vol	NOUN
cana-3416	110	12	32	32	NUM
cana-3416	110	13	no	no	NOUN
cana-3416	110	14	.	.	PUNCT
cana-3416	111	1	7s	7	NOUN
cana-3416	111	2	(	(	PUNCT
cana-3416	111	3	2025	2025	NUM
cana-3416	111	4	)	)	PUNCT
cana-3416	111	5	353	353	NUM
cana-3416	112	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	112	2	4	4	X
cana-3416	112	3	.	.	X
cana-3416	112	4	overview	overview	NOUN
cana-3416	112	5	of	of	ADP
cana-3416	112	6	ml	ml	NOUN
cana-3416	112	7	methods	method	NOUN
cana-3416	112	8	this	this	DET
cana-3416	112	9	research	research	NOUN
cana-3416	112	10	employed	employ	VERB
cana-3416	112	11	eight	eight	NUM
cana-3416	112	12	different	different	ADJ
cana-3416	112	13	ml	ml	NOUN
cana-3416	112	14	models	model	NOUN
cana-3416	112	15	to	to	PART
cana-3416	112	16	determine	determine	VERB
cana-3416	112	17	which	which	DET
cana-3416	112	18	failure	failure	NOUN
cana-3416	112	19	mode	mode	NOUN
cana-3416	112	20	classification	classification	NOUN
cana-3416	112	21	method	method	NOUN
cana-3416	112	22	was	be	AUX
cana-3416	112	23	the	the	DET
cana-3416	112	24	most	most	ADV
cana-3416	112	25	effective	effective	ADJ
cana-3416	112	26	:	:	PUNCT
cana-3416	112	27	first	first	ADJ
cana-3416	112	28	,	,	PUNCT
cana-3416	112	29	naive	naive	ADJ
cana-3416	112	30	bayes	bayes	NOUN
cana-3416	112	31	(	(	PUNCT
cana-3416	112	32	nb	nb	NOUN
cana-3416	112	33	)	)	PUNCT
cana-3416	112	34	second	second	ADJ
cana-3416	112	35	,	,	PUNCT
cana-3416	112	36	k	k	X
cana-3416	112	37	-	-	PUNCT
cana-3416	112	38	nearest	near	ADJ
cana-3416	112	39	neighbours	neighbour	NOUN
cana-3416	112	40	(	(	PUNCT
cana-3416	112	41	knn	knn	PROPN
cana-3416	112	42	)	)	PUNCT
cana-3416	112	43	third	third	ADJ
cana-3416	112	44	,	,	PUNCT
cana-3416	112	45	decision	decision	NOUN
cana-3416	112	46	tree	tree	NOUN
cana-3416	112	47	(	(	PUNCT
cana-3416	112	48	dt	dt	NOUN
cana-3416	112	49	)	)	PUNCT
cana-3416	112	50	fourth	fourth	ADJ
cana-3416	112	51	,	,	PUNCT
cana-3416	112	52	random	random	ADJ
cana-3416	112	53	forest	forest	NOUN
cana-3416	112	54	(	(	PUNCT
cana-3416	112	55	rf	rf	NOUN
cana-3416	112	56	)	)	PUNCT
cana-3416	112	57	fifth	fifth	ADJ
cana-3416	112	58	,	,	PUNCT
cana-3416	112	59	ada	ada	PROPN
cana-3416	112	60	boost	boost	PROPN
cana-3416	112	61	(	(	PUNCT
cana-3416	112	62	ab	ab	NOUN
cana-3416	112	63	)	)	PUNCT
cana-3416	112	64	sixth	sixth	ADJ
cana-3416	112	65	,	,	PUNCT
cana-3416	112	66	xg	xg	PROPN
cana-3416	112	67	boost	boost	NOUN
cana-3416	112	68	(	(	PUNCT
cana-3416	112	69	xb	xb	PROPN
cana-3416	112	70	)	)	PUNCT
cana-3416	112	71	seventh	seventh	ADJ
cana-3416	112	72	,	,	PUNCT
cana-3416	112	73	light	light	ADJ
cana-3416	112	74	gbm	gbm	PROPN
cana-3416	112	75	(	(	PUNCT
cana-3416	112	76	lgbm	lgbm	NOUN
cana-3416	112	77	)	)	PUNCT
cana-3416	112	78	and	and	CCONJ
cana-3416	112	79	eighth	eighth	X
cana-3416	112	80	,	,	PUNCT
cana-3416	112	81	cat	cat	NOUN
cana-3416	112	82	boost	boost	NOUN
cana-3416	112	83	.	.	PUNCT
cana-3416	113	1	while	while	SCONJ
cana-3416	113	2	structural	structural	ADJ
cana-3416	113	3	engineers	engineer	NOUN
cana-3416	113	4	have	have	AUX
cana-3416	113	5	investigated	investigate	VERB
cana-3416	113	6	algorithms	algorithm	NOUN
cana-3416	113	7	like	like	ADP
cana-3416	113	8	naive	naive	ADJ
cana-3416	113	9	bayes	bayes	NOUN
cana-3416	113	10	,	,	PUNCT
cana-3416	113	11	k	k	NOUN
cana-3416	113	12	-	-	PUNCT
cana-3416	113	13	nearest	near	ADJ
cana-3416	113	14	neighbours	neighbour	NOUN
cana-3416	113	15	,	,	PUNCT
cana-3416	113	16	decision	decision	NOUN
cana-3416	113	17	trees	tree	NOUN
cana-3416	113	18	,	,	PUNCT
cana-3416	113	19	and	and	CCONJ
cana-3416	113	20	randomly	randomly	ADV
cana-3416	113	21	generated	generate	VERB
cana-3416	113	22	forests	forest	NOUN
cana-3416	113	23	,	,	PUNCT
cana-3416	113	24	they	they	PRON
cana-3416	113	25	have	have	AUX
cana-3416	113	26	not	not	PART
cana-3416	113	27	investigated	investigate	VERB
cana-3416	113	28	advanced	advanced	ADJ
cana-3416	113	29	algorithms	algorithm	NOUN
cana-3416	113	30	like	like	ADP
cana-3416	113	31	adaboost	adaboost	ADV
cana-3416	113	32	,	,	PUNCT
cana-3416	113	33	xg	xg	PROPN
cana-3416	113	34	boost	boost	NOUN
cana-3416	113	35	,	,	PUNCT
cana-3416	113	36	light	light	ADJ
cana-3416	113	37	gbm	gbm	NOUN
cana-3416	113	38	,	,	PUNCT
cana-3416	113	39	and	and	CCONJ
cana-3416	113	40	cat	cat	NOUN
cana-3416	113	41	boost	boost	NOUN
cana-3416	113	42	.	.	PUNCT
cana-3416	114	1	4.1	4.1	NUM
cana-3416	114	2	nive	nive	ADJ
cana-3416	114	3	bayes	bayes	PROPN
cana-3416	114	4	the	the	DET
cana-3416	114	5	assumption	assumption	NOUN
cana-3416	114	6	that	that	SCONJ
cana-3416	114	7	the	the	DET
cana-3416	114	8	impact	impact	NOUN
cana-3416	114	9	of	of	ADP
cana-3416	114	10	the	the	DET
cana-3416	114	11	value	value	NOUN
cana-3416	114	12	of	of	ADP
cana-3416	114	13	a	a	DET
cana-3416	114	14	characteristic	characteristic	NOUN
cana-3416	114	15	on	on	ADP
cana-3416	114	16	a	a	DET
cana-3416	114	17	specific	specific	ADJ
cana-3416	114	18	period	period	NOUN
cana-3416	114	19	is	be	AUX
cana-3416	114	20	unrelated	unrelated	ADJ
cana-3416	114	21	to	to	ADP
cana-3416	114	22	other	other	ADJ
cana-3416	114	23	attributes	attribute	NOUN
cana-3416	114	24	value	value	NOUN
cana-3416	114	25	is	be	AUX
cana-3416	114	26	what	what	PRON
cana-3416	114	27	makes	make	VERB
cana-3416	114	28	learning	learn	VERB
cana-3416	114	29	easier	easy	ADJ
cana-3416	114	30	for	for	ADP
cana-3416	114	31	a	a	DET
cana-3416	114	32	naive	naive	ADJ
cana-3416	114	33	bayes	bayes	NOUN
cana-3416	114	34	classifier	classifier	NOUN
cana-3416	114	35	.	.	PUNCT
cana-3416	115	1	based	base	VERB
cana-3416	115	2	on	on	ADP
cana-3416	115	3	bayes	bayes	PROPN
cana-3416	115	4	'	'	PART
cana-3416	115	5	theorem	theorem	PROPN
cana-3416	115	6	,	,	PUNCT
cana-3416	115	7	the	the	DET
cana-3416	115	8	classifier	classifier	NOUN
cana-3416	115	9	:	:	PUNCT
cana-3416	115	10	𝑝𝑟.(𝑥	𝑝𝑟.(𝑥	VERB
cana-3416	115	11	)	)	PUNCT
cana-3416	115	12	=	=	SYM
cana-3416	115	13	𝑝𝑟(𝑌	𝑝𝑟(𝑌	X
cana-3416	115	14	=	=	SYM
cana-3416	115	15	𝑓|𝑋	𝑓|𝑋	NOUN
cana-3416	115	16	=	=	SYM
cana-3416	116	1	𝑥	𝑥	NOUN
cana-3416	116	2	)	)	PUNCT
cana-3416	116	3	=	=	PUNCT
cana-3416	116	4	𝜋𝑓	𝜋𝑓	ADP
cana-3416	116	5	∫	∫	PROPN
cana-3416	116	6	𝑓(𝑥	𝑓(𝑥	NOUN
cana-3416	116	7	)	)	PUNCT
cana-3416	116	8	∑	∑	NOUN
cana-3416	116	9	𝜋𝑖𝑓𝑖(𝑥)𝐾	𝜋𝑖𝑓𝑖(𝑥)𝐾	PROPN
cana-3416	116	10	𝑖=1	𝑖=1	PROPN
cana-3416	116	11	(	(	PUNCT
cana-3416	116	12	1	1	X
cana-3416	116	13	)	)	PUNCT
cana-3416	116	14	in	in	ADP
cana-3416	116	15	wherever	wherever	SCONJ
cana-3416	116	16	f	f	PROPN
cana-3416	116	17	is	be	AUX
cana-3416	116	18	the	the	DET
cana-3416	116	19	previous	previous	ADJ
cana-3416	116	20	possibility	possibility	NOUN
cana-3416	116	21	that	that	SCONJ
cana-3416	116	22	an	an	DET
cana-3416	116	23	opinion	opinion	NOUN
cana-3416	116	24	from	from	ADP
cana-3416	116	25	the	the	DET
cana-3416	116	26	f	f	PROPN
cana-3416	116	27	-	-	PUNCT
cana-3416	116	28	th	th	VERB
cana-3416	116	29	class	class	NOUN
cana-3416	116	30	is	be	AUX
cana-3416	116	31	drawn	draw	VERB
cana-3416	116	32	at	at	ADP
cana-3416	116	33	random	random	ADJ
cana-3416	116	34	,	,	PUNCT
cana-3416	116	35	and	and	CCONJ
cana-3416	116	36	∫	∫	PROPN
cana-3416	116	37	𝑓(𝑥	𝑓(𝑥	NOUN
cana-3416	116	38	)	)	PUNCT
cana-3416	116	39	is	be	AUX
cana-3416	116	40	the	the	DET
cana-3416	116	41	ratio	ratio	NOUN
cana-3416	116	42	of	of	ADP
cana-3416	116	43	the	the	DET
cana-3416	116	44	density	density	NOUN
cana-3416	116	45	functional	functional	ADJ
cana-3416	116	46	that	that	SCONJ
cana-3416	116	47	an	an	DET
cana-3416	116	48	opinion	opinion	NOUN
cana-3416	116	49	from	from	ADP
cana-3416	116	50	the	the	DET
cana-3416	116	51	class	class	NOUN
cana-3416	116	52	f	f	PROPN
cana-3416	116	53	is	be	AUX
cana-3416	116	54	drawn	draw	VERB
cana-3416	116	55	.	.	PUNCT
cana-3416	117	1	in	in	ADP
cana-3416	117	2	this	this	DET
cana-3416	117	3	research	research	NOUN
cana-3416	117	4	,	,	PUNCT
cana-3416	117	5	we	we	PRON
cana-3416	117	6	assume	assume	VERB
cana-3416	117	7	that	that	SCONJ
cana-3416	117	8	∫	∫	PROPN
cana-3416	117	9	𝑓(𝑥	𝑓(𝑥	NOUN
cana-3416	117	10	)	)	PUNCT
cana-3416	117	11	follows	follow	VERB
cana-3416	117	12	a	a	DET
cana-3416	117	13	normal	normal	ADJ
cana-3416	117	14	distribution	distribution	NOUN
cana-3416	117	15	and	and	CCONJ
cana-3416	117	16	calculate	calculate	NOUN
cana-3416	117	17	f	f	PROPN
cana-3416	117	18	by	by	ADP
cana-3416	117	19	finding	find	VERB
cana-3416	117	20	the	the	DET
cana-3416	117	21	percentage	percentage	NOUN
cana-3416	117	22	of	of	ADP
cana-3416	117	23	training	training	NOUN
cana-3416	117	24	observations	observation	NOUN
cana-3416	117	25	that	that	PRON
cana-3416	117	26	belong	belong	VERB
cana-3416	117	27	to	to	ADP
cana-3416	117	28	the	the	DET
cana-3416	117	29	f	f	PROPN
cana-3416	117	30	th	th	X
cana-3416	117	31	class	class	NOUN
cana-3416	117	32	.	.	PUNCT
cana-3416	118	1	4.2	4.2	NUM
cana-3416	118	2	k	k	ADV
cana-3416	118	3	-	-	PUNCT
cana-3416	118	4	nearest	near	ADJ
cana-3416	118	5	neighbours	neighbour	NOUN
cana-3416	118	6	the	the	DET
cana-3416	118	7	decision	decision	NOUN
cana-3416	118	8	boundaries	boundary	NOUN
cana-3416	118	9	between	between	ADP
cana-3416	118	10	failure	failure	NOUN
cana-3416	118	11	modes	mode	NOUN
cana-3416	118	12	are	be	AUX
cana-3416	118	13	not	not	PART
cana-3416	118	14	assumed	assume	VERB
cana-3416	118	15	by	by	ADP
cana-3416	118	16	the	the	DET
cana-3416	118	17	non	non	ADJ
cana-3416	118	18	-	-	ADJ
cana-3416	118	19	parametric	parametric	ADJ
cana-3416	118	20	machine	machine	NOUN
cana-3416	118	21	learning	learn	VERB
cana-3416	118	22	algorithm	algorithm	NOUN
cana-3416	118	23	known	know	VERB
cana-3416	118	24	as	as	ADP
cana-3416	118	25	knn	knn	PROPN
cana-3416	118	26	.	.	PUNCT
cana-3416	119	1	this	this	DET
cana-3416	119	2	approach	approach	NOUN
cana-3416	119	3	classifies	classify	VERB
cana-3416	119	4	samples	sample	NOUN
cana-3416	119	5	as	as	ADP
cana-3416	119	6	belonging	belong	VERB
cana-3416	119	7	to	to	ADP
cana-3416	119	8	a	a	DET
cana-3416	119	9	failure	failure	NOUN
cana-3416	119	10	mode	mode	NOUN
cana-3416	119	11	if	if	SCONJ
cana-3416	119	12	the	the	DET
cana-3416	119	13	k	k	PROPN
cana-3416	119	14	most	most	ADV
cana-3416	119	15	comparable	comparable	ADJ
cana-3416	119	16	examples	example	NOUN
cana-3416	119	17	in	in	ADP
cana-3416	119	18	the	the	DET
cana-3416	119	19	feature	feature	NOUN
cana-3416	119	20	space	space	NOUN
cana-3416	119	21	are	be	AUX
cana-3416	119	22	all	all	PRON
cana-3416	119	23	members	member	NOUN
cana-3416	119	24	of	of	ADP
cana-3416	119	25	the	the	DET
cana-3416	119	26	same	same	ADJ
cana-3416	119	27	mode	mode	NOUN
cana-3416	119	28	.	.	PUNCT
cana-3416	120	1	then	then	ADV
cana-3416	120	2	,	,	PUNCT
cana-3416	120	3	in	in	ADP
cana-3416	120	4	failure	failure	NOUN
cana-3416	120	5	method	method	NOUN
cana-3416	120	6	f	f	PROPN
cana-3416	120	7	,	,	PUNCT
cana-3416	120	8	the	the	DET
cana-3416	120	9	conditional	conditional	ADJ
cana-3416	120	10	possibility	possibility	NOUN
cana-3416	120	11	of	of	ADP
cana-3416	120	12	x	x	PROPN
cana-3416	120	13	is	be	AUX
cana-3416	120	14	approximated	approximate	VERB
cana-3416	120	15	as	as	ADP
cana-3416	120	16	:	:	PUNCT
cana-3416	120	17	𝑝𝑟(𝑥	𝑝𝑟(𝑥	NUM
cana-3416	120	18	)	)	PUNCT
cana-3416	120	19	=	=	PUNCT
cana-3416	120	20	𝑝𝑟(𝑌	𝑝𝑟(𝑌	X
cana-3416	120	21	=	=	SYM
cana-3416	120	22	𝑓|𝑋	𝑓|𝑋	NOUN
cana-3416	120	23	=	=	SYM
cana-3416	120	24	𝑥	𝑥	NOUN
cana-3416	120	25	)	)	PUNCT
cana-3416	120	26	1	1	NUM
cana-3416	120	27	𝑘	𝑘	PRON
cana-3416	120	28	∑	∑	PUNCT
cana-3416	120	29	𝐼(𝑦𝑖	𝐼(𝑦𝑖	ADV
cana-3416	120	30	𝑖∈𝑁𝐾	𝑖∈𝑁𝐾	NOUN
cana-3416	120	31	=	=	SYM
cana-3416	120	32	𝑓	𝑓	PROPN
cana-3416	120	33	)	)	PUNCT
cana-3416	120	34	(	(	PUNCT
cana-3416	120	35	2	2	X
cana-3416	120	36	)	)	PUNCT
cana-3416	120	37	where	where	SCONJ
cana-3416	120	38	𝑁𝐾	𝑁𝐾	PROPN
cana-3416	120	39	stands	stand	VERB
cana-3416	120	40	for	for	ADP
cana-3416	120	41	the	the	DET
cana-3416	120	42	k	k	PROPN
cana-3416	120	43	training	training	NOUN
cana-3416	120	44	data	datum	NOUN
cana-3416	120	45	points	point	NOUN
cana-3416	120	46	that	that	PRON
cana-3416	120	47	are	be	AUX
cana-3416	120	48	most	most	ADV
cana-3416	120	49	closely	closely	ADV
cana-3416	120	50	related	relate	VERB
cana-3416	120	51	to	to	ADP
cana-3416	120	52	the	the	DET
cana-3416	120	53	opinion	opinion	NOUN
cana-3416	120	54	,	,	PUNCT
cana-3416	120	55	f.	f.	NOUN
cana-3416	120	56	4.3	4.3	NUM
cana-3416	120	57	decision	decision	NOUN
cana-3416	120	58	tree	tree	NOUN
cana-3416	120	59	a	a	DET
cana-3416	120	60	non	non	ADJ
cana-3416	120	61	-	-	ADJ
cana-3416	120	62	parametric	parametric	ADJ
cana-3416	120	63	categorization	categorization	NOUN
cana-3416	120	64	approach	approach	NOUN
cana-3416	120	65	,	,	PUNCT
cana-3416	120	66	decision	decision	NOUN
cana-3416	120	67	tree	tree	NOUN
cana-3416	120	68	involves	involve	VERB
cana-3416	120	69	breaking	break	VERB
cana-3416	120	70	the	the	DET
cana-3416	120	71	classification	classification	NOUN
cana-3416	120	72	issue	issue	NOUN
cana-3416	120	73	into	into	ADP
cana-3416	120	74	a	a	DET
cana-3416	120	75	series	series	NOUN
cana-3416	120	76	of	of	ADP
cana-3416	120	77	basic	basic	ADJ
cana-3416	120	78	judgments	judgment	NOUN
cana-3416	120	79	,	,	PUNCT
cana-3416	120	80	each	each	PRON
cana-3416	120	81	of	of	ADP
cana-3416	120	82	which	which	PRON
cana-3416	120	83	is	be	AUX
cana-3416	120	84	based	base	VERB
cana-3416	120	85	on	on	ADP
cana-3416	120	86	a	a	DET
cana-3416	120	87	single	single	ADJ
cana-3416	120	88	or	or	CCONJ
cana-3416	120	89	many	many	ADJ
cana-3416	120	90	input	input	NOUN
cana-3416	120	91	characteristics	characteristic	NOUN
cana-3416	120	92	.	.	PUNCT
cana-3416	121	1	building	build	VERB
cana-3416	121	2	the	the	DET
cana-3416	121	3	tree	tree	NOUN
cana-3416	121	4	and	and	CCONJ
cana-3416	121	5	then	then	ADV
cana-3416	121	6	pruning	prune	VERB
cana-3416	121	7	it	it	PRON
cana-3416	121	8	are	be	AUX
cana-3416	121	9	the	the	DET
cana-3416	121	10	two	two	NUM
cana-3416	121	11	main	main	ADJ
cana-3416	121	12	components	component	NOUN
cana-3416	121	13	of	of	ADP
cana-3416	121	14	decision	decision	NOUN
cana-3416	121	15	tree	tree	NOUN
cana-3416	121	16	modelling	modelling	NOUN
cana-3416	121	17	.	.	PUNCT
cana-3416	122	1	in	in	ADP
cana-3416	122	2	order	order	NOUN
cana-3416	122	3	to	to	PART
cana-3416	122	4	construct	construct	VERB
cana-3416	122	5	a	a	DET
cana-3416	122	6	tree	tree	NOUN
cana-3416	122	7	,	,	PUNCT
cana-3416	122	8	the	the	DET
cana-3416	122	9	space	space	NOUN
cana-3416	122	10	of	of	ADP
cana-3416	122	11	the	the	DET
cana-3416	122	12	training	training	NOUN
cana-3416	122	13	is	be	AUX
cana-3416	122	14	divided	divide	VERB
cana-3416	122	15	into	into	ADP
cana-3416	122	16	non	non	ADJ
cana-3416	122	17	-	-	ADJ
cana-3416	122	18	overlapping	overlapping	ADJ
cana-3416	122	19	areas	area	NOUN
cana-3416	122	20	using	use	VERB
cana-3416	122	21	the	the	DET
cana-3416	122	22	gini	gini	NOUN
cana-3416	122	23	indices	index	NOUN
cana-3416	122	24	.	.	PUNCT
cana-3416	123	1	the	the	DET
cana-3416	123	2	tree	tree	NOUN
cana-3416	123	3	that	that	PRON
cana-3416	123	4	was	be	AUX
cana-3416	123	5	built	build	VERB
cana-3416	123	6	up	up	ADP
cana-3416	123	7	during	during	ADP
cana-3416	123	8	the	the	DET
cana-3416	123	9	construction	construction	NOUN
cana-3416	123	10	phase	phase	NOUN
cana-3416	123	11	can	can	AUX
cana-3416	123	12	have	have	VERB
cana-3416	123	13	a	a	DET
cana-3416	123	14	lot	lot	NOUN
cana-3416	123	15	of	of	ADP
cana-3416	123	16	branches	branch	NOUN
cana-3416	123	17	,	,	PUNCT
cana-3416	123	18	therefore	therefore	ADV
cana-3416	123	19	the	the	DET
cana-3416	123	20	next	next	ADJ
cana-3416	123	21	step	step	NOUN
cana-3416	123	22	is	be	AUX
cana-3416	123	23	to	to	PART
cana-3416	123	24	prune	prune	VERB
cana-3416	123	25	it	it	PRON
cana-3416	123	26	so	so	SCONJ
cana-3416	123	27	it	it	PRON
cana-3416	123	28	does	do	AUX
cana-3416	123	29	n't	not	PART
cana-3416	123	30	become	become	VERB
cana-3416	123	31	overfit	overfit	NOUN
cana-3416	123	32	.	.	PUNCT
cana-3416	124	1	using	use	VERB
cana-3416	124	2	the	the	DET
cana-3416	124	3	10	10	NUM
cana-3416	124	4	-	-	ADJ
cana-3416	124	5	fold	fold	ADJ
cana-3416	124	6	validation	validation	NOUN
cana-3416	124	7	approach	approach	NOUN
cana-3416	124	8	,	,	PUNCT
cana-3416	124	9	this	this	DET
cana-3416	124	10	work	work	NOUN
cana-3416	124	11	estimates	estimate	VERB
cana-3416	124	12	the	the	DET
cana-3416	124	13	pruning	prune	VERB
cana-3416	124	14	parameter	parameter	NOUN
cana-3416	124	15	and	and	CCONJ
cana-3416	124	16	adopts	adopt	VERB
cana-3416	124	17	a	a	DET
cana-3416	124	18	cost	cost	NOUN
cana-3416	124	19	complexity	complexity	NOUN
cana-3416	124	20	pruning	pruning	NOUN
cana-3416	124	21	.	.	PUNCT
cana-3416	125	1	communications	communication	NOUN
cana-3416	125	2	on	on	ADP
cana-3416	125	3	applied	apply	VERB
cana-3416	125	4	nonlinear	nonlinear	ADJ
cana-3416	125	5	analysis	analysis	NOUN
cana-3416	125	6	issn	issn	NOUN
cana-3416	125	7	:	:	PUNCT
cana-3416	125	8	1074	1074	NUM
cana-3416	125	9	-	-	PUNCT
cana-3416	125	10	133x	133x	NUM
cana-3416	125	11	vol	vol	NOUN
cana-3416	125	12	32	32	NUM
cana-3416	125	13	no	no	NOUN
cana-3416	125	14	.	.	PUNCT
cana-3416	126	1	7s	7	NOUN
cana-3416	126	2	(	(	PUNCT
cana-3416	126	3	2025	2025	NUM
cana-3416	126	4	)	)	PUNCT
cana-3416	126	5	354	354	NUM
cana-3416	126	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	126	7	4.4	4.4	NUM
cana-3416	126	8	randomized	randomize	VERB
cana-3416	126	9	forest	forest	NOUN
cana-3416	126	10	in	in	ADP
cana-3416	126	11	a	a	DET
cana-3416	126	12	randomly	randomly	ADJ
cana-3416	126	13	forest	forest	NOUN
cana-3416	126	14	classifier	classifier	NOUN
cana-3416	126	15	,	,	PUNCT
cana-3416	126	16	which	which	PRON
cana-3416	126	17	relies	rely	VERB
cana-3416	126	18	on	on	ADP
cana-3416	126	19	a	a	DET
cana-3416	126	20	collection	collection	NOUN
cana-3416	126	21	of	of	ADP
cana-3416	126	22	classifiers	classifier	NOUN
cana-3416	126	23	,	,	PUNCT
cana-3416	126	24	to	to	ADP
cana-3416	126	25	each	each	DET
cana-3416	126	26	classifier	classifier	NOUN
cana-3416	126	27	is	be	AUX
cana-3416	126	28	created	create	VERB
cana-3416	126	29	by	by	ADP
cana-3416	126	30	a	a	DET
cana-3416	126	31	randomly	randomly	ADV
cana-3416	126	32	sampled	sample	VERB
cana-3416	126	33	path	path	NOUN
cana-3416	126	34	that	that	PRON
cana-3416	126	35	is	be	AUX
cana-3416	126	36	separate	separate	ADJ
cana-3416	126	37	from	from	ADP
cana-3416	126	38	the	the	DET
cana-3416	126	39	initial	initial	ADJ
cana-3416	126	40	vector	vector	NOUN
cana-3416	126	41	.	.	PUNCT
cana-3416	127	1	two	two	NUM
cana-3416	127	2	crucial	crucial	ADJ
cana-3416	127	3	approaches	approach	NOUN
cana-3416	127	4	are	be	AUX
cana-3416	127	5	included	include	VERB
cana-3416	127	6	in	in	ADP
cana-3416	127	7	random	random	ADJ
cana-3416	127	8	forest	forest	NOUN
cana-3416	127	9	:	:	PUNCT
cana-3416	127	10	out	out	ADP
cana-3416	127	11	-	-	PUNCT
cana-3416	127	12	of	of	ADP
cana-3416	127	13	-	-	PUNCT
cana-3416	127	14	bag	bag	NOUN
cana-3416	127	15	estimates	estimate	NOUN
cana-3416	127	16	and	and	CCONJ
cana-3416	127	17	random	random	ADJ
cana-3416	127	18	feature	feature	NOUN
cana-3416	127	19	subspace	subspace	NOUN
cana-3416	127	20	.	.	PUNCT
cana-3416	128	1	the	the	DET
cana-3416	128	2	first	first	ADJ
cana-3416	128	3	one	one	NUM
cana-3416	128	4	makes	make	VERB
cana-3416	128	5	tree	tree	NOUN
cana-3416	128	6	building	build	VERB
cana-3416	128	7	a	a	DET
cana-3416	128	8	lot	lot	NOUN
cana-3416	128	9	quicker	quick	ADV
cana-3416	128	10	,	,	PUNCT
cana-3416	128	11	while	while	SCONJ
cana-3416	128	12	the	the	DET
cana-3416	128	13	second	second	ADJ
cana-3416	128	14	one	one	NOUN
cana-3416	128	15	opens	open	VERB
cana-3416	128	16	the	the	DET
cana-3416	128	17	door	door	NOUN
cana-3416	128	18	to	to	ADP
cana-3416	128	19	the	the	DET
cana-3416	128	20	idea	idea	NOUN
cana-3416	128	21	of	of	ADP
cana-3416	128	22	ranking	rank	VERB
cana-3416	128	23	the	the	DET
cana-3416	128	24	input	input	NOUN
cana-3416	128	25	features	feature	NOUN
cana-3416	128	26	'	'	PART
cana-3416	128	27	significance	significance	NOUN
cana-3416	128	28	.	.	PUNCT
cana-3416	129	1	the	the	DET
cana-3416	129	2	sources	source	NOUN
cana-3416	129	3	provide	provide	VERB
cana-3416	129	4	a	a	DET
cana-3416	129	5	more	more	ADJ
cana-3416	129	6	in	in	ADP
cana-3416	129	7	-	-	PUNCT
cana-3416	129	8	depth	depth	NOUN
cana-3416	129	9	explanation	explanation	NOUN
cana-3416	129	10	of	of	ADP
cana-3416	129	11	random	random	ADJ
cana-3416	129	12	forest	forest	NOUN
cana-3416	129	13	.	.	PUNCT
cana-3416	130	1	4.5	4.5	NUM
cana-3416	130	2	methods	method	NOUN
cana-3416	130	3	for	for	ADP
cana-3416	130	4	boosting	boost	VERB
cana-3416	130	5	:	:	PUNCT
cana-3416	130	6	adaboost	adaboost	ADV
cana-3416	130	7	,	,	PUNCT
cana-3416	130	8	xg	xg	PROPN
cana-3416	130	9	boost	boost	NOUN
cana-3416	130	10	,	,	PUNCT
cana-3416	130	11	light	light	ADJ
cana-3416	130	12	gbm	gbm	NOUN
cana-3416	130	13	,	,	PUNCT
cana-3416	130	14	and	and	CCONJ
cana-3416	130	15	catboost	catboost	VERB
cana-3416	130	16	the	the	DET
cana-3416	130	17	boosting	boost	VERB
cana-3416	130	18	approaches	approach	NOUN
cana-3416	130	19	,	,	PUNCT
cana-3416	130	20	which	which	PRON
cana-3416	130	21	include	include	VERB
cana-3416	130	22	adaboost	adaboost	ADV
cana-3416	130	23	,	,	PUNCT
cana-3416	130	24	xgboost	xgboost	ADV
cana-3416	130	25	,	,	PUNCT
cana-3416	130	26	lightgbm	lightgbm	ADJ
cana-3416	130	27	,	,	PUNCT
cana-3416	130	28	and	and	CCONJ
cana-3416	130	29	catboost	catboost	NOUN
cana-3416	130	30	,	,	PUNCT
cana-3416	130	31	enhance	enhance	VERB
cana-3416	130	32	a	a	DET
cana-3416	130	33	model	model	NOUN
cana-3416	130	34	's	's	PART
cana-3416	130	35	performance	performance	NOUN
cana-3416	130	36	by	by	ADP
cana-3416	130	37	merging	merge	VERB
cana-3416	130	38	many	many	ADJ
cana-3416	130	39	weak	weak	ADJ
cana-3416	130	40	classifiers	classifier	NOUN
cana-3416	130	41	into	into	ADP
cana-3416	130	42	a	a	DET
cana-3416	130	43	single	single	ADJ
cana-3416	130	44	strong	strong	ADJ
cana-3416	130	45	one	one	NOUN
cana-3416	130	46	.	.	PUNCT
cana-3416	131	1	the	the	DET
cana-3416	131	2	idea	idea	NOUN
cana-3416	131	3	is	be	AUX
cana-3416	131	4	to	to	PART
cana-3416	131	5	choose	choose	VERB
cana-3416	131	6	the	the	DET
cana-3416	131	7	weak	weak	ADJ
cana-3416	131	8	classifiers	classifier	NOUN
cana-3416	131	9	in	in	ADP
cana-3416	131	10	a	a	DET
cana-3416	131	11	manner	manner	NOUN
cana-3416	131	12	that	that	PRON
cana-3416	131	13	makes	make	VERB
cana-3416	131	14	them	they	PRON
cana-3416	131	15	much	much	ADV
cana-3416	131	16	stronger	strong	ADJ
cana-3416	131	17	when	when	SCONJ
cana-3416	131	18	used	use	VERB
cana-3416	131	19	together	together	ADV
cana-3416	131	20	.	.	PUNCT
cana-3416	132	1	all	all	DET
cana-3416	132	2	the	the	DET
cana-3416	132	3	observations	observation	NOUN
cana-3416	132	4	are	be	AUX
cana-3416	132	5	given	give	VERB
cana-3416	132	6	equal	equal	ADJ
cana-3416	132	7	weight	weight	NOUN
cana-3416	132	8	in	in	ADP
cana-3416	132	9	the	the	DET
cana-3416	132	10	first	first	ADJ
cana-3416	132	11	phase	phase	NOUN
cana-3416	132	12	of	of	ADP
cana-3416	132	13	adaboost	adaboost	ADV
cana-3416	132	14	.	.	PUNCT
cana-3416	133	1	retraining	retrain	VERB
cana-3416	133	2	the	the	DET
cana-3416	133	3	model	model	NOUN
cana-3416	133	4	is	be	AUX
cana-3416	133	5	the	the	DET
cana-3416	133	6	next	next	ADJ
cana-3416	133	7	stage	stage	NOUN
cana-3416	133	8	,	,	PUNCT
cana-3416	133	9	after	after	ADP
cana-3416	133	10	which	which	PRON
cana-3416	133	11	the	the	DET
cana-3416	133	12	misclassified	misclassifie	VERB
cana-3416	133	13	observations	observation	NOUN
cana-3416	133	14	are	be	AUX
cana-3416	133	15	given	give	VERB
cana-3416	133	16	greater	great	ADJ
cana-3416	133	17	weight	weight	NOUN
cana-3416	133	18	than	than	ADP
cana-3416	133	19	the	the	DET
cana-3416	133	20	properly	properly	ADV
cana-3416	133	21	classified	classified	ADJ
cana-3416	133	22	ones	one	NOUN
cana-3416	133	23	.	.	PUNCT
cana-3416	134	1	consequently	consequently	ADV
cana-3416	134	2	,	,	PUNCT
cana-3416	134	3	the	the	DET
cana-3416	134	4	prior	prior	ADJ
cana-3416	134	5	learners	learner	NOUN
cana-3416	134	6	'	'	PART
cana-3416	134	7	weighted	weight	VERB
cana-3416	134	8	categorization	categorization	NOUN
cana-3416	134	9	accuracy	accuracy	NOUN
cana-3416	134	10	serves	serve	VERB
cana-3416	134	11	as	as	ADP
cana-3416	134	12	the	the	DET
cana-3416	134	13	basis	basis	NOUN
cana-3416	134	14	for	for	ADP
cana-3416	134	15	the	the	DET
cana-3416	134	16	learners	learner	NOUN
cana-3416	134	17	'	'	PART
cana-3416	134	18	training	training	NOUN
cana-3416	134	19	.	.	PUNCT
cana-3416	135	1	scientists	scientist	NOUN
cana-3416	135	2	came	come	VERB
cana-3416	135	3	up	up	ADP
cana-3416	135	4	with	with	ADP
cana-3416	135	5	a	a	DET
cana-3416	135	6	new	new	ADJ
cana-3416	135	7	way	way	NOUN
cana-3416	135	8	to	to	PART
cana-3416	135	9	boost	boost	VERB
cana-3416	135	10	that	that	SCONJ
cana-3416	135	11	they	they	PRON
cana-3416	135	12	term	term	VERB
cana-3416	135	13	gradient	gradient	ADJ
cana-3416	135	14	boosting	boosting	NOUN
cana-3416	135	15	.	.	PUNCT
cana-3416	136	1	this	this	DET
cana-3416	136	2	method	method	NOUN
cana-3416	136	3	uses	use	VERB
cana-3416	136	4	regression	regression	NOUN
cana-3416	136	5	on	on	ADP
cana-3416	136	6	an	an	DET
cana-3416	136	7	expression	expression	NOUN
cana-3416	136	8	of	of	ADP
cana-3416	136	9	the	the	DET
cana-3416	136	10	loss	loss	NOUN
cana-3416	136	11	function	function	NOUN
cana-3416	136	12	's	's	PART
cana-3416	136	13	gradient	gradient	ADJ
cana-3416	136	14	vector	vector	NOUN
cana-3416	136	15	from	from	ADP
cana-3416	136	16	the	the	DET
cana-3416	136	17	previous	previous	ADJ
cana-3416	136	18	iteration	iteration	NOUN
cana-3416	136	19	.	.	PUNCT
cana-3416	137	1	a	a	DET
cana-3416	137	2	few	few	ADJ
cana-3416	137	3	examples	example	NOUN
cana-3416	137	4	of	of	ADP
cana-3416	137	5	gradient	gradient	ADJ
cana-3416	137	6	methods	method	NOUN
cana-3416	137	7	include	include	VERB
cana-3416	137	8	light	light	ADJ
cana-3416	137	9	gbm	gbm	PROPN
cana-3416	137	10	,	,	PUNCT
cana-3416	137	11	xg	xg	PROPN
cana-3416	137	12	boost	boost	NOUN
cana-3416	137	13	and	and	CCONJ
cana-3416	137	14	cat	cat	NOUN
cana-3416	137	15	boost	boost	NOUN
cana-3416	137	16	.	.	PUNCT
cana-3416	138	1	all	all	PRON
cana-3416	138	2	of	of	ADP
cana-3416	138	3	them	they	PRON
cana-3416	138	4	start	start	VERB
cana-3416	138	5	with	with	ADP
cana-3416	138	6	dt	dt	PROPN
cana-3416	138	7	as	as	ADP
cana-3416	138	8	their	their	PRON
cana-3416	138	9	weak	weak	ADJ
cana-3416	138	10	student	student	NOUN
cana-3416	138	11	and	and	CCONJ
cana-3416	138	12	utilize	utilize	VERB
cana-3416	138	13	gradient	gradient	NOUN
cana-3416	138	14	boosting	boost	VERB
cana-3416	138	15	to	to	PART
cana-3416	138	16	repeatedly	repeatedly	ADV
cana-3416	138	17	fit	fit	VERB
cana-3416	138	18	a	a	DET
cana-3416	138	19	succession	succession	NOUN
cana-3416	138	20	of	of	ADP
cana-3416	138	21	these	these	DET
cana-3416	138	22	trees	tree	NOUN
cana-3416	138	23	.	.	PUNCT
cana-3416	139	1	by	by	ADP
cana-3416	139	2	decreasing	decrease	VERB
cana-3416	139	3	the	the	DET
cana-3416	139	4	prior	prior	ADJ
cana-3416	139	5	model	model	NOUN
cana-3416	139	6	's	's	PART
cana-3416	139	7	misclassification	misclassification	NOUN
cana-3416	139	8	error	error	NOUN
cana-3416	139	9	,	,	PUNCT
cana-3416	139	10	xg	xg	PROPN
cana-3416	139	11	boost	boost	PROPN
cana-3416	139	12	fits	fit	VERB
cana-3416	139	13	the	the	DET
cana-3416	139	14	updated	update	VERB
cana-3416	139	15	method	method	NOUN
cana-3416	139	16	.	.	PUNCT
cana-3416	140	1	the	the	DET
cana-3416	140	2	sequential	sequential	ADJ
cana-3416	140	3	model	model	NOUN
cana-3416	140	4	training	training	NOUN
cana-3416	140	5	that	that	PRON
cana-3416	140	6	xg	xg	PROPN
cana-3416	140	7	boost	boost	PROPN
cana-3416	140	8	employs	employ	NOUN
cana-3416	140	9	,	,	PUNCT
cana-3416	140	10	however	however	ADV
cana-3416	140	11	,	,	PUNCT
cana-3416	140	12	makes	make	VERB
cana-3416	140	13	it	it	PRON
cana-3416	140	14	a	a	DET
cana-3416	140	15	sluggish	sluggish	ADJ
cana-3416	140	16	implementation	implementation	NOUN
cana-3416	140	17	.	.	PUNCT
cana-3416	141	1	rather	rather	ADV
cana-3416	141	2	of	of	ADP
cana-3416	141	3	building	build	VERB
cana-3416	141	4	the	the	DET
cana-3416	141	5	model	model	NOUN
cana-3416	141	6	from	from	ADP
cana-3416	141	7	the	the	DET
cana-3416	141	8	ground	ground	NOUN
cana-3416	141	9	up	up	ADP
cana-3416	141	10	,	,	PUNCT
cana-3416	141	11	light	light	ADJ
cana-3416	141	12	gbm	gbm	PROPN
cana-3416	141	13	generates	generate	VERB
cana-3416	141	14	it	it	PRON
cana-3416	141	15	leaf	leaf	NOUN
cana-3416	141	16	-	-	PUNCT
cana-3416	141	17	wise	wise	ADJ
cana-3416	141	18	using	use	VERB
cana-3416	141	19	decision	decision	NOUN
cana-3416	141	20	tree	tree	NOUN
cana-3416	141	21	methods	method	NOUN
cana-3416	141	22	.	.	PUNCT
cana-3416	142	1	accurate	accurate	ADJ
cana-3416	142	2	,	,	PUNCT
cana-3416	142	3	more	more	ADV
cana-3416	142	4	complicated	complicated	ADJ
cana-3416	142	5	trees	tree	NOUN
cana-3416	142	6	are	be	AUX
cana-3416	142	7	produced	produce	VERB
cana-3416	142	8	by	by	ADP
cana-3416	142	9	generating	generate	VERB
cana-3416	142	10	them	they	PRON
cana-3416	142	11	leaf	leaf	NOUN
cana-3416	142	12	by	by	ADP
cana-3416	142	13	leaf	leaf	NOUN
cana-3416	142	14	.	.	PUNCT
cana-3416	143	1	cat	cat	NOUN
cana-3416	143	2	boost	boost	NOUN
cana-3416	143	3	is	be	AUX
cana-3416	143	4	a	a	DET
cana-3416	143	5	technique	technique	NOUN
cana-3416	143	6	that	that	PRON
cana-3416	143	7	effectively	effectively	ADV
cana-3416	143	8	deals	deal	VERB
cana-3416	143	9	with	with	ADP
cana-3416	143	10	input	input	NOUN
cana-3416	143	11	parameters	parameter	NOUN
cana-3416	143	12	that	that	PRON
cana-3416	143	13	include	include	VERB
cana-3416	143	14	categorical	categorical	ADJ
cana-3416	143	15	characteristics	characteristic	NOUN
cana-3416	143	16	and	and	CCONJ
cana-3416	143	17	makes	make	VERB
cana-3416	143	18	use	use	NOUN
cana-3416	143	19	of	of	ADP
cana-3416	143	20	them	they	PRON
cana-3416	143	21	during	during	ADP
cana-3416	143	22	training	training	NOUN
cana-3416	143	23	instead	instead	ADV
cana-3416	143	24	of	of	ADP
cana-3416	143	25	during	during	ADP
cana-3416	143	26	preprocessing	preprocesse	VERB
cana-3416	143	27	.	.	PUNCT
cana-3416	144	1	5	5	X
cana-3416	144	2	.	.	X
cana-3416	144	3	failure	failure	NOUN
cana-3416	144	4	mode	mode	NOUN
cana-3416	144	5	identification	identification	NOUN
cana-3416	144	6	with	with	ADP
cana-3416	144	7	the	the	DET
cana-3416	144	8	use	use	NOUN
cana-3416	144	9	of	of	ADP
cana-3416	144	10	machine	machine	NOUN
cana-3416	144	11	learning	learn	VERB
cana-3416	144	12	methods	method	NOUN
cana-3416	144	13	reinforced	reinforce	VERB
cana-3416	144	14	concrete	concrete	ADJ
cana-3416	144	15	shear	shear	NOUN
cana-3416	144	16	wall	wall	NOUN
cana-3416	144	17	failure	failure	NOUN
cana-3416	144	18	modes	mode	NOUN
cana-3416	144	19	were	be	AUX
cana-3416	144	20	extracted	extract	VERB
cana-3416	144	21	from	from	ADP
cana-3416	144	22	the	the	DET
cana-3416	144	23	collected	collect	VERB
cana-3416	144	24	information	information	NOUN
cana-3416	144	25	using	use	VERB
cana-3416	144	26	the	the	DET
cana-3416	144	27	machine	machine	NOUN
cana-3416	144	28	learning	learn	VERB
cana-3416	144	29	methods	method	NOUN
cana-3416	144	30	detailed	detail	VERB
cana-3416	144	31	in	in	ADP
cana-3416	144	32	the	the	DET
cana-3416	144	33	preceding	precede	VERB
cana-3416	144	34	section	section	NOUN
cana-3416	144	35	.	.	PUNCT
cana-3416	145	1	the	the	DET
cana-3416	145	2	writers	writer	NOUN
cana-3416	145	3	used	use	VERB
cana-3416	145	4	the	the	DET
cana-3416	145	5	machine	machine	NOUN
cana-3416	145	6	learning	learning	NOUN
cana-3416	145	7	models	model	NOUN
cana-3416	145	8	by	by	ADP
cana-3416	145	9	transforming	transform	VERB
cana-3416	145	10	the	the	DET
cana-3416	145	11	shear	shear	NOUN
cana-3416	145	12	wall	wall	NOUN
cana-3416	145	13	's	's	PART
cana-3416	145	14	material	material	NOUN
cana-3416	145	15	,	,	PUNCT
cana-3416	145	16	structural	structural	ADJ
cana-3416	145	17	inequality	inequality	NOUN
cana-3416	145	18	,	,	PUNCT
cana-3416	145	19	and	and	CCONJ
cana-3416	145	20	geometric	geometric	ADJ
cana-3416	145	21	attributes	attribute	NOUN
cana-3416	145	22	into	into	ADP
cana-3416	145	23	the	the	DET
cana-3416	145	24	nine	nine	NUM
cana-3416	145	25	input	input	NOUN
cana-3416	145	26	variables	variable	NOUN
cana-3416	145	27	outlined	outline	VERB
cana-3416	145	28	in	in	ADP
cana-3416	145	29	section	section	NOUN
cana-3416	145	30	3.2	3.2	NUM
cana-3416	145	31	.	.	PUNCT
cana-3416	146	1	the	the	DET
cana-3416	146	2	models	model	NOUN
cana-3416	146	3	discussed	discuss	VERB
cana-3416	146	4	in	in	ADP
cana-3416	146	5	section	section	NOUN
cana-3416	146	6	4	4	NUM
cana-3416	146	7	were	be	AUX
cana-3416	146	8	trained	train	VERB
cana-3416	146	9	using	use	VERB
cana-3416	146	10	machine	machine	NOUN
cana-3416	146	11	learning	learning	NOUN
cana-3416	146	12	algorithms	algorithm	NOUN
cana-3416	146	13	that	that	PRON
cana-3416	146	14	are	be	AUX
cana-3416	146	15	available	available	ADJ
cana-3416	146	16	in	in	ADP
cana-3416	146	17	section	section	NOUN
cana-3416	146	18	7	7	NUM
cana-3416	146	19	,	,	PUNCT
cana-3416	146	20	which	which	PRON
cana-3416	146	21	are	be	AUX
cana-3416	146	22	built	build	VERB
cana-3416	146	23	utilizing	utilize	VERB
cana-3416	146	24	the	the	DET
cana-3416	146	25	open	open	ADJ
cana-3416	146	26	python	python	NOUN
cana-3416	146	27	program	program	NOUN
cana-3416	146	28	scikit	scikit	NOUN
cana-3416	146	29	learn	learn	VERB
cana-3416	146	30	.	.	PUNCT
cana-3416	147	1	the	the	DET
cana-3416	147	2	prediction	prediction	NOUN
cana-3416	147	3	model	model	NOUN
cana-3416	147	4	is	be	AUX
cana-3416	147	5	constructed	construct	VERB
cana-3416	147	6	using	use	VERB
cana-3416	147	7	a	a	DET
cana-3416	147	8	training	training	NOUN
cana-3416	147	9	set	set	NOUN
cana-3416	147	10	that	that	PRON
cana-3416	147	11	contains	contain	VERB
cana-3416	147	12	71	71	NUM
cana-3416	147	13	%	%	NOUN
cana-3416	147	14	of	of	ADP
cana-3416	147	15	the	the	DET
cana-3416	147	16	data	datum	NOUN
cana-3416	147	17	from	from	ADP
cana-3416	147	18	the	the	DET
cana-3416	147	19	supplementary	supplementary	ADJ
cana-3416	147	20	material	material	NOUN
cana-3416	147	21	section	section	NOUN
cana-3416	147	22	,	,	PUNCT
cana-3416	147	23	and	and	CCONJ
cana-3416	147	24	its	its	PRON
cana-3416	147	25	performance	performance	NOUN
cana-3416	147	26	is	be	AUX
cana-3416	147	27	evaluated	evaluate	VERB
cana-3416	147	28	using	use	VERB
cana-3416	147	29	a	a	DET
cana-3416	147	30	test	test	NOUN
cana-3416	147	31	set	set	NOUN
cana-3416	147	32	that	that	PRON
cana-3416	147	33	contains	contain	VERB
cana-3416	147	34	the	the	DET
cana-3416	147	35	other	other	ADJ
cana-3416	147	36	29	29	NUM
cana-3416	147	37	percent	percent	NOUN
cana-3416	147	38	of	of	ADP
cana-3416	147	39	the	the	DET
cana-3416	147	40	data	datum	NOUN
cana-3416	147	41	.	.	PUNCT
cana-3416	148	1	by	by	ADP
cana-3416	148	2	randomly	randomly	ADV
cana-3416	148	3	splitting	split	VERB
cana-3416	148	4	the	the	DET
cana-3416	148	5	entire	entire	ADJ
cana-3416	148	6	collection	collection	NOUN
cana-3416	148	7	into	into	ADP
cana-3416	148	8	a	a	DET
cana-3416	148	9	set	set	NOUN
cana-3416	148	10	to	to	PART
cana-3416	148	11	be	be	AUX
cana-3416	148	12	trained	train	VERB
cana-3416	148	13	and	and	CCONJ
cana-3416	148	14	a	a	DET
cana-3416	148	15	test	test	NOUN
cana-3416	148	16	set	set	NOUN
cana-3416	148	17	,	,	PUNCT
cana-3416	148	18	we	we	PRON
cana-3416	148	19	were	be	AUX
cana-3416	148	20	able	able	ADJ
cana-3416	148	21	to	to	PART
cana-3416	148	22	gauge	gauge	VERB
cana-3416	148	23	the	the	DET
cana-3416	148	24	model	model	NOUN
cana-3416	148	25	's	's	PART
cana-3416	148	26	results	result	NOUN
cana-3416	148	27	on	on	ADP
cana-3416	148	28	the	the	DET
cana-3416	148	29	former	former	NOUN
cana-3416	148	30	,	,	PUNCT
cana-3416	148	31	which	which	PRON
cana-3416	148	32	in	in	ADP
cana-3416	148	33	turn	turn	NOUN
cana-3416	148	34	indicated	indicate	VERB
cana-3416	148	35	how	how	SCONJ
cana-3416	148	36	well	well	ADV
cana-3416	148	37	it	it	PRON
cana-3416	148	38	handled	handle	VERB
cana-3416	148	39	the	the	DET
cana-3416	148	40	unknown	unknown	ADJ
cana-3416	148	41	data	datum	NOUN
cana-3416	148	42	.	.	PUNCT
cana-3416	149	1	machine	machine	NOUN
cana-3416	149	2	learning	learning	NOUN
cana-3416	149	3	methods	method	NOUN
cana-3416	149	4	are	be	AUX
cana-3416	149	5	constructed	construct	VERB
cana-3416	149	6	using	use	VERB
cana-3416	149	7	the	the	DET
cana-3416	149	8	methods	method	NOUN
cana-3416	149	9	outlined	outline	VERB
cana-3416	149	10	in	in	ADP
cana-3416	149	11	section	section	NOUN
cana-3416	149	12	4	4	NUM
cana-3416	149	13	utilizing	utilize	VERB
cana-3416	149	14	70	70	NUM
cana-3416	149	15	%	%	NOUN
cana-3416	149	16	of	of	ADP
cana-3416	149	17	the	the	DET
cana-3416	149	18	collected	collect	VERB
cana-3416	149	19	data	datum	NOUN
cana-3416	149	20	.	.	PUNCT
cana-3416	150	1	communications	communication	NOUN
cana-3416	150	2	on	on	ADP
cana-3416	150	3	applied	apply	VERB
cana-3416	150	4	nonlinear	nonlinear	ADJ
cana-3416	150	5	analysis	analysis	NOUN
cana-3416	150	6	issn	issn	NOUN
cana-3416	150	7	:	:	PUNCT
cana-3416	150	8	1074	1074	NUM
cana-3416	150	9	-	-	PUNCT
cana-3416	150	10	133x	133x	NUM
cana-3416	150	11	vol	vol	NOUN
cana-3416	150	12	32	32	NUM
cana-3416	150	13	no	no	NOUN
cana-3416	150	14	.	.	PUNCT
cana-3416	151	1	7s	7	NOUN
cana-3416	151	2	(	(	PUNCT
cana-3416	151	3	2025	2025	NUM
cana-3416	151	4	)	)	PUNCT
cana-3416	151	5	355	355	NUM
cana-3416	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	151	7	in	in	ADP
cana-3416	151	8	figure	figure	NOUN
cana-3416	151	9	8	8	NUM
cana-3416	151	10	displays	display	NOUN
cana-3416	151	11	that	that	SCONJ
cana-3416	151	12	(	(	PUNCT
cana-3416	151	13	noted	note	VERB
cana-3416	151	14	)	)	PUNCT
cana-3416	151	15	one	one	NUM
cana-3416	151	16	hundred	hundred	NUM
cana-3416	151	17	percent	percent	NOUN
cana-3416	151	18	is	be	AUX
cana-3416	151	19	the	the	DET
cana-3416	151	20	total	total	NOUN
cana-3416	151	21	of	of	ADP
cana-3416	151	22	all	all	DET
cana-3416	151	23	the	the	DET
cana-3416	151	24	numbers	number	NOUN
cana-3416	151	25	that	that	PRON
cana-3416	151	26	are	be	AUX
cana-3416	151	27	beyond	beyond	ADP
cana-3416	151	28	the	the	DET
cana-3416	151	29	bars	bar	NOUN
cana-3416	151	30	that	that	PRON
cana-3416	151	31	are	be	AUX
cana-3416	151	32	vertical	vertical	ADJ
cana-3416	151	33	.	.	PUNCT
cana-3416	152	1	using	use	VERB
cana-3416	152	2	a	a	DET
cana-3416	152	3	grid	grid	NOUN
cana-3416	152	4	search	search	NOUN
cana-3416	152	5	method	method	NOUN
cana-3416	152	6	,	,	PUNCT
cana-3416	152	7	we	we	PRON
cana-3416	152	8	first	first	ADV
cana-3416	152	9	determined	determine	VERB
cana-3416	152	10	the	the	DET
cana-3416	152	11	best	well	ADV
cana-3416	152	12	random	random	ADJ
cana-3416	152	13	forest	forest	NOUN
cana-3416	152	14	parameters	parameter	NOUN
cana-3416	152	15	,	,	PUNCT
cana-3416	152	16	and	and	CCONJ
cana-3416	152	17	then	then	ADV
cana-3416	152	18	we	we	PRON
cana-3416	152	19	determined	determine	VERB
cana-3416	152	20	the	the	DET
cana-3416	152	21	comparative	comparative	ADJ
cana-3416	152	22	relevance	relevance	NOUN
cana-3416	152	23	of	of	ADP
cana-3416	152	24	every	every	DET
cana-3416	152	25	constraint	constraint	NOUN
cana-3416	152	26	by	by	ADP
cana-3416	152	27	observing	observe	VERB
cana-3416	152	28	the	the	DET
cana-3416	152	29	fluctuation	fluctuation	NOUN
cana-3416	152	30	in	in	ADP
cana-3416	152	31	the	the	DET
cana-3416	152	32	out	out	ADJ
cana-3416	152	33	-	-	PUNCT
cana-3416	152	34	of	of	ADP
cana-3416	152	35	-	-	PUNCT
cana-3416	152	36	bag	bag	NOUN
cana-3416	152	37	(	(	PUNCT
cana-3416	152	38	oob	oob	NOUN
cana-3416	152	39	)	)	PUNCT
cana-3416	152	40	error	error	NOUN
cana-3416	152	41	.	.	PUNCT
cana-3416	153	1	the	the	DET
cana-3416	153	2	essential	essential	ADJ
cana-3416	153	3	elements	element	NOUN
cana-3416	153	4	that	that	PRON
cana-3416	153	5	influence	influence	VERB
cana-3416	153	6	the	the	DET
cana-3416	153	7	failure	failure	NOUN
cana-3416	153	8	mode	mode	NOUN
cana-3416	153	9	of	of	ADP
cana-3416	153	10	shear	shear	NOUN
cana-3416	153	11	walls	wall	NOUN
cana-3416	153	12	are	be	AUX
cana-3416	153	13	the	the	DET
cana-3416	153	14	aspect	aspect	NOUN
cana-3416	153	15	ratio	ratio	NOUN
cana-3416	153	16	,	,	PUNCT
cana-3416	153	17	border	border	NOUN
cana-3416	153	18	component	component	NOUN
cana-3416	153	19	indices	index	NOUN
cana-3416	153	20	based	base	VERB
cana-3416	153	21	on	on	ADP
cana-3416	153	22	reinforcement	reinforcement	NOUN
cana-3416	153	23	,	,	PUNCT
cana-3416	153	24	and	and	CCONJ
cana-3416	153	25	the	the	DET
cana-3416	153	26	wall	wall	NOUN
cana-3416	153	27	-	-	PUNCT
cana-3416	153	28	to	to	ADP
cana-3416	153	29	-	-	PUNCT
cana-3416	153	30	wall	wall	NOUN
cana-3416	153	31	thickness	thickness	NOUN
cana-3416	153	32	percentage	percentage	NOUN
cana-3416	153	33	(	(	PUNCT
cana-3416	153	34	figure	figure	NOUN
cana-3416	153	35	5	5	NUM
cana-3416	153	36	)	)	PUNCT
cana-3416	153	37	.	.	PUNCT
cana-3416	154	1	compared	compare	VERB
cana-3416	154	2	to	to	ADP
cana-3416	154	3	other	other	ADJ
cana-3416	154	4	characteristics	characteristic	NOUN
cana-3416	154	5	,	,	PUNCT
cana-3416	154	6	the	the	DET
cana-3416	154	7	cross	cross	ADJ
cana-3416	154	8	-	-	ADJ
cana-3416	154	9	section	section	ADJ
cana-3416	154	10	shape	shape	NOUN
cana-3416	154	11	is	be	AUX
cana-3416	154	12	found	find	VERB
cana-3416	154	13	to	to	PART
cana-3416	154	14	have	have	VERB
cana-3416	154	15	a	a	DET
cana-3416	154	16	less	less	ADJ
cana-3416	154	17	impact	impact	NOUN
cana-3416	154	18	on	on	ADP
cana-3416	154	19	the	the	DET
cana-3416	154	20	failure	failure	NOUN
cana-3416	154	21	mode	mode	NOUN
cana-3416	154	22	.	.	PUNCT
cana-3416	155	1	figure	figure	VERB
cana-3416	155	2	5	5	NUM
cana-3416	155	3	total	total	NOUN
cana-3416	155	4	of	of	ADP
cana-3416	155	5	all	all	DET
cana-3416	155	6	the	the	DET
cana-3416	155	7	numbers	number	NOUN
cana-3416	155	8	are	be	AUX
cana-3416	155	9	beyond	beyond	ADP
cana-3416	155	10	the	the	DET
cana-3416	155	11	vertical	vertical	ADJ
cana-3416	155	12	bars	bar	NOUN
cana-3416	155	13	6	6	NUM
cana-3416	155	14	.	.	PUNCT
cana-3416	155	15	conclusion	conclusion	NOUN
cana-3416	155	16	as	as	ADP
cana-3416	155	17	part	part	NOUN
cana-3416	155	18	of	of	ADP
cana-3416	155	19	a	a	DET
cana-3416	155	20	system	system	NOUN
cana-3416	155	21	to	to	PART
cana-3416	155	22	resist	resist	VERB
cana-3416	155	23	lateral	lateral	ADJ
cana-3416	155	24	forces	force	NOUN
cana-3416	155	25	,	,	PUNCT
cana-3416	155	26	shear	shear	NOUN
cana-3416	155	27	structures	structure	NOUN
cana-3416	155	28	are	be	AUX
cana-3416	155	29	used	use	VERB
cana-3416	155	30	to	to	PART
cana-3416	155	31	withstand	withstand	VERB
cana-3416	155	32	wind	wind	NOUN
cana-3416	155	33	and	and	CCONJ
cana-3416	155	34	seismic	seismic	ADJ
cana-3416	155	35	forces	force	NOUN
cana-3416	155	36	.	.	PUNCT
cana-3416	156	1	shearing	shearing	NOUN
cana-3416	156	2	walls	wall	NOUN
cana-3416	156	3	may	may	AUX
cana-3416	156	4	fail	fail	VERB
cana-3416	156	5	in	in	ADP
cana-3416	156	6	shear	shear	NOUN
cana-3416	156	7	,	,	PUNCT
cana-3416	156	8	flexion	flexion	NOUN
cana-3416	156	9	,	,	PUNCT
cana-3416	156	10	flexure	flexure	NOUN
cana-3416	156	11	shearing	shearing	NOUN
cana-3416	156	12	or	or	CCONJ
cana-3416	156	13	sliding	sliding	NOUN
cana-3416	156	14	,	,	PUNCT
cana-3416	156	15	depending	depend	VERB
cana-3416	156	16	on	on	ADP
cana-3416	156	17	the	the	DET
cana-3416	156	18	geometry	geometry	NOUN
cana-3416	156	19	,	,	PUNCT
cana-3416	156	20	materials	material	NOUN
cana-3416	156	21	,	,	PUNCT
cana-3416	156	22	and	and	CCONJ
cana-3416	156	23	force	force	NOUN
cana-3416	156	24	.	.	PUNCT
cana-3416	157	1	despite	despite	SCONJ
cana-3416	157	2	a	a	DET
cana-3416	157	3	wealth	wealth	NOUN
cana-3416	157	4	of	of	ADP
cana-3416	157	5	experimental	experimental	ADJ
cana-3416	157	6	and	and	CCONJ
cana-3416	157	7	seismic	seismic	ADJ
cana-3416	157	8	reconnaissance	reconnaissance	NOUN
cana-3416	157	9	data	datum	NOUN
cana-3416	157	10	on	on	ADP
cana-3416	157	11	wall	wall	PROPN
cana-3416	157	12	performance	performance	NOUN
cana-3416	157	13	under	under	ADP
cana-3416	157	14	various	various	ADJ
cana-3416	157	15	configurations	configuration	NOUN
cana-3416	157	16	,	,	PUNCT
cana-3416	157	17	no	no	DET
cana-3416	157	18	empirical	empirical	ADJ
cana-3416	157	19	or	or	CCONJ
cana-3416	157	20	technique	technique	NOUN
cana-3416	157	21	based	base	VERB
cana-3416	157	22	on	on	ADP
cana-3416	157	23	mechanics	mechanic	NOUN
cana-3416	157	24	has	have	AUX
cana-3416	157	25	been	be	AUX
cana-3416	157	26	developed	develop	VERB
cana-3416	157	27	to	to	PART
cana-3416	157	28	forecast	forecast	VERB
cana-3416	157	29	how	how	SCONJ
cana-3416	157	30	shear	shear	ADJ
cana-3416	157	31	walls	wall	NOUN
cana-3416	157	32	would	would	AUX
cana-3416	157	33	break	break	VERB
cana-3416	157	34	.	.	PUNCT
cana-3416	158	1	in	in	ADP
cana-3416	158	2	order	order	NOUN
cana-3416	158	3	to	to	PART
cana-3416	158	4	quickly	quickly	ADV
cana-3416	158	5	evaluate	evaluate	VERB
cana-3416	158	6	damage	damage	NOUN
cana-3416	158	7	,	,	PUNCT
cana-3416	158	8	seismic	seismic	ADJ
cana-3416	158	9	risk	risk	NOUN
cana-3416	158	10	,	,	PUNCT
cana-3416	158	11	and	and	CCONJ
cana-3416	158	12	retrofitting	retrofit	VERB
cana-3416	158	13	decision	decision	NOUN
cana-3416	158	14	methods	method	NOUN
cana-3416	158	15	,	,	PUNCT
cana-3416	158	16	an	an	DET
cana-3416	158	17	intuitive	intuitive	ADJ
cana-3416	158	18	failure	failure	NOUN
cana-3416	158	19	mode	mode	NOUN
cana-3416	158	20	forecast	forecast	NOUN
cana-3416	158	21	is	be	AUX
cana-3416	158	22	required	require	VERB
cana-3416	158	23	.	.	PUNCT
cana-3416	159	1	the	the	DET
cana-3416	159	2	potential	potential	NOUN
cana-3416	159	3	of	of	ADP
cana-3416	159	4	ai	ai	NOUN
cana-3416	159	5	and	and	CCONJ
cana-3416	159	6	ml	ml	NOUN
cana-3416	159	7	to	to	PART
cana-3416	159	8	detect	detect	VERB
cana-3416	159	9	failure	failure	NOUN
cana-3416	159	10	modes	mode	NOUN
cana-3416	159	11	in	in	ADP
cana-3416	159	12	concrete	concrete	ADJ
cana-3416	159	13	shear	shear	NOUN
cana-3416	159	14	walls	wall	NOUN
cana-3416	159	15	is	be	AUX
cana-3416	159	16	investigated	investigate	VERB
cana-3416	159	17	in	in	ADP
cana-3416	159	18	this	this	DET
cana-3416	159	19	research	research	NOUN
cana-3416	159	20	.	.	PUNCT
cana-3416	160	1	as	as	ADP
cana-3416	160	2	a	a	DET
cana-3416	160	3	first	first	ADJ
cana-3416	160	4	step	step	NOUN
cana-3416	160	5	,	,	PUNCT
cana-3416	160	6	the	the	DET
cana-3416	160	7	writers	writer	NOUN
cana-3416	160	8	compile	compile	VERB
cana-3416	160	9	all	all	PRON
cana-3416	160	10	of	of	ADP
cana-3416	160	11	the	the	DET
cana-3416	160	12	available	available	ADJ
cana-3416	160	13	experiments	experiment	NOUN
cana-3416	160	14	into	into	ADP
cana-3416	160	15	a	a	DET
cana-3416	160	16	comprehensive	comprehensive	ADJ
cana-3416	160	17	database	database	NOUN
cana-3416	160	18	.	.	PUNCT
cana-3416	161	1	a	a	DET
cana-3416	161	2	total	total	NOUN
cana-3416	161	3	of	of	ADP
cana-3416	161	4	395	395	NUM
cana-3416	161	5	reinforced	reinforce	VERB
cana-3416	161	6	concrete	concrete	ADJ
cana-3416	161	7	shear	shear	NOUN
cana-3416	161	8	walls	wall	NOUN
cana-3416	161	9	,	,	PUNCT
cana-3416	161	10	each	each	PRON
cana-3416	161	11	having	have	VERB
cana-3416	161	12	one	one	NUM
cana-3416	161	13	bay	bay	NOUN
cana-3416	161	14	and	and	CCONJ
cana-3416	161	15	either	either	CCONJ
cana-3416	161	16	rectangular	rectangular	ADJ
cana-3416	161	17	or	or	CCONJ
cana-3416	161	18	nonrectangular	nonrectangular	ADJ
cana-3416	161	19	sections	section	NOUN
cana-3416	161	20	,	,	PUNCT
cana-3416	161	21	are	be	AUX
cana-3416	161	22	contained	contain	VERB
cana-3416	161	23	within	within	ADP
cana-3416	161	24	the	the	DET
cana-3416	161	25	data	data	NOUN
cana-3416	161	26	.	.	PUNCT
cana-3416	162	1	out	out	ADP
cana-3416	162	2	of	of	ADP
cana-3416	162	3	all	all	DET
cana-3416	162	4	the	the	DET
cana-3416	162	5	samplings	sampling	NOUN
cana-3416	162	6	recorded	record	VERB
cana-3416	162	7	in	in	ADP
cana-3416	162	8	the	the	DET
cana-3416	162	9	database	database	NOUN
cana-3416	162	10	,	,	PUNCT
cana-3416	162	11	153	153	NUM
cana-3416	162	12	had	have	VERB
cana-3416	162	13	flexural	flexural	ADJ
cana-3416	162	14	failure	failure	NOUN
cana-3416	162	15	,	,	PUNCT
cana-3416	162	16	96	96	NUM
cana-3416	162	17	had	have	VERB
cana-3416	162	18	flexure	flexure	NOUN
cana-3416	162	19	-	-	PUNCT
cana-3416	162	20	shear	shear	NOUN
cana-3416	162	21	failure	failure	NOUN
cana-3416	162	22	,	,	PUNCT
cana-3416	162	23	123	123	NUM
cana-3416	162	24	had	have	VERB
cana-3416	162	25	shear	shear	ADJ
cana-3416	162	26	failure	failure	NOUN
cana-3416	162	27	,	,	PUNCT
cana-3416	162	28	and	and	CCONJ
cana-3416	162	29	23	23	NUM
cana-3416	162	30	had	have	VERB
cana-3416	162	31	sliding	slide	VERB
cana-3416	162	32	shear	shear	NOUN
cana-3416	162	33	failure	failure	NOUN
cana-3416	162	34	.	.	PUNCT
cana-3416	163	1	drawing	draw	VERB
cana-3416	163	2	on	on	ADP
cana-3416	163	3	previous	previous	ADJ
cana-3416	163	4	research	research	NOUN
cana-3416	163	5	,	,	PUNCT
cana-3416	163	6	the	the	DET
cana-3416	163	7	authors	author	NOUN
cana-3416	163	8	developed	develop	VERB
cana-3416	163	9	a	a	DET
cana-3416	163	10	set	set	NOUN
cana-3416	163	11	of	of	ADP
cana-3416	163	12	10	10	NUM
cana-3416	163	13	input	input	NOUN
cana-3416	163	14	parameters	parameter	NOUN
cana-3416	163	15	that	that	PRON
cana-3416	163	16	accurately	accurately	ADV
cana-3416	163	17	represent	represent	VERB
cana-3416	163	18	shear	shear	PROPN
cana-3416	163	19	wall	wall	PROPN
cana-3416	163	20	geometry	geometry	PROPN
cana-3416	163	21	,	,	PUNCT
cana-3416	163	22	material	material	NOUN
cana-3416	163	23	characteristics	characteristic	NOUN
cana-3416	163	24	,	,	PUNCT
cana-3416	163	25	and	and	CCONJ
cana-3416	163	26	reinforcing	reinforce	VERB
cana-3416	163	27	details	detail	NOUN
cana-3416	163	28	.	.	PUNCT
cana-3416	164	1	two	two	NUM
cana-3416	164	2	subsets	subset	NOUN
cana-3416	164	3	,	,	PUNCT
cana-3416	164	4	the	the	DET
cana-3416	164	5	training	training	NOUN
cana-3416	164	6	set	set	NOUN
cana-3416	164	7	and	and	CCONJ
cana-3416	164	8	the	the	DET
cana-3416	164	9	test	test	NOUN
cana-3416	164	10	set	set	NOUN
cana-3416	164	11	,	,	PUNCT
cana-3416	164	12	make	make	VERB
cana-3416	164	13	up	up	ADP
cana-3416	164	14	the	the	DET
cana-3416	164	15	whole	whole	ADJ
cana-3416	164	16	dataset	dataset	NOUN
cana-3416	164	17	.	.	PUNCT
cana-3416	165	1	the	the	DET
cana-3416	165	2	prediction	prediction	NOUN
cana-3416	165	3	model	model	NOUN
cana-3416	165	4	is	be	AUX
cana-3416	165	5	built	build	VERB
cana-3416	165	6	using	use	VERB
cana-3416	165	7	the	the	DET
cana-3416	165	8	training	training	NOUN
cana-3416	165	9	set	set	NOUN
cana-3416	165	10	,	,	PUNCT
cana-3416	165	11	and	and	CCONJ
cana-3416	165	12	its	its	PRON
cana-3416	165	13	performance	performance	NOUN
cana-3416	165	14	is	be	AUX
cana-3416	165	15	assessed	assess	VERB
cana-3416	165	16	using	use	VERB
cana-3416	165	17	the	the	DET
cana-3416	165	18	test	test	NOUN
cana-3416	165	19	set	set	VERB
cana-3416	165	20	.	.	PUNCT
cana-3416	166	1	in	in	ADP
cana-3416	166	2	this	this	DET
cana-3416	166	3	research	research	NOUN
cana-3416	166	4	,	,	PUNCT
cana-3416	166	5	eight	eight	NUM
cana-3416	166	6	computer	computer	NOUN
cana-3416	166	7	vision	vision	NOUN
cana-3416	166	8	models	model	NOUN
cana-3416	166	9	were	be	AUX
cana-3416	166	10	examined	examine	VERB
cana-3416	166	11	:	:	PUNCT
cana-3416	166	12	nb	nb	INTJ
cana-3416	166	13	,	,	PUNCT
cana-3416	166	14	k	k	X
cana-3416	166	15	-	-	PUNCT
cana-3416	166	16	nearest	near	ADJ
cana-3416	166	17	neighbours	neighbour	NOUN
cana-3416	166	18	(	(	PUNCT
cana-3416	166	19	knn	knn	PROPN
cana-3416	166	20	)	)	PUNCT
cana-3416	166	21	,	,	PUNCT
cana-3416	166	22	randomized	randomize	VERB
cana-3416	166	23	forest	forest	NOUN
cana-3416	166	24	,	,	PUNCT
cana-3416	166	25	dt	dt	PROPN
cana-3416	166	26	,	,	PUNCT
cana-3416	166	27	ada	ada	PROPN
cana-3416	166	28	boost	boost	PROPN
cana-3416	166	29	,	,	PUNCT
cana-3416	166	30	xg	xg	PROPN
cana-3416	166	31	boost	boost	NOUN
cana-3416	166	32	,	,	PUNCT
cana-3416	166	33	light	light	ADJ
cana-3416	166	34	gbm	gbm	NOUN
cana-3416	166	35	,	,	PUNCT
cana-3416	166	36	and	and	CCONJ
cana-3416	166	37	cat	cat	NOUN
cana-3416	166	38	boost	boost	NOUN
cana-3416	166	39	.	.	PUNCT
cana-3416	167	1	international	international	ADJ
cana-3416	167	2	precision	precision	NOUN
cana-3416	167	3	,	,	PUNCT
cana-3416	167	4	accuracy	accuracy	NOUN
cana-3416	167	5	,	,	PUNCT
cana-3416	167	6	and	and	CCONJ
cana-3416	167	7	recall	recall	NOUN
cana-3416	167	8	were	be	AUX
cana-3416	167	9	the	the	DET
cana-3416	167	10	three	three	NUM
cana-3416	167	11	criteria	criterion	NOUN
cana-3416	167	12	used	use	VERB
cana-3416	167	13	to	to	PART
cana-3416	167	14	assess	assess	VERB
cana-3416	167	15	the	the	DET
cana-3416	167	16	model	model	NOUN
cana-3416	167	17	's	's	PART
cana-3416	167	18	performance	performance	NOUN
cana-3416	167	19	.	.	PUNCT
cana-3416	168	1	according	accord	VERB
cana-3416	168	2	to	to	ADP
cana-3416	168	3	the	the	DET
cana-3416	168	4	study	study	NOUN
cana-3416	168	5	's	's	PART
cana-3416	168	6	findings	finding	NOUN
cana-3416	168	7	,	,	PUNCT
cana-3416	168	8	random	random	ADJ
cana-3416	168	9	forest	forest	NOUN
cana-3416	168	10	outperformed	outperform	VERB
cana-3416	168	11	cat	cat	NOUN
cana-3416	168	12	boost	boost	NOUN
cana-3416	168	13	and	and	CCONJ
cana-3416	168	14	xg	xg	NOUN
cana-3416	168	15	boost	boost	NOUN
cana-3416	168	16	in	in	ADP
cana-3416	168	17	terms	term	NOUN
cana-3416	168	18	of	of	ADP
cana-3416	168	19	training	training	NOUN
cana-3416	168	20	set	set	VERB
cana-3416	168	21	accuracy	accuracy	NOUN
cana-3416	168	22	.	.	PUNCT
cana-3416	169	1	predicting	predict	VERB
cana-3416	169	2	the	the	DET
cana-3416	169	3	flexure	flexure	ADJ
cana-3416	169	4	-	-	PUNCT
cana-3416	169	5	shear	shear	NOUN
cana-3416	169	6	mode	mode	NOUN
cana-3416	169	7	is	be	AUX
cana-3416	169	8	really	really	ADV
cana-3416	169	9	rather	rather	ADV
cana-3416	169	10	challenging	challenging	ADJ
cana-3416	169	11	.	.	PUNCT
cana-3416	170	1	when	when	SCONJ
cana-3416	170	2	it	it	PRON
cana-3416	170	3	came	come	VERB
cana-3416	170	4	to	to	ADP
cana-3416	170	5	communications	communication	NOUN
cana-3416	170	6	on	on	ADP
cana-3416	170	7	applied	apply	VERB
cana-3416	170	8	nonlinear	nonlinear	ADJ
cana-3416	170	9	analysis	analysis	NOUN
cana-3416	170	10	issn	issn	NOUN
cana-3416	170	11	:	:	PUNCT
cana-3416	170	12	1074	1074	NUM
cana-3416	170	13	-	-	PUNCT
cana-3416	170	14	133x	133x	NUM
cana-3416	170	15	vol	vol	NOUN
cana-3416	170	16	32	32	NUM
cana-3416	170	17	no	no	NOUN
cana-3416	170	18	.	.	PUNCT
cana-3416	171	1	7s	7	NOUN
cana-3416	171	2	(	(	PUNCT
cana-3416	171	3	2025	2025	NUM
cana-3416	171	4	)	)	PUNCT
cana-3416	171	5	356	356	NUM
cana-3416	171	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	171	7	determining	determine	VERB
cana-3416	171	8	the	the	DET
cana-3416	171	9	mechanism	mechanism	NOUN
cana-3416	171	10	of	of	ADP
cana-3416	171	11	failure	failure	NOUN
cana-3416	171	12	for	for	ADP
cana-3416	171	13	the	the	DET
cana-3416	171	14	test	test	NOUN
cana-3416	171	15	set	set	NOUN
cana-3416	171	16	,	,	PUNCT
cana-3416	171	17	the	the	DET
cana-3416	171	18	suggested	suggest	VERB
cana-3416	171	19	random	random	ADJ
cana-3416	171	20	forest	forest	NOUN
cana-3416	171	21	model	model	NOUN
cana-3416	171	22	achieved	achieve	VERB
cana-3416	171	23	a	a	DET
cana-3416	171	24	recall	recall	NOUN
cana-3416	171	25	of	of	ADP
cana-3416	171	26	71	71	NUM
cana-3416	171	27	%	%	NOUN
cana-3416	171	28	and	and	CCONJ
cana-3416	171	29	a	a	DET
cana-3416	171	30	precision	precision	NOUN
cana-3416	171	31	of	of	ADP
cana-3416	171	32	85	85	NUM
cana-3416	171	33	%	%	NOUN
cana-3416	171	34	.	.	PUNCT
cana-3416	172	1	research	research	NOUN
cana-3416	172	2	into	into	ADP
cana-3416	172	3	random	random	ADJ
cana-3416	172	4	forest	forest	NOUN
cana-3416	172	5	led	lead	VERB
cana-3416	172	6	to	to	ADP
cana-3416	172	7	the	the	DET
cana-3416	172	8	conclusion	conclusion	NOUN
cana-3416	172	9	that	that	SCONJ
cana-3416	172	10	the	the	DET
cana-3416	172	11	aspect	aspect	NOUN
cana-3416	172	12	ratio	ratio	NOUN
cana-3416	172	13	,	,	PUNCT
cana-3416	172	14	boundaries	boundary	NOUN
cana-3416	172	15	component	component	NOUN
cana-3416	172	16	reinforcement	reinforcement	NOUN
cana-3416	172	17	indexes	index	NOUN
cana-3416	172	18	,	,	PUNCT
cana-3416	172	19	and	and	CCONJ
cana-3416	172	20	wall	wall	PROPN
cana-3416	172	21	length	length	NOUN
cana-3416	172	22	to	to	ADP
cana-3416	172	23	wall	wall	PROPN
cana-3416	172	24	thickness	thickness	PROPN
cana-3416	172	25	percentage	percentage	NOUN
cana-3416	172	26	are	be	AUX
cana-3416	172	27	the	the	DET
cana-3416	172	28	most	most	ADV
cana-3416	172	29	important	important	ADJ
cana-3416	172	30	input	input	NOUN
cana-3416	172	31	constraints	constraint	NOUN
cana-3416	172	32	controlling	control	VERB
cana-3416	172	33	the	the	DET
cana-3416	172	34	shear	shear	NOUN
cana-3416	172	35	wall	wall	NOUN
cana-3416	172	36	failure	failure	NOUN
cana-3416	172	37	method	method	NOUN
cana-3416	172	38	.	.	PUNCT
cana-3416	173	1	this	this	DET
cana-3416	173	2	research	research	NOUN
cana-3416	173	3	provides	provide	VERB
cana-3416	173	4	a	a	DET
cana-3416	173	5	quick	quick	ADJ
cana-3416	173	6	,	,	PUNCT
cana-3416	173	7	data	data	NOUN
cana-3416	173	8	-	-	PUNCT
cana-3416	173	9	driven	drive	VERB
cana-3416	173	10	approach	approach	NOUN
cana-3416	173	11	to	to	ADP
cana-3416	173	12	design	design	NOUN
cana-3416	173	13	offices	office	NOUN
cana-3416	173	14	throughout	throughout	ADP
cana-3416	173	15	the	the	DET
cana-3416	173	16	globe	globe	NOUN
cana-3416	173	17	by	by	ADP
cana-3416	173	18	demonstrating	demonstrate	VERB
cana-3416	173	19	that	that	DET
cana-3416	173	20	machine	machine	NOUN
cana-3416	173	21	learning	learning	NOUN
cana-3416	173	22	methods	method	NOUN
cana-3416	173	23	can	can	AUX
cana-3416	173	24	anticipate	anticipate	VERB
cana-3416	173	25	the	the	DET
cana-3416	173	26	failure	failure	NOUN
cana-3416	173	27	method	method	NOUN
cana-3416	173	28	for	for	ADP
cana-3416	173	29	shearing	shear	VERB
cana-3416	173	30	walls	wall	NOUN
cana-3416	173	31	.	.	PUNCT
cana-3416	174	1	the	the	DET
cana-3416	174	2	open	open	ADJ
cana-3416	174	3	-	-	PUNCT
cana-3416	174	4	source	source	NOUN
cana-3416	174	5	model	model	NOUN
cana-3416	174	6	may	may	AUX
cana-3416	174	7	be	be	AUX
cana-3416	174	8	continuously	continuously	ADV
cana-3416	174	9	improved	improve	VERB
cana-3416	174	10	by	by	ADP
cana-3416	174	11	adding	add	VERB
cana-3416	174	12	additional	additional	ADJ
cana-3416	174	13	experimental	experimental	ADJ
cana-3416	174	14	data	datum	NOUN
cana-3416	174	15	.	.	PUNCT
cana-3416	175	1	researchers	researcher	NOUN
cana-3416	175	2	may	may	AUX
cana-3416	175	3	use	use	VERB
cana-3416	175	4	it	it	PRON
cana-3416	175	5	to	to	PART
cana-3416	175	6	prepare	prepare	VERB
cana-3416	175	7	studies	study	NOUN
cana-3416	175	8	for	for	ADP
cana-3416	175	9	the	the	DET
cana-3416	175	10	future	future	NOUN
cana-3416	175	11	as	as	ADV
cana-3416	175	12	well	well	ADV
cana-3416	175	13	.	.	PUNCT
cana-3416	176	1	the	the	DET
cana-3416	176	2	method	method	NOUN
cana-3416	176	3	can	can	AUX
cana-3416	176	4	detect	detect	VERB
cana-3416	176	5	the	the	DET
cana-3416	176	6	mechanism	mechanism	NOUN
cana-3416	176	7	of	of	ADP
cana-3416	176	8	failure	failure	NOUN
cana-3416	176	9	,	,	PUNCT
cana-3416	176	10	but	but	CCONJ
cana-3416	176	11	it	it	PRON
cana-3416	176	12	has	have	AUX
cana-3416	176	13	not	not	PART
cana-3416	176	14	yet	yet	ADV
cana-3416	176	15	determined	determine	VERB
cana-3416	176	16	the	the	DET
cana-3416	176	17	root	root	NOUN
cana-3416	176	18	cause	cause	NOUN
cana-3416	176	19	.	.	PUNCT
cana-3416	177	1	damage	damage	NOUN
cana-3416	177	2	progression	progression	NOUN
cana-3416	177	3	tracking	tracking	NOUN
cana-3416	177	4	and	and	CCONJ
cana-3416	177	5	improved	improved	ADJ
cana-3416	177	6	failure	failure	NOUN
cana-3416	177	7	mode	mode	NOUN
cana-3416	177	8	diagnosis	diagnosis	NOUN
cana-3416	177	9	need	need	VERB
cana-3416	177	10	more	more	ADJ
cana-3416	177	11	investigation	investigation	NOUN
cana-3416	177	12	.	.	PUNCT
cana-3416	178	1	reference	reference	NOUN
cana-3416	178	2	:	:	PUNCT
cana-3416	179	1	[	[	X
cana-3416	179	2	1	1	NUM
cana-3416	179	3	]	]	X
cana-3416	179	4	zhang	zhang	PROPN
cana-3416	179	5	,	,	PUNCT
cana-3416	179	6	tianyang	tianyang	PROPN
cana-3416	179	7	,	,	PUNCT
cana-3416	179	8	et	et	PROPN
cana-3416	179	9	al	al	PROPN
cana-3416	179	10	.	.	PUNCT
cana-3416	180	1	"	"	PUNCT
cana-3416	180	2	seismic	seismic	ADJ
cana-3416	180	3	response	response	NOUN
cana-3416	180	4	prediction	prediction	NOUN
cana-3416	180	5	of	of	ADP
cana-3416	180	6	a	a	DET
cana-3416	180	7	damped	damped	ADJ
cana-3416	180	8	structure	structure	NOUN
cana-3416	180	9	based	base	VERB
cana-3416	180	10	on	on	ADP
cana-3416	180	11	data	data	NOUN
cana-3416	180	12	-	-	PUNCT
cana-3416	180	13	driven	drive	VERB
cana-3416	180	14	machine	machine	NOUN
cana-3416	180	15	learning	learning	NOUN
cana-3416	180	16	methods	method	NOUN
cana-3416	180	17	.	.	PUNCT
cana-3416	180	18	"	"	PUNCT
cana-3416	181	1	engineering	engineering	NOUN
cana-3416	181	2	structures	structure	NOUN
cana-3416	181	3	301	301	NUM
cana-3416	181	4	(	(	PUNCT
cana-3416	181	5	2024	2024	NUM
cana-3416	181	6	):	):	PUNCT
cana-3416	181	7	117264	117264	NUM
cana-3416	181	8	.	.	PUNCT
cana-3416	182	1	[	[	X
cana-3416	182	2	2	2	NUM
cana-3416	182	3	]	]	X
cana-3416	182	4	luo	luo	PROPN
cana-3416	182	5	,	,	PUNCT
cana-3416	182	6	huan	huan	PROPN
cana-3416	182	7	,	,	PUNCT
cana-3416	182	8	and	and	CCONJ
cana-3416	182	9	stephanie	stephanie	PROPN
cana-3416	182	10	german	german	PROPN
cana-3416	182	11	paal	paal	PROPN
cana-3416	182	12	.	.	PUNCT
cana-3416	183	1	"	"	PUNCT
cana-3416	183	2	data	data	NOUN
cana-3416	183	3	-	-	PUNCT
cana-3416	183	4	driven	drive	VERB
cana-3416	183	5	seismic	seismic	ADJ
cana-3416	183	6	response	response	NOUN
cana-3416	183	7	prediction	prediction	NOUN
cana-3416	183	8	of	of	ADP
cana-3416	183	9	structural	structural	ADJ
cana-3416	183	10	components	component	NOUN
cana-3416	183	11	.	.	PUNCT
cana-3416	183	12	"	"	PUNCT
cana-3416	184	1	earthquake	earthquake	NOUN
cana-3416	184	2	spectra	spectra	NOUN
cana-3416	184	3	38.2	38.2	NUM
cana-3416	184	4	(	(	PUNCT
cana-3416	184	5	2022	2022	NUM
cana-3416	184	6	):	):	PUNCT
cana-3416	184	7	1382	1382	NUM
cana-3416	184	8	-	-	SYM
cana-3416	184	9	1416	1416	NUM
cana-3416	184	10	.	.	PUNCT
cana-3416	185	1	[	[	X
cana-3416	185	2	3	3	NUM
cana-3416	185	3	]	]	SYM
cana-3416	185	4	xu	xu	PROPN
cana-3416	185	5	,	,	PUNCT
cana-3416	185	6	ji	ji	PROPN
cana-3416	185	7	-	-	PUNCT
cana-3416	185	8	gang	gang	NOUN
cana-3416	185	9	,	,	PUNCT
cana-3416	185	10	et	et	PROPN
cana-3416	185	11	al	al	PROPN
cana-3416	185	12	.	.	PUNCT
cana-3416	186	1	"	"	PUNCT
cana-3416	186	2	seismic	seismic	ADJ
cana-3416	186	3	performance	performance	NOUN
cana-3416	186	4	assessment	assessment	NOUN
cana-3416	186	5	of	of	ADP
cana-3416	186	6	corroded	corroded	ADJ
cana-3416	186	7	rc	rc	PROPN
cana-3416	186	8	columns	column	NOUN
cana-3416	186	9	based	base	VERB
cana-3416	186	10	on	on	ADP
cana-3416	186	11	data	data	NOUN
cana-3416	186	12	-	-	PUNCT
cana-3416	186	13	driven	drive	VERB
cana-3416	186	14	machinelearning	machinelearning	NOUN
cana-3416	186	15	approach	approach	NOUN
cana-3416	186	16	.	.	PUNCT
cana-3416	186	17	"	"	PUNCT
cana-3416	187	1	engineering	engineering	NOUN
cana-3416	187	2	structures	structure	NOUN
cana-3416	187	3	255	255	NUM
cana-3416	187	4	(	(	PUNCT
cana-3416	187	5	2022	2022	NUM
cana-3416	187	6	):	):	PUNCT
cana-3416	187	7	113936	113936	NUM
cana-3416	187	8	.	.	PUNCT
cana-3416	188	1	[	[	X
cana-3416	188	2	4	4	NUM
cana-3416	188	3	]	]	X
cana-3416	188	4	nguyen	nguyen	NOUN
cana-3416	188	5	,	,	PUNCT
cana-3416	188	6	hoang	hoang	PROPN
cana-3416	188	7	d.	d.	PROPN
cana-3416	188	8	,	,	PUNCT
cana-3416	188	9	et	et	PROPN
cana-3416	188	10	al	al	PROPN
cana-3416	188	11	.	.	PUNCT
cana-3416	189	1	"	"	PUNCT
cana-3416	189	2	development	development	NOUN
cana-3416	189	3	of	of	ADP
cana-3416	189	4	data	data	NOUN
cana-3416	189	5	-	-	PUNCT
cana-3416	189	6	driven	drive	VERB
cana-3416	189	7	models	model	NOUN
cana-3416	189	8	to	to	PART
cana-3416	189	9	predict	predict	VERB
cana-3416	189	10	seismic	seismic	ADJ
cana-3416	189	11	drift	drift	NOUN
cana-3416	189	12	response	response	NOUN
cana-3416	189	13	of	of	ADP
cana-3416	189	14	rc	rc	PROPN
cana-3416	189	15	wall	wall	PROPN
cana-3416	189	16	structures	structure	NOUN
cana-3416	189	17	:	:	PUNCT
cana-3416	189	18	an	an	DET
cana-3416	189	19	application	application	NOUN
cana-3416	189	20	of	of	ADP
cana-3416	189	21	deep	deep	ADJ
cana-3416	189	22	neural	neural	ADJ
cana-3416	189	23	networks	network	NOUN
cana-3416	189	24	.	.	PUNCT
cana-3416	189	25	"	"	PUNCT
cana-3416	189	26	soil	soil	NOUN
cana-3416	189	27	dynamics	dynamic	NOUN
cana-3416	189	28	and	and	CCONJ
cana-3416	189	29	earthquake	earthquake	NOUN
cana-3416	189	30	engineering	engineering	NOUN
cana-3416	189	31	186	186	NUM
cana-3416	189	32	(	(	PUNCT
cana-3416	189	33	2024	2024	NUM
cana-3416	189	34	):	):	PUNCT
cana-3416	189	35	108952	108952	NUM
cana-3416	189	36	.	.	PUNCT
cana-3416	190	1	[	[	X
cana-3416	190	2	5	5	NUM
cana-3416	190	3	]	]	PUNCT
cana-3416	190	4	harati	harati	NOUN
cana-3416	190	5	,	,	PUNCT
cana-3416	190	6	mojtaba	mojtaba	NOUN
cana-3416	190	7	,	,	PUNCT
cana-3416	190	8	and	and	CCONJ
cana-3416	190	9	john	john	PROPN
cana-3416	190	10	w.	w.	PROPN
cana-3416	190	11	van	van	PROPN
cana-3416	190	12	de	de	PROPN
cana-3416	190	13	lindt	lindt	PROPN
cana-3416	190	14	.	.	PUNCT
cana-3416	191	1	"	"	PUNCT
cana-3416	191	2	data‐driven	data‐driven	ADJ
cana-3416	191	3	machine	machine	NOUN
cana-3416	191	4	learning	learn	VERB
cana-3416	191	5	for	for	ADP
cana-3416	191	6	multi‐hazard	multi‐hazard	NOUN
cana-3416	191	7	fragility	fragility	NOUN
cana-3416	191	8	surfaces	surface	NOUN
cana-3416	191	9	in	in	ADP
cana-3416	191	10	seismic	seismic	ADJ
cana-3416	191	11	resilience	resilience	NOUN
cana-3416	191	12	analysis	analysis	NOUN
cana-3416	191	13	.	.	PUNCT
cana-3416	191	14	"	"	PUNCT
cana-3416	192	1	computer‐aided	computer‐aide	VERB
cana-3416	192	2	civil	civil	ADJ
cana-3416	192	3	and	and	CCONJ
cana-3416	192	4	infrastructure	infrastructure	NOUN
cana-3416	192	5	engineering	engineering	NOUN
cana-3416	192	6	(	(	PUNCT
cana-3416	192	7	2024	2024	NUM
cana-3416	192	8	)	)	PUNCT
cana-3416	192	9	.	.	PUNCT
cana-3416	193	1	[	[	X
cana-3416	193	2	6	6	NUM
cana-3416	193	3	]	]	X
cana-3416	193	4	zhang	zhang	PROPN
cana-3416	193	5	,	,	PUNCT
cana-3416	193	6	ruiyang	ruiyang	PROPN
cana-3416	193	7	,	,	PUNCT
cana-3416	193	8	yang	yang	PROPN
cana-3416	193	9	liu	liu	PROPN
cana-3416	193	10	,	,	PUNCT
cana-3416	193	11	and	and	CCONJ
cana-3416	193	12	hao	hao	PROPN
cana-3416	193	13	sun	sun	PROPN
cana-3416	193	14	.	.	PUNCT
cana-3416	194	1	"	"	PUNCT
cana-3416	194	2	physics	physics	NOUN
cana-3416	194	3	-	-	PUNCT
cana-3416	194	4	guided	guide	VERB
cana-3416	194	5	convolutional	convolutional	ADJ
cana-3416	194	6	neural	neural	ADJ
cana-3416	194	7	network	network	NOUN
cana-3416	194	8	(	(	PUNCT
cana-3416	194	9	phycnn	phycnn	PROPN
cana-3416	194	10	)	)	PUNCT
cana-3416	194	11	for	for	ADP
cana-3416	194	12	data	data	NOUN
cana-3416	194	13	-	-	PUNCT
cana-3416	194	14	driven	drive	VERB
cana-3416	194	15	seismic	seismic	ADJ
cana-3416	194	16	response	response	NOUN
cana-3416	194	17	modeling	modeling	NOUN
cana-3416	194	18	.	.	PUNCT
cana-3416	194	19	"	"	PUNCT
cana-3416	195	1	engineering	engineering	NOUN
cana-3416	195	2	structures	structure	NOUN
cana-3416	195	3	215	215	NUM
cana-3416	195	4	(	(	PUNCT
cana-3416	195	5	2020	2020	NUM
cana-3416	195	6	):	):	PUNCT
cana-3416	195	7	110704	110704	NUM
cana-3416	195	8	.	.	PUNCT
cana-3416	196	1	[	[	X
cana-3416	196	2	7	7	NUM
cana-3416	196	3	]	]	X
cana-3416	196	4	kumar	kumar	PROPN
cana-3416	196	5	,	,	PUNCT
cana-3416	196	6	t.	t.	NOUN
cana-3416	196	7	rajasanthosh	rajasanthosh	NOUN
cana-3416	196	8	,	,	PUNCT
cana-3416	196	9	g.	g.	PROPN
cana-3416	196	10	laxmaiah	laxmaiah	PROPN
cana-3416	196	11	,	,	PUNCT
cana-3416	196	12	and	and	CCONJ
cana-3416	196	13	s.	s.	PROPN
cana-3416	196	14	solomon	solomon	PROPN
cana-3416	196	15	raj	raj	PROPN
cana-3416	196	16	.	.	PUNCT
cana-3416	197	1	"	"	PUNCT
cana-3416	197	2	a	a	DET
cana-3416	197	3	framework	framework	NOUN
cana-3416	197	4	of	of	ADP
cana-3416	197	5	intelligent	intelligent	ADJ
cana-3416	197	6	manufacturing	manufacturing	NOUN
cana-3416	197	7	process	process	NOUN
cana-3416	197	8	by	by	ADP
cana-3416	197	9	integrating	integrate	VERB
cana-3416	197	10	various	various	ADJ
cana-3416	197	11	function	function	NOUN
cana-3416	197	12	.	.	PUNCT
cana-3416	197	13	"	"	PUNCT
cana-3416	198	1	ai	ai	VERB
cana-3416	198	2	-	-	PUNCT
cana-3416	198	3	driven	drive	VERB
cana-3416	198	4	iot	iot	NOUN
cana-3416	198	5	systems	system	NOUN
cana-3416	198	6	for	for	ADP
cana-3416	198	7	industry	industry	NOUN
cana-3416	198	8	4.0	4.0	NUM
cana-3416	198	9	.	.	PUNCT
cana-3416	199	1	crc	crc	PROPN
cana-3416	199	2	press	press	PROPN
cana-3416	199	3	241	241	NUM
cana-3416	199	4	-	-	SYM
cana-3416	199	5	254	254	NUM
cana-3416	199	6	.	.	PUNCT
cana-3416	200	1	[	[	X
cana-3416	200	2	8	8	NUM
cana-3416	200	3	]	]	X
cana-3416	200	4	gao	gao	PROPN
cana-3416	200	5	,	,	PUNCT
cana-3416	200	6	zhaoqi	zhaoqi	PROPN
cana-3416	200	7	,	,	PUNCT
cana-3416	200	8	et	et	PROPN
cana-3416	200	9	al	al	PROPN
cana-3416	200	10	.	.	PUNCT
cana-3416	201	1	"	"	PUNCT
cana-3416	201	2	building	build	VERB
cana-3416	201	3	large	large	ADJ
cana-3416	201	4	-	-	PUNCT
cana-3416	201	5	scale	scale	NOUN
cana-3416	201	6	density	density	NOUN
cana-3416	201	7	model	model	NOUN
cana-3416	201	8	via	via	ADP
cana-3416	201	9	a	a	DET
cana-3416	201	10	deep	deep	ADJ
cana-3416	201	11	-	-	PUNCT
cana-3416	201	12	learning	learning	NOUN
cana-3416	201	13	-	-	PUNCT
cana-3416	201	14	based	base	VERB
cana-3416	201	15	data	data	NOUN
cana-3416	201	16	-	-	PUNCT
cana-3416	201	17	driven	drive	VERB
cana-3416	201	18	method	method	NOUN
cana-3416	201	19	.	.	PUNCT
cana-3416	201	20	"	"	PUNCT
cana-3416	201	21	geophysics	geophysic	NOUN
cana-3416	201	22	86.1	86.1	NUM
cana-3416	201	23	(	(	PUNCT
cana-3416	201	24	2021	2021	NUM
cana-3416	201	25	):	):	PUNCT
cana-3416	201	26	m1	m1	NOUN
cana-3416	201	27	-	-	PUNCT
cana-3416	201	28	m15	m15	NOUN
cana-3416	201	29	.	.	PUNCT
cana-3416	202	1	[	[	X
cana-3416	202	2	9	9	NUM
cana-3416	202	3	]	]	PUNCT
cana-3416	202	4	patro	patro	NOUN
cana-3416	202	5	,	,	PUNCT
cana-3416	202	6	pramoda	pramoda	PROPN
cana-3416	202	7	,	,	PUNCT
cana-3416	202	8	et	et	PROPN
cana-3416	202	9	al	al	PROPN
cana-3416	202	10	.	.	PUNCT
cana-3416	203	1	"	"	PUNCT
cana-3416	203	2	a	a	DET
cana-3416	203	3	hybrid	hybrid	ADJ
cana-3416	203	4	approach	approach	NOUN
cana-3416	203	5	estimates	estimate	VERB
cana-3416	203	6	the	the	DET
cana-3416	203	7	real	real	ADJ
cana-3416	203	8	-	-	PUNCT
cana-3416	203	9	time	time	NOUN
cana-3416	203	10	health	health	NOUN
cana-3416	203	11	state	state	NOUN
cana-3416	203	12	of	of	ADP
cana-3416	203	13	a	a	DET
cana-3416	203	14	bearing	bearing	NOUN
cana-3416	203	15	by	by	ADP
cana-3416	203	16	accelerated	accelerate	VERB
cana-3416	203	17	degradation	degradation	NOUN
cana-3416	203	18	tests	test	NOUN
cana-3416	203	19	,	,	PUNCT
cana-3416	203	20	machine	machine	NOUN
cana-3416	203	21	learning	learning	NOUN
cana-3416	203	22	.	.	PUNCT
cana-3416	203	23	"	"	PUNCT
cana-3416	204	1	2021	2021	NUM
cana-3416	204	2	second	second	ADJ
cana-3416	204	3	international	international	ADJ
cana-3416	204	4	conference	conference	NOUN
cana-3416	204	5	on	on	ADP
cana-3416	204	6	smart	smart	ADJ
cana-3416	204	7	technologies	technology	NOUN
cana-3416	204	8	in	in	ADP
cana-3416	204	9	computing	computing	NOUN
cana-3416	204	10	,	,	PUNCT
cana-3416	204	11	electrical	electrical	ADJ
cana-3416	204	12	and	and	CCONJ
cana-3416	204	13	electronics	electronics	NOUN
cana-3416	204	14	(	(	PUNCT
cana-3416	204	15	icstcee	icstcee	NOUN
cana-3416	204	16	)	)	PUNCT
cana-3416	204	17	.	.	PUNCT
cana-3416	205	1	ieee	ieee	NOUN
cana-3416	205	2	,	,	PUNCT
cana-3416	205	3	2021	2021	NUM
cana-3416	205	4	.	.	PUNCT
cana-3416	206	1	[	[	X
cana-3416	206	2	10	10	NUM
cana-3416	206	3	]	]	X
cana-3416	206	4	kazemi	kazemi	PROPN
cana-3416	206	5	,	,	PUNCT
cana-3416	206	6	farzin	farzin	PROPN
cana-3416	206	7	,	,	PUNCT
cana-3416	206	8	neda	neda	PROPN
cana-3416	206	9	asgarkhani	asgarkhani	PROPN
cana-3416	206	10	,	,	PUNCT
cana-3416	206	11	and	and	CCONJ
cana-3416	206	12	robert	robert	PROPN
cana-3416	206	13	jankowski	jankowski	PROPN
cana-3416	206	14	.	.	PUNCT
cana-3416	207	1	"	"	PUNCT
cana-3416	207	2	machine	machine	NOUN
cana-3416	207	3	learning	learning	NOUN
cana-3416	207	4	-	-	PUNCT
cana-3416	207	5	based	base	VERB
cana-3416	207	6	seismic	seismic	ADJ
cana-3416	207	7	response	response	NOUN
cana-3416	207	8	and	and	CCONJ
cana-3416	207	9	performance	performance	NOUN
cana-3416	207	10	assessment	assessment	NOUN
cana-3416	207	11	of	of	ADP
cana-3416	207	12	reinforced	reinforce	VERB
cana-3416	207	13	concrete	concrete	ADJ
cana-3416	207	14	buildings	building	NOUN
cana-3416	207	15	.	.	PUNCT
cana-3416	207	16	"	"	PUNCT
cana-3416	208	1	archives	archive	NOUN
cana-3416	208	2	of	of	ADP
cana-3416	208	3	civil	civil	ADJ
cana-3416	208	4	and	and	CCONJ
cana-3416	208	5	mechanical	mechanical	ADJ
cana-3416	208	6	engineering	engineering	NOUN
cana-3416	208	7	23.2	23.2	NUM
cana-3416	208	8	(	(	PUNCT
cana-3416	208	9	2023	2023	NUM
cana-3416	208	10	):	):	PUNCT
cana-3416	208	11	94	94	NUM
cana-3416	208	12	.	.	PUNCT
cana-3416	209	1	[	[	X
cana-3416	209	2	11	11	NUM
cana-3416	209	3	]	]	X
cana-3416	209	4	liao	liao	PROPN
cana-3416	209	5	,	,	PUNCT
cana-3416	209	6	yangyang	yangyang	PROPN
cana-3416	209	7	,	,	PUNCT
cana-3416	209	8	et	et	PROPN
cana-3416	209	9	al	al	PROPN
cana-3416	209	10	.	.	PUNCT
cana-3416	210	1	"	"	PUNCT
cana-3416	210	2	response	response	NOUN
cana-3416	210	3	prediction	prediction	NOUN
cana-3416	210	4	for	for	ADP
cana-3416	210	5	linear	linear	ADJ
cana-3416	210	6	and	and	CCONJ
cana-3416	210	7	nonlinear	nonlinear	ADJ
cana-3416	210	8	structures	structure	NOUN
cana-3416	210	9	based	base	VERB
cana-3416	210	10	on	on	ADP
cana-3416	210	11	data	data	NOUN
cana-3416	210	12	-	-	PUNCT
cana-3416	210	13	driven	drive	VERB
cana-3416	210	14	deep	deep	ADJ
cana-3416	210	15	learning	learning	NOUN
cana-3416	210	16	.	.	PUNCT
cana-3416	210	17	"	"	PUNCT
cana-3416	210	18	applied	apply	VERB
cana-3416	210	19	sciences	science	NOUN
cana-3416	210	20	13.10	13.10	NUM
cana-3416	210	21	(	(	PUNCT
cana-3416	210	22	2023	2023	NUM
cana-3416	210	23	):	):	PUNCT
cana-3416	210	24	5918	5918	NUM
cana-3416	210	25	.	.	PUNCT
cana-3416	211	1	[	[	X
cana-3416	211	2	12	12	NUM
cana-3416	211	3	]	]	X
cana-3416	211	4	shabbir	shabbir	PROPN
cana-3416	211	5	,	,	PUNCT
cana-3416	211	6	khurram	khurram	PROPN
cana-3416	211	7	,	,	PUNCT
cana-3416	211	8	mohamed	mohamed	PROPN
cana-3416	211	9	noureldin	noureldin	PROPN
cana-3416	211	10	,	,	PUNCT
cana-3416	211	11	and	and	CCONJ
cana-3416	211	12	sung‐han	sung‐han	ADV
cana-3416	211	13	sim	sim	ADJ
cana-3416	211	14	.	.	PUNCT
cana-3416	212	1	"	"	PUNCT
cana-3416	212	2	data‐driven	data‐driven	ADJ
cana-3416	212	3	model	model	NOUN
cana-3416	212	4	for	for	ADP
cana-3416	212	5	seismic	seismic	ADJ
cana-3416	212	6	assessment	assessment	NOUN
cana-3416	212	7	,	,	PUNCT
cana-3416	212	8	design	design	NOUN
cana-3416	212	9	,	,	PUNCT
cana-3416	212	10	and	and	CCONJ
cana-3416	212	11	retrofit	retrofit	NOUN
cana-3416	212	12	of	of	ADP
cana-3416	212	13	structures	structure	NOUN
cana-3416	212	14	using	use	VERB
cana-3416	212	15	explainable	explainable	ADJ
cana-3416	212	16	artificial	artificial	ADJ
cana-3416	212	17	intelligence	intelligence	NOUN
cana-3416	212	18	.	.	PUNCT
cana-3416	212	19	"	"	PUNCT
cana-3416	213	1	computer‐aided	computer‐aide	VERB
cana-3416	213	2	civil	civil	ADJ
cana-3416	213	3	and	and	CCONJ
cana-3416	213	4	infrastructure	infrastructure	NOUN
cana-3416	213	5	engineering	engineering	NOUN
cana-3416	213	6	(	(	PUNCT
cana-3416	213	7	2024	2024	NUM
cana-3416	213	8	)	)	PUNCT
cana-3416	213	9	.	.	PUNCT
cana-3416	214	1	[	[	X
cana-3416	214	2	13	13	NUM
cana-3416	214	3	]	]	X
cana-3416	214	4	kim	kim	PROPN
cana-3416	214	5	,	,	PUNCT
cana-3416	214	6	sungil	sungil	PROPN
cana-3416	214	7	,	,	PUNCT
cana-3416	214	8	et	et	PROPN
cana-3416	214	9	al	al	PROPN
cana-3416	214	10	.	.	PUNCT
cana-3416	215	1	"	"	PUNCT
cana-3416	215	2	data	data	NOUN
cana-3416	215	3	-	-	PUNCT
cana-3416	215	4	driven	drive	VERB
cana-3416	215	5	signal	signal	NOUN
cana-3416	215	6	–	–	PUNCT
cana-3416	215	7	noise	noise	NOUN
cana-3416	215	8	classification	classification	NOUN
cana-3416	215	9	for	for	ADP
cana-3416	215	10	micro	micro	PROPN
cana-3416	215	11	seismic	seismic	ADJ
cana-3416	215	12	data	datum	NOUN
cana-3416	215	13	using	use	VERB
cana-3416	215	14	machine	machine	NOUN
cana-3416	215	15	learning	learning	NOUN
cana-3416	215	16	.	.	PUNCT
cana-3416	215	17	"	"	PUNCT
cana-3416	215	18	energies	energy	NOUN
cana-3416	215	19	14.5	14.5	NUM
cana-3416	215	20	(	(	PUNCT
cana-3416	215	21	2021	2021	NUM
cana-3416	215	22	):	):	PUNCT
cana-3416	215	23	1499	1499	NUM
cana-3416	215	24	.	.	PUNCT
cana-3416	216	1	communications	communication	NOUN
cana-3416	216	2	on	on	ADP
cana-3416	216	3	applied	apply	VERB
cana-3416	216	4	nonlinear	nonlinear	ADJ
cana-3416	216	5	analysis	analysis	NOUN
cana-3416	216	6	issn	issn	NOUN
cana-3416	216	7	:	:	PUNCT
cana-3416	216	8	1074	1074	NUM
cana-3416	216	9	-	-	PUNCT
cana-3416	216	10	133x	133x	NUM
cana-3416	216	11	vol	vol	NOUN
cana-3416	216	12	32	32	NUM
cana-3416	216	13	no	no	NOUN
cana-3416	216	14	.	.	PUNCT
cana-3416	217	1	7s	7	NOUN
cana-3416	217	2	(	(	PUNCT
cana-3416	217	3	2025	2025	NUM
cana-3416	217	4	)	)	PUNCT
cana-3416	217	5	357	357	NUM
cana-3416	217	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3416	218	1	[	[	X
cana-3416	218	2	14	14	NUM
cana-3416	218	3	]	]	X
cana-3416	218	4	chen	chen	PROPN
cana-3416	218	5	,	,	PUNCT
cana-3416	218	6	peng	peng	PROPN
cana-3416	218	7	-	-	PUNCT
cana-3416	218	8	yu	yu	PROPN
cana-3416	218	9	,	,	PUNCT
cana-3416	218	10	and	and	CCONJ
cana-3416	218	11	xingquan	xingquan	PROPN
cana-3416	218	12	guan	guan	PROPN
cana-3416	218	13	.	.	PUNCT
cana-3416	219	1	"	"	PUNCT
cana-3416	219	2	a	a	DET
cana-3416	219	3	multi	multi	ADJ
cana-3416	219	4	-	-	ADJ
cana-3416	219	5	source	source	ADJ
cana-3416	219	6	data	data	NOUN
cana-3416	219	7	-	-	PUNCT
cana-3416	219	8	driven	drive	VERB
cana-3416	219	9	approach	approach	NOUN
cana-3416	219	10	for	for	ADP
cana-3416	219	11	evaluating	evaluate	VERB
cana-3416	219	12	the	the	DET
cana-3416	219	13	seismic	seismic	ADJ
cana-3416	219	14	response	response	NOUN
cana-3416	219	15	of	of	ADP
cana-3416	219	16	non	non	ADJ
cana-3416	219	17	-	-	ADJ
cana-3416	219	18	ductile	ductile	ADJ
cana-3416	219	19	reinforced	reinforce	VERB
cana-3416	219	20	concrete	concrete	ADJ
cana-3416	219	21	moment	moment	NOUN
cana-3416	219	22	frames	frame	NOUN
cana-3416	219	23	.	.	PUNCT
cana-3416	219	24	"	"	PUNCT
cana-3416	220	1	engineering	engineering	NOUN
cana-3416	220	2	structures	structure	NOUN
cana-3416	220	3	278	278	NUM
cana-3416	220	4	(	(	PUNCT
cana-3416	220	5	2023	2023	NUM
cana-3416	220	6	):	):	PUNCT
cana-3416	220	7	115452	115452	NUM
cana-3416	220	8	.	.	PUNCT
cana-3416	221	1	[	[	X
cana-3416	221	2	15	15	NUM
cana-3416	221	3	]	]	X
cana-3416	221	4	ghimire	ghimire	NOUN
cana-3416	221	5	,	,	PUNCT
cana-3416	221	6	subash	subash	PROPN
cana-3416	221	7	.	.	PUNCT
cana-3416	222	1	data	data	NOUN
cana-3416	222	2	-	-	PUNCT
cana-3416	222	3	driven	drive	VERB
cana-3416	222	4	-	-	PUNCT
cana-3416	222	5	based	base	VERB
cana-3416	222	6	models	model	NOUN
cana-3416	222	7	for	for	ADP
cana-3416	222	8	seismic	seismic	ADJ
cana-3416	222	9	damage	damage	NOUN
cana-3416	222	10	assessment	assessment	NOUN
cana-3416	222	11	of	of	ADP
cana-3416	222	12	buildings	building	NOUN
cana-3416	222	13	:	:	PUNCT
cana-3416	222	14	using	use	VERB
cana-3416	222	15	machine	machine	NOUN
cana-3416	222	16	learning	learning	NOUN
cana-3416	222	17	at	at	ADP
cana-3416	222	18	a	a	DET
cana-3416	222	19	regional	regional	ADJ
cana-3416	222	20	scale	scale	NOUN
cana-3416	222	21	and	and	CCONJ
cana-3416	222	22	in	in	ADP
cana-3416	222	23	-	-	PUNCT
cana-3416	222	24	situ	situ	ADJ
cana-3416	222	25	structural	structural	ADJ
cana-3416	222	26	monitoring	monitoring	NOUN
cana-3416	222	27	at	at	ADP
cana-3416	222	28	building	building	NOUN
cana-3416	222	29	scale	scale	NOUN
cana-3416	222	30	.	.	PUNCT
cana-3416	223	1	diss	diss	PROPN
cana-3416	223	2	.	.	PUNCT
cana-3416	224	1	université	université	PROPN
cana-3416	224	2	grenoble	grenoble	PROPN
cana-3416	224	3	alpes	alpes	PROPN
cana-3416	225	1	[	[	X
cana-3416	225	2	2020-	2020-	NUM
cana-3416	225	3	....	....	SYM
cana-3416	225	4	]	]	X
cana-3416	225	5	,	,	PUNCT
cana-3416	225	6	2023	2023	NUM
cana-3416	225	7	.	.	PUNCT
cana-3416	226	1	[	[	X
cana-3416	226	2	16	16	NUM
cana-3416	226	3	]	]	X
cana-3416	226	4	todorov	todorov	NOUN
cana-3416	226	5	,	,	PUNCT
cana-3416	226	6	borislav	borislav	NOUN
cana-3416	226	7	,	,	PUNCT
cana-3416	226	8	and	and	CCONJ
cana-3416	226	9	ahm	ahm	PROPN
cana-3416	226	10	muntasir	muntasir	NOUN
cana-3416	226	11	billah	billah	PROPN
cana-3416	226	12	.	.	PUNCT
cana-3416	227	1	"	"	PUNCT
cana-3416	227	2	machine	machine	NOUN
cana-3416	227	3	learning	learn	VERB
cana-3416	227	4	driven	drive	VERB
cana-3416	227	5	seismic	seismic	ADJ
cana-3416	227	6	performance	performance	NOUN
cana-3416	227	7	limit	limit	NOUN
cana-3416	227	8	state	state	NOUN
cana-3416	227	9	identification	identification	NOUN
cana-3416	227	10	for	for	ADP
cana-3416	227	11	performance	performance	NOUN
cana-3416	227	12	-	-	PUNCT
cana-3416	227	13	based	base	VERB
cana-3416	227	14	seismic	seismic	ADJ
cana-3416	227	15	design	design	NOUN
cana-3416	227	16	of	of	ADP
cana-3416	227	17	bridge	bridge	NOUN
cana-3416	227	18	piers	pier	NOUN
cana-3416	227	19	.	.	PUNCT
cana-3416	227	20	"	"	PUNCT
cana-3416	228	1	engineering	engineering	NOUN
cana-3416	228	2	structures	structure	NOUN
cana-3416	228	3	255	255	NUM
cana-3416	228	4	(	(	PUNCT
cana-3416	228	5	2022	2022	NUM
cana-3416	228	6	):	):	PUNCT
cana-3416	228	7	113919	113919	NUM
cana-3416	228	8	.	.	PUNCT
cana-3416	229	1	[	[	X
cana-3416	229	2	17	17	NUM
cana-3416	229	3	]	]	PUNCT
cana-3416	229	4	r.senthamil	r.senthamil	NOUN
cana-3416	229	5	selvan	selvan	VERB
cana-3416	229	6	“	"	PUNCT
cana-3416	229	7	integrating	integrate	VERB
cana-3416	229	8	the	the	DET
cana-3416	229	9	bigdata	bigdata	NOUN
cana-3416	229	10	analytics	analytic	NOUN
cana-3416	229	11	and	and	CCONJ
cana-3416	229	12	deep	deep	ADJ
cana-3416	229	13	learning	learning	NOUN
cana-3416	229	14	analysis	analysis	NOUN
cana-3416	229	15	human	human	ADJ
cana-3416	229	16	movement	movement	NOUN
cana-3416	229	17	to	to	PART
cana-3416	229	18	improve	improve	VERB
cana-3416	229	19	the	the	DET
cana-3416	229	20	sports	sport	NOUN
cana-3416	229	21	”	"	PUNCT
cana-3416	229	22	by	by	ADP
cana-3416	229	23	2023	2023	NUM
cana-3416	229	24	international	international	ADJ
cana-3416	229	25	conference	conference	NOUN
cana-3416	229	26	on	on	ADP
cana-3416	229	27	new	new	ADJ
cana-3416	229	28	frontiers	frontier	NOUN
cana-3416	229	29	in	in	ADP
cana-3416	229	30	communication	communication	NOUN
cana-3416	229	31	,	,	PUNCT
cana-3416	229	32	automation	automation	NOUN
cana-3416	229	33	,	,	PUNCT
cana-3416	229	34	management	management	NOUN
cana-3416	229	35	and	and	CCONJ
cana-3416	229	36	security	security	NOUN
cana-3416	229	37	(	(	PUNCT
cana-3416	229	38	iccams	iccam	NOUN
cana-3416	229	39	)	)	PUNCT
cana-3416	229	40	,	,	PUNCT
cana-3416	229	41	issn	issn	PROPN
cana-3416	229	42	:	:	PUNCT
cana-3416	229	43	0018	0018	NUM
cana-3416	229	44	-	-	SYM
cana-3416	229	45	9219	9219	NUM
cana-3416	229	46	,	,	PUNCT
cana-3416	229	47	e	e	X
cana-3416	229	48	-	-	PUNCT
cana-3416	229	49	issn	issn	ADJ
cana-3416	229	50	:	:	PUNCT
cana-3416	229	51	1558	1558	NUM
cana-3416	229	52	-	-	SYM
cana-3416	229	53	2256	2256	NUM
cana-3416	229	54	,	,	PUNCT
cana-3416	229	55	december	december	PROPN
cana-3416	229	56	2023	2023	NUM
cana-3416	229	57	.	.	PUNCT
cana-3416	230	1	10.1109	10.1109	NUM
cana-3416	230	2	/	/	SYM
cana-3416	230	3	aece59614.2023.10428236	aece59614.2023.10428236	PROPN
cana-3416	230	4	.	.	PUNCT
cana-3416	231	1	[	[	X
cana-3416	231	2	18	18	NUM
cana-3416	231	3	]	]	PUNCT
cana-3416	231	4	r.senthamil	r.senthamil	NOUN
cana-3416	231	5	selvan	selvan	VERB
cana-3416	231	6	“	"	PUNCT
cana-3416	231	7	multi	multi	ADJ
cana-3416	231	8	objectives	objective	NOUN
cana-3416	231	9	evaluator	evaluator	NOUN
cana-3416	231	10	model	model	NOUN
cana-3416	231	11	development	development	NOUN
cana-3416	231	12	for	for	SCONJ
cana-3416	231	13	analyze	analyze	VERB
cana-3416	231	14	the	the	DET
cana-3416	231	15	customer	customer	NOUN
cana-3416	231	16	behavious	behavious	NOUN
cana-3416	231	17	”	"	PUNCT
cana-3416	231	18	by	by	ADP
cana-3416	231	19	2023	2023	NUM
cana-3416	231	20	international	international	ADJ
cana-3416	231	21	conference	conference	NOUN
cana-3416	231	22	on	on	ADP
cana-3416	231	23	new	new	ADJ
cana-3416	231	24	frontiers	frontier	NOUN
cana-3416	231	25	in	in	ADP
cana-3416	231	26	communication	communication	NOUN
cana-3416	231	27	,	,	PUNCT
cana-3416	231	28	automation	automation	NOUN
cana-3416	231	29	,	,	PUNCT
cana-3416	231	30	management	management	NOUN
cana-3416	231	31	and	and	CCONJ
cana-3416	231	32	security	security	NOUN
cana-3416	231	33	(	(	PUNCT
cana-3416	231	34	iccams	iccam	NOUN
cana-3416	231	35	)	)	PUNCT
cana-3416	231	36	,	,	PUNCT
cana-3416	231	37	issn:0018	issn:0018	NOUN
cana-3416	231	38	-	-	PUNCT
cana-3416	231	39	9219,e	9219,e	NUM
cana-3416	231	40	-	-	PUNCT
cana-3416	231	41	issn:1558	issn:1558	NOUN
cana-3416	231	42	-	-	ADJ
cana-3416	231	43	2256,december	2256,december	NUM
cana-3416	231	44	2023	2023	NUM
cana-3416	231	45	.	.	PUNCT
cana-3416	232	1	10.1109	10.1109	NUM
cana-3416	232	2	/	/	SYM
cana-3416	232	3	aece59614.2023.10428189	aece59614.2023.10428189	NOUN
cana-3416	232	4	.	.	PUNCT
cana-3416	233	1	[	[	X
cana-3416	233	2	19	19	NUM
cana-3416	233	3	]	]	SYM
cana-3416	233	4	mokhtari	mokhtari	PROPN
cana-3416	233	5	,	,	PUNCT
cana-3416	233	6	fardad	fardad	PROPN
cana-3416	233	7	,	,	PUNCT
cana-3416	233	8	and	and	CCONJ
cana-3416	233	9	ali	ali	PROPN
cana-3416	233	10	imanpour	imanpour	ADJ
cana-3416	233	11	.	.	PUNCT
cana-3416	234	1	"	"	PUNCT
cana-3416	234	2	hybrid	hybrid	ADJ
cana-3416	234	3	data	data	NOUN
cana-3416	234	4	-	-	PUNCT
cana-3416	234	5	driven	drive	VERB
cana-3416	234	6	and	and	CCONJ
cana-3416	234	7	physics	physics	NOUN
cana-3416	234	8	-	-	PUNCT
cana-3416	234	9	based	base	VERB
cana-3416	234	10	simulation	simulation	NOUN
cana-3416	234	11	technique	technique	NOUN
cana-3416	234	12	for	for	ADP
cana-3416	234	13	seismic	seismic	ADJ
cana-3416	234	14	analysis	analysis	NOUN
cana-3416	234	15	of	of	ADP
cana-3416	234	16	steel	steel	NOUN
cana-3416	234	17	structural	structural	ADJ
cana-3416	234	18	systems	system	NOUN
cana-3416	234	19	.	.	PUNCT
cana-3416	234	20	"	"	PUNCT
cana-3416	235	1	computers	computer	NOUN
cana-3416	235	2	&	&	CCONJ
cana-3416	235	3	structures	structure	NOUN
cana-3416	235	4	295	295	NUM
cana-3416	235	5	(	(	PUNCT
cana-3416	235	6	2024	2024	NUM
cana-3416	235	7	):	):	PUNCT
cana-3416	235	8	107286	107286	NUM
cana-3416	235	9	.	.	PUNCT
cana-3416	236	1	[	[	X
cana-3416	236	2	20	20	NUM
cana-3416	236	3	]	]	SYM
cana-3416	236	4	yin	yin	PROPN
cana-3416	236	5	,	,	PUNCT
cana-3416	236	6	huichao	huichao	PROPN
cana-3416	236	7	,	,	PUNCT
cana-3416	236	8	et	et	PROPN
cana-3416	236	9	al	al	PROPN
cana-3416	236	10	.	.	PUNCT
cana-3416	237	1	"	"	PUNCT
cana-3416	237	2	a	a	DET
cana-3416	237	3	deep	deep	ADJ
cana-3416	237	4	learning	learning	NOUN
cana-3416	237	5	-	-	PUNCT
cana-3416	237	6	based	base	VERB
cana-3416	237	7	data	data	NOUN
cana-3416	237	8	-	-	PUNCT
cana-3416	237	9	driven	drive	VERB
cana-3416	237	10	approach	approach	NOUN
cana-3416	237	11	for	for	ADP
cana-3416	237	12	predicting	predict	VERB
cana-3416	237	13	mining	mining	NOUN
cana-3416	237	14	water	water	NOUN
cana-3416	237	15	inrush	inrush	NOUN
cana-3416	237	16	from	from	ADP
cana-3416	237	17	coal	coal	NOUN
cana-3416	237	18	seam	seam	NOUN
cana-3416	237	19	floor	floor	NOUN
cana-3416	237	20	using	use	VERB
cana-3416	237	21	micro	micro	ADJ
cana-3416	237	22	-	-	ADJ
cana-3416	237	23	seismic	seismic	ADJ
cana-3416	237	24	monitoring	monitoring	NOUN
cana-3416	237	25	data	datum	NOUN
cana-3416	237	26	.	.	PUNCT
cana-3416	237	27	"	"	PUNCT
cana-3416	238	1	ieee	ieee	NOUN
cana-3416	238	2	transactions	transaction	NOUN
cana-3416	238	3	on	on	ADP
cana-3416	238	4	geoscience	geoscience	NOUN
cana-3416	238	5	and	and	CCONJ
cana-3416	238	6	remote	remote	ADJ
cana-3416	238	7	sensing	sensing	NOUN
cana-3416	238	8	(	(	PUNCT
cana-3416	238	9	2023	2023	NUM
cana-3416	238	10	)	)	PUNCT
cana-3416	238	11	.	.	PUNCT
cana-3416	239	1	[	[	X
cana-3416	239	2	21	21	NUM
cana-3416	239	3	]	]	X
cana-3416	239	4	zhang	zhang	PROPN
cana-3416	239	5	,	,	PUNCT
cana-3416	239	6	tianyang	tianyang	PROPN
cana-3416	239	7	,	,	PUNCT
cana-3416	239	8	et	et	PROPN
cana-3416	239	9	al	al	PROPN
cana-3416	239	10	.	.	PUNCT
cana-3416	239	11	"	"	PUNCT
cana-3416	239	12	study	study	NOUN
cana-3416	239	13	on	on	ADP
cana-3416	239	14	the	the	DET
cana-3416	239	15	evolution	evolution	NOUN
cana-3416	239	16	of	of	ADP
cana-3416	239	17	dynamic	dynamic	ADJ
cana-3416	239	18	characteristics	characteristic	NOUN
cana-3416	239	19	and	and	CCONJ
cana-3416	239	20	seismic	seismic	ADJ
cana-3416	239	21	damage	damage	NOUN
cana-3416	239	22	of	of	ADP
cana-3416	239	23	a	a	DET
cana-3416	239	24	self	self	NOUN
cana-3416	239	25	-	-	PUNCT
cana-3416	239	26	centering	center	VERB
cana-3416	239	27	concrete	concrete	ADJ
cana-3416	239	28	structure	structure	NOUN
cana-3416	239	29	based	base	VERB
cana-3416	239	30	on	on	ADP
cana-3416	239	31	data	data	NOUN
cana-3416	239	32	-	-	PUNCT
cana-3416	239	33	driven	drive	VERB
cana-3416	239	34	methods	method	NOUN
cana-3416	239	35	.	.	PUNCT
cana-3416	239	36	"	"	PUNCT
cana-3416	240	1	engineering	engineering	NOUN
cana-3416	240	2	structures	structure	NOUN
cana-3416	240	3	316	316	NUM
cana-3416	240	4	(	(	PUNCT
cana-3416	240	5	2024	2024	NUM
cana-3416	240	6	):	):	PUNCT
cana-3416	240	7	118529	118529	NUM
cana-3416	240	8	.	.	PUNCT
cana-3416	241	1	[	[	X
cana-3416	241	2	22	22	NUM
cana-3416	241	3	]	]	PUNCT
cana-3416	241	4	xu	xu	PROPN
cana-3416	241	5	,	,	PUNCT
cana-3416	241	6	ji‐gang	ji‐gang	PROPN
cana-3416	241	7	,	,	PUNCT
cana-3416	241	8	et	et	PROPN
cana-3416	241	9	al	al	PROPN
cana-3416	241	10	.	.	PUNCT
cana-3416	242	1	"	"	PUNCT
cana-3416	242	2	data‐driven	data‐driven	X
cana-3416	242	3	rapid	rapid	ADJ
cana-3416	242	4	damage	damage	NOUN
cana-3416	242	5	evaluation	evaluation	NOUN
cana-3416	242	6	for	for	ADP
cana-3416	242	7	life‐cycle	life‐cycle	PROPN
cana-3416	242	8	seismic	seismic	ADJ
cana-3416	242	9	assessment	assessment	NOUN
cana-3416	242	10	of	of	ADP
cana-3416	242	11	regional	regional	ADJ
cana-3416	242	12	reinforced	reinforce	VERB
cana-3416	242	13	concrete	concrete	ADJ
cana-3416	242	14	bridges	bridge	NOUN
cana-3416	242	15	.	.	PUNCT
cana-3416	242	16	"	"	PUNCT
cana-3416	242	17	earthquake	earthquake	NOUN
cana-3416	242	18	engineering	engineering	NOUN
cana-3416	242	19	&	&	CCONJ
cana-3416	242	20	structural	structural	ADJ
cana-3416	242	21	dynamics	dynamic	NOUN
cana-3416	242	22	51.11	51.11	NUM
cana-3416	242	23	(	(	PUNCT
cana-3416	242	24	2022	2022	NUM
cana-3416	242	25	):	):	PUNCT
cana-3416	242	26	2730	2730	NUM
cana-3416	242	27	-	-	SYM
cana-3416	242	28	2751	2751	NUM
cana-3416	242	29	.	.	PUNCT
cana-3416	243	1	[	[	X
cana-3416	243	2	23	23	NUM
cana-3416	243	3	]	]	PUNCT
cana-3416	243	4	sadhukhan	sadhukhan	NOUN
cana-3416	243	5	,	,	PUNCT
cana-3416	243	6	bikash	bikash	PROPN
cana-3416	243	7	,	,	PUNCT
cana-3416	243	8	et	et	PROPN
cana-3416	243	9	al	al	PROPN
cana-3416	243	10	.	.	PUNCT
cana-3416	244	1	"	"	PUNCT
cana-3416	244	2	climatic	climatic	ADJ
cana-3416	244	3	and	and	CCONJ
cana-3416	244	4	seismic	seismic	ADJ
cana-3416	244	5	data	data	NOUN
cana-3416	244	6	-	-	PUNCT
cana-3416	244	7	driven	drive	VERB
cana-3416	244	8	deep	deep	ADJ
cana-3416	244	9	learning	learning	NOUN
cana-3416	244	10	model	model	NOUN
cana-3416	244	11	for	for	ADP
cana-3416	244	12	earthquake	earthquake	NOUN
cana-3416	244	13	magnitude	magnitude	NOUN
cana-3416	244	14	prediction	prediction	NOUN
cana-3416	244	15	.	.	PUNCT
cana-3416	244	16	"	"	PUNCT
cana-3416	245	1	frontiers	frontier	NOUN
cana-3416	245	2	in	in	ADP
cana-3416	245	3	earth	earth	NOUN
cana-3416	245	4	science	science	NOUN
cana-3416	245	5	11	11	NUM
cana-3416	245	6	(	(	PUNCT
cana-3416	245	7	2023	2023	NUM
cana-3416	245	8	):	):	PUNCT
cana-3416	245	9	1082832	1082832	NUM
cana-3416	245	10	.	.	PUNCT
cana-3416	246	1	[	[	X
cana-3416	246	2	24	24	NUM
cana-3416	246	3	]	]	X
cana-3416	246	4	meng	meng	PROPN
cana-3416	246	5	,	,	PUNCT
cana-3416	246	6	shiqiao	shiqiao	NOUN
cana-3416	246	7	,	,	PUNCT
cana-3416	246	8	et	et	PROPN
cana-3416	246	9	al	al	PROPN
cana-3416	246	10	.	.	PUNCT
cana-3416	247	1	"	"	PUNCT
cana-3416	247	2	seisgpt	seisgpt	NOUN
cana-3416	247	3	:	:	PUNCT
cana-3416	247	4	a	a	DET
cana-3416	247	5	physics	physics	NOUN
cana-3416	247	6	-	-	PUNCT
cana-3416	247	7	informed	inform	VERB
cana-3416	247	8	data	data	NOUN
cana-3416	247	9	-	-	PUNCT
cana-3416	247	10	driven	drive	VERB
cana-3416	247	11	large	large	ADJ
cana-3416	247	12	model	model	NOUN
cana-3416	247	13	for	for	ADP
cana-3416	247	14	real	real	ADJ
cana-3416	247	15	-	-	PUNCT
cana-3416	247	16	time	time	NOUN
cana-3416	247	17	seismic	seismic	ADJ
cana-3416	247	18	response	response	NOUN
cana-3416	247	19	prediction	prediction	NOUN
cana-3416	247	20	.	.	PUNCT
cana-3416	247	21	"	"	PUNCT
cana-3416	248	1	arxiv	arxiv	PROPN
cana-3416	248	2	preprint	preprint	NOUN
cana-3416	248	3	arxiv:2410.20186	arxiv:2410.20186	NUM
cana-3416	248	4	(	(	PUNCT
cana-3416	248	5	2024	2024	NUM
cana-3416	248	6	)	)	PUNCT
cana-3416	248	7	.	.	PUNCT
cana-3416	249	1	[	[	X
cana-3416	249	2	25	25	NUM
cana-3416	249	3	]	]	X
cana-3416	249	4	dang	dang	PROPN
cana-3416	249	5	-	-	PUNCT
cana-3416	249	6	vu	vu	PROPN
cana-3416	249	7	,	,	PUNCT
cana-3416	249	8	hoang	hoang	PROPN
cana-3416	249	9	,	,	PUNCT
cana-3416	249	10	et	et	PROPN
cana-3416	249	11	al	al	PROPN
cana-3416	249	12	.	.	PUNCT
cana-3416	250	1	"	"	PUNCT
cana-3416	250	2	frequency	frequency	NOUN
cana-3416	250	3	-	-	PUNCT
cana-3416	250	4	based	base	VERB
cana-3416	250	5	data	data	NOUN
cana-3416	250	6	-	-	PUNCT
cana-3416	250	7	driven	drive	VERB
cana-3416	250	8	surrogate	surrogate	ADJ
cana-3416	250	9	model	model	NOUN
cana-3416	250	10	for	for	ADP
cana-3416	250	11	efficient	efficient	ADJ
cana-3416	250	12	prediction	prediction	NOUN
cana-3416	250	13	of	of	ADP
cana-3416	250	14	irregular	irregular	ADJ
cana-3416	250	15	structure	structure	NOUN
cana-3416	250	16	’s	’s	PART
cana-3416	250	17	seismic	seismic	ADJ
cana-3416	250	18	responses	response	NOUN
cana-3416	250	19	.	.	PUNCT
cana-3416	250	20	"	"	PUNCT
cana-3416	251	1	journal	journal	NOUN
cana-3416	251	2	of	of	ADP
cana-3416	251	3	earthquake	earthquake	NOUN
cana-3416	251	4	engineering	engineer	VERB
cana-3416	251	5	26.14	26.14	NUM
cana-3416	251	6	(	(	PUNCT
cana-3416	251	7	2022	2022	NUM
cana-3416	251	8	):	):	PUNCT
cana-3416	251	9	7319	7319	NUM
cana-3416	251	10	-	-	SYM
cana-3416	251	11	7336	7336	NUM
cana-3416	251	12	.	.	PUNCT
cana-3416	252	1	[	[	X
cana-3416	252	2	26	26	NUM
cana-3416	252	3	]	]	X
cana-3416	252	4	xiong	xiong	PROPN
cana-3416	252	5	,	,	PUNCT
cana-3416	252	6	qingsong	qingsong	PROPN
cana-3416	252	7	,	,	PUNCT
cana-3416	252	8	et	et	PROPN
cana-3416	252	9	al	al	PROPN
cana-3416	252	10	.	.	PUNCT
cana-3416	253	1	"	"	PUNCT
cana-3416	253	2	machine	machine	NOUN
cana-3416	253	3	learning	learning	NOUN
cana-3416	253	4	-	-	PUNCT
cana-3416	253	5	driven	drive	VERB
cana-3416	253	6	seismic	seismic	ADJ
cana-3416	253	7	failure	failure	NOUN
cana-3416	253	8	mode	mode	NOUN
cana-3416	253	9	identification	identification	NOUN
cana-3416	253	10	of	of	ADP
cana-3416	253	11	reinforced	reinforce	VERB
cana-3416	253	12	concrete	concrete	ADJ
cana-3416	253	13	shear	shear	NOUN
cana-3416	253	14	walls	wall	NOUN
cana-3416	253	15	based	base	VERB
cana-3416	253	16	on	on	ADP
cana-3416	253	17	pca	pca	PROPN
cana-3416	253	18	feature	feature	NOUN
cana-3416	253	19	extraction	extraction	NOUN
cana-3416	253	20	.	.	PUNCT
cana-3416	253	21	"	"	PUNCT
cana-3416	254	1	structures	structure	NOUN
cana-3416	254	2	.	.	PUNCT
cana-3416	255	1	vol	vol	NOUN
cana-3416	255	2	.	.	PROPN
cana-3416	256	1	44	44	NUM
cana-3416	256	2	.	.	PUNCT
cana-3416	257	1	elsevier	elsevier	NOUN
cana-3416	257	2	,	,	PUNCT
cana-3416	257	3	2022	2022	NUM
cana-3416	257	4	.	.	PUNCT
cana-3416	258	1	[	[	X
cana-3416	258	2	27	27	NUM
cana-3416	258	3	]	]	X
cana-3416	258	4	wang	wang	PROPN
cana-3416	258	5	,	,	PUNCT
cana-3416	258	6	tianyu	tianyu	PROPN
cana-3416	258	7	,	,	PUNCT
cana-3416	258	8	et	et	PROPN
cana-3416	258	9	al	al	PROPN
cana-3416	258	10	.	.	PUNCT
cana-3416	259	1	"	"	PUNCT
cana-3416	259	2	from	from	ADP
cana-3416	259	3	model	model	NOUN
cana-3416	259	4	-	-	PUNCT
cana-3416	259	5	driven	drive	VERB
cana-3416	259	6	to	to	ADP
cana-3416	259	7	data	data	NOUN
cana-3416	259	8	-	-	PUNCT
cana-3416	259	9	driven	drive	VERB
cana-3416	259	10	:	:	PUNCT
cana-3416	259	11	a	a	DET
cana-3416	259	12	review	review	NOUN
cana-3416	259	13	of	of	ADP
cana-3416	259	14	hysteresis	hysteresis	NOUN
cana-3416	259	15	modeling	modeling	NOUN
cana-3416	259	16	in	in	ADP
cana-3416	259	17	structural	structural	ADJ
cana-3416	259	18	and	and	CCONJ
cana-3416	259	19	mechanical	mechanical	ADJ
cana-3416	259	20	systems	system	NOUN
cana-3416	259	21	.	.	PUNCT
cana-3416	259	22	"	"	PUNCT
cana-3416	260	1	mechanical	mechanical	ADJ
cana-3416	260	2	systems	system	NOUN
cana-3416	260	3	and	and	CCONJ
cana-3416	260	4	signal	signal	NOUN
cana-3416	260	5	processing	process	VERB
cana-3416	260	6	204	204	NUM
cana-3416	260	7	(	(	PUNCT
cana-3416	260	8	2023	2023	NUM
cana-3416	260	9	):	):	PUNCT
cana-3416	260	10	110785	110785	NUM
cana-3416	260	11	.	.	PUNCT