id	sid	tid	token	lemma	pos
ajceb-9143	1	1	construction	construction	NOUN
ajceb-9143	1	2	economics	economic	NOUN
ajceb-9143	1	3	and	and	CCONJ
ajceb-9143	1	4	building	building	NOUN
ajceb-9143	1	5	vol	vol	NOUN
ajceb-9143	1	6	.	.	PROPN
ajceb-9143	2	1	25	25	NUM
ajceb-9143	2	2	,	,	PUNCT
ajceb-9143	2	3	no	no	INTJ
ajceb-9143	2	4	.	.	NOUN
ajceb-9143	2	5	1	1	NUM
ajceb-9143	2	6	march	march	NOUN
ajceb-9143	2	7	2025	2025	NUM
ajceb-9143	2	8	©	©	ADP
ajceb-9143	2	9	2025	2025	NUM
ajceb-9143	2	10	by	by	ADP
ajceb-9143	2	11	the	the	DET
ajceb-9143	2	12	author(s	author(s	NOUN
ajceb-9143	2	13	)	)	PUNCT
ajceb-9143	2	14	.	.	PUNCT
ajceb-9143	3	1	this	this	PRON
ajceb-9143	3	2	is	be	AUX
ajceb-9143	3	3	an	an	DET
ajceb-9143	3	4	open	open	ADJ
ajceb-9143	3	5	access	access	NOUN
ajceb-9143	3	6	article	article	NOUN
ajceb-9143	3	7	distributed	distribute	VERB
ajceb-9143	3	8	under	under	ADP
ajceb-9143	3	9	the	the	DET
ajceb-9143	3	10	terms	term	NOUN
ajceb-9143	3	11	of	of	ADP
ajceb-9143	3	12	the	the	DET
ajceb-9143	3	13	creative	creative	ADJ
ajceb-9143	3	14	commons	common	NOUN
ajceb-9143	3	15	attribution	attribution	NOUN
ajceb-9143	3	16	4.0	4.0	NUM
ajceb-9143	3	17	international	international	NOUN
ajceb-9143	3	18	(	(	PUNCT
ajceb-9143	3	19	cc	cc	NOUN
ajceb-9143	3	20	by	by	ADP
ajceb-9143	3	21	4.0	4.0	NUM
ajceb-9143	3	22	)	)	PUNCT
ajceb-9143	3	23	license	license	NOUN
ajceb-9143	3	24	(	(	PUNCT
ajceb-9143	3	25	https://	https://	PROPN
ajceb-9143	3	26	creativecommons.org/licenses/	creativecommons.org/licenses/	PROPN
ajceb-9143	3	27	by/4.0/	by/4.0/	NOUN
ajceb-9143	3	28	)	)	PUNCT
ajceb-9143	3	29	,	,	PUNCT
ajceb-9143	3	30	allowing	allow	VERB
ajceb-9143	3	31	third	third	ADJ
ajceb-9143	3	32	parties	party	NOUN
ajceb-9143	3	33	to	to	PART
ajceb-9143	3	34	copy	copy	VERB
ajceb-9143	3	35	and	and	CCONJ
ajceb-9143	3	36	redistribute	redistribute	VERB
ajceb-9143	3	37	the	the	DET
ajceb-9143	3	38	material	material	NOUN
ajceb-9143	3	39	in	in	ADP
ajceb-9143	3	40	any	any	DET
ajceb-9143	3	41	medium	medium	ADJ
ajceb-9143	3	42	or	or	CCONJ
ajceb-9143	3	43	format	format	NOUN
ajceb-9143	3	44	and	and	CCONJ
ajceb-9143	3	45	to	to	ADP
ajceb-9143	3	46	remix	remix	NOUN
ajceb-9143	3	47	,	,	PUNCT
ajceb-9143	3	48	transform	transform	NOUN
ajceb-9143	3	49	,	,	PUNCT
ajceb-9143	3	50	and	and	CCONJ
ajceb-9143	3	51	build	build	VERB
ajceb-9143	3	52	upon	upon	SCONJ
ajceb-9143	3	53	the	the	DET
ajceb-9143	3	54	material	material	NOUN
ajceb-9143	3	55	for	for	ADP
ajceb-9143	3	56	any	any	DET
ajceb-9143	3	57	purpose	purpose	NOUN
ajceb-9143	3	58	,	,	PUNCT
ajceb-9143	3	59	even	even	ADV
ajceb-9143	3	60	commercially	commercially	ADV
ajceb-9143	3	61	,	,	PUNCT
ajceb-9143	3	62	provided	provide	VERB
ajceb-9143	3	63	the	the	DET
ajceb-9143	3	64	original	original	ADJ
ajceb-9143	3	65	work	work	NOUN
ajceb-9143	3	66	is	be	AUX
ajceb-9143	3	67	properly	properly	ADV
ajceb-9143	3	68	cited	cite	VERB
ajceb-9143	3	69	and	and	CCONJ
ajceb-9143	3	70	states	state	VERB
ajceb-9143	3	71	its	its	PRON
ajceb-9143	3	72	license	license	NOUN
ajceb-9143	3	73	.	.	PUNCT
ajceb-9143	4	1	citation	citation	NOUN
ajceb-9143	4	2	:	:	PUNCT
ajceb-9143	4	3	alnaqbi	alnaqbi	ADJ
ajceb-9143	4	4	,	,	PUNCT
ajceb-9143	4	5	a.	a.	NOUN
ajceb-9143	4	6	,	,	PUNCT
ajceb-9143	4	7	alkhateeb	alkhateeb	PROPN
ajceb-9143	4	8	,	,	PUNCT
ajceb-9143	4	9	g.g	g.g	PROPN
ajceb-9143	4	10	.	.	PROPN
ajceb-9143	4	11	,	,	PUNCT
ajceb-9143	4	12	zeiada	zeiada	PROPN
ajceb-9143	4	13	,	,	PUNCT
ajceb-9143	4	14	w.	w.	PROPN
ajceb-9143	4	15	2025	2025	NUM
ajceb-9143	4	16	.	.	PUNCT
ajceb-9143	5	1	machine	machine	NOUN
ajceb-9143	5	2	learning	learn	VERB
ajceb-9143	5	3	applications	application	NOUN
ajceb-9143	5	4	for	for	ADP
ajceb-9143	5	5	predicting	predict	VERB
ajceb-9143	5	6	longitudinal	longitudinal	ADJ
ajceb-9143	5	7	cracking	cracking	NOUN
ajceb-9143	5	8	in	in	ADP
ajceb-9143	5	9	continuously	continuously	ADV
ajceb-9143	5	10	reinforced	reinforce	VERB
ajceb-9143	5	11	concrete	concrete	ADJ
ajceb-9143	5	12	pavement	pavement	NOUN
ajceb-9143	5	13	.	.	PUNCT
ajceb-9143	6	1	construction	construction	NOUN
ajceb-9143	6	2	economics	economic	NOUN
ajceb-9143	6	3	and	and	CCONJ
ajceb-9143	6	4	building	building	NOUN
ajceb-9143	6	5	,	,	PUNCT
ajceb-9143	6	6	25:1	25:1	NUM
ajceb-9143	6	7	,	,	PUNCT
ajceb-9143	6	8	143–170	143–170	NUM
ajceb-9143	6	9	.	.	PUNCT
ajceb-9143	7	1	https://	https://	PROPN
ajceb-9143	7	2	doi.org/10.5130/ajceb	doi.org/10.5130/ajceb	NOUN
ajceb-9143	7	3	.	.	PUNCT
ajceb-9143	8	1	v25i1.9143	v25i1.9143	PROPN
ajceb-9143	8	2	issn	issn	PROPN
ajceb-9143	8	3	2204	2204	NUM
ajceb-9143	8	4	-	-	SYM
ajceb-9143	8	5	9029	9029	NUM
ajceb-9143	8	6	|	|	ADV
ajceb-9143	8	7	published	publish	VERB
ajceb-9143	8	8	by	by	ADP
ajceb-9143	8	9	uts	ut	NOUN
ajceb-9143	8	10	epress	epress	VERB
ajceb-9143	8	11	|	|	ADV
ajceb-9143	8	12	https://epress	https://epress	PROPN
ajceb-9143	8	13	.	.	PUNCT
ajceb-9143	9	1	lib.uts.edu.au/journals/index	lib.uts.edu.au/journals/index	PROPN
ajceb-9143	9	2	.	.	PUNCT
ajceb-9143	10	1	php	php	PROPN
ajceb-9143	10	2	/	/	SYM
ajceb-9143	10	3	ajceb	ajceb	ADJ
ajceb-9143	10	4	143	143	NUM
ajceb-9143	10	5	research	research	NOUN
ajceb-9143	10	6	article	article	NOUN
ajceb-9143	10	7	machine	machine	NOUN
ajceb-9143	10	8	learning	learn	VERB
ajceb-9143	10	9	applications	application	NOUN
ajceb-9143	10	10	for	for	ADP
ajceb-9143	10	11	predicting	predict	VERB
ajceb-9143	10	12	longitudinal	longitudinal	ADJ
ajceb-9143	10	13	cracking	cracking	NOUN
ajceb-9143	10	14	in	in	ADP
ajceb-9143	10	15	continuously	continuously	ADV
ajceb-9143	10	16	reinforced	reinforce	VERB
ajceb-9143	10	17	concrete	concrete	ADJ
ajceb-9143	10	18	pavement	pavement	NOUN
ajceb-9143	10	19	ali	ali	PROPN
ajceb-9143	10	20	alnaqbi1	alnaqbi1	PROPN
ajceb-9143	10	21	*	*	PROPN
ajceb-9143	10	22	,	,	PUNCT
ajceb-9143	10	23	ghazi	ghazi	PROPN
ajceb-9143	10	24	g.	g.	PROPN
ajceb-9143	10	25	al	al	PROPN
ajceb-9143	10	26	-	-	PUNCT
ajceb-9143	10	27	khateeb1	khateeb1	PROPN
ajceb-9143	10	28	,	,	PUNCT
ajceb-9143	10	29	waleed	waleed	PROPN
ajceb-9143	10	30	zeiada1,2	zeiada1,2	PROPN
ajceb-9143	10	31	1	1	NUM
ajceb-9143	10	32	department	department	NOUN
ajceb-9143	10	33	of	of	ADP
ajceb-9143	10	34	civil	civil	ADJ
ajceb-9143	10	35	and	and	CCONJ
ajceb-9143	10	36	environmental	environmental	ADJ
ajceb-9143	10	37	engineering	engineering	NOUN
ajceb-9143	10	38	,	,	PUNCT
ajceb-9143	10	39	university	university	PROPN
ajceb-9143	10	40	of	of	ADP
ajceb-9143	10	41	sharjah	sharjah	PROPN
ajceb-9143	10	42	,	,	PUNCT
ajceb-9143	10	43	sharjah	sharjah	PROPN
ajceb-9143	10	44	p.o	p.o	PROPN
ajceb-9143	10	45	.	.	PROPN
ajceb-9143	10	46	box	box	PROPN
ajceb-9143	10	47	27272	27272	NUM
ajceb-9143	10	48	,	,	PUNCT
ajceb-9143	10	49	united	united	PROPN
ajceb-9143	10	50	arab	arab	PROPN
ajceb-9143	10	51	emirates	emirates	PROPN
ajceb-9143	10	52	2	2	NUM
ajceb-9143	10	53	department	department	NOUN
ajceb-9143	10	54	of	of	ADP
ajceb-9143	10	55	public	public	ADJ
ajceb-9143	10	56	works	work	NOUN
ajceb-9143	10	57	engineering	engineering	NOUN
ajceb-9143	10	58	,	,	PUNCT
ajceb-9143	10	59	mansoura	mansoura	PROPN
ajceb-9143	10	60	corresponding	corresponding	ADJ
ajceb-9143	10	61	author	author	NOUN
ajceb-9143	10	62	:	:	PUNCT
ajceb-9143	10	63	ali	ali	PROPN
ajceb-9143	10	64	alnaqbi	alnaqbi	PROPN
ajceb-9143	10	65	,	,	PUNCT
ajceb-9143	10	66	college	college	NOUN
ajceb-9143	10	67	of	of	ADP
ajceb-9143	10	68	engineering	engineering	NOUN
ajceb-9143	10	69	,	,	PUNCT
ajceb-9143	10	70	university	university	PROPN
ajceb-9143	10	71	of	of	ADP
ajceb-9143	10	72	sharjah	sharjah	PROPN
ajceb-9143	10	73	,	,	PUNCT
ajceb-9143	10	74	uae	uae	PROPN
ajceb-9143	10	75	,	,	PUNCT
ajceb-9143	10	76	u21102866@sharjah.ac.ae	u21102866@sharjah.ac.ae	PROPN
ajceb-9143	10	77	doi	doi	NOUN
ajceb-9143	10	78	:	:	PUNCT
ajceb-9143	10	79	https://doi.org/10.5130/ajceb.v25i1.9143	https://doi.org/10.5130/ajceb.v25i1.9143	NOUN
ajceb-9143	10	80	article	article	NOUN
ajceb-9143	10	81	history	history	NOUN
ajceb-9143	10	82	:	:	PUNCT
ajceb-9143	10	83	received	receive	VERB
ajceb-9143	10	84	15/05/2024	15/05/2024	NUM
ajceb-9143	10	85	;	;	PUNCT
ajceb-9143	10	86	revised	revise	VERB
ajceb-9143	10	87	17/09/2024	17/09/2024	NUM
ajceb-9143	10	88	;	;	PUNCT
ajceb-9143	10	89	accepted	accept	VERB
ajceb-9143	10	90	27/09/2024	27/09/2024	NUM
ajceb-9143	10	91	;	;	PUNCT
ajceb-9143	10	92	published	publish	VERB
ajceb-9143	10	93	31/03/2025	31/03/2025	NUM
ajceb-9143	10	94	abstract	abstract	ADV
ajceb-9143	10	95	the	the	DET
ajceb-9143	10	96	longevity	longevity	NOUN
ajceb-9143	10	97	of	of	ADP
ajceb-9143	10	98	continuously	continuously	ADV
ajceb-9143	10	99	reinforced	reinforce	VERB
ajceb-9143	10	100	concrete	concrete	ADJ
ajceb-9143	10	101	pavement	pavement	NOUN
ajceb-9143	10	102	(	(	PUNCT
ajceb-9143	10	103	crcp	crcp	PROPN
ajceb-9143	10	104	)	)	PUNCT
ajceb-9143	10	105	depends	depend	VERB
ajceb-9143	10	106	on	on	ADP
ajceb-9143	10	107	the	the	DET
ajceb-9143	10	108	accurate	accurate	ADJ
ajceb-9143	10	109	prediction	prediction	NOUN
ajceb-9143	10	110	of	of	ADP
ajceb-9143	10	111	longitudinal	longitudinal	ADJ
ajceb-9143	10	112	cracking	cracking	NOUN
ajceb-9143	10	113	.	.	PUNCT
ajceb-9143	11	1	in	in	ADP
ajceb-9143	11	2	this	this	DET
ajceb-9143	11	3	work	work	NOUN
ajceb-9143	11	4	,	,	PUNCT
ajceb-9143	11	5	longitudinal	longitudinal	ADJ
ajceb-9143	11	6	cracking	cracking	NOUN
ajceb-9143	11	7	is	be	AUX
ajceb-9143	11	8	predicted	predict	VERB
ajceb-9143	11	9	using	use	VERB
ajceb-9143	11	10	machine	machine	NOUN
ajceb-9143	11	11	learning	learning	NOUN
ajceb-9143	11	12	algorithms	algorithm	NOUN
ajceb-9143	11	13	,	,	PUNCT
ajceb-9143	11	14	and	and	CCONJ
ajceb-9143	11	15	data	datum	NOUN
ajceb-9143	11	16	from	from	ADP
ajceb-9143	11	17	the	the	DET
ajceb-9143	11	18	long	long	ADJ
ajceb-9143	11	19	-	-	PUNCT
ajceb-9143	11	20	term	term	NOUN
ajceb-9143	11	21	pavement	pavement	NOUN
ajceb-9143	11	22	performance	performance	NOUN
ajceb-9143	11	23	(	(	PUNCT
ajceb-9143	11	24	ltpp	ltpp	ADJ
ajceb-9143	11	25	)	)	PUNCT
ajceb-9143	11	26	database	database	NOUN
ajceb-9143	11	27	.	.	PUNCT
ajceb-9143	12	1	multiple	multiple	ADJ
ajceb-9143	12	2	models	model	NOUN
ajceb-9143	12	3	,	,	PUNCT
ajceb-9143	12	4	such	such	ADJ
ajceb-9143	12	5	as	as	ADP
ajceb-9143	12	6	support	support	NOUN
ajceb-9143	12	7	vector	vector	NOUN
ajceb-9143	12	8	machines	machine	NOUN
ajceb-9143	12	9	(	(	PUNCT
ajceb-9143	12	10	svm	svm	PROPN
ajceb-9143	12	11	)	)	PUNCT
ajceb-9143	12	12	,	,	PUNCT
ajceb-9143	12	13	ensemble	ensemble	ADJ
ajceb-9143	12	14	trees	tree	NOUN
ajceb-9143	12	15	,	,	PUNCT
ajceb-9143	12	16	gaussian	gaussian	ADJ
ajceb-9143	12	17	process	process	NOUN
ajceb-9143	12	18	regression	regression	NOUN
ajceb-9143	12	19	(	(	PUNCT
ajceb-9143	12	20	gpr	gpr	PROPN
ajceb-9143	12	21	)	)	PUNCT
ajceb-9143	12	22	,	,	PUNCT
ajceb-9143	12	23	linear	linear	ADJ
ajceb-9143	12	24	regression	regression	NOUN
ajceb-9143	12	25	,	,	PUNCT
ajceb-9143	12	26	regression	regression	NOUN
ajceb-9143	12	27	trees	tree	NOUN
ajceb-9143	12	28	,	,	PUNCT
ajceb-9143	12	29	artificial	artificial	ADJ
ajceb-9143	12	30	neural	neural	ADJ
ajceb-9143	12	31	networks	network	NOUN
ajceb-9143	12	32	(	(	PUNCT
ajceb-9143	12	33	ann	ann	PROPN
ajceb-9143	12	34	)	)	PUNCT
ajceb-9143	12	35	,	,	PUNCT
ajceb-9143	12	36	and	and	CCONJ
ajceb-9143	12	37	kernel	kernel	PROPN
ajceb-9143	12	38	approaches	approach	NOUN
ajceb-9143	12	39	,	,	PUNCT
ajceb-9143	12	40	are	be	AUX
ajceb-9143	12	41	compared	compare	VERB
ajceb-9143	12	42	.	.	PUNCT
ajceb-9143	13	1	the	the	DET
ajceb-9143	13	2	random	random	ADJ
ajceb-9143	13	3	forest	forest	NOUN
ajceb-9143	13	4	approach	approach	NOUN
ajceb-9143	13	5	is	be	AUX
ajceb-9143	13	6	used	use	VERB
ajceb-9143	13	7	in	in	ADP
ajceb-9143	13	8	statistical	statistical	ADJ
ajceb-9143	13	9	studies	study	NOUN
ajceb-9143	13	10	and	and	CCONJ
ajceb-9143	13	11	feature	feature	NOUN
ajceb-9143	13	12	relevance	relevance	NOUN
ajceb-9143	13	13	evaluation	evaluation	NOUN
ajceb-9143	13	14	to	to	PART
ajceb-9143	13	15	identify	identify	VERB
ajceb-9143	13	16	temperature	temperature	NOUN
ajceb-9143	13	17	and	and	CCONJ
ajceb-9143	13	18	annual	annual	ADJ
ajceb-9143	13	19	average	average	ADJ
ajceb-9143	13	20	daily	daily	ADJ
ajceb-9143	13	21	truck	truck	NOUN
ajceb-9143	13	22	traffic	traffic	NOUN
ajceb-9143	13	23	(	(	PUNCT
ajceb-9143	13	24	aadtt	aadtt	NOUN
ajceb-9143	13	25	)	)	PUNCT
ajceb-9143	13	26	as	as	ADP
ajceb-9143	13	27	important	important	ADJ
ajceb-9143	13	28	predictors	predictor	NOUN
ajceb-9143	13	29	.	.	PUNCT
ajceb-9143	14	1	r	r	X
ajceb-9143	14	2	-	-	PUNCT
ajceb-9143	14	3	squared	square	VERB
ajceb-9143	14	4	and	and	CCONJ
ajceb-9143	14	5	root	root	NOUN
ajceb-9143	14	6	mean	mean	VERB
ajceb-9143	14	7	squared	square	VERB
ajceb-9143	14	8	error	error	NOUN
ajceb-9143	14	9	(	(	PUNCT
ajceb-9143	14	10	rmse	rmse	ADJ
ajceb-9143	14	11	)	)	PUNCT
ajceb-9143	14	12	metrics	metric	NOUN
ajceb-9143	14	13	are	be	AUX
ajceb-9143	14	14	used	use	VERB
ajceb-9143	14	15	to	to	PART
ajceb-9143	14	16	assess	assess	VERB
ajceb-9143	14	17	the	the	DET
ajceb-9143	14	18	models	model	NOUN
ajceb-9143	14	19	.	.	PUNCT
ajceb-9143	15	1	regression	regression	NOUN
ajceb-9143	15	2	trees	tree	NOUN
ajceb-9143	15	3	and	and	CCONJ
ajceb-9143	15	4	ensemble	ensemble	ADJ
ajceb-9143	15	5	approaches	approach	NOUN
ajceb-9143	15	6	also	also	ADV
ajceb-9143	15	7	perform	perform	VERB
ajceb-9143	15	8	competitively	competitively	ADV
ajceb-9143	15	9	,	,	PUNCT
ajceb-9143	15	10	but	but	CCONJ
ajceb-9143	15	11	the	the	DET
ajceb-9143	15	12	gpr	gpr	PROPN
ajceb-9143	15	13	model	model	NOUN
ajceb-9143	15	14	with	with	ADP
ajceb-9143	15	15	a	a	DET
ajceb-9143	15	16	squared	square	VERB
ajceb-9143	15	17	exponential	exponential	ADJ
ajceb-9143	15	18	kernel	kernel	NOUN
ajceb-9143	15	19	performs	perform	VERB
ajceb-9143	15	20	better	well	ADJ
ajceb-9143	15	21	than	than	ADP
ajceb-9143	15	22	the	the	DET
ajceb-9143	15	23	others	other	NOUN
ajceb-9143	15	24	,	,	PUNCT
ajceb-9143	15	25	obtaining	obtain	VERB
ajceb-9143	15	26	the	the	DET
ajceb-9143	15	27	best	good	ADJ
ajceb-9143	15	28	r	r	NOUN
ajceb-9143	15	29	-	-	PUNCT
ajceb-9143	15	30	squared	square	VERB
ajceb-9143	15	31	value	value	NOUN
ajceb-9143	15	32	(	(	PUNCT
ajceb-9143	15	33	0.78	0.78	NUM
ajceb-9143	15	34	)	)	PUNCT
ajceb-9143	15	35	and	and	CCONJ
ajceb-9143	15	36	the	the	DET
ajceb-9143	15	37	lowest	low	ADJ
ajceb-9143	15	38	rmse	rmse	NOUN
ajceb-9143	15	39	(	(	PUNCT
ajceb-9143	15	40	11.84	11.84	NUM
ajceb-9143	15	41	)	)	PUNCT
ajceb-9143	15	42	.	.	PUNCT
ajceb-9143	16	1	the	the	DET
ajceb-9143	16	2	study	study	NOUN
ajceb-9143	16	3	illustrates	illustrate	VERB
ajceb-9143	16	4	the	the	DET
ajceb-9143	16	5	shortcomings	shortcoming	NOUN
ajceb-9143	16	6	of	of	ADP
ajceb-9143	16	7	traditional	traditional	ADJ
ajceb-9143	16	8	regression	regression	NOUN
ajceb-9143	16	9	models	model	NOUN
ajceb-9143	16	10	and	and	CCONJ
ajceb-9143	16	11	the	the	DET
ajceb-9143	16	12	benefits	benefit	NOUN
ajceb-9143	16	13	of	of	ADP
ajceb-9143	16	14	sophisticated	sophisticated	ADJ
ajceb-9143	16	15	machine	machine	NOUN
ajceb-9143	16	16	learning	learning	NOUN
ajceb-9143	16	17	methods	method	NOUN
ajceb-9143	16	18	for	for	ADP
ajceb-9143	16	19	identifying	identify	VERB
ajceb-9143	16	20	intricate	intricate	ADJ
ajceb-9143	16	21	nonlinear	nonlinear	ADJ
ajceb-9143	16	22	correlations	correlation	NOUN
ajceb-9143	16	23	.	.	PUNCT
ajceb-9143	17	1	sensitivity	sensitivity	NOUN
ajceb-9143	17	2	analysis	analysis	NOUN
ajceb-9143	17	3	demonstrates	demonstrate	VERB
ajceb-9143	17	4	that	that	SCONJ
ajceb-9143	17	5	pavement	pavement	NOUN
ajceb-9143	17	6	age	age	NOUN
ajceb-9143	17	7	,	,	PUNCT
ajceb-9143	17	8	traffic	traffic	NOUN
ajceb-9143	17	9	loads	load	NOUN
ajceb-9143	17	10	,	,	PUNCT
ajceb-9143	17	11	and	and	CCONJ
ajceb-9143	17	12	environmental	environmental	ADJ
ajceb-9143	17	13	factors	factor	NOUN
ajceb-9143	17	14	—	—	PUNCT
ajceb-9143	17	15	specifically	specifically	ADV
ajceb-9143	17	16	,	,	PUNCT
ajceb-9143	17	17	temperature	temperature	NOUN
ajceb-9143	17	18	and	and	CCONJ
ajceb-9143	17	19	precipitation	precipitation	NOUN
ajceb-9143	17	20	—	—	PUNCT
ajceb-9143	17	21	have	have	VERB
ajceb-9143	17	22	a	a	DET
ajceb-9143	17	23	considerable	considerable	ADJ
ajceb-9143	17	24	impact	impact	NOUN
ajceb-9143	17	25	on	on	ADP
ajceb-9143	17	26	longitudinal	longitudinal	ADJ
ajceb-9143	17	27	cracking	cracking	NOUN
ajceb-9143	17	28	.	.	PUNCT
ajceb-9143	18	1	declaration	declaration	NOUN
ajceb-9143	18	2	of	of	ADP
ajceb-9143	18	3	conflicting	conflicting	ADJ
ajceb-9143	18	4	interest	interest	NOUN
ajceb-9143	18	5	the	the	DET
ajceb-9143	18	6	author(s	author(s	NOUN
ajceb-9143	18	7	)	)	PUNCT
ajceb-9143	18	8	declared	declare	VERB
ajceb-9143	18	9	no	no	DET
ajceb-9143	18	10	potential	potential	ADJ
ajceb-9143	18	11	conflicts	conflict	NOUN
ajceb-9143	18	12	of	of	ADP
ajceb-9143	18	13	interest	interest	NOUN
ajceb-9143	18	14	with	with	ADP
ajceb-9143	18	15	respect	respect	NOUN
ajceb-9143	18	16	to	to	ADP
ajceb-9143	18	17	the	the	DET
ajceb-9143	18	18	research	research	NOUN
ajceb-9143	18	19	,	,	PUNCT
ajceb-9143	18	20	authorship	authorship	NOUN
ajceb-9143	18	21	,	,	PUNCT
ajceb-9143	18	22	and/or	and/or	CCONJ
ajceb-9143	18	23	publication	publication	NOUN
ajceb-9143	18	24	of	of	ADP
ajceb-9143	18	25	this	this	DET
ajceb-9143	18	26	article	article	NOUN
ajceb-9143	18	27	.	.	PUNCT
ajceb-9143	19	1	funding	fund	VERB
ajceb-9143	19	2	the	the	DET
ajceb-9143	19	3	author(s	author(s	NOUN
ajceb-9143	19	4	)	)	PUNCT
ajceb-9143	19	5	received	receive	VERB
ajceb-9143	19	6	no	no	DET
ajceb-9143	19	7	financial	financial	ADJ
ajceb-9143	19	8	support	support	NOUN
ajceb-9143	19	9	for	for	ADP
ajceb-9143	19	10	the	the	DET
ajceb-9143	19	11	research	research	NOUN
ajceb-9143	19	12	,	,	PUNCT
ajceb-9143	19	13	authorship	authorship	NOUN
ajceb-9143	19	14	,	,	PUNCT
ajceb-9143	19	15	and/or	and/or	CCONJ
ajceb-9143	19	16	publication	publication	NOUN
ajceb-9143	19	17	of	of	ADP
ajceb-9143	19	18	this	this	DET
ajceb-9143	19	19	article	article	NOUN
ajceb-9143	19	20	.	.	PUNCT
ajceb-9143	20	1	https://doi.org/10.5130/ajceb.v25i1.9143	https://doi.org/10.5130/ajceb.v25i1.9143	PROPN
ajceb-9143	20	2	https://doi.org/10.5130/ajceb.v25i1.9143	https://doi.org/10.5130/ajceb.v25i1.9143	X
ajceb-9143	20	3	https://doi.org/10.5130/ajceb.v25i1.9143	https://doi.org/10.5130/ajceb.v25i1.9143	NOUN
ajceb-9143	20	4	https://epress.lib.uts.edu.au/journals/index.php/ajceb	https://epress.lib.uts.edu.au/journals/index.php/ajceb	SCONJ
ajceb-9143	20	5	https://epress.lib.uts.edu.au/journals/index.php/ajceb	https://epress.lib.uts.edu.au/journals/index.php/ajceb	VERB
ajceb-9143	20	6	https://epress.lib.uts.edu.au/journals/index.php/ajceb	https://epress.lib.uts.edu.au/journals/index.php/ajceb	SCONJ
ajceb-9143	20	7	mailto:u21102866@sharjah.ac.ae	mailto:u21102866@sharjah.ac.ae	NOUN
ajceb-9143	20	8	https://doi.org/10.5130/ajceb.v25i1.9143	https://doi.org/10.5130/ajceb.v25i1.9143	NOUN
ajceb-9143	20	9	keywords	keyword	VERB
ajceb-9143	20	10	longitudinal	longitudinal	ADJ
ajceb-9143	20	11	cracking	cracking	NOUN
ajceb-9143	20	12	;	;	PUNCT
ajceb-9143	20	13	continuously	continuously	ADV
ajceb-9143	20	14	reinforced	reinforce	VERB
ajceb-9143	20	15	concrete	concrete	ADJ
ajceb-9143	20	16	pavement	pavement	NOUN
ajceb-9143	20	17	;	;	PUNCT
ajceb-9143	20	18	ltpp	ltpp	ADJ
ajceb-9143	20	19	;	;	PUNCT
ajceb-9143	20	20	statistical	statistical	ADJ
ajceb-9143	20	21	analysis	analysis	NOUN
ajceb-9143	20	22	;	;	PUNCT
ajceb-9143	20	23	machine	machine	NOUN
ajceb-9143	20	24	learning	learn	VERB
ajceb-9143	20	25	introduction	introduction	NOUN
ajceb-9143	20	26	continuously	continuously	ADV
ajceb-9143	20	27	reinforced	reinforce	VERB
ajceb-9143	20	28	concrete	concrete	ADJ
ajceb-9143	20	29	pavement	pavement	NOUN
ajceb-9143	20	30	(	(	PUNCT
ajceb-9143	20	31	crcp	crcp	PROPN
ajceb-9143	20	32	)	)	PUNCT
ajceb-9143	20	33	is	be	AUX
ajceb-9143	20	34	a	a	DET
ajceb-9143	20	35	widely	widely	ADV
ajceb-9143	20	36	used	use	VERB
ajceb-9143	20	37	pavement	pavement	NOUN
ajceb-9143	20	38	type	type	NOUN
ajceb-9143	20	39	in	in	ADP
ajceb-9143	20	40	transportation	transportation	NOUN
ajceb-9143	20	41	infrastructure	infrastructure	NOUN
ajceb-9143	20	42	due	due	ADP
ajceb-9143	20	43	to	to	ADP
ajceb-9143	20	44	its	its	PRON
ajceb-9143	20	45	exceptional	exceptional	ADJ
ajceb-9143	20	46	durability	durability	NOUN
ajceb-9143	20	47	and	and	CCONJ
ajceb-9143	20	48	longevity	longevity	NOUN
ajceb-9143	20	49	(	(	PUNCT
ajceb-9143	20	50	benmokrane	benmokrane	ADJ
ajceb-9143	20	51	,	,	PUNCT
ajceb-9143	20	52	et	et	PROPN
ajceb-9143	20	53	al	al	PROPN
ajceb-9143	20	54	.	.	PROPN
ajceb-9143	20	55	,	,	PUNCT
ajceb-9143	20	56	2020	2020	NUM
ajceb-9143	20	57	)	)	PUNCT
ajceb-9143	20	58	.	.	PUNCT
ajceb-9143	21	1	unlike	unlike	ADP
ajceb-9143	21	2	traditional	traditional	ADJ
ajceb-9143	21	3	concrete	concrete	ADJ
ajceb-9143	21	4	pavements	pavement	NOUN
ajceb-9143	21	5	,	,	PUNCT
ajceb-9143	21	6	crcp	crcp	VERB
ajceb-9143	21	7	employs	employ	VERB
ajceb-9143	21	8	continuous	continuous	ADJ
ajceb-9143	21	9	reinforcement	reinforcement	NOUN
ajceb-9143	21	10	,	,	PUNCT
ajceb-9143	21	11	eliminating	eliminate	VERB
ajceb-9143	21	12	the	the	DET
ajceb-9143	21	13	need	need	NOUN
ajceb-9143	21	14	for	for	ADP
ajceb-9143	21	15	expansion	expansion	NOUN
ajceb-9143	21	16	joints	joint	NOUN
ajceb-9143	21	17	(	(	PUNCT
ajceb-9143	21	18	roesler	roesler	NOUN
ajceb-9143	21	19	,	,	PUNCT
ajceb-9143	21	20	et	et	PROPN
ajceb-9143	21	21	al	al	PROPN
ajceb-9143	21	22	.	.	PROPN
ajceb-9143	21	23	,	,	PUNCT
ajceb-9143	21	24	2011	2011	NUM
ajceb-9143	21	25	)	)	PUNCT
ajceb-9143	21	26	.	.	PUNCT
ajceb-9143	22	1	this	this	DET
ajceb-9143	22	2	unique	unique	ADJ
ajceb-9143	22	3	feature	feature	NOUN
ajceb-9143	22	4	,	,	PUNCT
ajceb-9143	22	5	achieved	achieve	VERB
ajceb-9143	22	6	by	by	ADP
ajceb-9143	22	7	reinforcing	reinforce	VERB
ajceb-9143	22	8	the	the	DET
ajceb-9143	22	9	concrete	concrete	NOUN
ajceb-9143	22	10	with	with	ADP
ajceb-9143	22	11	a	a	DET
ajceb-9143	22	12	continuous	continuous	ADJ
ajceb-9143	22	13	grid	grid	NOUN
ajceb-9143	22	14	of	of	ADP
ajceb-9143	22	15	steel	steel	NOUN
ajceb-9143	22	16	bars	bar	NOUN
ajceb-9143	22	17	,	,	PUNCT
ajceb-9143	22	18	provides	provide	VERB
ajceb-9143	22	19	exceptional	exceptional	ADJ
ajceb-9143	22	20	resistance	resistance	NOUN
ajceb-9143	22	21	to	to	ADP
ajceb-9143	22	22	cracking	cracking	NOUN
ajceb-9143	22	23	and	and	CCONJ
ajceb-9143	22	24	faulting	fault	VERB
ajceb-9143	22	25	(	(	PUNCT
ajceb-9143	22	26	bansal	bansal	NOUN
ajceb-9143	22	27	,	,	PUNCT
ajceb-9143	22	28	2019	2019	NUM
ajceb-9143	22	29	)	)	PUNCT
ajceb-9143	22	30	.	.	PUNCT
ajceb-9143	23	1	crcp	crcp	VERB
ajceb-9143	23	2	exhibits	exhibit	VERB
ajceb-9143	23	3	remarkable	remarkable	ADJ
ajceb-9143	23	4	durability	durability	NOUN
ajceb-9143	23	5	due	due	ADP
ajceb-9143	23	6	to	to	ADP
ajceb-9143	23	7	the	the	DET
ajceb-9143	23	8	absence	absence	NOUN
ajceb-9143	23	9	of	of	ADP
ajceb-9143	23	10	expansion	expansion	NOUN
ajceb-9143	23	11	joints	joint	NOUN
ajceb-9143	23	12	,	,	PUNCT
ajceb-9143	23	13	which	which	PRON
ajceb-9143	23	14	are	be	AUX
ajceb-9143	23	15	the	the	DET
ajceb-9143	23	16	primary	primary	ADJ
ajceb-9143	23	17	cause	cause	NOUN
ajceb-9143	23	18	of	of	ADP
ajceb-9143	23	19	pavement	pavement	NOUN
ajceb-9143	23	20	deterioration	deterioration	NOUN
ajceb-9143	23	21	(	(	PUNCT
ajceb-9143	23	22	abadin	abadin	PROPN
ajceb-9143	23	23	,	,	PUNCT
ajceb-9143	23	24	et	et	PROPN
ajceb-9143	23	25	al	al	PROPN
ajceb-9143	23	26	.	.	PROPN
ajceb-9143	23	27	,	,	PUNCT
ajceb-9143	23	28	2023	2023	NUM
ajceb-9143	23	29	)	)	PUNCT
ajceb-9143	23	30	.	.	PUNCT
ajceb-9143	24	1	by	by	ADP
ajceb-9143	24	2	eliminating	eliminate	VERB
ajceb-9143	24	3	these	these	DET
ajceb-9143	24	4	joints	joint	NOUN
ajceb-9143	24	5	,	,	PUNCT
ajceb-9143	24	6	crcp	crcp	VERB
ajceb-9143	24	7	effectively	effectively	ADV
ajceb-9143	24	8	mitigates	mitigate	VERB
ajceb-9143	24	9	the	the	DET
ajceb-9143	24	10	infiltration	infiltration	NOUN
ajceb-9143	24	11	of	of	ADP
ajceb-9143	24	12	moisture	moisture	NOUN
ajceb-9143	24	13	and	and	CCONJ
ajceb-9143	24	14	incompressible	incompressible	ADJ
ajceb-9143	24	15	materials	material	NOUN
ajceb-9143	24	16	,	,	PUNCT
ajceb-9143	24	17	significantly	significantly	ADV
ajceb-9143	24	18	reducing	reduce	VERB
ajceb-9143	24	19	the	the	DET
ajceb-9143	24	20	occurrence	occurrence	NOUN
ajceb-9143	24	21	of	of	ADP
ajceb-9143	24	22	spalling	spalling	NOUN
ajceb-9143	24	23	,	,	PUNCT
ajceb-9143	24	24	cracking	cracking	NOUN
ajceb-9143	24	25	,	,	PUNCT
ajceb-9143	24	26	and	and	CCONJ
ajceb-9143	24	27	faulting	faulting	NOUN
ajceb-9143	24	28	.	.	PUNCT
ajceb-9143	25	1	this	this	DET
ajceb-9143	25	2	innovative	innovative	ADJ
ajceb-9143	25	3	design	design	NOUN
ajceb-9143	25	4	results	result	NOUN
ajceb-9143	25	5	in	in	ADP
ajceb-9143	25	6	a	a	DET
ajceb-9143	25	7	pavement	pavement	NOUN
ajceb-9143	25	8	that	that	PRON
ajceb-9143	25	9	can	can	AUX
ajceb-9143	25	10	endure	endure	VERB
ajceb-9143	25	11	heavy	heavy	ADJ
ajceb-9143	25	12	traffic	traffic	NOUN
ajceb-9143	25	13	loads	load	NOUN
ajceb-9143	25	14	and	and	CCONJ
ajceb-9143	25	15	adverse	adverse	ADJ
ajceb-9143	25	16	weather	weather	NOUN
ajceb-9143	25	17	conditions	condition	NOUN
ajceb-9143	25	18	for	for	ADP
ajceb-9143	25	19	an	an	DET
ajceb-9143	25	20	extended	extended	ADJ
ajceb-9143	25	21	period	period	NOUN
ajceb-9143	25	22	(	(	PUNCT
ajceb-9143	25	23	kohler	kohler	NOUN
ajceb-9143	25	24	and	and	CCONJ
ajceb-9143	25	25	roesler	roesler	NOUN
ajceb-9143	25	26	,	,	PUNCT
ajceb-9143	25	27	2006	2006	NUM
ajceb-9143	25	28	)	)	PUNCT
ajceb-9143	25	29	.	.	PUNCT
ajceb-9143	26	1	crcp	crcp	PROPN
ajceb-9143	26	2	also	also	ADV
ajceb-9143	26	3	offers	offer	VERB
ajceb-9143	26	4	superior	superior	ADJ
ajceb-9143	26	5	load	load	NOUN
ajceb-9143	26	6	transfer	transfer	NOUN
ajceb-9143	26	7	efficiency	efficiency	NOUN
ajceb-9143	26	8	compared	compare	VERB
ajceb-9143	26	9	to	to	ADP
ajceb-9143	26	10	jointed	jointed	ADJ
ajceb-9143	26	11	concrete	concrete	ADJ
ajceb-9143	26	12	pavements	pavement	NOUN
ajceb-9143	26	13	(	(	PUNCT
ajceb-9143	26	14	benmokrane	benmokrane	ADJ
ajceb-9143	26	15	,	,	PUNCT
ajceb-9143	26	16	et	et	PROPN
ajceb-9143	26	17	al	al	PROPN
ajceb-9143	26	18	.	.	PROPN
ajceb-9143	26	19	,	,	PUNCT
ajceb-9143	26	20	2020	2020	NUM
ajceb-9143	26	21	)	)	PUNCT
ajceb-9143	26	22	.	.	PUNCT
ajceb-9143	27	1	the	the	DET
ajceb-9143	27	2	continuous	continuous	ADJ
ajceb-9143	27	3	reinforcement	reinforcement	NOUN
ajceb-9143	27	4	ensures	ensure	VERB
ajceb-9143	27	5	that	that	SCONJ
ajceb-9143	27	6	loads	load	NOUN
ajceb-9143	27	7	are	be	AUX
ajceb-9143	27	8	effectively	effectively	ADV
ajceb-9143	27	9	distributed	distribute	VERB
ajceb-9143	27	10	across	across	ADP
ajceb-9143	27	11	the	the	DET
ajceb-9143	27	12	entire	entire	ADJ
ajceb-9143	27	13	pavement	pavement	NOUN
ajceb-9143	27	14	structure	structure	NOUN
ajceb-9143	27	15	,	,	PUNCT
ajceb-9143	27	16	preventing	prevent	VERB
ajceb-9143	27	17	localized	localized	ADJ
ajceb-9143	27	18	stress	stress	NOUN
ajceb-9143	27	19	concentrations	concentration	NOUN
ajceb-9143	27	20	and	and	CCONJ
ajceb-9143	27	21	minimizing	minimize	VERB
ajceb-9143	27	22	the	the	DET
ajceb-9143	27	23	risk	risk	NOUN
ajceb-9143	27	24	of	of	ADP
ajceb-9143	27	25	structural	structural	ADJ
ajceb-9143	27	26	failure	failure	NOUN
ajceb-9143	27	27	(	(	PUNCT
ajceb-9143	27	28	roesler	roesler	NOUN
ajceb-9143	27	29	,	,	PUNCT
ajceb-9143	27	30	et	et	PROPN
ajceb-9143	27	31	al	al	PROPN
ajceb-9143	27	32	.	.	PROPN
ajceb-9143	27	33	,	,	PUNCT
ajceb-9143	27	34	2011	2011	NUM
ajceb-9143	27	35	)	)	PUNCT
ajceb-9143	27	36	.	.	PUNCT
ajceb-9143	28	1	this	this	DET
ajceb-9143	28	2	exceptional	exceptional	ADJ
ajceb-9143	28	3	load	load	NOUN
ajceb-9143	28	4	transfer	transfer	NOUN
ajceb-9143	28	5	capability	capability	NOUN
ajceb-9143	28	6	contributes	contribute	VERB
ajceb-9143	28	7	to	to	ADP
ajceb-9143	28	8	the	the	DET
ajceb-9143	28	9	pavement	pavement	NOUN
ajceb-9143	28	10	’s	’s	PART
ajceb-9143	28	11	ability	ability	NOUN
ajceb-9143	28	12	to	to	PART
ajceb-9143	28	13	withstand	withstand	VERB
ajceb-9143	28	14	heavy	heavy	ADJ
ajceb-9143	28	15	axle	axle	NOUN
ajceb-9143	28	16	loads	load	NOUN
ajceb-9143	28	17	and	and	CCONJ
ajceb-9143	28	18	maintain	maintain	VERB
ajceb-9143	28	19	its	its	PRON
ajceb-9143	28	20	integrity	integrity	NOUN
ajceb-9143	28	21	under	under	ADP
ajceb-9143	28	22	demanding	demand	VERB
ajceb-9143	28	23	traffic	traffic	NOUN
ajceb-9143	28	24	conditions	condition	NOUN
ajceb-9143	28	25	(	(	PUNCT
ajceb-9143	28	26	abadin	abadin	PROPN
ajceb-9143	28	27	,	,	PUNCT
ajceb-9143	28	28	et	et	PROPN
ajceb-9143	28	29	al	al	PROPN
ajceb-9143	28	30	.	.	PROPN
ajceb-9143	28	31	,	,	PUNCT
ajceb-9143	28	32	2023	2023	NUM
ajceb-9143	28	33	)	)	PUNCT
ajceb-9143	28	34	.	.	PUNCT
ajceb-9143	29	1	furthermore	furthermore	ADV
ajceb-9143	29	2	,	,	PUNCT
ajceb-9143	29	3	crcp	crcp	VERB
ajceb-9143	29	4	exhibits	exhibit	NOUN
ajceb-9143	29	5	reduced	reduce	VERB
ajceb-9143	29	6	maintenance	maintenance	NOUN
ajceb-9143	29	7	requirements	requirement	NOUN
ajceb-9143	29	8	due	due	ADP
ajceb-9143	29	9	to	to	ADP
ajceb-9143	29	10	its	its	PRON
ajceb-9143	29	11	inherent	inherent	ADJ
ajceb-9143	29	12	durability	durability	NOUN
ajceb-9143	29	13	(	(	PUNCT
ajceb-9143	29	14	bansal	bansal	NOUN
ajceb-9143	29	15	,	,	PUNCT
ajceb-9143	29	16	2019	2019	NUM
ajceb-9143	29	17	)	)	PUNCT
ajceb-9143	29	18	.	.	PUNCT
ajceb-9143	30	1	the	the	DET
ajceb-9143	30	2	absence	absence	NOUN
ajceb-9143	30	3	of	of	ADP
ajceb-9143	30	4	expansion	expansion	NOUN
ajceb-9143	30	5	joints	joint	NOUN
ajceb-9143	30	6	eliminates	eliminate	VERB
ajceb-9143	30	7	the	the	DET
ajceb-9143	30	8	need	need	NOUN
ajceb-9143	30	9	for	for	ADP
ajceb-9143	30	10	routine	routine	ADJ
ajceb-9143	30	11	maintenance	maintenance	NOUN
ajceb-9143	30	12	tasks	task	NOUN
ajceb-9143	30	13	associated	associate	VERB
ajceb-9143	30	14	with	with	ADP
ajceb-9143	30	15	these	these	DET
ajceb-9143	30	16	joints	joint	NOUN
ajceb-9143	30	17	,	,	PUNCT
ajceb-9143	30	18	such	such	ADJ
ajceb-9143	30	19	as	as	ADP
ajceb-9143	30	20	sealing	seal	VERB
ajceb-9143	30	21	and	and	CCONJ
ajceb-9143	30	22	crack	crack	VERB
ajceb-9143	30	23	filling	filling	NOUN
ajceb-9143	30	24	(	(	PUNCT
ajceb-9143	30	25	kohler	kohler	NOUN
ajceb-9143	30	26	and	and	CCONJ
ajceb-9143	30	27	roesler	roesler	NOUN
ajceb-9143	30	28	,	,	PUNCT
ajceb-9143	30	29	2006	2006	NUM
ajceb-9143	30	30	)	)	PUNCT
ajceb-9143	30	31	.	.	PUNCT
ajceb-9143	31	1	this	this	DET
ajceb-9143	31	2	design	design	NOUN
ajceb-9143	31	3	characteristic	characteristic	NOUN
ajceb-9143	31	4	reduces	reduce	VERB
ajceb-9143	31	5	the	the	DET
ajceb-9143	31	6	occurrence	occurrence	NOUN
ajceb-9143	31	7	of	of	ADP
ajceb-9143	31	8	joint	joint	ADJ
ajceb-9143	31	9	-	-	PUNCT
ajceb-9143	31	10	related	relate	VERB
ajceb-9143	31	11	distresses	distress	NOUN
ajceb-9143	31	12	,	,	PUNCT
ajceb-9143	31	13	which	which	PRON
ajceb-9143	31	14	are	be	AUX
ajceb-9143	31	15	common	common	ADJ
ajceb-9143	31	16	in	in	ADP
ajceb-9143	31	17	other	other	ADJ
ajceb-9143	31	18	types	type	NOUN
ajceb-9143	31	19	of	of	ADP
ajceb-9143	31	20	pavements	pavement	NOUN
ajceb-9143	31	21	.	.	PUNCT
ajceb-9143	32	1	additionally	additionally	ADV
ajceb-9143	32	2	,	,	PUNCT
ajceb-9143	32	3	the	the	DET
ajceb-9143	32	4	continuous	continuous	ADJ
ajceb-9143	32	5	reinforcement	reinforcement	NOUN
ajceb-9143	32	6	in	in	ADP
ajceb-9143	32	7	crcp	crcp	PROPN
ajceb-9143	32	8	helps	helps	AUX
ajceb-9143	32	9	distribute	distribute	VERB
ajceb-9143	32	10	stresses	stress	NOUN
ajceb-9143	32	11	more	more	ADV
ajceb-9143	32	12	evenly	evenly	ADV
ajceb-9143	32	13	,	,	PUNCT
ajceb-9143	32	14	thereby	thereby	ADV
ajceb-9143	32	15	reducing	reduce	VERB
ajceb-9143	32	16	the	the	DET
ajceb-9143	32	17	likelihood	likelihood	NOUN
ajceb-9143	32	18	of	of	ADP
ajceb-9143	32	19	major	major	ADJ
ajceb-9143	32	20	cracking	cracking	NOUN
ajceb-9143	32	21	and	and	CCONJ
ajceb-9143	32	22	structural	structural	ADJ
ajceb-9143	32	23	failures	failure	NOUN
ajceb-9143	32	24	.	.	PUNCT
ajceb-9143	33	1	as	as	ADP
ajceb-9143	33	2	a	a	DET
ajceb-9143	33	3	result	result	NOUN
ajceb-9143	33	4	,	,	PUNCT
ajceb-9143	33	5	crcp	crcp	PROPN
ajceb-9143	33	6	offers	offer	VERB
ajceb-9143	33	7	significant	significant	ADJ
ajceb-9143	33	8	life	life	NOUN
ajceb-9143	33	9	cycle	cycle	NOUN
ajceb-9143	33	10	cost	cost	NOUN
ajceb-9143	33	11	savings	saving	NOUN
ajceb-9143	33	12	by	by	ADP
ajceb-9143	33	13	minimizing	minimize	VERB
ajceb-9143	33	14	maintenance	maintenance	NOUN
ajceb-9143	33	15	expenses	expense	NOUN
ajceb-9143	33	16	and	and	CCONJ
ajceb-9143	33	17	extending	extend	VERB
ajceb-9143	33	18	the	the	DET
ajceb-9143	33	19	pavement	pavement	NOUN
ajceb-9143	33	20	’s	’s	PART
ajceb-9143	33	21	service	service	NOUN
ajceb-9143	33	22	life	life	NOUN
ajceb-9143	33	23	(	(	PUNCT
ajceb-9143	33	24	roesler	roesler	NOUN
ajceb-9143	33	25	,	,	PUNCT
ajceb-9143	33	26	et	et	PROPN
ajceb-9143	33	27	al	al	PROPN
ajceb-9143	33	28	.	.	PROPN
ajceb-9143	33	29	,	,	PUNCT
ajceb-9143	33	30	2011	2011	NUM
ajceb-9143	33	31	)	)	PUNCT
ajceb-9143	33	32	.	.	PUNCT
ajceb-9143	34	1	this	this	DET
ajceb-9143	34	2	extended	extend	VERB
ajceb-9143	34	3	service	service	NOUN
ajceb-9143	34	4	life	life	NOUN
ajceb-9143	34	5	and	and	CCONJ
ajceb-9143	34	6	reduced	reduced	ADJ
ajceb-9143	34	7	maintenance	maintenance	NOUN
ajceb-9143	34	8	requirement	requirement	NOUN
ajceb-9143	34	9	translate	translate	NOUN
ajceb-9143	34	10	to	to	ADP
ajceb-9143	34	11	less	less	ADV
ajceb-9143	34	12	frequent	frequent	ADJ
ajceb-9143	34	13	road	road	NOUN
ajceb-9143	34	14	closures	closure	NOUN
ajceb-9143	34	15	and	and	CCONJ
ajceb-9143	34	16	repairs	repair	NOUN
ajceb-9143	34	17	,	,	PUNCT
ajceb-9143	34	18	enhancing	enhance	VERB
ajceb-9143	34	19	overall	overall	ADJ
ajceb-9143	34	20	road	road	NOUN
ajceb-9143	34	21	user	user	NOUN
ajceb-9143	34	22	satisfaction	satisfaction	NOUN
ajceb-9143	34	23	and	and	CCONJ
ajceb-9143	34	24	safety	safety	NOUN
ajceb-9143	34	25	.	.	PUNCT
ajceb-9143	35	1	the	the	DET
ajceb-9143	35	2	condition	condition	NOUN
ajceb-9143	35	3	of	of	ADP
ajceb-9143	35	4	pavements	pavement	NOUN
ajceb-9143	35	5	is	be	AUX
ajceb-9143	35	6	of	of	ADP
ajceb-9143	35	7	paramount	paramount	ADJ
ajceb-9143	35	8	importance	importance	NOUN
ajceb-9143	35	9	for	for	ADP
ajceb-9143	35	10	ensuring	ensure	VERB
ajceb-9143	35	11	the	the	DET
ajceb-9143	35	12	safety	safety	NOUN
ajceb-9143	35	13	,	,	PUNCT
ajceb-9143	35	14	efficiency	efficiency	NOUN
ajceb-9143	35	15	,	,	PUNCT
ajceb-9143	35	16	and	and	CCONJ
ajceb-9143	35	17	smooth	smooth	ADJ
ajceb-9143	35	18	flow	flow	NOUN
ajceb-9143	35	19	of	of	ADP
ajceb-9143	35	20	transportation	transportation	NOUN
ajceb-9143	35	21	(	(	PUNCT
ajceb-9143	35	22	chakroborty	chakroborty	NOUN
ajceb-9143	35	23	and	and	CCONJ
ajceb-9143	35	24	das	das	PROPN
ajceb-9143	35	25	,	,	PUNCT
ajceb-9143	35	26	2017	2017	NUM
ajceb-9143	35	27	)	)	PUNCT
ajceb-9143	35	28	.	.	PUNCT
ajceb-9143	36	1	healthy	healthy	ADJ
ajceb-9143	36	2	and	and	CCONJ
ajceb-9143	36	3	well	well	ADV
ajceb-9143	36	4	-	-	PUNCT
ajceb-9143	36	5	maintained	maintain	VERB
ajceb-9143	36	6	pavements	pavement	NOUN
ajceb-9143	36	7	provide	provide	VERB
ajceb-9143	36	8	numerous	numerous	ADJ
ajceb-9143	36	9	benefits	benefit	NOUN
ajceb-9143	36	10	,	,	PUNCT
ajceb-9143	36	11	including	include	VERB
ajceb-9143	36	12	improved	improve	VERB
ajceb-9143	36	13	ride	ride	NOUN
ajceb-9143	36	14	quality	quality	NOUN
ajceb-9143	36	15	,	,	PUNCT
ajceb-9143	36	16	reduced	reduce	VERB
ajceb-9143	36	17	vehicle	vehicle	NOUN
ajceb-9143	36	18	operating	operating	NOUN
ajceb-9143	36	19	costs	cost	NOUN
ajceb-9143	36	20	,	,	PUNCT
ajceb-9143	36	21	and	and	CCONJ
ajceb-9143	36	22	enhanced	enhance	VERB
ajceb-9143	36	23	safety	safety	NOUN
ajceb-9143	36	24	for	for	ADP
ajceb-9143	36	25	road	road	NOUN
ajceb-9143	36	26	users	user	NOUN
ajceb-9143	36	27	(	(	PUNCT
ajceb-9143	36	28	khahro	khahro	NOUN
ajceb-9143	36	29	,	,	PUNCT
ajceb-9143	36	30	et	et	PROPN
ajceb-9143	36	31	al	al	PROPN
ajceb-9143	36	32	.	.	PROPN
ajceb-9143	36	33	,	,	PUNCT
ajceb-9143	36	34	2021	2021	NUM
ajceb-9143	36	35	)	)	PUNCT
ajceb-9143	36	36	.	.	PUNCT
ajceb-9143	37	1	conversely	conversely	ADV
ajceb-9143	37	2	,	,	PUNCT
ajceb-9143	37	3	distressed	distressed	ADJ
ajceb-9143	37	4	pavements	pavement	NOUN
ajceb-9143	37	5	can	can	AUX
ajceb-9143	37	6	lead	lead	VERB
ajceb-9143	37	7	to	to	ADP
ajceb-9143	37	8	a	a	DET
ajceb-9143	37	9	myriad	myriad	NOUN
ajceb-9143	37	10	of	of	ADP
ajceb-9143	37	11	problems	problem	NOUN
ajceb-9143	37	12	that	that	PRON
ajceb-9143	37	13	negatively	negatively	ADV
ajceb-9143	37	14	impact	impact	VERB
ajceb-9143	37	15	transportation	transportation	NOUN
ajceb-9143	37	16	and	and	CCONJ
ajceb-9143	37	17	the	the	DET
ajceb-9143	37	18	economy	economy	NOUN
ajceb-9143	37	19	(	(	PUNCT
ajceb-9143	37	20	love	love	NOUN
ajceb-9143	37	21	and	and	CCONJ
ajceb-9143	37	22	ika	ika	NOUN
ajceb-9143	37	23	,	,	PUNCT
ajceb-9143	37	24	2021	2021	NUM
ajceb-9143	37	25	)	)	PUNCT
ajceb-9143	37	26	.	.	PUNCT
ajceb-9143	38	1	longitudinal	longitudinal	ADJ
ajceb-9143	38	2	cracking	cracking	NOUN
ajceb-9143	38	3	,	,	PUNCT
ajceb-9143	38	4	a	a	DET
ajceb-9143	38	5	common	common	ADJ
ajceb-9143	38	6	form	form	NOUN
ajceb-9143	38	7	of	of	ADP
ajceb-9143	38	8	pavement	pavement	NOUN
ajceb-9143	38	9	distress	distress	NOUN
ajceb-9143	38	10	,	,	PUNCT
ajceb-9143	38	11	significantly	significantly	ADV
ajceb-9143	38	12	impacts	impact	VERB
ajceb-9143	38	13	pavement	pavement	NOUN
ajceb-9143	38	14	performance	performance	NOUN
ajceb-9143	38	15	and	and	CCONJ
ajceb-9143	38	16	safety	safety	NOUN
ajceb-9143	38	17	(	(	PUNCT
ajceb-9143	38	18	adlinge	adlinge	NOUN
ajceb-9143	38	19	and	and	CCONJ
ajceb-9143	38	20	gupta	gupta	PROPN
ajceb-9143	38	21	,	,	PUNCT
ajceb-9143	38	22	2013	2013	NUM
ajceb-9143	38	23	)	)	PUNCT
ajceb-9143	38	24	.	.	PUNCT
ajceb-9143	39	1	these	these	DET
ajceb-9143	39	2	cracks	crack	NOUN
ajceb-9143	39	3	,	,	PUNCT
ajceb-9143	39	4	running	run	VERB
ajceb-9143	39	5	parallel	parallel	ADV
ajceb-9143	39	6	to	to	ADP
ajceb-9143	39	7	the	the	DET
ajceb-9143	39	8	direction	direction	NOUN
ajceb-9143	39	9	of	of	ADP
ajceb-9143	39	10	traffic	traffic	NOUN
ajceb-9143	39	11	,	,	PUNCT
ajceb-9143	39	12	cause	cause	VERB
ajceb-9143	39	13	multiple	multiple	ADJ
ajceb-9143	39	14	issues	issue	NOUN
ajceb-9143	39	15	that	that	PRON
ajceb-9143	39	16	deteriorate	deteriorate	VERB
ajceb-9143	39	17	the	the	DET
ajceb-9143	39	18	pavement	pavement	NOUN
ajceb-9143	39	19	’s	’s	PART
ajceb-9143	39	20	integrity	integrity	NOUN
ajceb-9143	39	21	.	.	PUNCT
ajceb-9143	40	1	primarily	primarily	ADV
ajceb-9143	40	2	,	,	PUNCT
ajceb-9143	40	3	they	they	PRON
ajceb-9143	40	4	allow	allow	VERB
ajceb-9143	40	5	water	water	NOUN
ajceb-9143	40	6	to	to	PART
ajceb-9143	40	7	infiltrate	infiltrate	VERB
ajceb-9143	40	8	the	the	DET
ajceb-9143	40	9	pavement	pavement	NOUN
ajceb-9143	40	10	structure	structure	NOUN
ajceb-9143	40	11	,	,	PUNCT
ajceb-9143	40	12	weakening	weaken	VERB
ajceb-9143	40	13	the	the	DET
ajceb-9143	40	14	foundation	foundation	NOUN
ajceb-9143	40	15	and	and	CCONJ
ajceb-9143	40	16	accelerating	accelerate	VERB
ajceb-9143	40	17	deterioration	deterioration	NOUN
ajceb-9143	40	18	.	.	PUNCT
ajceb-9143	41	1	this	this	DET
ajceb-9143	41	2	infiltration	infiltration	NOUN
ajceb-9143	41	3	can	can	AUX
ajceb-9143	41	4	lead	lead	VERB
ajceb-9143	41	5	to	to	ADP
ajceb-9143	41	6	further	further	ADJ
ajceb-9143	41	7	cracking	cracking	NOUN
ajceb-9143	41	8	,	,	PUNCT
ajceb-9143	41	9	potholes	pothole	NOUN
ajceb-9143	41	10	,	,	PUNCT
ajceb-9143	41	11	and	and	CCONJ
ajceb-9143	41	12	other	other	ADJ
ajceb-9143	41	13	structural	structural	ADJ
ajceb-9143	41	14	problems	problem	NOUN
ajceb-9143	41	15	,	,	PUNCT
ajceb-9143	41	16	compromising	compromise	VERB
ajceb-9143	41	17	the	the	DET
ajceb-9143	41	18	overall	overall	ADJ
ajceb-9143	41	19	durability	durability	NOUN
ajceb-9143	41	20	and	and	CCONJ
ajceb-9143	41	21	functionality	functionality	NOUN
ajceb-9143	41	22	of	of	ADP
ajceb-9143	41	23	the	the	DET
ajceb-9143	41	24	pavement	pavement	NOUN
ajceb-9143	41	25	.	.	PUNCT
ajceb-9143	42	1	additionally	additionally	ADV
ajceb-9143	42	2	,	,	PUNCT
ajceb-9143	42	3	longitudinal	longitudinal	ADJ
ajceb-9143	42	4	cracks	crack	NOUN
ajceb-9143	42	5	can	can	AUX
ajceb-9143	42	6	pose	pose	VERB
ajceb-9143	42	7	safety	safety	NOUN
ajceb-9143	42	8	hazards	hazard	NOUN
ajceb-9143	42	9	to	to	ADP
ajceb-9143	42	10	vehicles	vehicle	NOUN
ajceb-9143	42	11	by	by	ADP
ajceb-9143	42	12	creating	create	VERB
ajceb-9143	42	13	uneven	uneven	ADJ
ajceb-9143	42	14	surfaces	surface	NOUN
ajceb-9143	42	15	and	and	CCONJ
ajceb-9143	42	16	potentially	potentially	ADV
ajceb-9143	42	17	causing	cause	VERB
ajceb-9143	42	18	loss	loss	NOUN
ajceb-9143	42	19	of	of	ADP
ajceb-9143	42	20	control	control	NOUN
ajceb-9143	42	21	.	.	PUNCT
ajceb-9143	43	1	thus	thus	ADV
ajceb-9143	43	2	,	,	PUNCT
ajceb-9143	43	3	understanding	understanding	NOUN
ajceb-9143	43	4	and	and	CCONJ
ajceb-9143	43	5	mitigating	mitigate	VERB
ajceb-9143	43	6	longitudinal	longitudinal	ADJ
ajceb-9143	43	7	cracking	cracking	NOUN
ajceb-9143	43	8	are	be	AUX
ajceb-9143	43	9	crucial	crucial	ADJ
ajceb-9143	43	10	for	for	ADP
ajceb-9143	43	11	maintaining	maintain	VERB
ajceb-9143	43	12	pavement	pavement	NOUN
ajceb-9143	43	13	performance	performance	NOUN
ajceb-9143	43	14	and	and	CCONJ
ajceb-9143	43	15	ensuring	ensure	VERB
ajceb-9143	43	16	road	road	NOUN
ajceb-9143	43	17	safety	safety	NOUN
ajceb-9143	43	18	.	.	PUNCT
ajceb-9143	44	1	also	also	ADV
ajceb-9143	44	2	,	,	PUNCT
ajceb-9143	44	3	longitudinal	longitudinal	ADJ
ajceb-9143	44	4	cracks	crack	NOUN
ajceb-9143	44	5	can	can	AUX
ajceb-9143	44	6	create	create	VERB
ajceb-9143	44	7	uneven	uneven	ADJ
ajceb-9143	44	8	surfaces	surface	NOUN
ajceb-9143	44	9	and	and	CCONJ
ajceb-9143	44	10	reduce	reduce	VERB
ajceb-9143	44	11	skid	skid	NOUN
ajceb-9143	44	12	resistance	resistance	NOUN
ajceb-9143	44	13	,	,	PUNCT
ajceb-9143	44	14	making	make	VERB
ajceb-9143	44	15	them	they	PRON
ajceb-9143	44	16	hazardous	hazardous	ADJ
ajceb-9143	44	17	for	for	ADP
ajceb-9143	44	18	vehicles	vehicle	NOUN
ajceb-9143	44	19	,	,	PUNCT
ajceb-9143	44	20	especially	especially	ADV
ajceb-9143	44	21	motorcycles	motorcycle	NOUN
ajceb-9143	44	22	and	and	CCONJ
ajceb-9143	44	23	bicycles	bicycle	NOUN
ajceb-9143	44	24	.	.	PUNCT
ajceb-9143	45	1	the	the	DET
ajceb-9143	45	2	presence	presence	NOUN
ajceb-9143	45	3	of	of	ADP
ajceb-9143	45	4	cracks	crack	NOUN
ajceb-9143	45	5	can	can	AUX
ajceb-9143	45	6	also	also	ADV
ajceb-9143	45	7	increase	increase	VERB
ajceb-9143	45	8	noise	noise	NOUN
ajceb-9143	45	9	levels	level	NOUN
ajceb-9143	45	10	alnaqbi	alnaqbi	ADJ
ajceb-9143	45	11	construction	construction	NOUN
ajceb-9143	45	12	economics	economic	NOUN
ajceb-9143	45	13	and	and	CCONJ
ajceb-9143	45	14	building	building	NOUN
ajceb-9143	45	15	,	,	PUNCT
ajceb-9143	45	16	vol	vol	NOUN
ajceb-9143	45	17	.	.	PROPN
ajceb-9143	46	1	25	25	NUM
ajceb-9143	46	2	,	,	PUNCT
ajceb-9143	46	3	no	no	INTJ
ajceb-9143	46	4	.	.	NOUN
ajceb-9143	46	5	1	1	NUM
ajceb-9143	46	6	march	march	PROPN
ajceb-9143	46	7	2025144	2025144	NUM
ajceb-9143	46	8	generated	generate	VERB
ajceb-9143	46	9	by	by	ADP
ajceb-9143	46	10	traffic	traffic	NOUN
ajceb-9143	46	11	,	,	PUNCT
ajceb-9143	46	12	causing	cause	VERB
ajceb-9143	46	13	disturbances	disturbance	NOUN
ajceb-9143	46	14	to	to	ADP
ajceb-9143	46	15	nearby	nearby	ADJ
ajceb-9143	46	16	communities	community	NOUN
ajceb-9143	46	17	.	.	PUNCT
ajceb-9143	47	1	furthermore	furthermore	ADV
ajceb-9143	47	2	,	,	PUNCT
ajceb-9143	47	3	longitudinal	longitudinal	ADJ
ajceb-9143	47	4	cracks	crack	NOUN
ajceb-9143	47	5	can	can	AUX
ajceb-9143	47	6	contribute	contribute	VERB
ajceb-9143	47	7	to	to	ADP
ajceb-9143	47	8	tire	tire	NOUN
ajceb-9143	47	9	wear	wear	NOUN
ajceb-9143	47	10	and	and	CCONJ
ajceb-9143	47	11	increase	increase	VERB
ajceb-9143	47	12	vehicle	vehicle	NOUN
ajceb-9143	47	13	maintenance	maintenance	NOUN
ajceb-9143	47	14	costs	cost	NOUN
ajceb-9143	47	15	for	for	ADP
ajceb-9143	47	16	motorists	motorist	NOUN
ajceb-9143	47	17	.	.	PUNCT
ajceb-9143	48	1	the	the	DET
ajceb-9143	48	2	economic	economic	ADJ
ajceb-9143	48	3	implications	implication	NOUN
ajceb-9143	48	4	of	of	ADP
ajceb-9143	48	5	pavement	pavement	NOUN
ajceb-9143	48	6	distress	distress	NOUN
ajceb-9143	48	7	are	be	AUX
ajceb-9143	48	8	significant	significant	ADJ
ajceb-9143	48	9	(	(	PUNCT
ajceb-9143	48	10	love	love	NOUN
ajceb-9143	48	11	and	and	CCONJ
ajceb-9143	48	12	ika	ika	NOUN
ajceb-9143	48	13	,	,	PUNCT
ajceb-9143	48	14	2021	2021	NUM
ajceb-9143	48	15	)	)	PUNCT
ajceb-9143	48	16	.	.	PUNCT
ajceb-9143	49	1	poor	poor	ADJ
ajceb-9143	49	2	pavement	pavement	NOUN
ajceb-9143	49	3	conditions	condition	NOUN
ajceb-9143	49	4	can	can	AUX
ajceb-9143	49	5	lead	lead	VERB
ajceb-9143	49	6	to	to	ADP
ajceb-9143	49	7	increased	increase	VERB
ajceb-9143	49	8	vehicle	vehicle	NOUN
ajceb-9143	49	9	operating	operating	NOUN
ajceb-9143	49	10	costs	cost	NOUN
ajceb-9143	49	11	due	due	ADJ
ajceb-9143	49	12	to	to	ADP
ajceb-9143	49	13	higher	high	ADJ
ajceb-9143	49	14	fuel	fuel	NOUN
ajceb-9143	49	15	consumption	consumption	NOUN
ajceb-9143	49	16	,	,	PUNCT
ajceb-9143	49	17	tire	tire	NOUN
ajceb-9143	49	18	wear	wear	NOUN
ajceb-9143	49	19	,	,	PUNCT
ajceb-9143	49	20	and	and	CCONJ
ajceb-9143	49	21	suspension	suspension	NOUN
ajceb-9143	49	22	damage	damage	NOUN
ajceb-9143	49	23	.	.	PUNCT
ajceb-9143	50	1	additionally	additionally	ADV
ajceb-9143	50	2	,	,	PUNCT
ajceb-9143	50	3	pavement	pavement	NOUN
ajceb-9143	50	4	repairs	repair	NOUN
ajceb-9143	50	5	and	and	CCONJ
ajceb-9143	50	6	replacements	replacement	NOUN
ajceb-9143	50	7	are	be	AUX
ajceb-9143	50	8	costly	costly	ADJ
ajceb-9143	50	9	,	,	PUNCT
ajceb-9143	50	10	diverting	divert	VERB
ajceb-9143	50	11	valuable	valuable	ADJ
ajceb-9143	50	12	resources	resource	NOUN
ajceb-9143	50	13	that	that	PRON
ajceb-9143	50	14	could	could	AUX
ajceb-9143	50	15	be	be	AUX
ajceb-9143	50	16	used	use	VERB
ajceb-9143	50	17	for	for	ADP
ajceb-9143	50	18	other	other	ADJ
ajceb-9143	50	19	transportation	transportation	NOUN
ajceb-9143	50	20	improvements	improvement	NOUN
ajceb-9143	50	21	.	.	PUNCT
ajceb-9143	51	1	predicting	predict	VERB
ajceb-9143	51	2	longitudinal	longitudinal	ADJ
ajceb-9143	51	3	cracking	cracking	NOUN
ajceb-9143	51	4	in	in	ADP
ajceb-9143	51	5	crcp	crcp	NOUN
ajceb-9143	51	6	using	use	VERB
ajceb-9143	51	7	traditional	traditional	ADJ
ajceb-9143	51	8	methods	method	NOUN
ajceb-9143	51	9	presents	present	VERB
ajceb-9143	51	10	several	several	ADJ
ajceb-9143	51	11	challenges	challenge	NOUN
ajceb-9143	51	12	(	(	PUNCT
ajceb-9143	51	13	liu	liu	PROPN
ajceb-9143	51	14	,	,	PUNCT
ajceb-9143	51	15	et	et	PROPN
ajceb-9143	51	16	al	al	PROPN
ajceb-9143	51	17	.	.	PROPN
ajceb-9143	51	18	,	,	PUNCT
ajceb-9143	51	19	2023	2023	NUM
ajceb-9143	51	20	)	)	PUNCT
ajceb-9143	51	21	.	.	PUNCT
ajceb-9143	52	1	these	these	DET
ajceb-9143	52	2	methods	method	NOUN
ajceb-9143	52	3	,	,	PUNCT
ajceb-9143	52	4	often	often	ADV
ajceb-9143	52	5	based	base	VERB
ajceb-9143	52	6	on	on	ADP
ajceb-9143	52	7	empirical	empirical	ADJ
ajceb-9143	52	8	relationships	relationship	NOUN
ajceb-9143	52	9	and	and	CCONJ
ajceb-9143	52	10	statistical	statistical	ADJ
ajceb-9143	52	11	models	model	NOUN
ajceb-9143	52	12	,	,	PUNCT
ajceb-9143	52	13	have	have	VERB
ajceb-9143	52	14	limitations	limitation	NOUN
ajceb-9143	52	15	in	in	ADP
ajceb-9143	52	16	capturing	capture	VERB
ajceb-9143	52	17	the	the	DET
ajceb-9143	52	18	complex	complex	ADJ
ajceb-9143	52	19	mechanisms	mechanism	NOUN
ajceb-9143	52	20	that	that	PRON
ajceb-9143	52	21	contribute	contribute	VERB
ajceb-9143	52	22	to	to	ADP
ajceb-9143	52	23	cracking	crack	VERB
ajceb-9143	52	24	.	.	PUNCT
ajceb-9143	53	1	predicting	predict	VERB
ajceb-9143	53	2	longitudinal	longitudinal	ADJ
ajceb-9143	53	3	cracking	cracking	NOUN
ajceb-9143	53	4	in	in	ADP
ajceb-9143	53	5	crcp	crcp	NOUN
ajceb-9143	53	6	using	use	VERB
ajceb-9143	53	7	traditional	traditional	ADJ
ajceb-9143	53	8	methods	method	NOUN
ajceb-9143	53	9	presents	present	VERB
ajceb-9143	53	10	several	several	ADJ
ajceb-9143	53	11	challenges	challenge	NOUN
ajceb-9143	53	12	(	(	PUNCT
ajceb-9143	53	13	liu	liu	PROPN
ajceb-9143	53	14	,	,	PUNCT
ajceb-9143	53	15	et	et	PROPN
ajceb-9143	53	16	al	al	PROPN
ajceb-9143	53	17	.	.	PROPN
ajceb-9143	53	18	,	,	PUNCT
ajceb-9143	53	19	2023	2023	NUM
ajceb-9143	53	20	)	)	PUNCT
ajceb-9143	53	21	.	.	PUNCT
ajceb-9143	54	1	these	these	DET
ajceb-9143	54	2	methods	method	NOUN
ajceb-9143	54	3	,	,	PUNCT
ajceb-9143	54	4	often	often	ADV
ajceb-9143	54	5	relying	rely	VERB
ajceb-9143	54	6	on	on	ADP
ajceb-9143	54	7	empirical	empirical	ADJ
ajceb-9143	54	8	relationships	relationship	NOUN
ajceb-9143	54	9	and	and	CCONJ
ajceb-9143	54	10	statistical	statistical	ADJ
ajceb-9143	54	11	models	model	NOUN
ajceb-9143	54	12	,	,	PUNCT
ajceb-9143	54	13	face	face	VERB
ajceb-9143	54	14	limitations	limitation	NOUN
ajceb-9143	54	15	in	in	ADP
ajceb-9143	54	16	accurately	accurately	ADV
ajceb-9143	54	17	capturing	capture	VERB
ajceb-9143	54	18	the	the	DET
ajceb-9143	54	19	complex	complex	ADJ
ajceb-9143	54	20	mechanisms	mechanism	NOUN
ajceb-9143	54	21	contributing	contribute	VERB
ajceb-9143	54	22	to	to	ADP
ajceb-9143	54	23	cracking	crack	VERB
ajceb-9143	54	24	.	.	PUNCT
ajceb-9143	55	1	for	for	ADP
ajceb-9143	55	2	instance	instance	NOUN
ajceb-9143	55	3	,	,	PUNCT
ajceb-9143	55	4	empirical	empirical	ADJ
ajceb-9143	55	5	models	model	NOUN
ajceb-9143	55	6	developed	develop	VERB
ajceb-9143	55	7	for	for	ADP
ajceb-9143	55	8	jointed	jointed	ADJ
ajceb-9143	55	9	plain	plain	ADJ
ajceb-9143	55	10	concrete	concrete	ADJ
ajceb-9143	55	11	pavements	pavement	NOUN
ajceb-9143	55	12	(	(	PUNCT
ajceb-9143	55	13	jpcp	jpcp	PROPN
ajceb-9143	55	14	)	)	PUNCT
ajceb-9143	55	15	,	,	PUNCT
ajceb-9143	55	16	such	such	ADJ
ajceb-9143	55	17	as	as	ADP
ajceb-9143	55	18	the	the	DET
ajceb-9143	55	19	one	one	NUM
ajceb-9143	55	20	by	by	ADP
ajceb-9143	55	21	xiao	xiao	PROPN
ajceb-9143	55	22	and	and	CCONJ
ajceb-9143	55	23	wu	wu	PROPN
ajceb-9143	55	24	(	(	PUNCT
ajceb-9143	55	25	2018	2018	NUM
ajceb-9143	55	26	)	)	PUNCT
ajceb-9143	55	27	,	,	PUNCT
ajceb-9143	55	28	incorporate	incorporate	VERB
ajceb-9143	55	29	variables	variable	NOUN
ajceb-9143	55	30	like	like	ADP
ajceb-9143	55	31	slab	slab	NOUN
ajceb-9143	55	32	geometry	geometry	NOUN
ajceb-9143	55	33	,	,	PUNCT
ajceb-9143	55	34	traffic	traffic	NOUN
ajceb-9143	55	35	loading	loading	NOUN
ajceb-9143	55	36	,	,	PUNCT
ajceb-9143	55	37	and	and	CCONJ
ajceb-9143	55	38	base	base	NOUN
ajceb-9143	55	39	support	support	NOUN
ajceb-9143	55	40	.	.	PUNCT
ajceb-9143	56	1	however	however	ADV
ajceb-9143	56	2	,	,	PUNCT
ajceb-9143	56	3	these	these	DET
ajceb-9143	56	4	models	model	NOUN
ajceb-9143	56	5	,	,	PUNCT
ajceb-9143	56	6	with	with	ADP
ajceb-9143	56	7	an	an	DET
ajceb-9143	56	8	r	r	NOUN
ajceb-9143	56	9	-	-	PUNCT
ajceb-9143	56	10	squared	square	VERB
ajceb-9143	56	11	value	value	NOUN
ajceb-9143	56	12	of	of	ADP
ajceb-9143	56	13	0.47	0.47	NUM
ajceb-9143	56	14	,	,	PUNCT
ajceb-9143	56	15	assume	assume	VERB
ajceb-9143	56	16	linear	linear	ADJ
ajceb-9143	56	17	relationships	relationship	NOUN
ajceb-9143	56	18	and	and	CCONJ
ajceb-9143	56	19	may	may	AUX
ajceb-9143	56	20	not	not	PART
ajceb-9143	56	21	capture	capture	VERB
ajceb-9143	56	22	the	the	DET
ajceb-9143	56	23	nonlinear	nonlinear	ADJ
ajceb-9143	56	24	behaviors	behavior	NOUN
ajceb-9143	56	25	exhibited	exhibit	VERB
ajceb-9143	56	26	by	by	ADP
ajceb-9143	56	27	pavement	pavement	NOUN
ajceb-9143	56	28	materials	material	NOUN
ajceb-9143	56	29	under	under	ADP
ajceb-9143	56	30	varying	vary	VERB
ajceb-9143	56	31	environmental	environmental	ADJ
ajceb-9143	56	32	and	and	CCONJ
ajceb-9143	56	33	loading	loading	NOUN
ajceb-9143	56	34	conditions	condition	NOUN
ajceb-9143	56	35	(	(	PUNCT
ajceb-9143	56	36	xiao	xiao	PROPN
ajceb-9143	56	37	and	and	CCONJ
ajceb-9143	56	38	wu	wu	PROPN
ajceb-9143	56	39	,	,	PUNCT
ajceb-9143	56	40	2018	2018	NUM
ajceb-9143	56	41	)	)	PUNCT
ajceb-9143	56	42	.	.	PUNCT
ajceb-9143	57	1	this	this	DET
ajceb-9143	57	2	highlights	highlight	VERB
ajceb-9143	57	3	the	the	DET
ajceb-9143	57	4	novelty	novelty	NOUN
ajceb-9143	57	5	of	of	ADP
ajceb-9143	57	6	our	our	PRON
ajceb-9143	57	7	manuscript	manuscript	NOUN
ajceb-9143	57	8	,	,	PUNCT
ajceb-9143	57	9	which	which	PRON
ajceb-9143	57	10	leverages	leverage	VERB
ajceb-9143	57	11	advanced	advanced	ADJ
ajceb-9143	57	12	machine	machine	NOUN
ajceb-9143	57	13	learning	learn	VERB
ajceb-9143	57	14	techniques	technique	NOUN
ajceb-9143	57	15	to	to	PART
ajceb-9143	57	16	better	well	ADV
ajceb-9143	57	17	model	model	VERB
ajceb-9143	57	18	these	these	DET
ajceb-9143	57	19	complex	complex	ADJ
ajceb-9143	57	20	interactions	interaction	NOUN
ajceb-9143	57	21	and	and	CCONJ
ajceb-9143	57	22	improve	improve	VERB
ajceb-9143	57	23	predictive	predictive	ADJ
ajceb-9143	57	24	accuracy	accuracy	NOUN
ajceb-9143	57	25	.	.	PUNCT
ajceb-9143	58	1	one	one	NUM
ajceb-9143	58	2	of	of	ADP
ajceb-9143	58	3	the	the	DET
ajceb-9143	58	4	primary	primary	ADJ
ajceb-9143	58	5	challenges	challenge	NOUN
ajceb-9143	58	6	lies	lie	VERB
ajceb-9143	58	7	in	in	ADP
ajceb-9143	58	8	the	the	DET
ajceb-9143	58	9	variability	variability	NOUN
ajceb-9143	58	10	of	of	ADP
ajceb-9143	58	11	pavement	pavement	NOUN
ajceb-9143	58	12	materials	material	NOUN
ajceb-9143	58	13	and	and	CCONJ
ajceb-9143	58	14	construction	construction	NOUN
ajceb-9143	58	15	practices	practice	NOUN
ajceb-9143	58	16	(	(	PUNCT
ajceb-9143	58	17	bansal	bansal	NOUN
ajceb-9143	58	18	,	,	PUNCT
ajceb-9143	58	19	2019	2019	NUM
ajceb-9143	58	20	)	)	PUNCT
ajceb-9143	58	21	.	.	PUNCT
ajceb-9143	59	1	the	the	DET
ajceb-9143	59	2	properties	property	NOUN
ajceb-9143	59	3	of	of	ADP
ajceb-9143	59	4	concrete	concrete	ADJ
ajceb-9143	59	5	,	,	PUNCT
ajceb-9143	59	6	steel	steel	NOUN
ajceb-9143	59	7	reinforcement	reinforcement	NOUN
ajceb-9143	59	8	,	,	PUNCT
ajceb-9143	59	9	and	and	CCONJ
ajceb-9143	59	10	subgrade	subgrade	NOUN
ajceb-9143	59	11	conditions	condition	NOUN
ajceb-9143	59	12	can	can	AUX
ajceb-9143	59	13	vary	vary	VERB
ajceb-9143	59	14	significantly	significantly	ADV
ajceb-9143	59	15	,	,	PUNCT
ajceb-9143	59	16	affecting	affect	VERB
ajceb-9143	59	17	the	the	DET
ajceb-9143	59	18	pavement	pavement	NOUN
ajceb-9143	59	19	’s	’s	PART
ajceb-9143	59	20	response	response	NOUN
ajceb-9143	59	21	to	to	ADP
ajceb-9143	59	22	traffic	traffic	NOUN
ajceb-9143	59	23	loads	load	NOUN
ajceb-9143	59	24	and	and	CCONJ
ajceb-9143	59	25	environmental	environmental	ADJ
ajceb-9143	59	26	factors	factor	NOUN
ajceb-9143	59	27	.	.	PUNCT
ajceb-9143	60	1	traditional	traditional	ADJ
ajceb-9143	60	2	methods	method	NOUN
ajceb-9143	60	3	may	may	AUX
ajceb-9143	60	4	not	not	PART
ajceb-9143	60	5	adequately	adequately	ADV
ajceb-9143	60	6	account	account	VERB
ajceb-9143	60	7	for	for	ADP
ajceb-9143	60	8	these	these	DET
ajceb-9143	60	9	variations	variation	NOUN
ajceb-9143	60	10	,	,	PUNCT
ajceb-9143	60	11	leading	lead	VERB
ajceb-9143	60	12	to	to	ADP
ajceb-9143	60	13	inaccurate	inaccurate	ADJ
ajceb-9143	60	14	predictions	prediction	NOUN
ajceb-9143	60	15	.	.	PUNCT
ajceb-9143	61	1	another	another	DET
ajceb-9143	61	2	challenge	challenge	NOUN
ajceb-9143	61	3	is	be	AUX
ajceb-9143	61	4	the	the	DET
ajceb-9143	61	5	difficulty	difficulty	NOUN
ajceb-9143	61	6	in	in	ADP
ajceb-9143	61	7	quantifying	quantify	VERB
ajceb-9143	61	8	the	the	DET
ajceb-9143	61	9	effects	effect	NOUN
ajceb-9143	61	10	of	of	ADP
ajceb-9143	61	11	traffic	traffic	NOUN
ajceb-9143	61	12	loading	loading	NOUN
ajceb-9143	61	13	on	on	ADP
ajceb-9143	61	14	crcp	crcp	PROPN
ajceb-9143	61	15	(	(	PUNCT
ajceb-9143	61	16	benmokrane	benmokrane	ADJ
ajceb-9143	61	17	,	,	PUNCT
ajceb-9143	61	18	et	et	PROPN
ajceb-9143	61	19	al	al	PROPN
ajceb-9143	61	20	.	.	PROPN
ajceb-9143	61	21	,	,	PUNCT
ajceb-9143	61	22	2020	2020	NUM
ajceb-9143	61	23	)	)	PUNCT
ajceb-9143	61	24	.	.	PUNCT
ajceb-9143	62	1	traffic	traffic	NOUN
ajceb-9143	62	2	loads	load	NOUN
ajceb-9143	62	3	,	,	PUNCT
ajceb-9143	62	4	particularly	particularly	ADV
ajceb-9143	62	5	heavy	heavy	ADJ
ajceb-9143	62	6	axle	axle	NOUN
ajceb-9143	62	7	loads	load	NOUN
ajceb-9143	62	8	,	,	PUNCT
ajceb-9143	62	9	play	play	VERB
ajceb-9143	62	10	a	a	DET
ajceb-9143	62	11	significant	significant	ADJ
ajceb-9143	62	12	role	role	NOUN
ajceb-9143	62	13	in	in	ADP
ajceb-9143	62	14	initiating	initiate	VERB
ajceb-9143	62	15	and	and	CCONJ
ajceb-9143	62	16	propagating	propagate	VERB
ajceb-9143	62	17	longitudinal	longitudinal	ADJ
ajceb-9143	62	18	cracks	crack	NOUN
ajceb-9143	62	19	.	.	PUNCT
ajceb-9143	63	1	however	however	ADV
ajceb-9143	63	2	,	,	PUNCT
ajceb-9143	63	3	traditional	traditional	ADJ
ajceb-9143	63	4	methods	method	NOUN
ajceb-9143	63	5	often	often	ADV
ajceb-9143	63	6	rely	rely	VERB
ajceb-9143	63	7	on	on	ADP
ajceb-9143	63	8	simplified	simplified	ADJ
ajceb-9143	63	9	traffic	traffic	NOUN
ajceb-9143	63	10	loading	loading	NOUN
ajceb-9143	63	11	models	model	NOUN
ajceb-9143	63	12	that	that	PRON
ajceb-9143	63	13	do	do	AUX
ajceb-9143	63	14	not	not	PART
ajceb-9143	63	15	capture	capture	VERB
ajceb-9143	63	16	the	the	DET
ajceb-9143	63	17	dynamic	dynamic	ADJ
ajceb-9143	63	18	interactions	interaction	NOUN
ajceb-9143	63	19	between	between	ADP
ajceb-9143	63	20	vehicles	vehicle	NOUN
ajceb-9143	63	21	and	and	CCONJ
ajceb-9143	63	22	the	the	DET
ajceb-9143	63	23	pavement	pavement	NOUN
ajceb-9143	63	24	structure	structure	NOUN
ajceb-9143	63	25	.	.	PUNCT
ajceb-9143	64	1	furthermore	furthermore	ADV
ajceb-9143	64	2	,	,	PUNCT
ajceb-9143	64	3	current	current	ADJ
ajceb-9143	64	4	practices	practice	NOUN
ajceb-9143	64	5	in	in	ADP
ajceb-9143	64	6	pavement	pavement	NOUN
ajceb-9143	64	7	management	management	NOUN
ajceb-9143	64	8	often	often	ADV
ajceb-9143	64	9	lack	lack	VERB
ajceb-9143	64	10	the	the	DET
ajceb-9143	64	11	necessary	necessary	ADJ
ajceb-9143	64	12	data	datum	NOUN
ajceb-9143	64	13	and	and	CCONJ
ajceb-9143	64	14	tools	tool	NOUN
ajceb-9143	64	15	for	for	ADP
ajceb-9143	64	16	accurate	accurate	ADJ
ajceb-9143	64	17	longitudinal	longitudinal	ADJ
ajceb-9143	64	18	cracking	cracking	NOUN
ajceb-9143	64	19	prediction	prediction	NOUN
ajceb-9143	64	20	(	(	PUNCT
ajceb-9143	64	21	peraka	peraka	NOUN
ajceb-9143	64	22	and	and	CCONJ
ajceb-9143	64	23	biligiri	biligiri	NOUN
ajceb-9143	64	24	,	,	PUNCT
ajceb-9143	64	25	2020	2020	NUM
ajceb-9143	64	26	)	)	PUNCT
ajceb-9143	64	27	.	.	PUNCT
ajceb-9143	65	1	pavement	pavement	NOUN
ajceb-9143	65	2	condition	condition	NOUN
ajceb-9143	65	3	data	datum	NOUN
ajceb-9143	65	4	collection	collection	NOUN
ajceb-9143	65	5	and	and	CCONJ
ajceb-9143	65	6	analysis	analysis	NOUN
ajceb-9143	65	7	are	be	AUX
ajceb-9143	65	8	typically	typically	ADV
ajceb-9143	65	9	limited	limit	VERB
ajceb-9143	65	10	to	to	ADP
ajceb-9143	65	11	visual	visual	ADJ
ajceb-9143	65	12	inspections	inspection	NOUN
ajceb-9143	65	13	and	and	CCONJ
ajceb-9143	65	14	basic	basic	ADJ
ajceb-9143	65	15	distress	distress	NOUN
ajceb-9143	65	16	surveys	survey	NOUN
ajceb-9143	65	17	.	.	PUNCT
ajceb-9143	66	1	these	these	DET
ajceb-9143	66	2	methods	method	NOUN
ajceb-9143	66	3	may	may	AUX
ajceb-9143	66	4	not	not	PART
ajceb-9143	66	5	provide	provide	VERB
ajceb-9143	66	6	sufficient	sufficient	ADJ
ajceb-9143	66	7	information	information	NOUN
ajceb-9143	66	8	to	to	PART
ajceb-9143	66	9	identify	identify	VERB
ajceb-9143	66	10	the	the	DET
ajceb-9143	66	11	root	root	NOUN
ajceb-9143	66	12	causes	cause	NOUN
ajceb-9143	66	13	of	of	ADP
ajceb-9143	66	14	cracking	cracking	NOUN
ajceb-9143	66	15	or	or	CCONJ
ajceb-9143	66	16	to	to	PART
ajceb-9143	66	17	develop	develop	VERB
ajceb-9143	66	18	effective	effective	ADJ
ajceb-9143	66	19	maintenance	maintenance	NOUN
ajceb-9143	66	20	strategies	strategy	NOUN
ajceb-9143	66	21	.	.	PUNCT
ajceb-9143	67	1	to	to	PART
ajceb-9143	67	2	address	address	VERB
ajceb-9143	67	3	these	these	DET
ajceb-9143	67	4	challenges	challenge	NOUN
ajceb-9143	67	5	,	,	PUNCT
ajceb-9143	67	6	researchers	researcher	NOUN
ajceb-9143	67	7	are	be	AUX
ajceb-9143	67	8	exploring	explore	VERB
ajceb-9143	67	9	advanced	advanced	ADJ
ajceb-9143	67	10	modeling	modeling	NOUN
ajceb-9143	67	11	techniques	technique	NOUN
ajceb-9143	67	12	and	and	CCONJ
ajceb-9143	67	13	data	datum	NOUN
ajceb-9143	67	14	-	-	PUNCT
ajceb-9143	67	15	driven	drive	VERB
ajceb-9143	67	16	approaches	approach	NOUN
ajceb-9143	67	17	for	for	ADP
ajceb-9143	67	18	longitudinal	longitudinal	ADJ
ajceb-9143	67	19	cracking	cracking	NOUN
ajceb-9143	67	20	prediction	prediction	NOUN
ajceb-9143	67	21	(	(	PUNCT
ajceb-9143	67	22	xie	xie	PROPN
ajceb-9143	67	23	,	,	PUNCT
ajceb-9143	67	24	et	et	PROPN
ajceb-9143	67	25	al	al	PROPN
ajceb-9143	67	26	.	.	PROPN
ajceb-9143	67	27	,	,	PUNCT
ajceb-9143	67	28	2020	2020	NUM
ajceb-9143	67	29	)	)	PUNCT
ajceb-9143	67	30	.	.	PUNCT
ajceb-9143	68	1	these	these	DET
ajceb-9143	68	2	methods	method	NOUN
ajceb-9143	68	3	,	,	PUNCT
ajceb-9143	68	4	such	such	ADJ
ajceb-9143	68	5	as	as	ADP
ajceb-9143	68	6	finite	finite	ADJ
ajceb-9143	68	7	element	element	NOUN
ajceb-9143	68	8	modeling	modeling	NOUN
ajceb-9143	68	9	and	and	CCONJ
ajceb-9143	68	10	machine	machine	NOUN
ajceb-9143	68	11	learning	learning	NOUN
ajceb-9143	68	12	algorithms	algorithm	NOUN
ajceb-9143	68	13	,	,	PUNCT
ajceb-9143	68	14	offer	offer	VERB
ajceb-9143	68	15	the	the	DET
ajceb-9143	68	16	potential	potential	NOUN
ajceb-9143	68	17	to	to	PART
ajceb-9143	68	18	better	well	ADV
ajceb-9143	68	19	capture	capture	VERB
ajceb-9143	68	20	the	the	DET
ajceb-9143	68	21	complex	complex	ADJ
ajceb-9143	68	22	interactions	interaction	NOUN
ajceb-9143	68	23	between	between	ADP
ajceb-9143	68	24	pavement	pavement	NOUN
ajceb-9143	68	25	materials	material	NOUN
ajceb-9143	68	26	,	,	PUNCT
ajceb-9143	68	27	traffic	traffic	NOUN
ajceb-9143	68	28	loading	loading	NOUN
ajceb-9143	68	29	,	,	PUNCT
ajceb-9143	68	30	and	and	CCONJ
ajceb-9143	68	31	environmental	environmental	ADJ
ajceb-9143	68	32	factors	factor	NOUN
ajceb-9143	68	33	.	.	PUNCT
ajceb-9143	69	1	by	by	ADP
ajceb-9143	69	2	leveraging	leverage	VERB
ajceb-9143	69	3	these	these	DET
ajceb-9143	69	4	advancements	advancement	NOUN
ajceb-9143	69	5	,	,	PUNCT
ajceb-9143	69	6	pavement	pavement	NOUN
ajceb-9143	69	7	engineers	engineer	NOUN
ajceb-9143	69	8	can	can	AUX
ajceb-9143	69	9	develop	develop	VERB
ajceb-9143	69	10	more	more	ADV
ajceb-9143	69	11	accurate	accurate	ADJ
ajceb-9143	69	12	and	and	CCONJ
ajceb-9143	69	13	reliable	reliable	ADJ
ajceb-9143	69	14	prediction	prediction	NOUN
ajceb-9143	69	15	models	model	NOUN
ajceb-9143	69	16	,	,	PUNCT
ajceb-9143	69	17	leading	lead	VERB
ajceb-9143	69	18	to	to	ADP
ajceb-9143	69	19	improved	improved	ADJ
ajceb-9143	69	20	pavement	pavement	NOUN
ajceb-9143	69	21	management	management	NOUN
ajceb-9143	69	22	and	and	CCONJ
ajceb-9143	69	23	maintenance	maintenance	NOUN
ajceb-9143	69	24	strategies	strategy	NOUN
ajceb-9143	69	25	.	.	PUNCT
ajceb-9143	70	1	machine	machine	NOUN
ajceb-9143	70	2	learning	learning	NOUN
ajceb-9143	70	3	stands	stand	VERB
ajceb-9143	70	4	as	as	ADP
ajceb-9143	70	5	a	a	DET
ajceb-9143	70	6	transformative	transformative	ADJ
ajceb-9143	70	7	approach	approach	NOUN
ajceb-9143	70	8	revolutionizing	revolutionize	VERB
ajceb-9143	70	9	the	the	DET
ajceb-9143	70	10	field	field	NOUN
ajceb-9143	70	11	of	of	ADP
ajceb-9143	70	12	predicting	predict	VERB
ajceb-9143	70	13	pavement	pavement	NOUN
ajceb-9143	70	14	distress	distress	NOUN
ajceb-9143	70	15	,	,	PUNCT
ajceb-9143	70	16	as	as	SCONJ
ajceb-9143	70	17	highlighted	highlight	VERB
ajceb-9143	70	18	by	by	ADP
ajceb-9143	70	19	several	several	ADJ
ajceb-9143	70	20	studies	study	NOUN
ajceb-9143	70	21	on	on	ADP
ajceb-9143	70	22	the	the	DET
ajceb-9143	70	23	subject	subject	NOUN
ajceb-9143	70	24	(	(	PUNCT
ajceb-9143	70	25	nash	nash	NOUN
ajceb-9143	70	26	,	,	PUNCT
ajceb-9143	70	27	et	et	PROPN
ajceb-9143	70	28	al	al	PROPN
ajceb-9143	70	29	.	.	PROPN
ajceb-9143	70	30	,	,	PUNCT
ajceb-9143	70	31	2018	2018	NUM
ajceb-9143	70	32	;	;	PUNCT
ajceb-9143	70	33	huang	huang	PROPN
ajceb-9143	70	34	,	,	PUNCT
ajceb-9143	70	35	2023	2023	NUM
ajceb-9143	70	36	;	;	PUNCT
ajceb-9143	70	37	guan	guan	PROPN
ajceb-9143	70	38	,	,	PUNCT
ajceb-9143	70	39	et	et	PROPN
ajceb-9143	70	40	al	al	PROPN
ajceb-9143	70	41	.	.	PROPN
ajceb-9143	70	42	,	,	PUNCT
ajceb-9143	70	43	2023	2023	NUM
ajceb-9143	70	44	)	)	PUNCT
ajceb-9143	70	45	.	.	PUNCT
ajceb-9143	71	1	unlike	unlike	ADP
ajceb-9143	71	2	traditional	traditional	ADJ
ajceb-9143	71	3	methods	method	NOUN
ajceb-9143	71	4	,	,	PUNCT
ajceb-9143	71	5	which	which	PRON
ajceb-9143	71	6	often	often	ADV
ajceb-9143	71	7	rely	rely	VERB
ajceb-9143	71	8	on	on	ADP
ajceb-9143	71	9	predetermined	predetermine	VERB
ajceb-9143	71	10	rules	rule	NOUN
ajceb-9143	71	11	and	and	CCONJ
ajceb-9143	71	12	equations	equation	NOUN
ajceb-9143	71	13	,	,	PUNCT
ajceb-9143	71	14	machine	machine	NOUN
ajceb-9143	71	15	learning	learning	NOUN
ajceb-9143	71	16	empowers	empower	VERB
ajceb-9143	71	17	systems	system	NOUN
ajceb-9143	71	18	to	to	PART
ajceb-9143	71	19	learn	learn	VERB
ajceb-9143	71	20	and	and	CCONJ
ajceb-9143	71	21	adapt	adapt	VERB
ajceb-9143	71	22	from	from	ADP
ajceb-9143	71	23	data	datum	NOUN
ajceb-9143	71	24	,	,	PUNCT
ajceb-9143	71	25	offering	offer	VERB
ajceb-9143	71	26	a	a	DET
ajceb-9143	71	27	dynamic	dynamic	ADJ
ajceb-9143	71	28	and	and	CCONJ
ajceb-9143	71	29	efficient	efficient	ADJ
ajceb-9143	71	30	way	way	NOUN
ajceb-9143	71	31	to	to	PART
ajceb-9143	71	32	forecast	forecast	VERB
ajceb-9143	71	33	pavement	pavement	NOUN
ajceb-9143	71	34	conditions	condition	NOUN
ajceb-9143	71	35	.	.	PUNCT
ajceb-9143	72	1	these	these	DET
ajceb-9143	72	2	studies	study	NOUN
ajceb-9143	72	3	emphasize	emphasize	VERB
ajceb-9143	72	4	the	the	DET
ajceb-9143	72	5	pivotal	pivotal	ADJ
ajceb-9143	72	6	role	role	NOUN
ajceb-9143	72	7	of	of	ADP
ajceb-9143	72	8	machine	machine	NOUN
ajceb-9143	72	9	learning	learn	VERB
ajceb-9143	72	10	in	in	ADP
ajceb-9143	72	11	enhancing	enhance	VERB
ajceb-9143	72	12	the	the	DET
ajceb-9143	72	13	accuracy	accuracy	NOUN
ajceb-9143	72	14	and	and	CCONJ
ajceb-9143	72	15	efficiency	efficiency	NOUN
ajceb-9143	72	16	of	of	ADP
ajceb-9143	72	17	pavement	pavement	NOUN
ajceb-9143	72	18	distress	distress	NOUN
ajceb-9143	72	19	prediction	prediction	NOUN
ajceb-9143	72	20	models	model	NOUN
ajceb-9143	72	21	.	.	PUNCT
ajceb-9143	73	1	one	one	NUM
ajceb-9143	73	2	remarkable	remarkable	ADJ
ajceb-9143	73	3	aspect	aspect	NOUN
ajceb-9143	73	4	of	of	ADP
ajceb-9143	73	5	machine	machine	NOUN
ajceb-9143	73	6	learning	learning	NOUN
ajceb-9143	73	7	in	in	ADP
ajceb-9143	73	8	the	the	DET
ajceb-9143	73	9	context	context	NOUN
ajceb-9143	73	10	of	of	ADP
ajceb-9143	73	11	predicting	predict	VERB
ajceb-9143	73	12	pavement	pavement	NOUN
ajceb-9143	73	13	distress	distress	NOUN
ajceb-9143	73	14	is	be	AUX
ajceb-9143	73	15	its	its	PRON
ajceb-9143	73	16	ability	ability	NOUN
ajceb-9143	73	17	to	to	PART
ajceb-9143	73	18	leverage	leverage	VERB
ajceb-9143	73	19	vast	vast	ADJ
ajceb-9143	73	20	datasets	dataset	NOUN
ajceb-9143	73	21	,	,	PUNCT
ajceb-9143	73	22	exemplified	exemplify	VERB
ajceb-9143	73	23	by	by	ADP
ajceb-9143	73	24	the	the	DET
ajceb-9143	73	25	wealth	wealth	NOUN
ajceb-9143	73	26	of	of	ADP
ajceb-9143	73	27	information	information	NOUN
ajceb-9143	73	28	available	available	ADJ
ajceb-9143	73	29	in	in	ADP
ajceb-9143	73	30	the	the	DET
ajceb-9143	73	31	long	long	ADJ
ajceb-9143	73	32	-	-	PUNCT
ajceb-9143	73	33	term	term	NOUN
ajceb-9143	73	34	pavement	pavement	NOUN
ajceb-9143	73	35	performance	performance	NOUN
ajceb-9143	73	36	(	(	PUNCT
ajceb-9143	73	37	ltpp	ltpp	ADJ
ajceb-9143	73	38	)	)	PUNCT
ajceb-9143	73	39	database	database	NOUN
ajceb-9143	73	40	(	(	PUNCT
ajceb-9143	73	41	elkins	elkin	NOUN
ajceb-9143	73	42	and	and	CCONJ
ajceb-9143	73	43	ostrom	ostrom	NOUN
ajceb-9143	73	44	,	,	PUNCT
ajceb-9143	73	45	2021	2021	NUM
ajceb-9143	73	46	)	)	PUNCT
ajceb-9143	73	47	.	.	PUNCT
ajceb-9143	74	1	this	this	DET
ajceb-9143	74	2	extensive	extensive	ADJ
ajceb-9143	74	3	repository	repository	NOUN
ajceb-9143	74	4	encompasses	encompass	VERB
ajceb-9143	74	5	a	a	DET
ajceb-9143	74	6	alnaqbi	alnaqbi	ADJ
ajceb-9143	74	7	construction	construction	NOUN
ajceb-9143	74	8	economics	economic	NOUN
ajceb-9143	74	9	and	and	CCONJ
ajceb-9143	74	10	building	building	NOUN
ajceb-9143	74	11	,	,	PUNCT
ajceb-9143	74	12	vol	vol	NOUN
ajceb-9143	74	13	.	.	PROPN
ajceb-9143	75	1	25	25	NUM
ajceb-9143	75	2	,	,	PUNCT
ajceb-9143	75	3	no	no	INTJ
ajceb-9143	75	4	.	.	NOUN
ajceb-9143	75	5	1	1	NUM
ajceb-9143	75	6	march	march	PROPN
ajceb-9143	75	7	2025145	2025145	NUM
ajceb-9143	75	8	comprehensive	comprehensive	ADJ
ajceb-9143	75	9	range	range	NOUN
ajceb-9143	75	10	of	of	ADP
ajceb-9143	75	11	variables	variable	NOUN
ajceb-9143	75	12	,	,	PUNCT
ajceb-9143	75	13	including	include	VERB
ajceb-9143	75	14	traffic	traffic	NOUN
ajceb-9143	75	15	loads	load	NOUN
ajceb-9143	75	16	,	,	PUNCT
ajceb-9143	75	17	environmental	environmental	ADJ
ajceb-9143	75	18	conditions	condition	NOUN
ajceb-9143	75	19	,	,	PUNCT
ajceb-9143	75	20	and	and	CCONJ
ajceb-9143	75	21	material	material	NOUN
ajceb-9143	75	22	properties	property	NOUN
ajceb-9143	75	23	,	,	PUNCT
ajceb-9143	75	24	providing	provide	VERB
ajceb-9143	75	25	a	a	DET
ajceb-9143	75	26	rich	rich	ADJ
ajceb-9143	75	27	tapestry	tapestry	NOUN
ajceb-9143	75	28	of	of	ADP
ajceb-9143	75	29	information	information	NOUN
ajceb-9143	75	30	for	for	ADP
ajceb-9143	75	31	machine	machine	NOUN
ajceb-9143	75	32	learning	learn	VERB
ajceb-9143	75	33	algorithms	algorithm	NOUN
ajceb-9143	75	34	to	to	PART
ajceb-9143	75	35	analyze	analyze	VERB
ajceb-9143	75	36	.	.	PUNCT
ajceb-9143	76	1	the	the	DET
ajceb-9143	76	2	application	application	NOUN
ajceb-9143	76	3	of	of	ADP
ajceb-9143	76	4	machine	machine	NOUN
ajceb-9143	76	5	learning	learn	VERB
ajceb-9143	76	6	techniques	technique	NOUN
ajceb-9143	76	7	to	to	PART
ajceb-9143	76	8	pavement	pavement	VERB
ajceb-9143	76	9	distress	distress	NOUN
ajceb-9143	76	10	prediction	prediction	NOUN
ajceb-9143	76	11	has	have	AUX
ajceb-9143	76	12	been	be	AUX
ajceb-9143	76	13	widely	widely	ADV
ajceb-9143	76	14	acknowledged	acknowledge	VERB
ajceb-9143	76	15	,	,	PUNCT
ajceb-9143	76	16	with	with	ADP
ajceb-9143	76	17	studies	study	NOUN
ajceb-9143	76	18	demonstrating	demonstrate	VERB
ajceb-9143	76	19	the	the	DET
ajceb-9143	76	20	effectiveness	effectiveness	NOUN
ajceb-9143	76	21	of	of	ADP
ajceb-9143	76	22	leveraging	leverage	VERB
ajceb-9143	76	23	large	large	ADJ
ajceb-9143	76	24	datasets	dataset	NOUN
ajceb-9143	76	25	such	such	ADJ
ajceb-9143	76	26	as	as	ADP
ajceb-9143	76	27	those	those	PRON
ajceb-9143	76	28	within	within	ADP
ajceb-9143	76	29	the	the	DET
ajceb-9143	76	30	ltpp	ltpp	NOUN
ajceb-9143	76	31	database	database	NOUN
ajceb-9143	76	32	(	(	PUNCT
ajceb-9143	76	33	martin	martin	PROPN
ajceb-9143	76	34	and	and	CCONJ
ajceb-9143	76	35	choummanivong	choummanivong	PROPN
ajceb-9143	76	36	,	,	PUNCT
ajceb-9143	76	37	2016	2016	NUM
ajceb-9143	76	38	)	)	PUNCT
ajceb-9143	76	39	.	.	PUNCT
ajceb-9143	77	1	the	the	DET
ajceb-9143	77	2	volume	volume	NOUN
ajceb-9143	77	3	and	and	CCONJ
ajceb-9143	77	4	diversity	diversity	NOUN
ajceb-9143	77	5	of	of	ADP
ajceb-9143	77	6	data	datum	NOUN
ajceb-9143	77	7	within	within	ADP
ajceb-9143	77	8	the	the	DET
ajceb-9143	77	9	ltpp	ltpp	NOUN
ajceb-9143	77	10	database	database	NOUN
ajceb-9143	77	11	enable	enable	VERB
ajceb-9143	77	12	machine	machine	NOUN
ajceb-9143	77	13	learning	learning	NOUN
ajceb-9143	77	14	models	model	NOUN
ajceb-9143	77	15	to	to	PART
ajceb-9143	77	16	discern	discern	VERB
ajceb-9143	77	17	nuanced	nuanced	ADJ
ajceb-9143	77	18	patterns	pattern	NOUN
ajceb-9143	77	19	that	that	PRON
ajceb-9143	77	20	might	might	AUX
ajceb-9143	77	21	elude	elude	VERB
ajceb-9143	77	22	traditional	traditional	ADJ
ajceb-9143	77	23	analytical	analytical	ADJ
ajceb-9143	77	24	approaches	approach	NOUN
ajceb-9143	77	25	.	.	PUNCT
ajceb-9143	78	1	utilizing	utilize	VERB
ajceb-9143	78	2	big	big	ADJ
ajceb-9143	78	3	data	datum	NOUN
ajceb-9143	78	4	enhances	enhance	VERB
ajceb-9143	78	5	prediction	prediction	NOUN
ajceb-9143	78	6	accuracy	accuracy	NOUN
ajceb-9143	78	7	,	,	PUNCT
ajceb-9143	78	8	offering	offer	VERB
ajceb-9143	78	9	a	a	DET
ajceb-9143	78	10	nuanced	nuanced	ADJ
ajceb-9143	78	11	understanding	understanding	NOUN
ajceb-9143	78	12	of	of	ADP
ajceb-9143	78	13	pavement	pavement	NOUN
ajceb-9143	78	14	deterioration	deterioration	NOUN
ajceb-9143	78	15	factors	factor	NOUN
ajceb-9143	78	16	.	.	PUNCT
ajceb-9143	79	1	this	this	DET
ajceb-9143	79	2	sentiment	sentiment	NOUN
ajceb-9143	79	3	is	be	AUX
ajceb-9143	79	4	echoed	echo	VERB
ajceb-9143	79	5	in	in	ADP
ajceb-9143	79	6	the	the	DET
ajceb-9143	79	7	work	work	NOUN
ajceb-9143	79	8	of	of	ADP
ajceb-9143	79	9	wang	wang	PROPN
ajceb-9143	79	10	,	,	PUNCT
ajceb-9143	79	11	et	et	PROPN
ajceb-9143	79	12	al	al	PROPN
ajceb-9143	79	13	.	.	PUNCT
ajceb-9143	80	1	(	(	PUNCT
ajceb-9143	80	2	2017	2017	NUM
ajceb-9143	80	3	)	)	PUNCT
ajceb-9143	80	4	,	,	PUNCT
ajceb-9143	80	5	where	where	SCONJ
ajceb-9143	80	6	machine	machine	NOUN
ajceb-9143	80	7	learning	learning	NOUN
ajceb-9143	80	8	-	-	PUNCT
ajceb-9143	80	9	based	base	VERB
ajceb-9143	80	10	pavement	pavement	NOUN
ajceb-9143	80	11	performance	performance	NOUN
ajceb-9143	80	12	prediction	prediction	NOUN
ajceb-9143	80	13	using	use	VERB
ajceb-9143	80	14	ltpp	ltpp	NOUN
ajceb-9143	80	15	data	datum	NOUN
ajceb-9143	80	16	is	be	AUX
ajceb-9143	80	17	explored	explore	VERB
ajceb-9143	80	18	,	,	PUNCT
ajceb-9143	80	19	underscoring	underscore	VERB
ajceb-9143	80	20	the	the	DET
ajceb-9143	80	21	significance	significance	NOUN
ajceb-9143	80	22	of	of	ADP
ajceb-9143	80	23	leveraging	leverage	VERB
ajceb-9143	80	24	extensive	extensive	ADJ
ajceb-9143	80	25	datasets	dataset	NOUN
ajceb-9143	80	26	.	.	PUNCT
ajceb-9143	81	1	machine	machine	NOUN
ajceb-9143	81	2	learning	learning	NOUN
ajceb-9143	81	3	transforms	transform	VERB
ajceb-9143	81	4	a	a	DET
ajceb-9143	81	5	deterministic	deterministic	ADJ
ajceb-9143	81	6	process	process	NOUN
ajceb-9143	81	7	into	into	ADP
ajceb-9143	81	8	a	a	DET
ajceb-9143	81	9	dynamic	dynamic	ADJ
ajceb-9143	81	10	data	data	NOUN
ajceb-9143	81	11	-	-	PUNCT
ajceb-9143	81	12	driven	drive	VERB
ajceb-9143	81	13	one	one	NOUN
ajceb-9143	81	14	,	,	PUNCT
ajceb-9143	81	15	unlocking	unlock	VERB
ajceb-9143	81	16	potential	potential	NOUN
ajceb-9143	81	17	within	within	ADP
ajceb-9143	81	18	large	large	ADJ
ajceb-9143	81	19	datasets	dataset	NOUN
ajceb-9143	81	20	like	like	ADP
ajceb-9143	81	21	those	those	PRON
ajceb-9143	81	22	in	in	ADP
ajceb-9143	81	23	the	the	DET
ajceb-9143	81	24	ltpp	ltpp	NOUN
ajceb-9143	81	25	database	database	NOUN
ajceb-9143	81	26	.	.	PUNCT
ajceb-9143	82	1	this	this	PRON
ajceb-9143	82	2	improves	improve	VERB
ajceb-9143	82	3	prediction	prediction	NOUN
ajceb-9143	82	4	accuracy	accuracy	NOUN
ajceb-9143	82	5	and	and	CCONJ
ajceb-9143	82	6	provides	provide	VERB
ajceb-9143	82	7	deeper	deep	ADJ
ajceb-9143	82	8	comprehension	comprehension	NOUN
ajceb-9143	82	9	of	of	ADP
ajceb-9143	82	10	interactions	interaction	NOUN
ajceb-9143	82	11	shaping	shape	VERB
ajceb-9143	82	12	pavement	pavement	NOUN
ajceb-9143	82	13	conditions	condition	NOUN
ajceb-9143	82	14	.	.	PUNCT
ajceb-9143	83	1	integrating	integrate	VERB
ajceb-9143	83	2	machine	machine	NOUN
ajceb-9143	83	3	learning	learn	VERB
ajceb-9143	83	4	into	into	ADP
ajceb-9143	83	5	pavement	pavement	NOUN
ajceb-9143	83	6	management	management	NOUN
ajceb-9143	83	7	systems	system	NOUN
ajceb-9143	83	8	promises	promise	VERB
ajceb-9143	83	9	to	to	PART
ajceb-9143	83	10	optimize	optimize	VERB
ajceb-9143	83	11	maintenance	maintenance	NOUN
ajceb-9143	83	12	and	and	CCONJ
ajceb-9143	83	13	ensure	ensure	VERB
ajceb-9143	83	14	road	road	NOUN
ajceb-9143	83	15	network	network	NOUN
ajceb-9143	83	16	longevity	longevity	NOUN
ajceb-9143	83	17	.	.	PUNCT
ajceb-9143	84	1	the	the	DET
ajceb-9143	84	2	ltpp	ltpp	PROPN
ajceb-9143	84	3	database	database	NOUN
ajceb-9143	84	4	,	,	PUNCT
ajceb-9143	84	5	highlighted	highlight	VERB
ajceb-9143	84	6	by	by	ADP
ajceb-9143	84	7	various	various	ADJ
ajceb-9143	84	8	studies	study	NOUN
ajceb-9143	84	9	,	,	PUNCT
ajceb-9143	84	10	serves	serve	VERB
ajceb-9143	84	11	as	as	ADP
ajceb-9143	84	12	a	a	DET
ajceb-9143	84	13	comprehensive	comprehensive	ADJ
ajceb-9143	84	14	resource	resource	NOUN
ajceb-9143	84	15	in	in	ADP
ajceb-9143	84	16	pavement	pavement	NOUN
ajceb-9143	84	17	engineering	engineering	NOUN
ajceb-9143	84	18	(	(	PUNCT
ajceb-9143	84	19	selezneva	selezneva	PROPN
ajceb-9143	84	20	,	,	PUNCT
ajceb-9143	84	21	et	et	PROPN
ajceb-9143	84	22	al	al	PROPN
ajceb-9143	84	23	.	.	PROPN
ajceb-9143	84	24	,	,	PUNCT
ajceb-9143	84	25	2022	2022	NUM
ajceb-9143	84	26	)	)	PUNCT
ajceb-9143	84	27	.	.	PUNCT
ajceb-9143	85	1	developed	develop	VERB
ajceb-9143	85	2	by	by	ADP
ajceb-9143	85	3	the	the	DET
ajceb-9143	85	4	federal	federal	PROPN
ajceb-9143	85	5	highway	highway	PROPN
ajceb-9143	85	6	administration	administration	PROPN
ajceb-9143	85	7	(	(	PUNCT
ajceb-9143	85	8	fhwa	fhwa	PROPN
ajceb-9143	85	9	)	)	PUNCT
ajceb-9143	85	10	,	,	PUNCT
ajceb-9143	85	11	it	it	PRON
ajceb-9143	85	12	archives	archive	VERB
ajceb-9143	85	13	data	datum	NOUN
ajceb-9143	85	14	from	from	ADP
ajceb-9143	85	15	experimental	experimental	ADJ
ajceb-9143	85	16	pavement	pavement	NOUN
ajceb-9143	85	17	sections	section	NOUN
ajceb-9143	85	18	across	across	ADP
ajceb-9143	85	19	north	north	PROPN
ajceb-9143	85	20	america	america	PROPN
ajceb-9143	85	21	(	(	PUNCT
ajceb-9143	85	22	chang	chang	PROPN
ajceb-9143	85	23	,	,	PUNCT
ajceb-9143	85	24	et	et	PROPN
ajceb-9143	85	25	al	al	PROPN
ajceb-9143	85	26	.	.	PROPN
ajceb-9143	85	27	,	,	PUNCT
ajceb-9143	85	28	2016	2016	NUM
ajceb-9143	85	29	)	)	PUNCT
ajceb-9143	85	30	,	,	PUNCT
ajceb-9143	85	31	covering	cover	VERB
ajceb-9143	85	32	diverse	diverse	ADJ
ajceb-9143	85	33	climatic	climatic	ADJ
ajceb-9143	85	34	zones	zone	NOUN
ajceb-9143	85	35	,	,	PUNCT
ajceb-9143	85	36	materials	material	NOUN
ajceb-9143	85	37	,	,	PUNCT
ajceb-9143	85	38	and	and	CCONJ
ajceb-9143	85	39	construction	construction	NOUN
ajceb-9143	85	40	practices	practice	NOUN
ajceb-9143	85	41	.	.	PUNCT
ajceb-9143	86	1	this	this	DET
ajceb-9143	86	2	extensive	extensive	ADJ
ajceb-9143	86	3	collection	collection	NOUN
ajceb-9143	86	4	provides	provide	VERB
ajceb-9143	86	5	researchers	researcher	NOUN
ajceb-9143	86	6	with	with	ADP
ajceb-9143	86	7	rich	rich	ADJ
ajceb-9143	86	8	insights	insight	NOUN
ajceb-9143	86	9	into	into	ADP
ajceb-9143	86	10	pavement	pavement	NOUN
ajceb-9143	86	11	performance	performance	NOUN
ajceb-9143	86	12	.	.	PUNCT
ajceb-9143	87	1	in	in	ADP
ajceb-9143	87	2	our	our	PRON
ajceb-9143	87	3	study	study	NOUN
ajceb-9143	87	4	,	,	PUNCT
ajceb-9143	87	5	the	the	DET
ajceb-9143	87	6	ltpp	ltpp	NOUN
ajceb-9143	87	7	database	database	NOUN
ajceb-9143	87	8	’s	’s	PART
ajceb-9143	87	9	extensive	extensive	ADJ
ajceb-9143	87	10	and	and	CCONJ
ajceb-9143	87	11	longitudinal	longitudinal	ADJ
ajceb-9143	87	12	nature	nature	NOUN
ajceb-9143	87	13	is	be	AUX
ajceb-9143	87	14	crucial	crucial	ADJ
ajceb-9143	87	15	,	,	PUNCT
ajceb-9143	87	16	as	as	SCONJ
ajceb-9143	87	17	emphasized	emphasize	VERB
ajceb-9143	87	18	by	by	ADP
ajceb-9143	87	19	reports	report	NOUN
ajceb-9143	87	20	on	on	ADP
ajceb-9143	87	21	the	the	DET
ajceb-9143	87	22	ltpp	ltpp	NOUN
ajceb-9143	87	23	program	program	NOUN
ajceb-9143	87	24	’s	’s	PART
ajceb-9143	87	25	history	history	NOUN
ajceb-9143	87	26	and	and	CCONJ
ajceb-9143	87	27	overview	overview	NOUN
ajceb-9143	87	28	(	(	PUNCT
ajceb-9143	87	29	corley	corley	NOUN
ajceb-9143	87	30	-	-	PUNCT
ajceb-9143	87	31	lay	lay	NOUN
ajceb-9143	87	32	and	and	CCONJ
ajceb-9143	87	33	mastin	mastin	NOUN
ajceb-9143	87	34	,	,	PUNCT
ajceb-9143	87	35	2009	2009	NUM
ajceb-9143	87	36	)	)	PUNCT
ajceb-9143	87	37	.	.	PUNCT
ajceb-9143	88	1	the	the	DET
ajceb-9143	88	2	database	database	NOUN
ajceb-9143	88	3	encompasses	encompass	VERB
ajceb-9143	88	4	traffic	traffic	NOUN
ajceb-9143	88	5	loads	load	NOUN
ajceb-9143	88	6	,	,	PUNCT
ajceb-9143	88	7	environmental	environmental	ADJ
ajceb-9143	88	8	conditions	condition	NOUN
ajceb-9143	88	9	,	,	PUNCT
ajceb-9143	88	10	material	material	NOUN
ajceb-9143	88	11	properties	property	NOUN
ajceb-9143	88	12	,	,	PUNCT
ajceb-9143	88	13	and	and	CCONJ
ajceb-9143	88	14	construction	construction	NOUN
ajceb-9143	88	15	practices	practice	NOUN
ajceb-9143	88	16	,	,	PUNCT
ajceb-9143	88	17	allowing	allow	VERB
ajceb-9143	88	18	for	for	ADP
ajceb-9143	88	19	robust	robust	ADJ
ajceb-9143	88	20	analysis	analysis	NOUN
ajceb-9143	88	21	of	of	ADP
ajceb-9143	88	22	pavement	pavement	NOUN
ajceb-9143	88	23	behavior	behavior	NOUN
ajceb-9143	88	24	over	over	ADP
ajceb-9143	88	25	time	time	NOUN
ajceb-9143	88	26	.	.	PUNCT
ajceb-9143	89	1	our	our	PRON
ajceb-9143	89	2	study	study	NOUN
ajceb-9143	89	3	draws	draw	VERB
ajceb-9143	89	4	inspiration	inspiration	NOUN
ajceb-9143	89	5	from	from	ADP
ajceb-9143	89	6	foundational	foundational	ADJ
ajceb-9143	89	7	works	work	NOUN
ajceb-9143	89	8	,	,	PUNCT
ajceb-9143	89	9	such	such	ADJ
ajceb-9143	89	10	as	as	ADP
ajceb-9143	89	11	the	the	DET
ajceb-9143	89	12	guide	guide	NOUN
ajceb-9143	89	13	for	for	ADP
ajceb-9143	89	14	mechanistic	mechanistic	ADJ
ajceb-9143	89	15	-	-	PUNCT
ajceb-9143	89	16	empirical	empirical	ADJ
ajceb-9143	89	17	design	design	NOUN
ajceb-9143	89	18	of	of	ADP
ajceb-9143	89	19	new	new	ADJ
ajceb-9143	89	20	and	and	CCONJ
ajceb-9143	89	21	rehabilitated	rehabilitate	VERB
ajceb-9143	89	22	pavement	pavement	NOUN
ajceb-9143	89	23	structures	structure	NOUN
ajceb-9143	89	24	(	(	PUNCT
ajceb-9143	89	25	lali	lali	PROPN
ajceb-9143	89	26	,	,	PUNCT
ajceb-9143	89	27	2023	2023	NUM
ajceb-9143	89	28	)	)	PUNCT
ajceb-9143	89	29	.	.	PUNCT
ajceb-9143	90	1	the	the	DET
ajceb-9143	90	2	ltpp	ltpp	PROPN
ajceb-9143	90	3	database	database	NOUN
ajceb-9143	90	4	helps	helps	AUX
ajceb-9143	90	5	refine	refine	VERB
ajceb-9143	90	6	and	and	CCONJ
ajceb-9143	90	7	validate	validate	VERB
ajceb-9143	90	8	predictive	predictive	ADJ
ajceb-9143	90	9	models	model	NOUN
ajceb-9143	90	10	,	,	PUNCT
ajceb-9143	90	11	identifying	identify	VERB
ajceb-9143	90	12	critical	critical	ADJ
ajceb-9143	90	13	factors	factor	NOUN
ajceb-9143	90	14	influencing	influence	VERB
ajceb-9143	90	15	pavement	pavement	NOUN
ajceb-9143	90	16	durability	durability	NOUN
ajceb-9143	90	17	and	and	CCONJ
ajceb-9143	90	18	resilience	resilience	NOUN
ajceb-9143	90	19	.	.	PUNCT
ajceb-9143	91	1	this	this	DET
ajceb-9143	91	2	extensive	extensive	ADJ
ajceb-9143	91	3	temporal	temporal	ADJ
ajceb-9143	91	4	perspective	perspective	NOUN
ajceb-9143	91	5	enhances	enhance	VERB
ajceb-9143	91	6	accuracy	accuracy	NOUN
ajceb-9143	91	7	and	and	CCONJ
ajceb-9143	91	8	applicability	applicability	NOUN
ajceb-9143	91	9	in	in	ADP
ajceb-9143	91	10	real	real	ADJ
ajceb-9143	91	11	-	-	PUNCT
ajceb-9143	91	12	world	world	NOUN
ajceb-9143	91	13	scenarios	scenario	NOUN
ajceb-9143	91	14	,	,	PUNCT
ajceb-9143	91	15	improving	improve	VERB
ajceb-9143	91	16	transportation	transportation	NOUN
ajceb-9143	91	17	infrastructure	infrastructure	NOUN
ajceb-9143	91	18	sustainability	sustainability	NOUN
ajceb-9143	91	19	and	and	CCONJ
ajceb-9143	91	20	performance	performance	NOUN
ajceb-9143	91	21	.	.	PUNCT
ajceb-9143	92	1	a	a	DET
ajceb-9143	92	2	noticeable	noticeable	ADJ
ajceb-9143	92	3	research	research	NOUN
ajceb-9143	92	4	gap	gap	NOUN
ajceb-9143	92	5	exists	exist	VERB
ajceb-9143	92	6	in	in	ADP
ajceb-9143	92	7	applying	apply	VERB
ajceb-9143	92	8	machine	machine	NOUN
ajceb-9143	92	9	learning	learn	VERB
ajceb-9143	92	10	to	to	PART
ajceb-9143	92	11	predict	predict	VERB
ajceb-9143	92	12	longitudinal	longitudinal	ADJ
ajceb-9143	92	13	cracking	cracking	NOUN
ajceb-9143	92	14	in	in	ADP
ajceb-9143	92	15	crcp	crcp	PROPN
ajceb-9143	92	16	(	(	PUNCT
ajceb-9143	92	17	mokhtari	mokhtari	PROPN
ajceb-9143	92	18	,	,	PUNCT
ajceb-9143	92	19	2015	2015	NUM
ajceb-9143	92	20	;	;	PUNCT
ajceb-9143	92	21	shtayat	shtayat	NOUN
ajceb-9143	92	22	,	,	PUNCT
ajceb-9143	92	23	2022	2022	NUM
ajceb-9143	92	24	)	)	PUNCT
ajceb-9143	92	25	.	.	PUNCT
ajceb-9143	93	1	while	while	SCONJ
ajceb-9143	93	2	many	many	ADJ
ajceb-9143	93	3	studies	study	NOUN
ajceb-9143	93	4	explore	explore	VERB
ajceb-9143	93	5	machine	machine	NOUN
ajceb-9143	93	6	learning	learning	NOUN
ajceb-9143	93	7	in	in	ADP
ajceb-9143	93	8	pavement	pavement	NOUN
ajceb-9143	93	9	distress	distress	NOUN
ajceb-9143	93	10	prediction	prediction	NOUN
ajceb-9143	93	11	,	,	PUNCT
ajceb-9143	93	12	few	few	ADJ
ajceb-9143	93	13	address	address	NOUN
ajceb-9143	93	14	the	the	DET
ajceb-9143	93	15	unique	unique	ADJ
ajceb-9143	93	16	challenges	challenge	NOUN
ajceb-9143	93	17	of	of	ADP
ajceb-9143	93	18	crcp	crcp	NOUN
ajceb-9143	93	19	.	.	PUNCT
ajceb-9143	94	1	this	this	DET
ajceb-9143	94	2	gap	gap	NOUN
ajceb-9143	94	3	highlights	highlight	VERB
ajceb-9143	94	4	the	the	DET
ajceb-9143	94	5	need	need	NOUN
ajceb-9143	94	6	for	for	ADP
ajceb-9143	94	7	tailored	tailor	VERB
ajceb-9143	94	8	models	model	NOUN
ajceb-9143	94	9	and	and	CCONJ
ajceb-9143	94	10	methodologies	methodology	NOUN
ajceb-9143	94	11	,	,	PUNCT
ajceb-9143	94	12	as	as	SCONJ
ajceb-9143	94	13	emphasized	emphasize	VERB
ajceb-9143	94	14	in	in	ADP
ajceb-9143	94	15	the	the	DET
ajceb-9143	94	16	ltpp	ltpp	NOUN
ajceb-9143	94	17	program	program	NOUN
ajceb-9143	94	18	’s	’s	PART
ajceb-9143	94	19	comprehensive	comprehensive	ADJ
ajceb-9143	94	20	analysis	analysis	NOUN
ajceb-9143	94	21	(	(	PUNCT
ajceb-9143	94	22	uddin	uddin	ADJ
ajceb-9143	94	23	,	,	PUNCT
ajceb-9143	94	24	2015	2015	NUM
ajceb-9143	94	25	)	)	PUNCT
ajceb-9143	94	26	.	.	PUNCT
ajceb-9143	95	1	the	the	DET
ajceb-9143	95	2	motivation	motivation	NOUN
ajceb-9143	95	3	behind	behind	ADP
ajceb-9143	95	4	our	our	PRON
ajceb-9143	95	5	study	study	NOUN
ajceb-9143	95	6	stems	stem	VERB
ajceb-9143	95	7	from	from	ADP
ajceb-9143	95	8	recognizing	recognize	VERB
ajceb-9143	95	9	a	a	DET
ajceb-9143	95	10	significant	significant	ADJ
ajceb-9143	95	11	research	research	NOUN
ajceb-9143	95	12	gap	gap	NOUN
ajceb-9143	95	13	in	in	ADP
ajceb-9143	95	14	predicting	predict	VERB
ajceb-9143	95	15	longitudinal	longitudinal	ADJ
ajceb-9143	95	16	cracking	cracking	NOUN
ajceb-9143	95	17	in	in	ADP
ajceb-9143	95	18	crcp	crcp	NOUN
ajceb-9143	95	19	,	,	PUNCT
ajceb-9143	95	20	which	which	PRON
ajceb-9143	95	21	necessitates	necessitate	VERB
ajceb-9143	95	22	a	a	DET
ajceb-9143	95	23	comprehensive	comprehensive	ADJ
ajceb-9143	95	24	approach	approach	NOUN
ajceb-9143	95	25	(	(	PUNCT
ajceb-9143	95	26	kim	kim	PROPN
ajceb-9143	95	27	,	,	PUNCT
ajceb-9143	95	28	et	et	PROPN
ajceb-9143	95	29	al	al	PROPN
ajceb-9143	95	30	.	.	PROPN
ajceb-9143	95	31	,	,	PUNCT
ajceb-9143	95	32	2019	2019	NUM
ajceb-9143	95	33	;	;	PUNCT
ajceb-9143	95	34	won	win	VERB
ajceb-9143	95	35	,	,	PUNCT
ajceb-9143	95	36	2011	2011	NUM
ajceb-9143	95	37	)	)	PUNCT
ajceb-9143	95	38	.	.	PUNCT
ajceb-9143	96	1	longitudinal	longitudinal	ADJ
ajceb-9143	96	2	cracking	cracking	NOUN
ajceb-9143	96	3	in	in	ADP
ajceb-9143	96	4	crcp	crcp	ADJ
ajceb-9143	96	5	poses	pose	NOUN
ajceb-9143	96	6	unique	unique	ADJ
ajceb-9143	96	7	challenges	challenge	NOUN
ajceb-9143	96	8	influenced	influence	VERB
ajceb-9143	96	9	by	by	ADP
ajceb-9143	96	10	factors	factor	NOUN
ajceb-9143	96	11	such	such	ADJ
ajceb-9143	96	12	as	as	ADP
ajceb-9143	96	13	steel	steel	NOUN
ajceb-9143	96	14	reinforcement	reinforcement	NOUN
ajceb-9143	96	15	,	,	PUNCT
ajceb-9143	96	16	construction	construction	NOUN
ajceb-9143	96	17	practices	practice	NOUN
ajceb-9143	96	18	,	,	PUNCT
ajceb-9143	96	19	and	and	CCONJ
ajceb-9143	96	20	environmental	environmental	ADJ
ajceb-9143	96	21	conditions	condition	NOUN
ajceb-9143	96	22	,	,	PUNCT
ajceb-9143	96	23	as	as	SCONJ
ajceb-9143	96	24	highlighted	highlight	VERB
ajceb-9143	96	25	in	in	ADP
ajceb-9143	96	26	crcp	crcp	ADJ
ajceb-9143	96	27	performance	performance	NOUN
ajceb-9143	96	28	analyses	analysis	NOUN
ajceb-9143	96	29	(	(	PUNCT
ajceb-9143	96	30	sudoi	sudoi	NOUN
ajceb-9143	96	31	,	,	PUNCT
ajceb-9143	96	32	2008	2008	NUM
ajceb-9143	96	33	)	)	PUNCT
ajceb-9143	96	34	.	.	PUNCT
ajceb-9143	97	1	these	these	DET
ajceb-9143	97	2	complexities	complexity	NOUN
ajceb-9143	97	3	demand	demand	VERB
ajceb-9143	97	4	a	a	DET
ajceb-9143	97	5	specialized	specialized	ADJ
ajceb-9143	97	6	machine	machine	NOUN
ajceb-9143	97	7	learning	learn	VERB
ajceb-9143	97	8	approach	approach	NOUN
ajceb-9143	97	9	for	for	ADP
ajceb-9143	97	10	accurate	accurate	ADJ
ajceb-9143	97	11	and	and	CCONJ
ajceb-9143	97	12	effective	effective	ADJ
ajceb-9143	97	13	prediction	prediction	NOUN
ajceb-9143	97	14	.	.	PUNCT
ajceb-9143	98	1	our	our	PRON
ajceb-9143	98	2	motivation	motivation	NOUN
ajceb-9143	98	3	is	be	AUX
ajceb-9143	98	4	twofold	twofold	ADV
ajceb-9143	98	5	:	:	PUNCT
ajceb-9143	98	6	first	first	ADV
ajceb-9143	98	7	,	,	PUNCT
ajceb-9143	98	8	to	to	PART
ajceb-9143	98	9	enhance	enhance	VERB
ajceb-9143	98	10	understanding	understanding	NOUN
ajceb-9143	98	11	of	of	ADP
ajceb-9143	98	12	the	the	DET
ajceb-9143	98	13	factors	factor	NOUN
ajceb-9143	98	14	influencing	influence	VERB
ajceb-9143	98	15	longitudinal	longitudinal	ADJ
ajceb-9143	98	16	cracking	cracking	NOUN
ajceb-9143	98	17	in	in	ADP
ajceb-9143	98	18	crcp	crcp	NOUN
ajceb-9143	98	19	through	through	ADP
ajceb-9143	98	20	machine	machine	NOUN
ajceb-9143	98	21	learning	learning	NOUN
ajceb-9143	98	22	,	,	PUNCT
ajceb-9143	98	23	leveraging	leverage	VERB
ajceb-9143	98	24	insights	insight	NOUN
ajceb-9143	98	25	from	from	ADP
ajceb-9143	98	26	the	the	DET
ajceb-9143	98	27	ltpp	ltpp	NOUN
ajceb-9143	98	28	program	program	NOUN
ajceb-9143	98	29	’s	’s	PART
ajceb-9143	98	30	analysis	analysis	NOUN
ajceb-9143	98	31	(	(	PUNCT
ajceb-9143	98	32	uddin	uddin	ADJ
ajceb-9143	98	33	,	,	PUNCT
ajceb-9143	98	34	2015	2015	NUM
ajceb-9143	98	35	)	)	PUNCT
ajceb-9143	98	36	;	;	PUNCT
ajceb-9143	98	37	and	and	CCONJ
ajceb-9143	98	38	second	second	ADJ
ajceb-9143	98	39	,	,	PUNCT
ajceb-9143	98	40	to	to	PART
ajceb-9143	98	41	develop	develop	VERB
ajceb-9143	98	42	a	a	DET
ajceb-9143	98	43	predictive	predictive	ADJ
ajceb-9143	98	44	model	model	NOUN
ajceb-9143	98	45	that	that	PRON
ajceb-9143	98	46	improves	improve	VERB
ajceb-9143	98	47	distress	distress	NOUN
ajceb-9143	98	48	prediction	prediction	NOUN
ajceb-9143	98	49	accuracy	accuracy	NOUN
ajceb-9143	98	50	,	,	PUNCT
ajceb-9143	98	51	facilitating	facilitate	VERB
ajceb-9143	98	52	more	more	ADV
ajceb-9143	98	53	informed	informed	ADJ
ajceb-9143	98	54	and	and	CCONJ
ajceb-9143	98	55	proactive	proactive	ADJ
ajceb-9143	98	56	maintenance	maintenance	NOUN
ajceb-9143	98	57	strategies	strategy	NOUN
ajceb-9143	98	58	.	.	PUNCT
ajceb-9143	99	1	by	by	ADP
ajceb-9143	99	2	addressing	address	VERB
ajceb-9143	99	3	this	this	DET
ajceb-9143	99	4	research	research	NOUN
ajceb-9143	99	5	gap	gap	NOUN
ajceb-9143	99	6	,	,	PUNCT
ajceb-9143	99	7	our	our	PRON
ajceb-9143	99	8	study	study	NOUN
ajceb-9143	99	9	aims	aim	VERB
ajceb-9143	99	10	to	to	PART
ajceb-9143	99	11	substantially	substantially	ADV
ajceb-9143	99	12	contribute	contribute	VERB
ajceb-9143	99	13	to	to	ADP
ajceb-9143	99	14	pavement	pavement	NOUN
ajceb-9143	99	15	engineering	engineering	NOUN
ajceb-9143	99	16	,	,	PUNCT
ajceb-9143	99	17	offering	offer	VERB
ajceb-9143	99	18	practitioners	practitioner	NOUN
ajceb-9143	99	19	and	and	CCONJ
ajceb-9143	99	20	researchers	researcher	NOUN
ajceb-9143	99	21	a	a	DET
ajceb-9143	99	22	valuable	valuable	ADJ
ajceb-9143	99	23	tool	tool	NOUN
ajceb-9143	99	24	for	for	ADP
ajceb-9143	99	25	optimizing	optimize	VERB
ajceb-9143	99	26	crcp	crcp	ADJ
ajceb-9143	99	27	maintenance	maintenance	NOUN
ajceb-9143	99	28	practices	practice	NOUN
ajceb-9143	99	29	and	and	CCONJ
ajceb-9143	99	30	ensuring	ensure	VERB
ajceb-9143	99	31	the	the	DET
ajceb-9143	99	32	sustainability	sustainability	NOUN
ajceb-9143	99	33	of	of	ADP
ajceb-9143	99	34	this	this	DET
ajceb-9143	99	35	crucial	crucial	ADJ
ajceb-9143	99	36	transportation	transportation	NOUN
ajceb-9143	99	37	infrastructure	infrastructure	NOUN
ajceb-9143	99	38	component	component	NOUN
ajceb-9143	99	39	.	.	PUNCT
ajceb-9143	100	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	100	2	construction	construction	NOUN
ajceb-9143	100	3	economics	economic	NOUN
ajceb-9143	100	4	and	and	CCONJ
ajceb-9143	100	5	building	building	NOUN
ajceb-9143	100	6	,	,	PUNCT
ajceb-9143	100	7	vol	vol	NOUN
ajceb-9143	100	8	.	.	PROPN
ajceb-9143	101	1	25	25	NUM
ajceb-9143	101	2	,	,	PUNCT
ajceb-9143	101	3	no	no	INTJ
ajceb-9143	101	4	.	.	NOUN
ajceb-9143	101	5	1	1	NUM
ajceb-9143	101	6	march	march	PROPN
ajceb-9143	101	7	2025146	2025146	NUM
ajceb-9143	101	8	research	research	NOUN
ajceb-9143	101	9	objectives	objective	VERB
ajceb-9143	101	10	the	the	DET
ajceb-9143	101	11	main	main	ADJ
ajceb-9143	101	12	objective	objective	NOUN
ajceb-9143	101	13	of	of	ADP
ajceb-9143	101	14	this	this	DET
ajceb-9143	101	15	research	research	NOUN
ajceb-9143	101	16	is	be	AUX
ajceb-9143	101	17	to	to	PART
ajceb-9143	101	18	analyze	analyze	VERB
ajceb-9143	101	19	various	various	ADJ
ajceb-9143	101	20	machine	machine	NOUN
ajceb-9143	101	21	learning	learning	NOUN
ajceb-9143	101	22	methods	method	NOUN
ajceb-9143	101	23	for	for	ADP
ajceb-9143	101	24	predicting	predict	VERB
ajceb-9143	101	25	longitudinal	longitudinal	ADJ
ajceb-9143	101	26	cracking	cracking	NOUN
ajceb-9143	101	27	in	in	ADP
ajceb-9143	101	28	crcp	crcp	NOUN
ajceb-9143	101	29	using	use	VERB
ajceb-9143	101	30	ltpp	ltpp	PROPN
ajceb-9143	101	31	data	datum	NOUN
ajceb-9143	101	32	.	.	PUNCT
ajceb-9143	102	1	the	the	DET
ajceb-9143	102	2	specific	specific	ADJ
ajceb-9143	102	3	objectives	objective	NOUN
ajceb-9143	102	4	are	be	AUX
ajceb-9143	102	5	as	as	SCONJ
ajceb-9143	102	6	follows	follow	VERB
ajceb-9143	102	7	:	:	PUNCT
ajceb-9143	102	8	1	1	X
ajceb-9143	102	9	.	.	X
ajceb-9143	102	10	data	datum	NOUN
ajceb-9143	102	11	exploration	exploration	NOUN
ajceb-9143	102	12	:	:	PUNCT
ajceb-9143	102	13	provide	provide	VERB
ajceb-9143	102	14	an	an	DET
ajceb-9143	102	15	overview	overview	NOUN
ajceb-9143	102	16	of	of	ADP
ajceb-9143	102	17	the	the	DET
ajceb-9143	102	18	ltpp	ltpp	NOUN
ajceb-9143	102	19	dataset	dataset	NOUN
ajceb-9143	102	20	’s	’s	PART
ajceb-9143	102	21	structure	structure	NOUN
ajceb-9143	102	22	and	and	CCONJ
ajceb-9143	102	23	variables	variable	NOUN
ajceb-9143	102	24	relevant	relevant	ADJ
ajceb-9143	102	25	to	to	ADP
ajceb-9143	102	26	longitudinal	longitudinal	ADJ
ajceb-9143	102	27	cracking	cracking	NOUN
ajceb-9143	102	28	.	.	PUNCT
ajceb-9143	103	1	2	2	X
ajceb-9143	103	2	.	.	X
ajceb-9143	103	3	statistical	statistical	ADJ
ajceb-9143	103	4	analysis	analysis	NOUN
ajceb-9143	103	5	:	:	PUNCT
ajceb-9143	103	6	analyze	analyze	VERB
ajceb-9143	103	7	the	the	DET
ajceb-9143	103	8	distribution	distribution	NOUN
ajceb-9143	103	9	and	and	CCONJ
ajceb-9143	103	10	variability	variability	NOUN
ajceb-9143	103	11	of	of	ADP
ajceb-9143	103	12	variables	variable	NOUN
ajceb-9143	103	13	associated	associate	VERB
ajceb-9143	103	14	with	with	ADP
ajceb-9143	103	15	longitudinal	longitudinal	ADJ
ajceb-9143	103	16	cracking	cracking	NOUN
ajceb-9143	103	17	.	.	PUNCT
ajceb-9143	104	1	3	3	X
ajceb-9143	104	2	.	.	NOUN
ajceb-9143	104	3	feature	feature	NOUN
ajceb-9143	104	4	importance	importance	NOUN
ajceb-9143	104	5	:	:	PUNCT
ajceb-9143	104	6	identify	identify	VERB
ajceb-9143	104	7	key	key	ADJ
ajceb-9143	104	8	features	feature	NOUN
ajceb-9143	104	9	affecting	affect	VERB
ajceb-9143	104	10	longitudinal	longitudinal	ADJ
ajceb-9143	104	11	cracking	cracking	NOUN
ajceb-9143	104	12	using	use	VERB
ajceb-9143	104	13	statistical	statistical	ADJ
ajceb-9143	104	14	methods	method	NOUN
ajceb-9143	104	15	.	.	PUNCT
ajceb-9143	105	1	4	4	X
ajceb-9143	105	2	.	.	X
ajceb-9143	105	3	model	model	NOUN
ajceb-9143	105	4	development	development	PROPN
ajceb-9143	105	5	:	:	PUNCT
ajceb-9143	105	6	develop	develop	VERB
ajceb-9143	105	7	predictive	predictive	ADJ
ajceb-9143	105	8	models	model	NOUN
ajceb-9143	105	9	using	use	VERB
ajceb-9143	105	10	linear	linear	PROPN
ajceb-9143	105	11	regression	regression	NOUN
ajceb-9143	105	12	,	,	PUNCT
ajceb-9143	105	13	decision	decision	NOUN
ajceb-9143	105	14	tree	tree	NOUN
ajceb-9143	105	15	,	,	PUNCT
ajceb-9143	105	16	support	support	NOUN
ajceb-9143	105	17	vector	vector	NOUN
ajceb-9143	105	18	machine	machine	NOUN
ajceb-9143	105	19	(	(	PUNCT
ajceb-9143	105	20	svm	svm	PROPN
ajceb-9143	105	21	)	)	PUNCT
ajceb-9143	105	22	,	,	PUNCT
ajceb-9143	105	23	ensemble	ensemble	ADJ
ajceb-9143	105	24	tree	tree	NOUN
ajceb-9143	105	25	,	,	PUNCT
ajceb-9143	105	26	gaussian	gaussian	ADJ
ajceb-9143	105	27	process	process	NOUN
ajceb-9143	105	28	regression	regression	NOUN
ajceb-9143	105	29	(	(	PUNCT
ajceb-9143	105	30	gpr	gpr	PROPN
ajceb-9143	105	31	)	)	PUNCT
ajceb-9143	105	32	,	,	PUNCT
ajceb-9143	105	33	artificial	artificial	ADJ
ajceb-9143	105	34	neural	neural	ADJ
ajceb-9143	105	35	networks	network	NOUN
ajceb-9143	105	36	(	(	PUNCT
ajceb-9143	105	37	ann	ann	PROPN
ajceb-9143	105	38	)	)	PUNCT
ajceb-9143	105	39	,	,	PUNCT
ajceb-9143	105	40	and	and	CCONJ
ajceb-9143	105	41	kernel	kernel	PROPN
ajceb-9143	105	42	methods	method	NOUN
ajceb-9143	105	43	.	.	PUNCT
ajceb-9143	106	1	5	5	X
ajceb-9143	106	2	.	.	PUNCT
ajceb-9143	106	3	model	model	NOUN
ajceb-9143	106	4	evaluation	evaluation	NOUN
ajceb-9143	106	5	:	:	PUNCT
ajceb-9143	106	6	assess	assess	NOUN
ajceb-9143	106	7	model	model	NOUN
ajceb-9143	106	8	performance	performance	NOUN
ajceb-9143	106	9	using	use	VERB
ajceb-9143	106	10	metrics	metric	NOUN
ajceb-9143	106	11	like	like	INTJ
ajceb-9143	106	12	mean	mean	VERB
ajceb-9143	106	13	squared	square	VERB
ajceb-9143	106	14	error	error	NOUN
ajceb-9143	106	15	(	(	PUNCT
ajceb-9143	106	16	mse	mse	NOUN
ajceb-9143	106	17	)	)	PUNCT
ajceb-9143	106	18	and	and	CCONJ
ajceb-9143	106	19	r	r	NOUN
ajceb-9143	106	20	-	-	PUNCT
ajceb-9143	106	21	squared	square	VERB
ajceb-9143	106	22	.	.	PUNCT
ajceb-9143	107	1	6	6	X
ajceb-9143	107	2	.	.	PUNCT
ajceb-9143	107	3	model	model	PROPN
ajceb-9143	107	4	comparison	comparison	NOUN
ajceb-9143	107	5	:	:	PUNCT
ajceb-9143	107	6	compare	compare	NOUN
ajceb-9143	107	7	models	model	NOUN
ajceb-9143	107	8	’	'	PUNCT
ajceb-9143	107	9	performance	performance	NOUN
ajceb-9143	107	10	using	use	VERB
ajceb-9143	107	11	root	root	NOUN
ajceb-9143	107	12	mean	mean	VERB
ajceb-9143	107	13	squared	square	VERB
ajceb-9143	107	14	error	error	NOUN
ajceb-9143	107	15	(	(	PUNCT
ajceb-9143	107	16	rmse	rmse	NOUN
ajceb-9143	107	17	)	)	PUNCT
ajceb-9143	107	18	and	and	CCONJ
ajceb-9143	107	19	r	r	X
ajceb-9143	107	20	-	-	PUNCT
ajceb-9143	107	21	squared	square	VERB
ajceb-9143	107	22	to	to	PART
ajceb-9143	107	23	identify	identify	VERB
ajceb-9143	107	24	the	the	DET
ajceb-9143	107	25	most	most	ADV
ajceb-9143	107	26	effective	effective	ADJ
ajceb-9143	107	27	approach	approach	NOUN
ajceb-9143	107	28	for	for	ADP
ajceb-9143	107	29	predicting	predict	VERB
ajceb-9143	107	30	longitudinal	longitudinal	ADJ
ajceb-9143	107	31	cracking	cracking	NOUN
ajceb-9143	107	32	.	.	PUNCT
ajceb-9143	108	1	7	7	X
ajceb-9143	108	2	.	.	X
ajceb-9143	108	3	sensitivity	sensitivity	NOUN
ajceb-9143	108	4	analysis	analysis	NOUN
ajceb-9143	108	5	:	:	PUNCT
ajceb-9143	108	6	perform	perform	VERB
ajceb-9143	108	7	a	a	DET
ajceb-9143	108	8	sensitivity	sensitivity	NOUN
ajceb-9143	108	9	analysis	analysis	NOUN
ajceb-9143	108	10	on	on	ADP
ajceb-9143	108	11	the	the	DET
ajceb-9143	108	12	best	well	ADV
ajceb-9143	108	13	-	-	PUNCT
ajceb-9143	108	14	performing	perform	VERB
ajceb-9143	108	15	model	model	NOUN
ajceb-9143	108	16	to	to	PART
ajceb-9143	108	17	understand	understand	VERB
ajceb-9143	108	18	the	the	DET
ajceb-9143	108	19	impact	impact	NOUN
ajceb-9143	108	20	of	of	ADP
ajceb-9143	108	21	individual	individual	ADJ
ajceb-9143	108	22	variables	variable	NOUN
ajceb-9143	108	23	on	on	ADP
ajceb-9143	108	24	longitudinal	longitudinal	ADJ
ajceb-9143	108	25	cracking	cracking	NOUN
ajceb-9143	108	26	.	.	PUNCT
ajceb-9143	109	1	8	8	X
ajceb-9143	109	2	.	.	PUNCT
ajceb-9143	109	3	practical	practical	ADJ
ajceb-9143	109	4	implications	implication	NOUN
ajceb-9143	109	5	:	:	PUNCT
ajceb-9143	109	6	provide	provide	VERB
ajceb-9143	109	7	practical	practical	ADJ
ajceb-9143	109	8	recommendations	recommendation	NOUN
ajceb-9143	109	9	based	base	VERB
ajceb-9143	109	10	on	on	ADP
ajceb-9143	109	11	the	the	DET
ajceb-9143	109	12	findings	finding	NOUN
ajceb-9143	109	13	,	,	PUNCT
ajceb-9143	109	14	emphasizing	emphasize	VERB
ajceb-9143	109	15	how	how	SCONJ
ajceb-9143	109	16	the	the	DET
ajceb-9143	109	17	results	result	NOUN
ajceb-9143	109	18	can	can	AUX
ajceb-9143	109	19	be	be	AUX
ajceb-9143	109	20	applied	apply	VERB
ajceb-9143	109	21	in	in	ADP
ajceb-9143	109	22	pavement	pavement	NOUN
ajceb-9143	109	23	maintenance	maintenance	NOUN
ajceb-9143	109	24	and	and	CCONJ
ajceb-9143	109	25	management	management	NOUN
ajceb-9143	109	26	strategies	strategy	NOUN
ajceb-9143	109	27	.	.	PUNCT
ajceb-9143	110	1	methodology	methodology	NOUN
ajceb-9143	110	2	the	the	DET
ajceb-9143	110	3	research	research	NOUN
ajceb-9143	110	4	study	study	NOUN
ajceb-9143	110	5	adhered	adhere	VERB
ajceb-9143	110	6	to	to	ADP
ajceb-9143	110	7	a	a	DET
ajceb-9143	110	8	systematic	systematic	ADJ
ajceb-9143	110	9	methodology	methodology	NOUN
ajceb-9143	110	10	delineated	delineate	VERB
ajceb-9143	110	11	across	across	ADP
ajceb-9143	110	12	various	various	ADJ
ajceb-9143	110	13	stages	stage	NOUN
ajceb-9143	110	14	,	,	PUNCT
ajceb-9143	110	15	as	as	SCONJ
ajceb-9143	110	16	depicted	depict	VERB
ajceb-9143	110	17	in	in	ADP
ajceb-9143	110	18	figure	figure	NOUN
ajceb-9143	110	19	1	1	NUM
ajceb-9143	110	20	.	.	PUNCT
ajceb-9143	110	21	initially	initially	ADV
ajceb-9143	110	22	,	,	PUNCT
ajceb-9143	110	23	data	datum	NOUN
ajceb-9143	110	24	retrieval	retrieval	NOUN
ajceb-9143	110	25	involved	involve	VERB
ajceb-9143	110	26	extracting	extract	VERB
ajceb-9143	110	27	asphalt	asphalt	NOUN
ajceb-9143	110	28	pavement	pavement	NOUN
ajceb-9143	110	29	control	control	NOUN
ajceb-9143	110	30	sections	section	NOUN
ajceb-9143	110	31	from	from	ADP
ajceb-9143	110	32	both	both	CCONJ
ajceb-9143	110	33	cold	cold	ADJ
ajceb-9143	110	34	and	and	CCONJ
ajceb-9143	110	35	warm	warm	ADJ
ajceb-9143	110	36	climate	climate	NOUN
ajceb-9143	110	37	zones	zone	NOUN
ajceb-9143	110	38	,	,	PUNCT
ajceb-9143	110	39	resulting	result	VERB
ajceb-9143	110	40	in	in	ADP
ajceb-9143	110	41	the	the	DET
ajceb-9143	110	42	selection	selection	NOUN
ajceb-9143	110	43	of	of	ADP
ajceb-9143	110	44	33	33	NUM
ajceb-9143	110	45	sections	section	NOUN
ajceb-9143	110	46	that	that	PRON
ajceb-9143	110	47	represented	represent	VERB
ajceb-9143	110	48	diverse	diverse	ADJ
ajceb-9143	110	49	climatic	climatic	ADJ
ajceb-9143	110	50	conditions	condition	NOUN
ajceb-9143	110	51	.	.	PUNCT
ajceb-9143	111	1	subsequently	subsequently	ADV
ajceb-9143	111	2	,	,	PUNCT
ajceb-9143	111	3	the	the	DET
ajceb-9143	111	4	raw	raw	ADJ
ajceb-9143	111	5	data	datum	NOUN
ajceb-9143	111	6	underwent	undergo	VERB
ajceb-9143	111	7	thorough	thorough	ADJ
ajceb-9143	111	8	processing	processing	NOUN
ajceb-9143	111	9	,	,	PUNCT
ajceb-9143	111	10	integration	integration	NOUN
ajceb-9143	111	11	,	,	PUNCT
ajceb-9143	111	12	and	and	CCONJ
ajceb-9143	111	13	cleaning	clean	VERB
ajceb-9143	111	14	to	to	PART
ajceb-9143	111	15	ensure	ensure	VERB
ajceb-9143	111	16	their	their	PRON
ajceb-9143	111	17	suitability	suitability	NOUN
ajceb-9143	111	18	for	for	ADP
ajceb-9143	111	19	exploration	exploration	NOUN
ajceb-9143	111	20	,	,	PUNCT
ajceb-9143	111	21	visualization	visualization	NOUN
ajceb-9143	111	22	,	,	PUNCT
ajceb-9143	111	23	and	and	CCONJ
ajceb-9143	111	24	modeling	modeling	NOUN
ajceb-9143	111	25	.	.	PUNCT
ajceb-9143	112	1	in	in	ADP
ajceb-9143	112	2	this	this	DET
ajceb-9143	112	3	study	study	NOUN
ajceb-9143	112	4	,	,	PUNCT
ajceb-9143	112	5	longitudinal	longitudinal	ADJ
ajceb-9143	112	6	cracking	cracking	NOUN
ajceb-9143	112	7	in	in	ADP
ajceb-9143	112	8	crcp	crcp	NOUN
ajceb-9143	112	9	served	serve	VERB
ajceb-9143	112	10	as	as	ADP
ajceb-9143	112	11	the	the	DET
ajceb-9143	112	12	primary	primary	ADJ
ajceb-9143	112	13	pavement	pavement	NOUN
ajceb-9143	112	14	performance	performance	NOUN
ajceb-9143	112	15	indicator	indicator	NOUN
ajceb-9143	112	16	,	,	PUNCT
ajceb-9143	112	17	acting	act	VERB
ajceb-9143	112	18	as	as	ADP
ajceb-9143	112	19	the	the	DET
ajceb-9143	112	20	principal	principal	ADJ
ajceb-9143	112	21	dependent	dependent	ADJ
ajceb-9143	112	22	variable	variable	NOUN
ajceb-9143	112	23	for	for	ADP
ajceb-9143	112	24	analysis	analysis	NOUN
ajceb-9143	112	25	.	.	PUNCT
ajceb-9143	113	1	the	the	DET
ajceb-9143	113	2	research	research	NOUN
ajceb-9143	113	3	aimed	aim	VERB
ajceb-9143	113	4	to	to	PART
ajceb-9143	113	5	investigate	investigate	VERB
ajceb-9143	113	6	the	the	DET
ajceb-9143	113	7	relationship	relationship	NOUN
ajceb-9143	113	8	between	between	ADP
ajceb-9143	113	9	longitudinal	longitudinal	ADJ
ajceb-9143	113	10	cracking	cracking	NOUN
ajceb-9143	113	11	in	in	ADP
ajceb-9143	113	12	crcp	crcp	NOUN
ajceb-9143	113	13	and	and	CCONJ
ajceb-9143	113	14	all	all	DET
ajceb-9143	113	15	other	other	ADJ
ajceb-9143	113	16	independent	independent	ADJ
ajceb-9143	113	17	variables	variable	NOUN
ajceb-9143	113	18	(	(	PUNCT
ajceb-9143	113	19	features	feature	NOUN
ajceb-9143	113	20	)	)	PUNCT
ajceb-9143	113	21	to	to	PART
ajceb-9143	113	22	discern	discern	VERB
ajceb-9143	113	23	any	any	DET
ajceb-9143	113	24	notable	notable	ADJ
ajceb-9143	113	25	patterns	pattern	NOUN
ajceb-9143	113	26	.	.	PUNCT
ajceb-9143	114	1	cutting	cut	VERB
ajceb-9143	114	2	-	-	PUNCT
ajceb-9143	114	3	edge	edge	NOUN
ajceb-9143	114	4	machine	machine	NOUN
ajceb-9143	114	5	learning	learning	NOUN
ajceb-9143	114	6	models	model	NOUN
ajceb-9143	114	7	were	be	AUX
ajceb-9143	114	8	then	then	ADV
ajceb-9143	114	9	employed	employ	VERB
ajceb-9143	114	10	to	to	PART
ajceb-9143	114	11	develop	develop	VERB
ajceb-9143	114	12	highly	highly	ADV
ajceb-9143	114	13	effective	effective	ADJ
ajceb-9143	114	14	prediction	prediction	NOUN
ajceb-9143	114	15	models	model	NOUN
ajceb-9143	114	16	for	for	ADP
ajceb-9143	114	17	longitudinal	longitudinal	ADJ
ajceb-9143	114	18	cracking	cracking	NOUN
ajceb-9143	114	19	in	in	ADP
ajceb-9143	114	20	crcp	crcp	NOUN
ajceb-9143	114	21	.	.	PUNCT
ajceb-9143	115	1	recognizing	recognize	VERB
ajceb-9143	115	2	the	the	DET
ajceb-9143	115	3	uncertainty	uncertainty	NOUN
ajceb-9143	115	4	surrounding	surround	VERB
ajceb-9143	115	5	the	the	DET
ajceb-9143	115	6	optimal	optimal	ADJ
ajceb-9143	115	7	machine	machine	NOUN
ajceb-9143	115	8	learning	learning	NOUN
ajceb-9143	115	9	technique	technique	NOUN
ajceb-9143	115	10	for	for	ADP
ajceb-9143	115	11	modeling	model	VERB
ajceb-9143	115	12	longitudinal	longitudinal	ADJ
ajceb-9143	115	13	cracking	cracking	NOUN
ajceb-9143	115	14	in	in	ADP
ajceb-9143	115	15	crcp	crcp	NOUN
ajceb-9143	115	16	,	,	PUNCT
ajceb-9143	115	17	the	the	DET
ajceb-9143	115	18	study	study	NOUN
ajceb-9143	115	19	advocated	advocate	VERB
ajceb-9143	115	20	the	the	DET
ajceb-9143	115	21	use	use	NOUN
ajceb-9143	115	22	of	of	ADP
ajceb-9143	115	23	multiple	multiple	ADJ
ajceb-9143	115	24	techniques	technique	NOUN
ajceb-9143	115	25	.	.	PUNCT
ajceb-9143	116	1	consequently	consequently	ADV
ajceb-9143	116	2	,	,	PUNCT
ajceb-9143	116	3	six	six	NUM
ajceb-9143	116	4	state	state	NOUN
ajceb-9143	116	5	-	-	PUNCT
ajceb-9143	116	6	of	of	ADP
ajceb-9143	116	7	-	-	PUNCT
ajceb-9143	116	8	the	the	DET
ajceb-9143	116	9	-	-	PUNCT
ajceb-9143	116	10	art	art	NOUN
ajceb-9143	116	11	machine	machine	NOUN
ajceb-9143	116	12	learning	learn	VERB
ajceb-9143	116	13	techniques	technique	NOUN
ajceb-9143	116	14	were	be	AUX
ajceb-9143	116	15	selected	select	VERB
ajceb-9143	116	16	,	,	PUNCT
ajceb-9143	116	17	namely	namely	ADV
ajceb-9143	116	18	,	,	PUNCT
ajceb-9143	116	19	regression	regression	NOUN
ajceb-9143	116	20	tree	tree	NOUN
ajceb-9143	116	21	,	,	PUNCT
ajceb-9143	116	22	support	support	VERB
ajceb-9143	116	23	vector	vector	NOUN
ajceb-9143	116	24	machine	machine	NOUN
ajceb-9143	116	25	,	,	PUNCT
ajceb-9143	116	26	ensembles	ensemble	NOUN
ajceb-9143	116	27	,	,	PUNCT
ajceb-9143	116	28	gaussian	gaussian	ADJ
ajceb-9143	116	29	process	process	NOUN
ajceb-9143	116	30	regression	regression	NOUN
ajceb-9143	116	31	,	,	PUNCT
ajceb-9143	116	32	artificial	artificial	ADJ
ajceb-9143	116	33	neural	neural	ADJ
ajceb-9143	116	34	network	network	NOUN
ajceb-9143	116	35	,	,	PUNCT
ajceb-9143	116	36	and	and	CCONJ
ajceb-9143	116	37	kernel	kernel	NOUN
ajceb-9143	116	38	.	.	PUNCT
ajceb-9143	117	1	further	further	ADJ
ajceb-9143	117	2	details	detail	NOUN
ajceb-9143	117	3	on	on	ADP
ajceb-9143	117	4	these	these	DET
ajceb-9143	117	5	six	six	NUM
ajceb-9143	117	6	techniques	technique	NOUN
ajceb-9143	117	7	will	will	AUX
ajceb-9143	117	8	be	be	AUX
ajceb-9143	117	9	elucidated	elucidate	VERB
ajceb-9143	117	10	below	below	ADV
ajceb-9143	117	11	.	.	PUNCT
ajceb-9143	118	1	it	it	PRON
ajceb-9143	118	2	is	be	AUX
ajceb-9143	118	3	important	important	ADJ
ajceb-9143	118	4	to	to	PART
ajceb-9143	118	5	note	note	VERB
ajceb-9143	118	6	that	that	SCONJ
ajceb-9143	118	7	the	the	DET
ajceb-9143	118	8	data	datum	NOUN
ajceb-9143	118	9	preprocessing	preprocessing	NOUN
ajceb-9143	118	10	,	,	PUNCT
ajceb-9143	118	11	filtering	filtering	NOUN
ajceb-9143	118	12	,	,	PUNCT
ajceb-9143	118	13	visualization	visualization	NOUN
ajceb-9143	118	14	,	,	PUNCT
ajceb-9143	118	15	and	and	CCONJ
ajceb-9143	118	16	modeling	model	VERB
ajceb-9143	118	17	stages	stage	NOUN
ajceb-9143	118	18	were	be	AUX
ajceb-9143	118	19	carried	carry	VERB
ajceb-9143	118	20	out	out	ADP
ajceb-9143	118	21	using	use	VERB
ajceb-9143	118	22	a	a	DET
ajceb-9143	118	23	combination	combination	NOUN
ajceb-9143	118	24	of	of	ADP
ajceb-9143	118	25	microsoft	microsoft	PROPN
ajceb-9143	118	26	excel	excel	PROPN
ajceb-9143	118	27	©	©	PROPN
ajceb-9143	118	28	,	,	PUNCT
ajceb-9143	118	29	microsoft	microsoft	PROPN
ajceb-9143	118	30	access	access	PROPN
ajceb-9143	118	31	©	©	PROPN
ajceb-9143	118	32	,	,	PUNCT
ajceb-9143	118	33	minitab	minitab	PROPN
ajceb-9143	118	34	,	,	PUNCT
ajceb-9143	118	35	and	and	CCONJ
ajceb-9143	118	36	matlab	matlab	PROPN
ajceb-9143	118	37	©	©	PROPN
ajceb-9143	118	38	.	.	PUNCT
ajceb-9143	119	1	more	more	ADJ
ajceb-9143	119	2	details	detail	NOUN
ajceb-9143	119	3	of	of	ADP
ajceb-9143	119	4	the	the	DET
ajceb-9143	119	5	methodology	methodology	NOUN
ajceb-9143	119	6	part	part	NOUN
ajceb-9143	119	7	are	be	AUX
ajceb-9143	119	8	mentioned	mention	VERB
ajceb-9143	119	9	in	in	ADP
ajceb-9143	119	10	the	the	DET
ajceb-9143	119	11	subsections	subsection	NOUN
ajceb-9143	119	12	below	below	ADV
ajceb-9143	119	13	:	:	PUNCT
ajceb-9143	119	14	statistical	statistical	ADJ
ajceb-9143	119	15	analysis	analysis	NOUN
ajceb-9143	119	16	in	in	ADP
ajceb-9143	119	17	the	the	DET
ajceb-9143	119	18	initial	initial	ADJ
ajceb-9143	119	19	stage	stage	NOUN
ajceb-9143	119	20	of	of	ADP
ajceb-9143	119	21	our	our	PRON
ajceb-9143	119	22	methodology	methodology	NOUN
ajceb-9143	119	23	,	,	PUNCT
ajceb-9143	119	24	we	we	PRON
ajceb-9143	119	25	commence	commence	VERB
ajceb-9143	119	26	with	with	ADP
ajceb-9143	119	27	a	a	DET
ajceb-9143	119	28	comprehensive	comprehensive	ADJ
ajceb-9143	119	29	descriptive	descriptive	ADJ
ajceb-9143	119	30	statistical	statistical	ADJ
ajceb-9143	119	31	analysis	analysis	NOUN
ajceb-9143	119	32	aimed	aim	VERB
ajceb-9143	119	33	at	at	ADP
ajceb-9143	119	34	shedding	shed	VERB
ajceb-9143	119	35	light	light	NOUN
ajceb-9143	119	36	on	on	ADP
ajceb-9143	119	37	the	the	DET
ajceb-9143	119	38	key	key	ADJ
ajceb-9143	119	39	characteristics	characteristic	NOUN
ajceb-9143	119	40	of	of	ADP
ajceb-9143	119	41	the	the	DET
ajceb-9143	119	42	dataset	dataset	NOUN
ajceb-9143	119	43	.	.	PUNCT
ajceb-9143	120	1	this	this	PRON
ajceb-9143	120	2	involves	involve	VERB
ajceb-9143	120	3	calculating	calculate	VERB
ajceb-9143	120	4	essential	essential	ADJ
ajceb-9143	120	5	statistical	statistical	ADJ
ajceb-9143	120	6	measures	measure	NOUN
ajceb-9143	120	7	such	such	ADJ
ajceb-9143	120	8	as	as	ADP
ajceb-9143	120	9	mean	mean	ADJ
ajceb-9143	120	10	,	,	PUNCT
ajceb-9143	120	11	median	median	ADJ
ajceb-9143	120	12	,	,	PUNCT
ajceb-9143	120	13	mode	mode	NOUN
ajceb-9143	120	14	,	,	PUNCT
ajceb-9143	120	15	standard	standard	ADJ
ajceb-9143	120	16	deviation	deviation	NOUN
ajceb-9143	120	17	,	,	PUNCT
ajceb-9143	120	18	and	and	CCONJ
ajceb-9143	120	19	range	range	VERB
ajceb-9143	120	20	for	for	ADP
ajceb-9143	120	21	relevant	relevant	ADJ
ajceb-9143	120	22	variables	variable	NOUN
ajceb-9143	120	23	.	.	PUNCT
ajceb-9143	121	1	the	the	DET
ajceb-9143	121	2	presentation	presentation	NOUN
ajceb-9143	121	3	of	of	ADP
ajceb-9143	121	4	summary	summary	NOUN
ajceb-9143	121	5	statistics	statistic	NOUN
ajceb-9143	121	6	will	will	AUX
ajceb-9143	121	7	offer	offer	VERB
ajceb-9143	121	8	a	a	DET
ajceb-9143	121	9	nuanced	nuanced	ADJ
ajceb-9143	121	10	understanding	understanding	NOUN
ajceb-9143	121	11	of	of	ADP
ajceb-9143	121	12	the	the	DET
ajceb-9143	121	13	central	central	ADJ
ajceb-9143	121	14	tendency	tendency	NOUN
ajceb-9143	121	15	and	and	CCONJ
ajceb-9143	121	16	dispersion	dispersion	NOUN
ajceb-9143	121	17	within	within	ADP
ajceb-9143	121	18	the	the	DET
ajceb-9143	121	19	alnaqbi	alnaqbi	ADJ
ajceb-9143	121	20	construction	construction	NOUN
ajceb-9143	121	21	economics	economic	NOUN
ajceb-9143	121	22	and	and	CCONJ
ajceb-9143	121	23	building	building	NOUN
ajceb-9143	121	24	,	,	PUNCT
ajceb-9143	121	25	vol	vol	NOUN
ajceb-9143	121	26	.	.	PROPN
ajceb-9143	122	1	25	25	NUM
ajceb-9143	122	2	,	,	PUNCT
ajceb-9143	122	3	no	no	INTJ
ajceb-9143	122	4	.	.	NOUN
ajceb-9143	122	5	1	1	NUM
ajceb-9143	122	6	march	march	PROPN
ajceb-9143	122	7	2025147	2025147	NUM
ajceb-9143	122	8	dataset	dataset	VERB
ajceb-9143	122	9	.	.	PUNCT
ajceb-9143	123	1	additionally	additionally	ADV
ajceb-9143	123	2	,	,	PUNCT
ajceb-9143	123	3	graphical	graphical	ADJ
ajceb-9143	123	4	representations	representation	NOUN
ajceb-9143	123	5	,	,	PUNCT
ajceb-9143	123	6	including	include	VERB
ajceb-9143	123	7	box	box	NOUN
ajceb-9143	123	8	plots	plot	NOUN
ajceb-9143	123	9	,	,	PUNCT
ajceb-9143	123	10	will	will	AUX
ajceb-9143	123	11	be	be	AUX
ajceb-9143	123	12	utilized	utilize	VERB
ajceb-9143	123	13	to	to	PART
ajceb-9143	123	14	assess	assess	VERB
ajceb-9143	123	15	the	the	DET
ajceb-9143	123	16	distribution	distribution	NOUN
ajceb-9143	123	17	of	of	ADP
ajceb-9143	123	18	the	the	DET
ajceb-9143	123	19	data	datum	NOUN
ajceb-9143	123	20	visually	visually	ADV
ajceb-9143	123	21	.	.	PUNCT
ajceb-9143	124	1	a	a	DET
ajceb-9143	124	2	histogram	histogram	NOUN
ajceb-9143	124	3	of	of	ADP
ajceb-9143	124	4	the	the	DET
ajceb-9143	124	5	output	output	NOUN
ajceb-9143	124	6	variable	variable	NOUN
ajceb-9143	124	7	will	will	AUX
ajceb-9143	124	8	be	be	AUX
ajceb-9143	124	9	constructed	construct	VERB
ajceb-9143	124	10	,	,	PUNCT
ajceb-9143	124	11	specifically	specifically	ADV
ajceb-9143	124	12	focusing	focus	VERB
ajceb-9143	124	13	on	on	ADP
ajceb-9143	124	14	longitudinal	longitudinal	ADJ
ajceb-9143	124	15	cracking	cracking	NOUN
ajceb-9143	124	16	.	.	PUNCT
ajceb-9143	125	1	this	this	DET
ajceb-9143	125	2	histogram	histogram	NOUN
ajceb-9143	125	3	serves	serve	VERB
ajceb-9143	125	4	as	as	ADP
ajceb-9143	125	5	a	a	DET
ajceb-9143	125	6	visual	visual	ADJ
ajceb-9143	125	7	tool	tool	NOUN
ajceb-9143	125	8	to	to	PART
ajceb-9143	125	9	illuminate	illuminate	VERB
ajceb-9143	125	10	the	the	DET
ajceb-9143	125	11	frequency	frequency	NOUN
ajceb-9143	125	12	distribution	distribution	NOUN
ajceb-9143	125	13	of	of	ADP
ajceb-9143	125	14	the	the	DET
ajceb-9143	125	15	output	output	NOUN
ajceb-9143	125	16	variable	variable	NOUN
ajceb-9143	125	17	,	,	PUNCT
ajceb-9143	125	18	providing	provide	VERB
ajceb-9143	125	19	insights	insight	NOUN
ajceb-9143	125	20	into	into	ADP
ajceb-9143	125	21	the	the	DET
ajceb-9143	125	22	underlying	underlie	VERB
ajceb-9143	125	23	distribution	distribution	NOUN
ajceb-9143	125	24	pattern	pattern	NOUN
ajceb-9143	125	25	.	.	PUNCT
ajceb-9143	126	1	the	the	DET
ajceb-9143	126	2	shape	shape	NOUN
ajceb-9143	126	3	of	of	ADP
ajceb-9143	126	4	the	the	DET
ajceb-9143	126	5	histogram	histogram	NOUN
ajceb-9143	126	6	will	will	AUX
ajceb-9143	126	7	be	be	AUX
ajceb-9143	126	8	scrutinized	scrutinize	VERB
ajceb-9143	126	9	to	to	PART
ajceb-9143	126	10	extract	extract	VERB
ajceb-9143	126	11	valuable	valuable	ADJ
ajceb-9143	126	12	information	information	NOUN
ajceb-9143	126	13	about	about	ADP
ajceb-9143	126	14	the	the	DET
ajceb-9143	126	15	distribution	distribution	NOUN
ajceb-9143	126	16	characteristics	characteristic	NOUN
ajceb-9143	126	17	.	.	PUNCT
ajceb-9143	127	1	next	next	ADV
ajceb-9143	127	2	,	,	PUNCT
ajceb-9143	127	3	we	we	PRON
ajceb-9143	127	4	applied	apply	VERB
ajceb-9143	127	5	conventional	conventional	ADJ
ajceb-9143	127	6	regression	regression	NOUN
ajceb-9143	127	7	modeling	modeling	NOUN
ajceb-9143	127	8	using	use	VERB
ajceb-9143	127	9	minitab	minitab	PROPN
ajceb-9143	127	10	software	software	NOUN
ajceb-9143	127	11	to	to	PART
ajceb-9143	127	12	derive	derive	VERB
ajceb-9143	127	13	an	an	DET
ajceb-9143	127	14	equation	equation	NOUN
ajceb-9143	127	15	representing	represent	VERB
ajceb-9143	127	16	the	the	DET
ajceb-9143	127	17	relationship	relationship	NOUN
ajceb-9143	127	18	between	between	ADP
ajceb-9143	127	19	predictor	predictor	NOUN
ajceb-9143	127	20	variables	variable	NOUN
ajceb-9143	127	21	and	and	CCONJ
ajceb-9143	127	22	longitudinal	longitudinal	ADJ
ajceb-9143	127	23	cracking	cracking	NOUN
ajceb-9143	127	24	.	.	PUNCT
ajceb-9143	128	1	this	this	DET
ajceb-9143	128	2	process	process	NOUN
ajceb-9143	128	3	involved	involve	VERB
ajceb-9143	128	4	conducting	conduct	VERB
ajceb-9143	128	5	a	a	DET
ajceb-9143	128	6	regression	regression	NOUN
ajceb-9143	128	7	analysis	analysis	NOUN
ajceb-9143	128	8	to	to	PART
ajceb-9143	128	9	calculate	calculate	VERB
ajceb-9143	128	10	the	the	DET
ajceb-9143	128	11	coefficients	coefficient	NOUN
ajceb-9143	128	12	for	for	ADP
ajceb-9143	128	13	each	each	DET
ajceb-9143	128	14	predictor	predictor	NOUN
ajceb-9143	128	15	variable	variable	NOUN
ajceb-9143	128	16	.	.	PUNCT
ajceb-9143	129	1	to	to	PART
ajceb-9143	129	2	assess	assess	VERB
ajceb-9143	129	3	the	the	DET
ajceb-9143	129	4	significance	significance	NOUN
ajceb-9143	129	5	of	of	ADP
ajceb-9143	129	6	the	the	DET
ajceb-9143	129	7	regression	regression	NOUN
ajceb-9143	129	8	model	model	NOUN
ajceb-9143	129	9	,	,	PUNCT
ajceb-9143	129	10	an	an	DET
ajceb-9143	129	11	analysis	analysis	NOUN
ajceb-9143	129	12	of	of	ADP
ajceb-9143	129	13	variance	variance	NOUN
ajceb-9143	129	14	(	(	PUNCT
ajceb-9143	129	15	anova	anova	PROPN
ajceb-9143	129	16	)	)	PUNCT
ajceb-9143	129	17	was	be	AUX
ajceb-9143	129	18	performed	perform	VERB
ajceb-9143	129	19	.	.	PUNCT
ajceb-9143	130	1	the	the	DET
ajceb-9143	130	2	subsequent	subsequent	ADJ
ajceb-9143	130	3	step	step	NOUN
ajceb-9143	130	4	in	in	ADP
ajceb-9143	130	5	our	our	PRON
ajceb-9143	130	6	methodology	methodology	NOUN
ajceb-9143	130	7	involves	involve	VERB
ajceb-9143	130	8	the	the	DET
ajceb-9143	130	9	validation	validation	NOUN
ajceb-9143	130	10	of	of	ADP
ajceb-9143	130	11	the	the	DET
ajceb-9143	130	12	conventional	conventional	ADJ
ajceb-9143	130	13	regression	regression	NOUN
ajceb-9143	130	14	model	model	NOUN
ajceb-9143	130	15	and	and	CCONJ
ajceb-9143	130	16	its	its	PRON
ajceb-9143	130	17	underlying	underlie	VERB
ajceb-9143	130	18	assumptions	assumption	NOUN
ajceb-9143	130	19	.	.	PUNCT
ajceb-9143	131	1	normality	normality	NOUN
ajceb-9143	131	2	,	,	PUNCT
ajceb-9143	131	3	linearity	linearity	NOUN
ajceb-9143	131	4	,	,	PUNCT
ajceb-9143	131	5	and	and	CCONJ
ajceb-9143	131	6	homoscedasticity	homoscedasticity	NOUN
ajceb-9143	131	7	of	of	ADP
ajceb-9143	131	8	residuals	residual	NOUN
ajceb-9143	131	9	will	will	AUX
ajceb-9143	131	10	be	be	AUX
ajceb-9143	131	11	assessed	assess	VERB
ajceb-9143	131	12	,	,	PUNCT
ajceb-9143	131	13	and	and	CCONJ
ajceb-9143	131	14	diagnostic	diagnostic	ADJ
ajceb-9143	131	15	plots	plot	NOUN
ajceb-9143	131	16	will	will	AUX
ajceb-9143	131	17	be	be	AUX
ajceb-9143	131	18	utilized	utilize	VERB
ajceb-9143	131	19	for	for	ADP
ajceb-9143	131	20	validation	validation	NOUN
ajceb-9143	131	21	.	.	PUNCT
ajceb-9143	132	1	any	any	DET
ajceb-9143	132	2	necessary	necessary	ADJ
ajceb-9143	132	3	adjustments	adjustment	NOUN
ajceb-9143	132	4	or	or	CCONJ
ajceb-9143	132	5	transformations	transformation	NOUN
ajceb-9143	132	6	required	require	VERB
ajceb-9143	132	7	to	to	PART
ajceb-9143	132	8	meet	meet	VERB
ajceb-9143	132	9	the	the	DET
ajceb-9143	132	10	model	model	NOUN
ajceb-9143	132	11	assumptions	assumption	NOUN
ajceb-9143	132	12	will	will	AUX
ajceb-9143	132	13	be	be	AUX
ajceb-9143	132	14	discussed	discuss	VERB
ajceb-9143	132	15	in	in	ADP
ajceb-9143	132	16	this	this	DET
ajceb-9143	132	17	section	section	NOUN
ajceb-9143	132	18	,	,	PUNCT
ajceb-9143	132	19	ensuring	ensure	VERB
ajceb-9143	132	20	the	the	DET
ajceb-9143	132	21	reliability	reliability	NOUN
ajceb-9143	132	22	of	of	ADP
ajceb-9143	132	23	subsequent	subsequent	ADJ
ajceb-9143	132	24	analyses	analysis	NOUN
ajceb-9143	132	25	.	.	PUNCT
ajceb-9143	133	1	correlation	correlation	NOUN
ajceb-9143	133	2	matrix	matrix	NOUN
ajceb-9143	133	3	and	and	CCONJ
ajceb-9143	133	4	feature	feature	NOUN
ajceb-9143	133	5	importance	importance	NOUN
ajceb-9143	133	6	assessment	assessment	NOUN
ajceb-9143	133	7	in	in	ADP
ajceb-9143	133	8	the	the	DET
ajceb-9143	133	9	initial	initial	ADJ
ajceb-9143	133	10	phase	phase	NOUN
ajceb-9143	133	11	of	of	ADP
ajceb-9143	133	12	our	our	PRON
ajceb-9143	133	13	methodology	methodology	NOUN
ajceb-9143	133	14	tailored	tailor	VERB
ajceb-9143	133	15	for	for	ADP
ajceb-9143	133	16	the	the	DET
ajceb-9143	133	17	study	study	NOUN
ajceb-9143	133	18	on	on	ADP
ajceb-9143	133	19	longitudinal	longitudinal	ADJ
ajceb-9143	133	20	cracking	cracking	NOUN
ajceb-9143	133	21	,	,	PUNCT
ajceb-9143	133	22	we	we	PRON
ajceb-9143	133	23	initiate	initiate	VERB
ajceb-9143	133	24	the	the	DET
ajceb-9143	133	25	computation	computation	NOUN
ajceb-9143	133	26	of	of	ADP
ajceb-9143	133	27	a	a	DET
ajceb-9143	133	28	correlation	correlation	NOUN
ajceb-9143	133	29	matrix	matrix	NOUN
ajceb-9143	133	30	to	to	PART
ajceb-9143	133	31	explore	explore	VERB
ajceb-9143	133	32	the	the	DET
ajceb-9143	133	33	relationships	relationship	NOUN
ajceb-9143	133	34	among	among	ADP
ajceb-9143	133	35	input	input	NOUN
ajceb-9143	133	36	features	feature	NOUN
ajceb-9143	133	37	.	.	PUNCT
ajceb-9143	134	1	the	the	DET
ajceb-9143	134	2	dataset	dataset	NOUN
ajceb-9143	134	3	is	be	AUX
ajceb-9143	134	4	imported	import	VERB
ajceb-9143	134	5	,	,	PUNCT
ajceb-9143	134	6	and	and	CCONJ
ajceb-9143	134	7	using	use	VERB
ajceb-9143	134	8	matlab	matlab	PROPN
ajceb-9143	134	9	,	,	PUNCT
ajceb-9143	134	10	we	we	PRON
ajceb-9143	134	11	calculate	calculate	VERB
ajceb-9143	134	12	the	the	DET
ajceb-9143	134	13	correlation	correlation	NOUN
ajceb-9143	134	14	matrix	matrix	NOUN
ajceb-9143	134	15	by	by	ADP
ajceb-9143	134	16	analyzing	analyze	VERB
ajceb-9143	134	17	the	the	DET
ajceb-9143	134	18	relationships	relationship	NOUN
ajceb-9143	134	19	between	between	ADP
ajceb-9143	134	20	the	the	DET
ajceb-9143	134	21	first	first	ADJ
ajceb-9143	134	22	16	16	NUM
ajceb-9143	134	23	variables	variable	NOUN
ajceb-9143	134	24	.	.	PUNCT
ajceb-9143	135	1	subsequently	subsequently	ADV
ajceb-9143	135	2	,	,	PUNCT
ajceb-9143	135	3	for	for	ADP
ajceb-9143	135	4	enhanced	enhanced	ADJ
ajceb-9143	135	5	interpretability	interpretability	NOUN
ajceb-9143	135	6	,	,	PUNCT
ajceb-9143	135	7	we	we	PRON
ajceb-9143	135	8	generate	generate	VERB
ajceb-9143	135	9	a	a	DET
ajceb-9143	135	10	heatmap	heatmap	NOUN
ajceb-9143	135	11	visualization	visualization	NOUN
ajceb-9143	135	12	.	.	PUNCT
ajceb-9143	136	1	this	this	DET
ajceb-9143	136	2	heatmap	heatmap	NOUN
ajceb-9143	136	3	serves	serve	VERB
ajceb-9143	136	4	as	as	ADP
ajceb-9143	136	5	a	a	DET
ajceb-9143	136	6	graphical	graphical	ADJ
ajceb-9143	136	7	representation	representation	NOUN
ajceb-9143	136	8	of	of	ADP
ajceb-9143	136	9	the	the	DET
ajceb-9143	136	10	correlation	correlation	NOUN
ajceb-9143	136	11	matrix	matrix	NOUN
ajceb-9143	136	12	,	,	PUNCT
ajceb-9143	136	13	offering	offer	VERB
ajceb-9143	136	14	insights	insight	NOUN
ajceb-9143	136	15	into	into	ADP
ajceb-9143	136	16	the	the	DET
ajceb-9143	136	17	strength	strength	NOUN
ajceb-9143	136	18	and	and	CCONJ
ajceb-9143	136	19	directionality	directionality	NOUN
ajceb-9143	136	20	of	of	ADP
ajceb-9143	136	21	the	the	DET
ajceb-9143	136	22	relationships	relationship	NOUN
ajceb-9143	136	23	among	among	ADP
ajceb-9143	136	24	the	the	DET
ajceb-9143	136	25	input	input	NOUN
ajceb-9143	136	26	features	feature	NOUN
ajceb-9143	136	27	.	.	PUNCT
ajceb-9143	137	1	continuing	continue	VERB
ajceb-9143	137	2	with	with	ADP
ajceb-9143	137	3	our	our	PRON
ajceb-9143	137	4	methodology	methodology	NOUN
ajceb-9143	137	5	,	,	PUNCT
ajceb-9143	137	6	we	we	PRON
ajceb-9143	137	7	extend	extend	VERB
ajceb-9143	137	8	our	our	PRON
ajceb-9143	137	9	approach	approach	NOUN
ajceb-9143	137	10	to	to	ADP
ajceb-9143	137	11	the	the	DET
ajceb-9143	137	12	assessment	assessment	NOUN
ajceb-9143	137	13	of	of	ADP
ajceb-9143	137	14	feature	feature	NOUN
ajceb-9143	137	15	importance	importance	NOUN
ajceb-9143	137	16	utilizing	utilize	VERB
ajceb-9143	137	17	the	the	DET
ajceb-9143	137	18	random	random	ADJ
ajceb-9143	137	19	forest	forest	NOUN
ajceb-9143	137	20	algorithm	algorithm	NOUN
ajceb-9143	137	21	.	.	PUNCT
ajceb-9143	138	1	using	use	VERB
ajceb-9143	138	2	random	random	ADJ
ajceb-9143	138	3	forest	forest	NOUN
ajceb-9143	138	4	,	,	PUNCT
ajceb-9143	138	5	previously	previously	ADV
ajceb-9143	138	6	hidden	hidden	ADJ
ajceb-9143	138	7	and	and	CCONJ
ajceb-9143	138	8	subtle	subtle	ADJ
ajceb-9143	138	9	linkages	linkage	NOUN
ajceb-9143	138	10	in	in	ADP
ajceb-9143	138	11	the	the	DET
ajceb-9143	138	12	dataset	dataset	NOUN
ajceb-9143	138	13	were	be	AUX
ajceb-9143	138	14	revealed	reveal	VERB
ajceb-9143	138	15	,	,	PUNCT
ajceb-9143	138	16	allowing	allow	VERB
ajceb-9143	138	17	for	for	ADP
ajceb-9143	138	18	the	the	DET
ajceb-9143	138	19	development	development	NOUN
ajceb-9143	138	20	of	of	ADP
ajceb-9143	138	21	a	a	DET
ajceb-9143	138	22	more	more	ADV
ajceb-9143	138	23	precise	precise	ADJ
ajceb-9143	138	24	and	and	CCONJ
ajceb-9143	138	25	resilient	resilient	ADJ
ajceb-9143	138	26	predictive	predictive	ADJ
ajceb-9143	138	27	model	model	NOUN
ajceb-9143	138	28	for	for	ADP
ajceb-9143	138	29	long	long	ADJ
ajceb-9143	138	30	-	-	PUNCT
ajceb-9143	138	31	term	term	NOUN
ajceb-9143	138	32	pavement	pavement	NOUN
ajceb-9143	138	33	performance	performance	NOUN
ajceb-9143	138	34	database	database	NOUN
ajceb-9143	138	35	(	(	PUNCT
ajceb-9143	138	36	longitudinal	longitudinal	ADJ
ajceb-9143	138	37	cracking	cracking	NOUN
ajceb-9143	138	38	in	in	ADP
ajceb-9143	138	39	crcp	crcp	ADJ
ajceb-9143	138	40	)	)	PUNCT
ajceb-9143	138	41	data	datum	NOUN
ajceb-9143	138	42	pre	pre	ADJ
ajceb-9143	138	43	-	-	ADJ
ajceb-9143	138	44	processing	processing	ADJ
ajceb-9143	138	45	data	datum	NOUN
ajceb-9143	138	46	visualization	visualization	NOUN
ajceb-9143	138	47	feature	feature	NOUN
ajceb-9143	138	48	importance	importance	NOUN
ajceb-9143	138	49	analysis	analysis	NOUN
ajceb-9143	138	50	model	model	NOUN
ajceb-9143	138	51	development	development	NOUN
ajceb-9143	138	52	machine	machine	NOUN
ajceb-9143	138	53	learning	learn	VERB
ajceb-9143	138	54	anngpr	anngpr	PROPN
ajceb-9143	138	55	ensemble	ensemble	ADJ
ajceb-9143	138	56	trees	tree	NOUN
ajceb-9143	138	57	regression	regression	VERB
ajceb-9143	138	58	trees	tree	NOUN
ajceb-9143	138	59	svmlinear	svmlinear	VERB
ajceb-9143	138	60	regression	regression	NOUN
ajceb-9143	138	61	model	model	NOUN
ajceb-9143	138	62	evaluation	evaluation	NOUN
ajceb-9143	138	63	and	and	CCONJ
ajceb-9143	138	64	comparison	comparison	NOUN
ajceb-9143	138	65	geo	geo	PROPN
ajceb-9143	138	66	-	-	PUNCT
ajceb-9143	138	67	location	location	NOUN
ajceb-9143	138	68	mapping	mapping	NOUN
ajceb-9143	138	69	correlation	correlation	NOUN
ajceb-9143	138	70	matrix	matrix	NOUN
ajceb-9143	138	71	heatmap	heatmap	NOUN
ajceb-9143	138	72	statistical	statistical	ADJ
ajceb-9143	138	73	analysis	analysis	NOUN
ajceb-9143	138	74	random	random	ADJ
ajceb-9143	138	75	forest	forest	NOUN
ajceb-9143	138	76	algorithm	algorithm	NOUN
ajceb-9143	138	77	kernel	kernel	PROPN
ajceb-9143	138	78	figure	figure	NOUN
ajceb-9143	138	79	1	1	NUM
ajceb-9143	138	80	.	.	PUNCT
ajceb-9143	138	81	methodology	methodology	NOUN
ajceb-9143	138	82	framework	framework	NOUN
ajceb-9143	138	83	.	.	PUNCT
ajceb-9143	139	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	139	2	construction	construction	NOUN
ajceb-9143	139	3	economics	economic	NOUN
ajceb-9143	139	4	and	and	CCONJ
ajceb-9143	139	5	building	building	NOUN
ajceb-9143	139	6	,	,	PUNCT
ajceb-9143	139	7	vol	vol	NOUN
ajceb-9143	139	8	.	.	PROPN
ajceb-9143	140	1	25	25	NUM
ajceb-9143	140	2	,	,	PUNCT
ajceb-9143	140	3	no	no	INTJ
ajceb-9143	140	4	.	.	NOUN
ajceb-9143	140	5	1	1	NUM
ajceb-9143	140	6	march	march	NOUN
ajceb-9143	140	7	2025148	2025148	NUM
ajceb-9143	140	8	“	"	PUNCT
ajceb-9143	140	9	longitudinal	longitudinal	ADJ
ajceb-9143	140	10	cracking	cracking	NOUN
ajceb-9143	140	11	(	(	PUNCT
ajceb-9143	140	12	m	m	NOUN
ajceb-9143	140	13	)	)	PUNCT
ajceb-9143	140	14	.	.	PUNCT
ajceb-9143	140	15	”	"	PUNCT
ajceb-9143	141	1	this	this	DET
ajceb-9143	141	2	method	method	NOUN
ajceb-9143	141	3	is	be	AUX
ajceb-9143	141	4	extremely	extremely	ADV
ajceb-9143	141	5	useful	useful	ADJ
ajceb-9143	141	6	in	in	ADP
ajceb-9143	141	7	pavement	pavement	NOUN
ajceb-9143	141	8	engineering	engineering	NOUN
ajceb-9143	141	9	and	and	CCONJ
ajceb-9143	141	10	management	management	NOUN
ajceb-9143	141	11	because	because	SCONJ
ajceb-9143	141	12	it	it	PRON
ajceb-9143	141	13	provides	provide	VERB
ajceb-9143	141	14	critical	critical	ADJ
ajceb-9143	141	15	insights	insight	NOUN
ajceb-9143	141	16	into	into	ADP
ajceb-9143	141	17	how	how	SCONJ
ajceb-9143	141	18	different	different	ADJ
ajceb-9143	141	19	design	design	NOUN
ajceb-9143	141	20	aspects	aspect	NOUN
ajceb-9143	141	21	affect	affect	VERB
ajceb-9143	141	22	pavement	pavement	NOUN
ajceb-9143	141	23	longitudinal	longitudinal	ADJ
ajceb-9143	141	24	,	,	PUNCT
ajceb-9143	141	25	which	which	PRON
ajceb-9143	141	26	is	be	AUX
ajceb-9143	141	27	necessary	necessary	ADJ
ajceb-9143	141	28	for	for	ADP
ajceb-9143	141	29	informed	informed	ADJ
ajceb-9143	141	30	decision	decision	NOUN
ajceb-9143	141	31	-	-	PUNCT
ajceb-9143	141	32	making	make	VERB
ajceb-9143	141	33	and	and	CCONJ
ajceb-9143	141	34	optimum	optimum	ADJ
ajceb-9143	141	35	maintenance	maintenance	NOUN
ajceb-9143	141	36	methods	method	NOUN
ajceb-9143	141	37	.	.	PUNCT
ajceb-9143	142	1	we	we	PRON
ajceb-9143	142	2	performed	perform	VERB
ajceb-9143	142	3	data	datum	NOUN
ajceb-9143	142	4	preparation	preparation	NOUN
ajceb-9143	142	5	prior	prior	ADV
ajceb-9143	142	6	to	to	ADP
ajceb-9143	142	7	using	use	VERB
ajceb-9143	142	8	the	the	DET
ajceb-9143	142	9	random	random	ADJ
ajceb-9143	142	10	forest	forest	NOUN
ajceb-9143	142	11	feature	feature	NOUN
ajceb-9143	142	12	importance	importance	NOUN
ajceb-9143	142	13	approach	approach	NOUN
ajceb-9143	142	14	to	to	PART
ajceb-9143	142	15	ensure	ensure	VERB
ajceb-9143	142	16	the	the	DET
ajceb-9143	142	17	dataset	dataset	NOUN
ajceb-9143	142	18	’s	’s	PART
ajceb-9143	142	19	integrity	integrity	NOUN
ajceb-9143	142	20	and	and	CCONJ
ajceb-9143	142	21	suitability	suitability	NOUN
ajceb-9143	142	22	for	for	ADP
ajceb-9143	142	23	analysis	analysis	NOUN
ajceb-9143	142	24	.	.	PUNCT
ajceb-9143	143	1	this	this	DET
ajceb-9143	143	2	procedure	procedure	NOUN
ajceb-9143	143	3	included	include	VERB
ajceb-9143	143	4	cleansing	cleanse	VERB
ajceb-9143	143	5	the	the	DET
ajceb-9143	143	6	data	datum	NOUN
ajceb-9143	143	7	,	,	PUNCT
ajceb-9143	143	8	addressing	address	VERB
ajceb-9143	143	9	any	any	DET
ajceb-9143	143	10	missing	missing	ADJ
ajceb-9143	143	11	values	value	NOUN
ajceb-9143	143	12	,	,	PUNCT
ajceb-9143	143	13	and	and	CCONJ
ajceb-9143	143	14	confirming	confirm	VERB
ajceb-9143	143	15	the	the	DET
ajceb-9143	143	16	presence	presence	NOUN
ajceb-9143	143	17	of	of	ADP
ajceb-9143	143	18	the	the	DET
ajceb-9143	143	19	critical	critical	ADJ
ajceb-9143	143	20	input	input	NOUN
ajceb-9143	143	21	features	feature	NOUN
ajceb-9143	143	22	and	and	CCONJ
ajceb-9143	143	23	the	the	DET
ajceb-9143	143	24	target	target	NOUN
ajceb-9143	143	25	variable	variable	NOUN
ajceb-9143	143	26	.	.	PUNCT
ajceb-9143	144	1	a	a	DET
ajceb-9143	144	2	random	random	ADJ
ajceb-9143	144	3	forest	forest	NOUN
ajceb-9143	144	4	regression	regression	NOUN
ajceb-9143	144	5	model	model	NOUN
ajceb-9143	144	6	was	be	AUX
ajceb-9143	144	7	created	create	VERB
ajceb-9143	144	8	to	to	PART
ajceb-9143	144	9	assess	assess	VERB
ajceb-9143	144	10	the	the	DET
ajceb-9143	144	11	impact	impact	NOUN
ajceb-9143	144	12	of	of	ADP
ajceb-9143	144	13	various	various	ADJ
ajceb-9143	144	14	design	design	NOUN
ajceb-9143	144	15	elements	element	NOUN
ajceb-9143	144	16	on	on	ADP
ajceb-9143	144	17	fatigue	fatigue	NOUN
ajceb-9143	144	18	cracking	cracking	NOUN
ajceb-9143	144	19	.	.	PUNCT
ajceb-9143	145	1	here	here	ADV
ajceb-9143	145	2	is	be	AUX
ajceb-9143	145	3	a	a	DET
ajceb-9143	145	4	rundown	rundown	NOUN
ajceb-9143	145	5	of	of	ADP
ajceb-9143	145	6	the	the	DET
ajceb-9143	145	7	stages	stage	NOUN
ajceb-9143	145	8	involved	involve	VERB
ajceb-9143	145	9	in	in	ADP
ajceb-9143	145	10	building	build	VERB
ajceb-9143	145	11	this	this	DET
ajceb-9143	145	12	model	model	NOUN
ajceb-9143	145	13	:	:	PUNCT
ajceb-9143	145	14	1	1	X
ajceb-9143	145	15	.	.	X
ajceb-9143	145	16	data	datum	NOUN
ajceb-9143	145	17	splitting	splitting	NOUN
ajceb-9143	145	18	:	:	PUNCT
ajceb-9143	145	19	the	the	DET
ajceb-9143	145	20	dataset	dataset	NOUN
ajceb-9143	145	21	was	be	AUX
ajceb-9143	145	22	divided	divide	VERB
ajceb-9143	145	23	into	into	ADP
ajceb-9143	145	24	two	two	NUM
ajceb-9143	145	25	parts	part	NOUN
ajceb-9143	145	26	:	:	PUNCT
ajceb-9143	145	27	the	the	DET
ajceb-9143	145	28	first	first	ADV
ajceb-9143	145	29	contained	contain	VERB
ajceb-9143	145	30	40	40	NUM
ajceb-9143	145	31	design	design	NOUN
ajceb-9143	145	32	-	-	PUNCT
ajceb-9143	145	33	related	relate	VERB
ajceb-9143	145	34	features	feature	NOUN
ajceb-9143	145	35	of	of	ADP
ajceb-9143	145	36	the	the	DET
ajceb-9143	145	37	pavement	pavement	NOUN
ajceb-9143	145	38	(	(	PUNCT
ajceb-9143	145	39	x	x	NOUN
ajceb-9143	145	40	)	)	PUNCT
ajceb-9143	145	41	,	,	PUNCT
ajceb-9143	145	42	while	while	SCONJ
ajceb-9143	145	43	the	the	DET
ajceb-9143	145	44	second	second	ADJ
ajceb-9143	145	45	included	include	VERB
ajceb-9143	145	46	the	the	DET
ajceb-9143	145	47	target	target	NOUN
ajceb-9143	145	48	variable	variable	NOUN
ajceb-9143	145	49	,	,	PUNCT
ajceb-9143	145	50	longitudinal	longitudinal	ADJ
ajceb-9143	145	51	cracking	cracking	NOUN
ajceb-9143	145	52	,	,	PUNCT
ajceb-9143	145	53	which	which	PRON
ajceb-9143	145	54	is	be	AUX
ajceb-9143	145	55	critical	critical	ADJ
ajceb-9143	145	56	for	for	ADP
ajceb-9143	145	57	assessing	assess	VERB
ajceb-9143	145	58	pavement	pavement	NOUN
ajceb-9143	145	59	performance	performance	NOUN
ajceb-9143	145	60	.	.	PUNCT
ajceb-9143	146	1	2	2	X
ajceb-9143	146	2	.	.	X
ajceb-9143	146	3	ensemble	ensemble	ADJ
ajceb-9143	146	4	learning	learning	NOUN
ajceb-9143	146	5	:	:	PUNCT
ajceb-9143	146	6	in	in	ADP
ajceb-9143	146	7	this	this	DET
ajceb-9143	146	8	study	study	NOUN
ajceb-9143	146	9	,	,	PUNCT
ajceb-9143	146	10	an	an	DET
ajceb-9143	146	11	ensemble	ensemble	ADJ
ajceb-9143	146	12	of	of	ADP
ajceb-9143	146	13	100	100	NUM
ajceb-9143	146	14	decision	decision	NOUN
ajceb-9143	146	15	trees	tree	NOUN
ajceb-9143	146	16	was	be	AUX
ajceb-9143	146	17	utilized	utilize	VERB
ajceb-9143	146	18	,	,	PUNCT
ajceb-9143	146	19	which	which	PRON
ajceb-9143	146	20	characterizes	characterize	VERB
ajceb-9143	146	21	the	the	DET
ajceb-9143	146	22	random	random	ADJ
ajceb-9143	146	23	forest	forest	NOUN
ajceb-9143	146	24	technique	technique	NOUN
ajceb-9143	146	25	.	.	PUNCT
ajceb-9143	147	1	employing	employ	VERB
ajceb-9143	147	2	a	a	DET
ajceb-9143	147	3	substantial	substantial	ADJ
ajceb-9143	147	4	number	number	NOUN
ajceb-9143	147	5	of	of	ADP
ajceb-9143	147	6	trees	tree	NOUN
ajceb-9143	147	7	bolsters	bolster	VERB
ajceb-9143	147	8	the	the	DET
ajceb-9143	147	9	model	model	NOUN
ajceb-9143	147	10	’s	’s	PART
ajceb-9143	147	11	resilience	resilience	NOUN
ajceb-9143	147	12	and	and	CCONJ
ajceb-9143	147	13	its	its	PRON
ajceb-9143	147	14	predictive	predictive	ADJ
ajceb-9143	147	15	precision	precision	NOUN
ajceb-9143	147	16	.	.	PUNCT
ajceb-9143	148	1	3	3	X
ajceb-9143	148	2	.	.	X
ajceb-9143	148	3	regression	regression	NOUN
ajceb-9143	148	4	task	task	NOUN
ajceb-9143	148	5	:	:	PUNCT
ajceb-9143	148	6	considering	consider	VERB
ajceb-9143	148	7	the	the	DET
ajceb-9143	148	8	predictive	predictive	ADJ
ajceb-9143	148	9	nature	nature	NOUN
ajceb-9143	148	10	of	of	ADP
ajceb-9143	148	11	the	the	DET
ajceb-9143	148	12	task	task	NOUN
ajceb-9143	148	13	,	,	PUNCT
ajceb-9143	148	14	the	the	DET
ajceb-9143	148	15	random	random	ADJ
ajceb-9143	148	16	forest	forest	NOUN
ajceb-9143	148	17	model	model	NOUN
ajceb-9143	148	18	was	be	AUX
ajceb-9143	148	19	tailored	tailor	VERB
ajceb-9143	148	20	for	for	ADP
ajceb-9143	148	21	regression	regression	NOUN
ajceb-9143	148	22	,	,	PUNCT
ajceb-9143	148	23	targeting	target	VERB
ajceb-9143	148	24	the	the	DET
ajceb-9143	148	25	prediction	prediction	NOUN
ajceb-9143	148	26	of	of	ADP
ajceb-9143	148	27	continuous	continuous	ADJ
ajceb-9143	148	28	values	value	NOUN
ajceb-9143	148	29	,	,	PUNCT
ajceb-9143	148	30	specifically	specifically	ADV
ajceb-9143	148	31	the	the	DET
ajceb-9143	148	32	levels	level	NOUN
ajceb-9143	148	33	of	of	ADP
ajceb-9143	148	34	longitudinal	longitudinal	ADJ
ajceb-9143	148	35	cracking	cracking	NOUN
ajceb-9143	148	36	.	.	PUNCT
ajceb-9143	149	1	4	4	X
ajceb-9143	149	2	.	.	X
ajceb-9143	149	3	out	out	ADP
ajceb-9143	149	4	-	-	PUNCT
ajceb-9143	149	5	of	of	ADP
ajceb-9143	149	6	-	-	PUNCT
ajceb-9143	149	7	bag	bag	NOUN
ajceb-9143	149	8	(	(	PUNCT
ajceb-9143	149	9	oob	oob	NOUN
ajceb-9143	149	10	)	)	PUNCT
ajceb-9143	149	11	estimation	estimation	NOUN
ajceb-9143	149	12	:	:	PUNCT
ajceb-9143	149	13	the	the	DET
ajceb-9143	149	14	random	random	ADJ
ajceb-9143	149	15	forest	forest	NOUN
ajceb-9143	149	16	model	model	NOUN
ajceb-9143	149	17	’s	’s	PART
ajceb-9143	149	18	prediction	prediction	NOUN
ajceb-9143	149	19	accuracy	accuracy	NOUN
ajceb-9143	149	20	was	be	AUX
ajceb-9143	149	21	tested	test	VERB
ajceb-9143	149	22	using	use	VERB
ajceb-9143	149	23	the	the	DET
ajceb-9143	149	24	out	out	ADJ
ajceb-9143	149	25	-	-	PUNCT
ajceb-9143	149	26	of	of	ADP
ajceb-9143	149	27	-	-	PUNCT
ajceb-9143	149	28	bag	bag	NOUN
ajceb-9143	149	29	approach	approach	NOUN
ajceb-9143	149	30	,	,	PUNCT
ajceb-9143	149	31	which	which	PRON
ajceb-9143	149	32	employed	employ	VERB
ajceb-9143	149	33	a	a	DET
ajceb-9143	149	34	dataset	dataset	NOUN
ajceb-9143	149	35	subset	subset	NOUN
ajceb-9143	149	36	that	that	PRON
ajceb-9143	149	37	was	be	AUX
ajceb-9143	149	38	not	not	PART
ajceb-9143	149	39	used	use	VERB
ajceb-9143	149	40	during	during	ADP
ajceb-9143	149	41	the	the	DET
ajceb-9143	149	42	training	training	NOUN
ajceb-9143	149	43	of	of	ADP
ajceb-9143	149	44	each	each	DET
ajceb-9143	149	45	tree	tree	NOUN
ajceb-9143	149	46	to	to	PART
ajceb-9143	149	47	estimate	estimate	VERB
ajceb-9143	149	48	the	the	DET
ajceb-9143	149	49	model	model	NOUN
ajceb-9143	149	50	’s	’s	PART
ajceb-9143	149	51	performance	performance	NOUN
ajceb-9143	149	52	.	.	PUNCT
ajceb-9143	150	1	the	the	DET
ajceb-9143	150	2	core	core	NOUN
ajceb-9143	150	3	element	element	NOUN
ajceb-9143	150	4	of	of	ADP
ajceb-9143	150	5	this	this	DET
ajceb-9143	150	6	process	process	NOUN
ajceb-9143	150	7	involves	involve	VERB
ajceb-9143	150	8	determining	determine	VERB
ajceb-9143	150	9	feature	feature	NOUN
ajceb-9143	150	10	importance	importance	NOUN
ajceb-9143	150	11	scores	score	NOUN
ajceb-9143	150	12	.	.	PUNCT
ajceb-9143	151	1	these	these	DET
ajceb-9143	151	2	scores	score	NOUN
ajceb-9143	151	3	signify	signify	VERB
ajceb-9143	151	4	the	the	DET
ajceb-9143	151	5	individual	individual	ADJ
ajceb-9143	151	6	contributions	contribution	NOUN
ajceb-9143	151	7	of	of	ADP
ajceb-9143	151	8	each	each	DET
ajceb-9143	151	9	input	input	NOUN
ajceb-9143	151	10	factor	factor	NOUN
ajceb-9143	151	11	toward	toward	ADP
ajceb-9143	151	12	the	the	DET
ajceb-9143	151	13	model	model	NOUN
ajceb-9143	151	14	’s	’s	PART
ajceb-9143	151	15	capability	capability	NOUN
ajceb-9143	151	16	to	to	PART
ajceb-9143	151	17	predict	predict	VERB
ajceb-9143	151	18	levels	level	NOUN
ajceb-9143	151	19	of	of	ADP
ajceb-9143	151	20	longitudinal	longitudinal	ADJ
ajceb-9143	151	21	cracking	cracking	NOUN
ajceb-9143	151	22	(	(	PUNCT
ajceb-9143	151	23	elbaz	elbaz	PROPN
ajceb-9143	151	24	,	,	PUNCT
ajceb-9143	151	25	et	et	PROPN
ajceb-9143	151	26	al	al	PROPN
ajceb-9143	151	27	.	.	PROPN
ajceb-9143	151	28	,	,	PUNCT
ajceb-9143	151	29	2020	2020	NUM
ajceb-9143	151	30	;	;	PUNCT
ajceb-9143	151	31	naeem	naeem	PROPN
ajceb-9143	151	32	,	,	PUNCT
ajceb-9143	151	33	et	et	PROPN
ajceb-9143	151	34	al	al	PROPN
ajceb-9143	151	35	.	.	PROPN
ajceb-9143	151	36	,	,	PUNCT
ajceb-9143	151	37	2023	2023	NUM
ajceb-9143	151	38	)	)	PUNCT
ajceb-9143	151	39	.	.	PUNCT
ajceb-9143	152	1	the	the	DET
ajceb-9143	152	2	algorithm	algorithm	NOUN
ajceb-9143	152	3	computes	compute	VERB
ajceb-9143	152	4	feature	feature	VERB
ajceb-9143	152	5	importance	importance	NOUN
ajceb-9143	152	6	through	through	ADP
ajceb-9143	152	7	the	the	DET
ajceb-9143	152	8	following	follow	VERB
ajceb-9143	152	9	steps	step	NOUN
ajceb-9143	152	10	:	:	PUNCT
ajceb-9143	152	11	1	1	X
ajceb-9143	152	12	.	.	X
ajceb-9143	152	13	out	out	ADP
ajceb-9143	152	14	-	-	PUNCT
ajceb-9143	152	15	of	of	ADP
ajceb-9143	152	16	-	-	PUNCT
ajceb-9143	152	17	bag	bag	NOUN
ajceb-9143	152	18	data	datum	NOUN
ajceb-9143	152	19	:	:	PUNCT
ajceb-9143	152	20	while	while	SCONJ
ajceb-9143	152	21	training	train	VERB
ajceb-9143	152	22	the	the	DET
ajceb-9143	152	23	model	model	NOUN
ajceb-9143	152	24	,	,	PUNCT
ajceb-9143	152	25	each	each	DET
ajceb-9143	152	26	decision	decision	NOUN
ajceb-9143	152	27	tree	tree	NOUN
ajceb-9143	152	28	is	be	AUX
ajceb-9143	152	29	trained	train	VERB
ajceb-9143	152	30	on	on	ADP
ajceb-9143	152	31	a	a	DET
ajceb-9143	152	32	bootstrap	bootstrap	NOUN
ajceb-9143	152	33	sample	sample	NOUN
ajceb-9143	152	34	of	of	ADP
ajceb-9143	152	35	the	the	DET
ajceb-9143	152	36	data	datum	NOUN
ajceb-9143	152	37	,	,	PUNCT
ajceb-9143	152	38	leaving	leave	VERB
ajceb-9143	152	39	aside	aside	ADV
ajceb-9143	152	40	a	a	DET
ajceb-9143	152	41	subset	subset	NOUN
ajceb-9143	152	42	known	know	VERB
ajceb-9143	152	43	as	as	ADP
ajceb-9143	152	44	the	the	DET
ajceb-9143	152	45	out	out	ADV
ajceb-9143	152	46	-	-	PUNCT
ajceb-9143	152	47	of	of	ADP
ajceb-9143	152	48	-	-	PUNCT
ajceb-9143	152	49	bag	bag	NOUN
ajceb-9143	152	50	data	datum	NOUN
ajceb-9143	152	51	.	.	PUNCT
ajceb-9143	153	1	2	2	X
ajceb-9143	153	2	.	.	X
ajceb-9143	153	3	prediction	prediction	NOUN
ajceb-9143	153	4	with	with	ADP
ajceb-9143	153	5	oob	oob	NOUN
ajceb-9143	153	6	data	datum	NOUN
ajceb-9143	153	7	:	:	PUNCT
ajceb-9143	153	8	the	the	DET
ajceb-9143	153	9	oob	oob	NOUN
ajceb-9143	153	10	data	datum	NOUN
ajceb-9143	153	11	are	be	AUX
ajceb-9143	153	12	utilized	utilize	VERB
ajceb-9143	153	13	for	for	ADP
ajceb-9143	153	14	predictions	prediction	NOUN
ajceb-9143	153	15	by	by	ADP
ajceb-9143	153	16	each	each	DET
ajceb-9143	153	17	individual	individual	ADJ
ajceb-9143	153	18	decision	decision	NOUN
ajceb-9143	153	19	tree	tree	NOUN
ajceb-9143	153	20	,	,	PUNCT
ajceb-9143	153	21	and	and	CCONJ
ajceb-9143	153	22	the	the	DET
ajceb-9143	153	23	variation	variation	NOUN
ajceb-9143	153	24	between	between	ADP
ajceb-9143	153	25	these	these	DET
ajceb-9143	153	26	predictions	prediction	NOUN
ajceb-9143	153	27	and	and	CCONJ
ajceb-9143	153	28	the	the	DET
ajceb-9143	153	29	genuine	genuine	ADJ
ajceb-9143	153	30	target	target	NOUN
ajceb-9143	153	31	values	value	NOUN
ajceb-9143	153	32	(	(	PUNCT
ajceb-9143	153	33	longitudinal	longitudinal	ADJ
ajceb-9143	153	34	cracking	cracking	NOUN
ajceb-9143	153	35	levels	level	NOUN
ajceb-9143	153	36	)	)	PUNCT
ajceb-9143	153	37	is	be	AUX
ajceb-9143	153	38	measured	measure	VERB
ajceb-9143	153	39	to	to	PART
ajceb-9143	153	40	estimate	estimate	VERB
ajceb-9143	153	41	the	the	DET
ajceb-9143	153	42	prediction	prediction	NOUN
ajceb-9143	153	43	error	error	NOUN
ajceb-9143	153	44	.	.	PUNCT
ajceb-9143	154	1	3	3	X
ajceb-9143	154	2	.	.	X
ajceb-9143	154	3	importance	importance	NOUN
ajceb-9143	154	4	calculation	calculation	NOUN
ajceb-9143	154	5	:	:	PUNCT
ajceb-9143	154	6	the	the	DET
ajceb-9143	154	7	random	random	ADJ
ajceb-9143	154	8	forest	forest	NOUN
ajceb-9143	154	9	algorithm	algorithm	NOUN
ajceb-9143	154	10	calculates	calculate	VERB
ajceb-9143	154	11	the	the	DET
ajceb-9143	154	12	decrease	decrease	NOUN
ajceb-9143	154	13	in	in	ADP
ajceb-9143	154	14	prediction	prediction	NOUN
ajceb-9143	154	15	error	error	NOUN
ajceb-9143	154	16	upon	upon	SCONJ
ajceb-9143	154	17	including	include	VERB
ajceb-9143	154	18	each	each	DET
ajceb-9143	154	19	input	input	NOUN
ajceb-9143	154	20	feature	feature	NOUN
ajceb-9143	154	21	in	in	ADP
ajceb-9143	154	22	the	the	DET
ajceb-9143	154	23	model	model	NOUN
ajceb-9143	154	24	.	.	PUNCT
ajceb-9143	155	1	features	feature	VERB
ajceb-9143	155	2	that	that	PRON
ajceb-9143	155	3	notably	notably	ADV
ajceb-9143	155	4	reduce	reduce	VERB
ajceb-9143	155	5	the	the	DET
ajceb-9143	155	6	error	error	NOUN
ajceb-9143	155	7	are	be	AUX
ajceb-9143	155	8	regarded	regard	VERB
ajceb-9143	155	9	as	as	ADP
ajceb-9143	155	10	more	more	ADV
ajceb-9143	155	11	significant	significant	ADJ
ajceb-9143	155	12	.	.	PUNCT
ajceb-9143	156	1	machine	machine	NOUN
ajceb-9143	156	2	learning	learning	NOUN
ajceb-9143	156	3	models	model	NOUN
ajceb-9143	156	4	in	in	ADP
ajceb-9143	156	5	the	the	DET
ajceb-9143	156	6	machine	machine	NOUN
ajceb-9143	156	7	learning	learn	VERB
ajceb-9143	156	8	model	model	NOUN
ajceb-9143	156	9	development	development	NOUN
ajceb-9143	156	10	phase	phase	NOUN
ajceb-9143	156	11	tailored	tailor	VERB
ajceb-9143	156	12	for	for	ADP
ajceb-9143	156	13	predicting	predict	VERB
ajceb-9143	156	14	longitudinal	longitudinal	ADJ
ajceb-9143	156	15	cracking	cracking	NOUN
ajceb-9143	156	16	in	in	ADP
ajceb-9143	156	17	crcp	crcp	NOUN
ajceb-9143	157	1	,	,	PUNCT
ajceb-9143	157	2	our	our	PRON
ajceb-9143	157	3	objective	objective	NOUN
ajceb-9143	157	4	is	be	AUX
ajceb-9143	157	5	to	to	PART
ajceb-9143	157	6	employ	employ	VERB
ajceb-9143	157	7	diverse	diverse	ADJ
ajceb-9143	157	8	algorithms	algorithm	NOUN
ajceb-9143	157	9	to	to	PART
ajceb-9143	157	10	ensure	ensure	VERB
ajceb-9143	157	11	a	a	DET
ajceb-9143	157	12	comprehensive	comprehensive	ADJ
ajceb-9143	157	13	approach	approach	NOUN
ajceb-9143	157	14	.	.	PUNCT
ajceb-9143	158	1	six	six	NUM
ajceb-9143	158	2	distinct	distinct	ADJ
ajceb-9143	158	3	models	model	NOUN
ajceb-9143	158	4	,	,	PUNCT
ajceb-9143	158	5	each	each	PRON
ajceb-9143	158	6	with	with	ADP
ajceb-9143	158	7	unique	unique	ADJ
ajceb-9143	158	8	strengths	strength	NOUN
ajceb-9143	158	9	,	,	PUNCT
ajceb-9143	158	10	will	will	AUX
ajceb-9143	158	11	be	be	AUX
ajceb-9143	158	12	implemented	implement	VERB
ajceb-9143	158	13	and	and	CCONJ
ajceb-9143	158	14	evaluated	evaluate	VERB
ajceb-9143	158	15	rigorously	rigorously	ADV
ajceb-9143	158	16	.	.	PUNCT
ajceb-9143	159	1	the	the	DET
ajceb-9143	159	2	selected	select	VERB
ajceb-9143	159	3	models	model	NOUN
ajceb-9143	159	4	for	for	ADP
ajceb-9143	159	5	this	this	DET
ajceb-9143	159	6	study	study	NOUN
ajceb-9143	159	7	encompass	encompass	NOUN
ajceb-9143	159	8	linear	linear	PROPN
ajceb-9143	159	9	regression	regression	NOUN
ajceb-9143	159	10	,	,	PUNCT
ajceb-9143	159	11	regression	regression	NOUN
ajceb-9143	159	12	decision	decision	NOUN
ajceb-9143	159	13	tree	tree	NOUN
ajceb-9143	159	14	,	,	PUNCT
ajceb-9143	159	15	svm	svm	ADJ
ajceb-9143	159	16	,	,	PUNCT
ajceb-9143	159	17	ensemble	ensemble	ADJ
ajceb-9143	159	18	tree	tree	NOUN
ajceb-9143	159	19	(	(	PUNCT
ajceb-9143	159	20	bagged	bagged	ADJ
ajceb-9143	159	21	and	and	CCONJ
ajceb-9143	159	22	boosted	boost	VERB
ajceb-9143	159	23	)	)	PUNCT
ajceb-9143	159	24	,	,	PUNCT
ajceb-9143	159	25	gpr	gpr	PROPN
ajceb-9143	159	26	,	,	PUNCT
ajceb-9143	159	27	ann	ann	PROPN
ajceb-9143	159	28	,	,	PUNCT
ajceb-9143	159	29	and	and	CCONJ
ajceb-9143	159	30	kernel	kernel	PROPN
ajceb-9143	159	31	methods	method	NOUN
ajceb-9143	159	32	.	.	PUNCT
ajceb-9143	160	1	table	table	NOUN
ajceb-9143	160	2	1	1	NUM
ajceb-9143	160	3	summarizes	summarize	NOUN
ajceb-9143	160	4	the	the	DET
ajceb-9143	160	5	advantages	advantage	NOUN
ajceb-9143	160	6	and	and	CCONJ
ajceb-9143	160	7	disadvantages	disadvantage	NOUN
ajceb-9143	160	8	of	of	ADP
ajceb-9143	160	9	each	each	DET
ajceb-9143	160	10	model	model	NOUN
ajceb-9143	160	11	and	and	CCONJ
ajceb-9143	160	12	how	how	SCONJ
ajceb-9143	160	13	they	they	PRON
ajceb-9143	160	14	are	be	AUX
ajceb-9143	160	15	utilized	utilize	VERB
ajceb-9143	160	16	in	in	ADP
ajceb-9143	160	17	the	the	DET
ajceb-9143	160	18	study	study	NOUN
ajceb-9143	160	19	.	.	PUNCT
ajceb-9143	161	1	to	to	PART
ajceb-9143	161	2	initiate	initiate	VERB
ajceb-9143	161	3	the	the	DET
ajceb-9143	161	4	process	process	NOUN
ajceb-9143	161	5	,	,	PUNCT
ajceb-9143	161	6	the	the	DET
ajceb-9143	161	7	dataset	dataset	NOUN
ajceb-9143	161	8	,	,	PUNCT
ajceb-9143	161	9	consisting	consist	VERB
ajceb-9143	161	10	of	of	ADP
ajceb-9143	161	11	pertinent	pertinent	ADJ
ajceb-9143	161	12	features	feature	NOUN
ajceb-9143	161	13	and	and	CCONJ
ajceb-9143	161	14	the	the	DET
ajceb-9143	161	15	target	target	NOUN
ajceb-9143	161	16	variable	variable	NOUN
ajceb-9143	161	17	(	(	PUNCT
ajceb-9143	161	18	longitudinal	longitudinal	ADJ
ajceb-9143	161	19	cracking	cracking	NOUN
ajceb-9143	161	20	in	in	ADP
ajceb-9143	161	21	crcp	crcp	NOUN
ajceb-9143	161	22	)	)	PUNCT
ajceb-9143	161	23	,	,	PUNCT
ajceb-9143	161	24	undergoes	undergo	VERB
ajceb-9143	161	25	meticulous	meticulous	ADJ
ajceb-9143	161	26	preparation	preparation	NOUN
ajceb-9143	161	27	for	for	ADP
ajceb-9143	161	28	model	model	NOUN
ajceb-9143	161	29	training	training	NOUN
ajceb-9143	161	30	.	.	PUNCT
ajceb-9143	162	1	subsequently	subsequently	ADV
ajceb-9143	162	2	,	,	PUNCT
ajceb-9143	162	3	we	we	PRON
ajceb-9143	162	4	embark	embark	VERB
ajceb-9143	162	5	on	on	ADP
ajceb-9143	162	6	the	the	DET
ajceb-9143	162	7	development	development	NOUN
ajceb-9143	162	8	of	of	ADP
ajceb-9143	162	9	a	a	DET
ajceb-9143	162	10	linear	linear	ADJ
ajceb-9143	162	11	regression	regression	NOUN
ajceb-9143	162	12	model	model	NOUN
ajceb-9143	162	13	,	,	PUNCT
ajceb-9143	162	14	serving	serve	VERB
ajceb-9143	162	15	as	as	ADP
ajceb-9143	162	16	a	a	DET
ajceb-9143	162	17	baseline	baseline	NOUN
ajceb-9143	162	18	for	for	ADP
ajceb-9143	162	19	predictive	predictive	ADJ
ajceb-9143	162	20	performance	performance	NOUN
ajceb-9143	162	21	.	.	PUNCT
ajceb-9143	163	1	the	the	DET
ajceb-9143	163	2	dataset	dataset	ADJ
ajceb-9143	163	3	alnaqbi	alnaqbi	NOUN
ajceb-9143	163	4	construction	construction	NOUN
ajceb-9143	163	5	economics	economic	NOUN
ajceb-9143	163	6	and	and	CCONJ
ajceb-9143	163	7	building	building	NOUN
ajceb-9143	163	8	,	,	PUNCT
ajceb-9143	163	9	vol	vol	NOUN
ajceb-9143	163	10	.	.	PROPN
ajceb-9143	163	11	25	25	NUM
ajceb-9143	163	12	,	,	PUNCT
ajceb-9143	163	13	no	no	INTJ
ajceb-9143	163	14	.	.	NOUN
ajceb-9143	163	15	1	1	NUM
ajceb-9143	163	16	march	march	NOUN
ajceb-9143	163	17	2025149	2025149	NUM
ajceb-9143	163	18	is	be	AUX
ajceb-9143	163	19	split	split	VERB
ajceb-9143	163	20	into	into	ADP
ajceb-9143	163	21	training	training	NOUN
ajceb-9143	163	22	and	and	CCONJ
ajceb-9143	163	23	testing	testing	NOUN
ajceb-9143	163	24	sets	set	NOUN
ajceb-9143	163	25	,	,	PUNCT
ajceb-9143	163	26	and	and	CCONJ
ajceb-9143	163	27	a	a	DET
ajceb-9143	163	28	10	10	NUM
ajceb-9143	163	29	-	-	ADJ
ajceb-9143	163	30	fold	fold	ADJ
ajceb-9143	163	31	cross	cross	ADJ
ajceb-9143	163	32	-	-	ADJ
ajceb-9143	163	33	validation	validation	ADJ
ajceb-9143	163	34	method	method	NOUN
ajceb-9143	163	35	is	be	AUX
ajceb-9143	163	36	employed	employ	VERB
ajceb-9143	163	37	to	to	PART
ajceb-9143	163	38	ensure	ensure	VERB
ajceb-9143	163	39	robust	robust	ADJ
ajceb-9143	163	40	evaluation	evaluation	NOUN
ajceb-9143	163	41	.	.	PUNCT
ajceb-9143	164	1	moving	move	VERB
ajceb-9143	164	2	forward	forward	ADV
ajceb-9143	164	3	,	,	PUNCT
ajceb-9143	164	4	a	a	DET
ajceb-9143	164	5	regression	regression	NOUN
ajceb-9143	164	6	decision	decision	NOUN
ajceb-9143	164	7	tree	tree	NOUN
ajceb-9143	164	8	is	be	AUX
ajceb-9143	164	9	implemented	implement	VERB
ajceb-9143	164	10	to	to	PART
ajceb-9143	164	11	capture	capture	VERB
ajceb-9143	164	12	nonlinear	nonlinear	ADJ
ajceb-9143	164	13	relationships	relationship	NOUN
ajceb-9143	164	14	within	within	ADP
ajceb-9143	164	15	the	the	DET
ajceb-9143	164	16	data	datum	NOUN
ajceb-9143	164	17	.	.	PUNCT
ajceb-9143	165	1	the	the	DET
ajceb-9143	165	2	decision	decision	NOUN
ajceb-9143	165	3	tree	tree	NOUN
ajceb-9143	165	4	is	be	AUX
ajceb-9143	165	5	trained	train	VERB
ajceb-9143	165	6	using	use	VERB
ajceb-9143	165	7	the	the	DET
ajceb-9143	165	8	training	training	NOUN
ajceb-9143	165	9	set	set	NOUN
ajceb-9143	165	10	,	,	PUNCT
ajceb-9143	165	11	and	and	CCONJ
ajceb-9143	165	12	its	its	PRON
ajceb-9143	165	13	performance	performance	NOUN
ajceb-9143	165	14	is	be	AUX
ajceb-9143	165	15	assessed	assess	VERB
ajceb-9143	165	16	through	through	ADP
ajceb-9143	165	17	the	the	DET
ajceb-9143	165	18	10	10	NUM
ajceb-9143	165	19	-	-	ADJ
ajceb-9143	165	20	fold	fold	ADJ
ajceb-9143	165	21	cross	cross	ADJ
ajceb-9143	165	22	-	-	ADJ
ajceb-9143	165	23	validation	validation	ADJ
ajceb-9143	165	24	framework	framework	NOUN
ajceb-9143	165	25	.	.	PUNCT
ajceb-9143	166	1	the	the	DET
ajceb-9143	166	2	svm	svm	PROPN
ajceb-9143	166	3	’s	’s	PART
ajceb-9143	166	4	predictive	predictive	ADJ
ajceb-9143	166	5	capability	capability	NOUN
ajceb-9143	166	6	is	be	AUX
ajceb-9143	166	7	then	then	ADV
ajceb-9143	166	8	harnessed	harness	VERB
ajceb-9143	166	9	,	,	PUNCT
ajceb-9143	166	10	focusing	focus	VERB
ajceb-9143	166	11	on	on	ADP
ajceb-9143	166	12	handling	handle	VERB
ajceb-9143	166	13	complex	complex	ADJ
ajceb-9143	166	14	relationships	relationship	NOUN
ajceb-9143	166	15	within	within	ADP
ajceb-9143	166	16	the	the	DET
ajceb-9143	166	17	dataset	dataset	NOUN
ajceb-9143	166	18	.	.	PUNCT
ajceb-9143	167	1	normalization	normalization	NOUN
ajceb-9143	167	2	of	of	ADP
ajceb-9143	167	3	input	input	NOUN
ajceb-9143	167	4	features	feature	NOUN
ajceb-9143	167	5	precedes	precede	VERB
ajceb-9143	167	6	the	the	DET
ajceb-9143	167	7	training	training	NOUN
ajceb-9143	167	8	of	of	ADP
ajceb-9143	167	9	the	the	DET
ajceb-9143	167	10	svm	svm	ADJ
ajceb-9143	167	11	model	model	NOUN
ajceb-9143	167	12	,	,	PUNCT
ajceb-9143	167	13	and	and	CCONJ
ajceb-9143	167	14	its	its	PRON
ajceb-9143	167	15	effectiveness	effectiveness	NOUN
ajceb-9143	167	16	is	be	AUX
ajceb-9143	167	17	rigorously	rigorously	ADV
ajceb-9143	167	18	evaluated	evaluate	VERB
ajceb-9143	167	19	using	use	VERB
ajceb-9143	167	20	the	the	DET
ajceb-9143	167	21	10	10	NUM
ajceb-9143	167	22	-	-	ADJ
ajceb-9143	167	23	fold	fold	ADJ
ajceb-9143	167	24	cross	cross	ADJ
ajceb-9143	167	25	-	-	ADJ
ajceb-9143	167	26	validation	validation	ADJ
ajceb-9143	167	27	approach	approach	NOUN
ajceb-9143	167	28	.	.	PUNCT
ajceb-9143	168	1	ensemble	ensemble	ADJ
ajceb-9143	168	2	tree	tree	NOUN
ajceb-9143	168	3	models	model	NOUN
ajceb-9143	168	4	,	,	PUNCT
ajceb-9143	168	5	namely	namely	ADV
ajceb-9143	168	6	,	,	PUNCT
ajceb-9143	168	7	bagged	bagged	ADJ
ajceb-9143	168	8	and	and	CCONJ
ajceb-9143	168	9	boosted	boost	VERB
ajceb-9143	168	10	,	,	PUNCT
ajceb-9143	168	11	are	be	AUX
ajceb-9143	168	12	introduced	introduce	VERB
ajceb-9143	168	13	to	to	PART
ajceb-9143	168	14	exploit	exploit	VERB
ajceb-9143	168	15	the	the	DET
ajceb-9143	168	16	benefits	benefit	NOUN
ajceb-9143	168	17	of	of	ADP
ajceb-9143	168	18	ensemble	ensemble	ADJ
ajceb-9143	168	19	methods	method	NOUN
ajceb-9143	168	20	for	for	ADP
ajceb-9143	168	21	enhanced	enhance	VERB
ajceb-9143	168	22	predictive	predictive	ADJ
ajceb-9143	168	23	accuracy	accuracy	NOUN
ajceb-9143	168	24	.	.	PUNCT
ajceb-9143	169	1	the	the	DET
ajceb-9143	169	2	random	random	ADJ
ajceb-9143	169	3	forest	forest	NOUN
ajceb-9143	169	4	(	(	PUNCT
ajceb-9143	169	5	bagged	bagged	PROPN
ajceb-9143	169	6	)	)	PUNCT
ajceb-9143	169	7	and	and	CCONJ
ajceb-9143	169	8	gradient	gradient	NOUN
ajceb-9143	169	9	boosting	boost	VERB
ajceb-9143	169	10	(	(	PUNCT
ajceb-9143	169	11	boosted	boosted	ADJ
ajceb-9143	169	12	)	)	PUNCT
ajceb-9143	169	13	models	model	NOUN
ajceb-9143	169	14	undergo	undergo	VERB
ajceb-9143	169	15	training	training	NOUN
ajceb-9143	169	16	and	and	CCONJ
ajceb-9143	169	17	evaluation	evaluation	NOUN
ajceb-9143	169	18	within	within	ADP
ajceb-9143	169	19	the	the	DET
ajceb-9143	169	20	10	10	NUM
ajceb-9143	169	21	-	-	ADJ
ajceb-9143	169	22	fold	fold	ADJ
ajceb-9143	169	23	cross	cross	ADJ
ajceb-9143	169	24	-	-	ADJ
ajceb-9143	169	25	validation	validation	ADJ
ajceb-9143	169	26	setup	setup	NOUN
ajceb-9143	169	27	.	.	PUNCT
ajceb-9143	170	1	table	table	NOUN
ajceb-9143	170	2	1	1	NUM
ajceb-9143	170	3	.	.	PUNCT
ajceb-9143	170	4	advantages	advantage	NOUN
ajceb-9143	170	5	,	,	PUNCT
ajceb-9143	170	6	disadvantages	disadvantage	NOUN
ajceb-9143	170	7	,	,	PUNCT
ajceb-9143	170	8	and	and	CCONJ
ajceb-9143	170	9	usage	usage	NOUN
ajceb-9143	170	10	of	of	ADP
ajceb-9143	170	11	machine	machine	NOUN
ajceb-9143	170	12	learning	learning	NOUN
ajceb-9143	170	13	models	model	NOUN
ajceb-9143	170	14	in	in	ADP
ajceb-9143	170	15	predicting	predict	VERB
ajceb-9143	170	16	longitudinal	longitudinal	ADJ
ajceb-9143	170	17	cracking	cracking	NOUN
ajceb-9143	170	18	in	in	ADP
ajceb-9143	170	19	crcp	crcp	ADJ
ajceb-9143	170	20	model	model	NOUN
ajceb-9143	170	21	type	type	NOUN
ajceb-9143	170	22	advantages	advantage	NOUN
ajceb-9143	170	23	disadvantages	disadvantage	VERB
ajceb-9143	170	24	usage	usage	NOUN
ajceb-9143	170	25	in	in	ADP
ajceb-9143	170	26	study	study	NOUN
ajceb-9143	170	27	linear	linear	PROPN
ajceb-9143	170	28	regression	regression	NOUN
ajceb-9143	170	29	simplicity	simplicity	NOUN
ajceb-9143	170	30	,	,	PUNCT
ajceb-9143	170	31	ease	ease	NOUN
ajceb-9143	170	32	of	of	ADP
ajceb-9143	170	33	interpretation	interpretation	NOUN
ajceb-9143	170	34	,	,	PUNCT
ajceb-9143	170	35	efficient	efficient	ADJ
ajceb-9143	170	36	for	for	ADP
ajceb-9143	170	37	large	large	ADJ
ajceb-9143	170	38	datasets	dataset	NOUN
ajceb-9143	170	39	assumes	assume	VERB
ajceb-9143	170	40	linearity	linearity	NOUN
ajceb-9143	170	41	,	,	PUNCT
ajceb-9143	170	42	sensitive	sensitive	ADJ
ajceb-9143	170	43	to	to	ADP
ajceb-9143	170	44	outliers	outlier	NOUN
ajceb-9143	170	45	baseline	baseline	VERB
ajceb-9143	170	46	model	model	NOUN
ajceb-9143	170	47	for	for	SCONJ
ajceb-9143	170	48	comparison	comparison	NOUN
ajceb-9143	170	49	regression	regression	NOUN
ajceb-9143	170	50	decision	decision	NOUN
ajceb-9143	170	51	tree	tree	NOUN
ajceb-9143	170	52	handles	handle	VERB
ajceb-9143	170	53	nonlinear	nonlinear	ADJ
ajceb-9143	170	54	relationships	relationship	NOUN
ajceb-9143	170	55	,	,	PUNCT
ajceb-9143	170	56	easy	easy	ADJ
ajceb-9143	170	57	to	to	PART
ajceb-9143	170	58	interpret	interpret	VERB
ajceb-9143	170	59	prone	prone	ADJ
ajceb-9143	170	60	to	to	ADP
ajceb-9143	170	61	overfitting	overfitte	VERB
ajceb-9143	170	62	,	,	PUNCT
ajceb-9143	170	63	less	less	ADV
ajceb-9143	170	64	stable	stable	ADJ
ajceb-9143	170	65	with	with	ADP
ajceb-9143	170	66	data	datum	NOUN
ajceb-9143	170	67	changes	change	NOUN
ajceb-9143	170	68	capturing	capture	VERB
ajceb-9143	170	69	nonlinear	nonlinear	ADJ
ajceb-9143	170	70	patterns	pattern	NOUN
ajceb-9143	170	71	svm	svm	VERB
ajceb-9143	170	72	effective	effective	ADJ
ajceb-9143	170	73	in	in	ADP
ajceb-9143	170	74	highdimensional	highdimensional	ADJ
ajceb-9143	170	75	spaces	space	NOUN
ajceb-9143	170	76	,	,	PUNCT
ajceb-9143	170	77	robust	robust	ADJ
ajceb-9143	170	78	to	to	ADP
ajceb-9143	170	79	overfitting	overfitte	VERB
ajceb-9143	170	80	computationally	computationally	ADV
ajceb-9143	170	81	intensive	intensive	ADJ
ajceb-9143	170	82	,	,	PUNCT
ajceb-9143	170	83	sensitive	sensitive	ADJ
ajceb-9143	170	84	to	to	ADP
ajceb-9143	170	85	kernel	kernel	PROPN
ajceb-9143	170	86	and	and	CCONJ
ajceb-9143	170	87	parameters	parameter	NOUN
ajceb-9143	170	88	handling	handle	VERB
ajceb-9143	170	89	complex	complex	ADJ
ajceb-9143	170	90	relationships	relationship	NOUN
ajceb-9143	170	91	ensemble	ensemble	VERB
ajceb-9143	170	92	trees	tree	NOUN
ajceb-9143	170	93	high	high	ADJ
ajceb-9143	170	94	accuracy	accuracy	NOUN
ajceb-9143	170	95	,	,	PUNCT
ajceb-9143	170	96	reduces	reduce	VERB
ajceb-9143	170	97	overfitting	overfitte	VERB
ajceb-9143	170	98	by	by	ADP
ajceb-9143	170	99	combining	combine	VERB
ajceb-9143	170	100	models	model	NOUN
ajceb-9143	170	101	computationally	computationally	ADV
ajceb-9143	170	102	intensive	intensive	ADJ
ajceb-9143	170	103	,	,	PUNCT
ajceb-9143	170	104	less	less	ADV
ajceb-9143	170	105	interpretable	interpretable	ADJ
ajceb-9143	170	106	enhanced	enhanced	ADJ
ajceb-9143	170	107	predictive	predictive	ADJ
ajceb-9143	170	108	performance	performance	NOUN
ajceb-9143	170	109	using	use	VERB
ajceb-9143	170	110	bagged	bagged	NOUN
ajceb-9143	170	111	and	and	CCONJ
ajceb-9143	170	112	boosted	boost	VERB
ajceb-9143	170	113	trees	tree	NOUN
ajceb-9143	170	114	gpr	gpr	PROPN
ajceb-9143	170	115	provides	provide	VERB
ajceb-9143	170	116	uncertainty	uncertainty	NOUN
ajceb-9143	170	117	measures	measure	NOUN
ajceb-9143	170	118	,	,	PUNCT
ajceb-9143	170	119	captures	capture	VERB
ajceb-9143	170	120	nonlinear	nonlinear	ADJ
ajceb-9143	170	121	relationships	relationship	NOUN
ajceb-9143	170	122	computationally	computationally	ADV
ajceb-9143	170	123	expensive	expensive	ADJ
ajceb-9143	170	124	,	,	PUNCT
ajceb-9143	170	125	lacks	lack	VERB
ajceb-9143	170	126	scalability	scalability	NOUN
ajceb-9143	170	127	modeling	modeling	NOUN
ajceb-9143	170	128	complex	complex	ADJ
ajceb-9143	170	129	nonlinear	nonlinear	ADJ
ajceb-9143	170	130	functions	function	NOUN
ajceb-9143	170	131	,	,	PUNCT
ajceb-9143	170	132	probabilistic	probabilistic	ADJ
ajceb-9143	170	133	predictions	prediction	NOUN
ajceb-9143	170	134	ann	ann	PROPN
ajceb-9143	170	135	captures	capture	VERB
ajceb-9143	170	136	intricate	intricate	ADJ
ajceb-9143	170	137	patterns	pattern	NOUN
ajceb-9143	170	138	,	,	PUNCT
ajceb-9143	170	139	high	high	ADJ
ajceb-9143	170	140	flexibility	flexibility	NOUN
ajceb-9143	170	141	requires	require	VERB
ajceb-9143	170	142	large	large	ADJ
ajceb-9143	170	143	datasets	dataset	NOUN
ajceb-9143	170	144	,	,	PUNCT
ajceb-9143	170	145	extensive	extensive	ADJ
ajceb-9143	170	146	computational	computational	ADJ
ajceb-9143	170	147	resources	resource	NOUN
ajceb-9143	170	148	,	,	PUNCT
ajceb-9143	170	149	prone	prone	ADJ
ajceb-9143	170	150	to	to	ADP
ajceb-9143	170	151	overfitting	overfitte	VERB
ajceb-9143	170	152	modeling	modeling	NOUN
ajceb-9143	170	153	complex	complex	ADJ
ajceb-9143	170	154	patterns	pattern	NOUN
ajceb-9143	170	155	and	and	CCONJ
ajceb-9143	170	156	interactions	interaction	NOUN
ajceb-9143	170	157	kernel	kernel	NOUN
ajceb-9143	170	158	methods	method	NOUN
ajceb-9143	170	159	handles	handle	VERB
ajceb-9143	170	160	nonlinear	nonlinear	ADJ
ajceb-9143	170	161	data	datum	NOUN
ajceb-9143	170	162	by	by	ADP
ajceb-9143	170	163	transforming	transform	VERB
ajceb-9143	170	164	to	to	ADP
ajceb-9143	170	165	higher	high	ADJ
ajceb-9143	170	166	dimensions	dimension	NOUN
ajceb-9143	170	167	computationally	computationally	ADV
ajceb-9143	170	168	intensive	intensive	ADJ
ajceb-9143	170	169	,	,	PUNCT
ajceb-9143	170	170	sensitive	sensitive	ADJ
ajceb-9143	170	171	to	to	ADP
ajceb-9143	170	172	parameter	parameter	NOUN
ajceb-9143	170	173	selection	selection	NOUN
ajceb-9143	170	174	enhancing	enhance	VERB
ajceb-9143	170	175	svm	svm	NOUN
ajceb-9143	170	176	with	with	ADP
ajceb-9143	170	177	different	different	ADJ
ajceb-9143	170	178	kernel	kernel	NOUN
ajceb-9143	170	179	functions	function	NOUN
ajceb-9143	170	180	alnaqbi	alnaqbi	ADJ
ajceb-9143	170	181	construction	construction	NOUN
ajceb-9143	170	182	economics	economic	NOUN
ajceb-9143	170	183	and	and	CCONJ
ajceb-9143	170	184	building	building	NOUN
ajceb-9143	170	185	,	,	PUNCT
ajceb-9143	170	186	vol	vol	NOUN
ajceb-9143	170	187	.	.	PROPN
ajceb-9143	171	1	25	25	NUM
ajceb-9143	171	2	,	,	PUNCT
ajceb-9143	171	3	no	no	INTJ
ajceb-9143	171	4	.	.	NOUN
ajceb-9143	171	5	1	1	NUM
ajceb-9143	171	6	march	march	PROPN
ajceb-9143	171	7	2025150	2025150	NUM
ajceb-9143	171	8	gpr	gpr	PROPN
ajceb-9143	171	9	is	be	AUX
ajceb-9143	171	10	then	then	ADV
ajceb-9143	171	11	employed	employ	VERB
ajceb-9143	171	12	to	to	PART
ajceb-9143	171	13	explore	explore	VERB
ajceb-9143	171	14	the	the	DET
ajceb-9143	171	15	flexibility	flexibility	NOUN
ajceb-9143	171	16	of	of	ADP
ajceb-9143	171	17	this	this	DET
ajceb-9143	171	18	probabilistic	probabilistic	ADJ
ajceb-9143	171	19	approach	approach	NOUN
ajceb-9143	171	20	in	in	ADP
ajceb-9143	171	21	capturing	capture	VERB
ajceb-9143	171	22	complex	complex	ADJ
ajceb-9143	171	23	patterns	pattern	NOUN
ajceb-9143	171	24	within	within	ADP
ajceb-9143	171	25	the	the	DET
ajceb-9143	171	26	data	datum	NOUN
ajceb-9143	171	27	.	.	PUNCT
ajceb-9143	172	1	input	input	NOUN
ajceb-9143	172	2	feature	feature	NOUN
ajceb-9143	172	3	normalization	normalization	NOUN
ajceb-9143	172	4	precedes	precede	VERB
ajceb-9143	172	5	the	the	DET
ajceb-9143	172	6	training	training	NOUN
ajceb-9143	172	7	of	of	ADP
ajceb-9143	172	8	the	the	DET
ajceb-9143	172	9	gpr	gpr	PROPN
ajceb-9143	172	10	model	model	NOUN
ajceb-9143	172	11	,	,	PUNCT
ajceb-9143	172	12	and	and	CCONJ
ajceb-9143	172	13	its	its	PRON
ajceb-9143	172	14	performance	performance	NOUN
ajceb-9143	172	15	is	be	AUX
ajceb-9143	172	16	rigorously	rigorously	ADV
ajceb-9143	172	17	evaluated	evaluate	VERB
ajceb-9143	172	18	through	through	ADP
ajceb-9143	172	19	the	the	DET
ajceb-9143	172	20	10	10	NUM
ajceb-9143	172	21	-	-	ADJ
ajceb-9143	172	22	fold	fold	ADJ
ajceb-9143	172	23	cross	cross	ADJ
ajceb-9143	172	24	-	-	ADJ
ajceb-9143	172	25	validation	validation	ADJ
ajceb-9143	172	26	methodology	methodology	NOUN
ajceb-9143	172	27	.	.	PUNCT
ajceb-9143	173	1	ann	ann	PROPN
ajceb-9143	173	2	and	and	CCONJ
ajceb-9143	173	3	kernel	kernel	PROPN
ajceb-9143	173	4	methods	method	NOUN
ajceb-9143	173	5	are	be	AUX
ajceb-9143	173	6	subsequently	subsequently	ADV
ajceb-9143	173	7	introduced	introduce	VERB
ajceb-9143	173	8	,	,	PUNCT
ajceb-9143	173	9	leveraging	leverage	VERB
ajceb-9143	173	10	the	the	DET
ajceb-9143	173	11	capabilities	capability	NOUN
ajceb-9143	173	12	of	of	ADP
ajceb-9143	173	13	deep	deep	ADJ
ajceb-9143	173	14	learning	learning	NOUN
ajceb-9143	173	15	and	and	CCONJ
ajceb-9143	173	16	kernelized	kernelize	VERB
ajceb-9143	173	17	algorithms	algorithm	NOUN
ajceb-9143	173	18	.	.	PUNCT
ajceb-9143	174	1	the	the	DET
ajceb-9143	174	2	input	input	NOUN
ajceb-9143	174	3	features	feature	NOUN
ajceb-9143	174	4	are	be	AUX
ajceb-9143	174	5	normalized	normalize	VERB
ajceb-9143	174	6	,	,	PUNCT
ajceb-9143	174	7	and	and	CCONJ
ajceb-9143	174	8	an	an	DET
ajceb-9143	174	9	ann	ann	PROPN
ajceb-9143	174	10	model	model	NOUN
ajceb-9143	174	11	is	be	AUX
ajceb-9143	174	12	designed	design	VERB
ajceb-9143	174	13	and	and	CCONJ
ajceb-9143	174	14	trained	train	VERB
ajceb-9143	174	15	for	for	ADP
ajceb-9143	174	16	regression	regression	NOUN
ajceb-9143	174	17	.	.	PUNCT
ajceb-9143	175	1	an	an	DET
ajceb-9143	175	2	svm	svm	NOUN
ajceb-9143	175	3	with	with	ADP
ajceb-9143	175	4	a	a	DET
ajceb-9143	175	5	kernel	kernel	NOUN
ajceb-9143	175	6	,	,	PUNCT
ajceb-9143	175	7	such	such	ADJ
ajceb-9143	175	8	as	as	ADP
ajceb-9143	175	9	the	the	DET
ajceb-9143	175	10	radial	radial	ADJ
ajceb-9143	175	11	basis	basis	NOUN
ajceb-9143	175	12	function	function	NOUN
ajceb-9143	175	13	(	(	PUNCT
ajceb-9143	175	14	rbf	rbf	PROPN
ajceb-9143	175	15	)	)	PUNCT
ajceb-9143	175	16	kernel	kernel	PROPN
ajceb-9143	175	17	,	,	PUNCT
ajceb-9143	175	18	is	be	AUX
ajceb-9143	175	19	implemented	implement	VERB
ajceb-9143	175	20	.	.	PUNCT
ajceb-9143	176	1	both	both	DET
ajceb-9143	176	2	models	model	NOUN
ajceb-9143	176	3	are	be	AUX
ajceb-9143	176	4	subjected	subject	VERB
ajceb-9143	176	5	to	to	ADP
ajceb-9143	176	6	thorough	thorough	ADJ
ajceb-9143	176	7	evaluation	evaluation	NOUN
ajceb-9143	176	8	using	use	VERB
ajceb-9143	176	9	the	the	DET
ajceb-9143	176	10	10	10	NUM
ajceb-9143	176	11	-	-	ADJ
ajceb-9143	176	12	fold	fold	ADJ
ajceb-9143	176	13	cross	cross	ADJ
ajceb-9143	176	14	-	-	ADJ
ajceb-9143	176	15	validation	validation	ADJ
ajceb-9143	176	16	technique	technique	NOUN
ajceb-9143	176	17	.	.	PUNCT
ajceb-9143	177	1	table	table	NOUN
ajceb-9143	177	2	2	2	NUM
ajceb-9143	177	3	presents	present	VERB
ajceb-9143	177	4	the	the	DET
ajceb-9143	177	5	specific	specific	ADJ
ajceb-9143	177	6	configurations	configuration	NOUN
ajceb-9143	177	7	of	of	ADP
ajceb-9143	177	8	the	the	DET
ajceb-9143	177	9	machine	machine	NOUN
ajceb-9143	177	10	learning	learning	NOUN
ajceb-9143	177	11	models	model	NOUN
ajceb-9143	177	12	utilized	utilize	VERB
ajceb-9143	177	13	in	in	ADP
ajceb-9143	177	14	our	our	PRON
ajceb-9143	177	15	study	study	NOUN
ajceb-9143	177	16	,	,	PUNCT
ajceb-9143	177	17	outlining	outline	VERB
ajceb-9143	177	18	the	the	DET
ajceb-9143	177	19	hyperparameters	hyperparameter	NOUN
ajceb-9143	177	20	adjusted	adjust	VERB
ajceb-9143	177	21	to	to	PART
ajceb-9143	177	22	optimize	optimize	VERB
ajceb-9143	177	23	each	each	DET
ajceb-9143	177	24	model	model	NOUN
ajceb-9143	177	25	’s	’s	PART
ajceb-9143	177	26	performance	performance	NOUN
ajceb-9143	177	27	.	.	PUNCT
ajceb-9143	178	1	the	the	DET
ajceb-9143	178	2	hyperparameters	hyperparameter	NOUN
ajceb-9143	178	3	for	for	ADP
ajceb-9143	178	4	each	each	DET
ajceb-9143	178	5	model	model	NOUN
ajceb-9143	178	6	were	be	AUX
ajceb-9143	178	7	selected	select	VERB
ajceb-9143	178	8	based	base	VERB
ajceb-9143	178	9	on	on	ADP
ajceb-9143	178	10	a	a	DET
ajceb-9143	178	11	combination	combination	NOUN
ajceb-9143	178	12	of	of	ADP
ajceb-9143	178	13	empirical	empirical	ADJ
ajceb-9143	178	14	evidence	evidence	NOUN
ajceb-9143	178	15	,	,	PUNCT
ajceb-9143	178	16	literature	literature	NOUN
ajceb-9143	178	17	review	review	NOUN
ajceb-9143	178	18	,	,	PUNCT
ajceb-9143	178	19	and	and	CCONJ
ajceb-9143	178	20	preliminary	preliminary	ADJ
ajceb-9143	178	21	testing	testing	NOUN
ajceb-9143	178	22	to	to	PART
ajceb-9143	178	23	ensure	ensure	VERB
ajceb-9143	178	24	optimal	optimal	ADJ
ajceb-9143	178	25	model	model	NOUN
ajceb-9143	178	26	performance	performance	NOUN
ajceb-9143	178	27	.	.	PUNCT
ajceb-9143	179	1	these	these	DET
ajceb-9143	179	2	settings	setting	NOUN
ajceb-9143	179	3	reflect	reflect	VERB
ajceb-9143	179	4	our	our	PRON
ajceb-9143	179	5	commitment	commitment	NOUN
ajceb-9143	179	6	to	to	ADP
ajceb-9143	179	7	leveraging	leverage	VERB
ajceb-9143	179	8	the	the	DET
ajceb-9143	179	9	strengths	strength	NOUN
ajceb-9143	179	10	of	of	ADP
ajceb-9143	179	11	each	each	DET
ajceb-9143	179	12	model	model	NOUN
ajceb-9143	179	13	to	to	PART
ajceb-9143	179	14	accurately	accurately	ADV
ajceb-9143	179	15	predict	predict	VERB
ajceb-9143	179	16	fatigue	fatigue	NOUN
ajceb-9143	179	17	cracking	cracking	NOUN
ajceb-9143	179	18	,	,	PUNCT
ajceb-9143	179	19	taking	take	VERB
ajceb-9143	179	20	into	into	ADP
ajceb-9143	179	21	account	account	NOUN
ajceb-9143	179	22	the	the	DET
ajceb-9143	179	23	complexities	complexity	NOUN
ajceb-9143	179	24	of	of	ADP
ajceb-9143	179	25	the	the	DET
ajceb-9143	179	26	dataset	dataset	NOUN
ajceb-9143	179	27	.	.	PUNCT
ajceb-9143	180	1	table	table	NOUN
ajceb-9143	180	2	2	2	NUM
ajceb-9143	180	3	.	.	PUNCT
ajceb-9143	180	4	hyperparameter	hyperparameter	NOUN
ajceb-9143	180	5	settings	setting	NOUN
ajceb-9143	180	6	for	for	ADP
ajceb-9143	180	7	machine	machine	NOUN
ajceb-9143	180	8	learning	learning	NOUN
ajceb-9143	180	9	models	model	NOUN
ajceb-9143	180	10	model	model	NOUN
ajceb-9143	180	11	type	type	NOUN
ajceb-9143	180	12	specifications	specification	NOUN
ajceb-9143	180	13	hyperparameters	hyperparameter	VERB
ajceb-9143	180	14	linear	linear	ADJ
ajceb-9143	180	15	regression	regression	NOUN
ajceb-9143	180	16	linear	linear	PROPN
ajceb-9143	180	17	terms	term	NOUN
ajceb-9143	180	18	:	:	PUNCT
ajceb-9143	180	19	linear	linear	ADJ
ajceb-9143	180	20	;	;	PUNCT
ajceb-9143	180	21	robust	robust	ADJ
ajceb-9143	180	22	option	option	NOUN
ajceb-9143	180	23	:	:	PUNCT
ajceb-9143	180	24	off	off	ADP
ajceb-9143	180	25	robust	robust	ADJ
ajceb-9143	180	26	linear	linear	ADJ
ajceb-9143	180	27	terms	term	NOUN
ajceb-9143	180	28	:	:	PUNCT
ajceb-9143	180	29	linear	linear	ADJ
ajceb-9143	180	30	;	;	PUNCT
ajceb-9143	180	31	robust	robust	ADJ
ajceb-9143	180	32	option	option	NOUN
ajceb-9143	180	33	:	:	PUNCT
ajceb-9143	180	34	on	on	ADP
ajceb-9143	180	35	regression	regression	NOUN
ajceb-9143	180	36	tree	tree	NOUN
ajceb-9143	180	37	fine	fine	ADJ
ajceb-9143	180	38	minimum	minimum	ADJ
ajceb-9143	180	39	leaf	leaf	NOUN
ajceb-9143	180	40	size	size	NOUN
ajceb-9143	180	41	:	:	PUNCT
ajceb-9143	180	42	4	4	NUM
ajceb-9143	180	43	;	;	PUNCT
ajceb-9143	180	44	surrogate	surrogate	ADJ
ajceb-9143	180	45	decision	decision	NOUN
ajceb-9143	180	46	splits	split	VERB
ajceb-9143	180	47	:	:	PUNCT
ajceb-9143	180	48	off	off	ADP
ajceb-9143	180	49	medium	medium	ADJ
ajceb-9143	180	50	minimum	minimum	ADJ
ajceb-9143	180	51	leaf	leaf	NOUN
ajceb-9143	180	52	size	size	NOUN
ajceb-9143	180	53	:	:	PUNCT
ajceb-9143	180	54	12	12	NUM
ajceb-9143	180	55	;	;	PUNCT
ajceb-9143	180	56	surrogate	surrogate	ADJ
ajceb-9143	180	57	decision	decision	NOUN
ajceb-9143	180	58	splits	split	VERB
ajceb-9143	180	59	:	:	PUNCT
ajceb-9143	180	60	off	off	ADP
ajceb-9143	180	61	coarse	coarse	ADJ
ajceb-9143	180	62	minimum	minimum	ADJ
ajceb-9143	180	63	leaf	leaf	NOUN
ajceb-9143	180	64	size	size	NOUN
ajceb-9143	180	65	:	:	PUNCT
ajceb-9143	180	66	36	36	NUM
ajceb-9143	180	67	;	;	PUNCT
ajceb-9143	180	68	surrogate	surrogate	ADJ
ajceb-9143	180	69	decision	decision	NOUN
ajceb-9143	180	70	splits	split	VERB
ajceb-9143	180	71	:	:	PUNCT
ajceb-9143	180	72	off	off	ADP
ajceb-9143	180	73	support	support	NOUN
ajceb-9143	180	74	vector	vector	NOUN
ajceb-9143	180	75	machine	machine	NOUN
ajceb-9143	180	76	linear	linear	PROPN
ajceb-9143	180	77	svm	svm	PROPN
ajceb-9143	180	78	kernel	kernel	PROPN
ajceb-9143	180	79	function	function	PROPN
ajceb-9143	180	80	:	:	PUNCT
ajceb-9143	181	1	linear	linear	ADJ
ajceb-9143	181	2	;	;	PUNCT
ajceb-9143	181	3	kernel	kernel	NOUN
ajceb-9143	181	4	scale	scale	NOUN
ajceb-9143	181	5	:	:	PUNCT
ajceb-9143	181	6	automatic	automatic	ADJ
ajceb-9143	181	7	;	;	PUNCT
ajceb-9143	181	8	box	box	NOUN
ajceb-9143	181	9	constraint	constraint	NOUN
ajceb-9143	181	10	:	:	PUNCT
ajceb-9143	181	11	automatic	automatic	ADJ
ajceb-9143	181	12	;	;	PUNCT
ajceb-9143	181	13	epsilon	epsilon	PROPN
ajceb-9143	181	14	:	:	PUNCT
ajceb-9143	181	15	auto	auto	NOUN
ajceb-9143	181	16	;	;	PUNCT
ajceb-9143	181	17	standardize	standardize	VERB
ajceb-9143	181	18	data	datum	NOUN
ajceb-9143	181	19	:	:	PUNCT
ajceb-9143	181	20	yes	yes	INTJ
ajceb-9143	181	21	quadratic	quadratic	ADJ
ajceb-9143	181	22	svm	svm	ADJ
ajceb-9143	181	23	kernel	kernel	PROPN
ajceb-9143	181	24	function	function	PROPN
ajceb-9143	181	25	:	:	PUNCT
ajceb-9143	181	26	quadratic	quadratic	ADJ
ajceb-9143	181	27	;	;	PUNCT
ajceb-9143	181	28	kernel	kernel	NOUN
ajceb-9143	181	29	scale	scale	NOUN
ajceb-9143	181	30	:	:	PUNCT
ajceb-9143	181	31	automatic	automatic	ADJ
ajceb-9143	181	32	;	;	PUNCT
ajceb-9143	181	33	box	box	NOUN
ajceb-9143	181	34	constraint	constraint	NOUN
ajceb-9143	181	35	:	:	PUNCT
ajceb-9143	181	36	automatic	automatic	ADJ
ajceb-9143	181	37	;	;	PUNCT
ajceb-9143	181	38	epsilon	epsilon	PROPN
ajceb-9143	181	39	:	:	PUNCT
ajceb-9143	181	40	auto	auto	NOUN
ajceb-9143	181	41	;	;	PUNCT
ajceb-9143	181	42	standardize	standardize	VERB
ajceb-9143	181	43	data	datum	NOUN
ajceb-9143	181	44	:	:	PUNCT
ajceb-9143	181	45	yes	yes	INTJ
ajceb-9143	181	46	cubic	cubic	ADJ
ajceb-9143	181	47	svm	svm	PROPN
ajceb-9143	181	48	kernel	kernel	PROPN
ajceb-9143	181	49	function	function	PROPN
ajceb-9143	181	50	:	:	PUNCT
ajceb-9143	181	51	cubic	cubic	ADJ
ajceb-9143	181	52	;	;	PUNCT
ajceb-9143	181	53	kernel	kernel	NOUN
ajceb-9143	181	54	scale	scale	NOUN
ajceb-9143	181	55	:	:	PUNCT
ajceb-9143	181	56	automatic	automatic	ADJ
ajceb-9143	181	57	;	;	PUNCT
ajceb-9143	181	58	box	box	NOUN
ajceb-9143	181	59	constraint	constraint	NOUN
ajceb-9143	181	60	:	:	PUNCT
ajceb-9143	181	61	automatic	automatic	ADJ
ajceb-9143	181	62	;	;	PUNCT
ajceb-9143	181	63	epsilon	epsilon	PROPN
ajceb-9143	181	64	:	:	PUNCT
ajceb-9143	181	65	auto	auto	NOUN
ajceb-9143	181	66	;	;	PUNCT
ajceb-9143	181	67	standardize	standardize	VERB
ajceb-9143	181	68	data	datum	NOUN
ajceb-9143	181	69	:	:	PUNCT
ajceb-9143	181	70	yes	yes	INTJ
ajceb-9143	181	71	fine	fine	ADJ
ajceb-9143	181	72	gaussian	gaussian	ADJ
ajceb-9143	181	73	kernel	kernel	PROPN
ajceb-9143	181	74	function	function	PROPN
ajceb-9143	181	75	:	:	PUNCT
ajceb-9143	181	76	gaussian	gaussian	NOUN
ajceb-9143	181	77	;	;	PUNCT
ajceb-9143	181	78	kernel	kernel	NOUN
ajceb-9143	181	79	scale	scale	NOUN
ajceb-9143	181	80	:	:	PUNCT
ajceb-9143	181	81	1.1	1.1	NUM
ajceb-9143	181	82	;	;	PUNCT
ajceb-9143	181	83	box	box	NOUN
ajceb-9143	181	84	constraint	constraint	NOUN
ajceb-9143	181	85	:	:	PUNCT
ajceb-9143	181	86	automatic	automatic	ADJ
ajceb-9143	181	87	;	;	PUNCT
ajceb-9143	181	88	epsilon	epsilon	PROPN
ajceb-9143	181	89	:	:	PUNCT
ajceb-9143	181	90	auto	auto	NOUN
ajceb-9143	181	91	;	;	PUNCT
ajceb-9143	181	92	standardize	standardize	VERB
ajceb-9143	181	93	data	datum	NOUN
ajceb-9143	181	94	:	:	PUNCT
ajceb-9143	182	1	yes	yes	INTJ
ajceb-9143	182	2	medium	medium	ADJ
ajceb-9143	182	3	gaussian	gaussian	ADJ
ajceb-9143	182	4	kernel	kernel	NOUN
ajceb-9143	182	5	function	function	NOUN
ajceb-9143	182	6	:	:	PUNCT
ajceb-9143	182	7	gaussian	gaussian	NOUN
ajceb-9143	182	8	;	;	PUNCT
ajceb-9143	182	9	kernel	kernel	PROPN
ajceb-9143	182	10	scale	scale	NOUN
ajceb-9143	182	11	:	:	PUNCT
ajceb-9143	182	12	4.5	4.5	NUM
ajceb-9143	182	13	;	;	PUNCT
ajceb-9143	182	14	box	box	NOUN
ajceb-9143	182	15	constraint	constraint	NOUN
ajceb-9143	182	16	:	:	PUNCT
ajceb-9143	182	17	automatic	automatic	ADJ
ajceb-9143	182	18	;	;	PUNCT
ajceb-9143	182	19	epsilon	epsilon	PROPN
ajceb-9143	182	20	:	:	PUNCT
ajceb-9143	182	21	auto	auto	NOUN
ajceb-9143	182	22	;	;	PUNCT
ajceb-9143	182	23	standardize	standardize	VERB
ajceb-9143	182	24	data	datum	NOUN
ajceb-9143	182	25	:	:	PUNCT
ajceb-9143	182	26	yes	yes	INTJ
ajceb-9143	182	27	coarse	coarse	ADJ
ajceb-9143	182	28	gaussian	gaussian	ADJ
ajceb-9143	182	29	kernel	kernel	PROPN
ajceb-9143	182	30	function	function	PROPN
ajceb-9143	182	31	:	:	PUNCT
ajceb-9143	183	1	gaussian	gaussian	NOUN
ajceb-9143	183	2	;	;	PUNCT
ajceb-9143	183	3	kernel	kernel	PROPN
ajceb-9143	183	4	scale	scale	NOUN
ajceb-9143	183	5	:	:	PUNCT
ajceb-9143	183	6	18	18	NUM
ajceb-9143	183	7	;	;	PUNCT
ajceb-9143	183	8	box	box	NOUN
ajceb-9143	183	9	constraint	constraint	NOUN
ajceb-9143	183	10	:	:	PUNCT
ajceb-9143	183	11	automatic	automatic	ADJ
ajceb-9143	183	12	;	;	PUNCT
ajceb-9143	183	13	epsilon	epsilon	PROPN
ajceb-9143	183	14	:	:	PUNCT
ajceb-9143	183	15	auto	auto	NOUN
ajceb-9143	183	16	;	;	PUNCT
ajceb-9143	183	17	standardize	standardize	VERB
ajceb-9143	183	18	data	datum	NOUN
ajceb-9143	183	19	:	:	PUNCT
ajceb-9143	183	20	yes	yes	INTJ
ajceb-9143	183	21	ensemble	ensemble	ADJ
ajceb-9143	183	22	trees	tree	NOUN
ajceb-9143	183	23	boosted	boost	VERB
ajceb-9143	183	24	trees	tree	NOUN
ajceb-9143	183	25	minimum	minimum	ADJ
ajceb-9143	183	26	leaf	leaf	NOUN
ajceb-9143	183	27	size	size	NOUN
ajceb-9143	183	28	:	:	PUNCT
ajceb-9143	183	29	8	8	NUM
ajceb-9143	183	30	;	;	PUNCT
ajceb-9143	183	31	number	number	NOUN
ajceb-9143	183	32	of	of	ADP
ajceb-9143	183	33	learners	learner	NOUN
ajceb-9143	183	34	:	:	PUNCT
ajceb-9143	183	35	30	30	NUM
ajceb-9143	183	36	;	;	PUNCT
ajceb-9143	183	37	learning	learn	VERB
ajceb-9143	183	38	rate	rate	NOUN
ajceb-9143	183	39	:	:	PUNCT
ajceb-9143	183	40	0.1	0.1	NUM
ajceb-9143	183	41	bagged	bag	VERB
ajceb-9143	183	42	trees	tree	NOUN
ajceb-9143	183	43	minimum	minimum	ADJ
ajceb-9143	183	44	leaf	leaf	NOUN
ajceb-9143	183	45	size	size	NOUN
ajceb-9143	183	46	:	:	PUNCT
ajceb-9143	183	47	8	8	NUM
ajceb-9143	183	48	;	;	PUNCT
ajceb-9143	183	49	number	number	NOUN
ajceb-9143	183	50	of	of	ADP
ajceb-9143	183	51	learners	learner	NOUN
ajceb-9143	183	52	:	:	PUNCT
ajceb-9143	183	53	30	30	NUM
ajceb-9143	183	54	alnaqbi	alnaqbi	NOUN
ajceb-9143	183	55	construction	construction	NOUN
ajceb-9143	183	56	economics	economic	NOUN
ajceb-9143	183	57	and	and	CCONJ
ajceb-9143	183	58	building	building	NOUN
ajceb-9143	183	59	,	,	PUNCT
ajceb-9143	183	60	vol	vol	NOUN
ajceb-9143	183	61	.	.	PROPN
ajceb-9143	183	62	25	25	NUM
ajceb-9143	183	63	,	,	PUNCT
ajceb-9143	183	64	no	no	INTJ
ajceb-9143	183	65	.	.	NOUN
ajceb-9143	183	66	1	1	NUM
ajceb-9143	183	67	march	march	PROPN
ajceb-9143	183	68	2025151	2025151	NUM
ajceb-9143	183	69	model	model	NOUN
ajceb-9143	183	70	type	type	NOUN
ajceb-9143	183	71	specifications	specification	NOUN
ajceb-9143	183	72	hyperparameters	hyperparameter	VERB
ajceb-9143	183	73	gaussian	gaussian	ADJ
ajceb-9143	183	74	process	process	NOUN
ajceb-9143	183	75	regression	regression	NOUN
ajceb-9143	183	76	squared	square	VERB
ajceb-9143	183	77	exponential	exponential	ADJ
ajceb-9143	183	78	gpr	gpr	PROPN
ajceb-9143	183	79	basis	basis	NOUN
ajceb-9143	183	80	function	function	NOUN
ajceb-9143	183	81	:	:	PUNCT
ajceb-9143	183	82	constant	constant	ADJ
ajceb-9143	183	83	;	;	PUNCT
ajceb-9143	183	84	kernel	kernel	PROPN
ajceb-9143	183	85	function	function	PROPN
ajceb-9143	183	86	:	:	PUNCT
ajceb-9143	183	87	squared	square	VERB
ajceb-9143	183	88	exponential	exponential	NOUN
ajceb-9143	183	89	;	;	PUNCT
ajceb-9143	183	90	use	use	VERB
ajceb-9143	183	91	isotropic	isotropic	ADJ
ajceb-9143	183	92	kernel	kernel	NOUN
ajceb-9143	183	93	:	:	PUNCT
ajceb-9143	183	94	yes	yes	INTJ
ajceb-9143	183	95	;	;	PUNCT
ajceb-9143	183	96	kernel	kernel	PROPN
ajceb-9143	183	97	scale	scale	NOUN
ajceb-9143	183	98	:	:	PUNCT
ajceb-9143	183	99	automatic	automatic	ADJ
ajceb-9143	183	100	;	;	PUNCT
ajceb-9143	183	101	signal	signal	VERB
ajceb-9143	183	102	standard	standard	ADJ
ajceb-9143	183	103	deviation	deviation	NOUN
ajceb-9143	183	104	:	:	PUNCT
ajceb-9143	183	105	automatic	automatic	ADJ
ajceb-9143	183	106	;	;	PUNCT
ajceb-9143	183	107	sigma	sigma	PROPN
ajceb-9143	183	108	:	:	PUNCT
ajceb-9143	183	109	automatic	automatic	ADJ
ajceb-9143	183	110	;	;	PUNCT
ajceb-9143	183	111	standardize	standardize	VERB
ajceb-9143	183	112	data	datum	NOUN
ajceb-9143	183	113	:	:	PUNCT
ajceb-9143	183	114	yes	yes	INTJ
ajceb-9143	183	115	;	;	PUNCT
ajceb-9143	183	116	optimize	optimize	VERB
ajceb-9143	183	117	numeric	numeric	ADJ
ajceb-9143	183	118	parameters	parameter	NOUN
ajceb-9143	183	119	:	:	PUNCT
ajceb-9143	183	120	yes	yes	INTJ
ajceb-9143	183	121	matern	matern	VERB
ajceb-9143	183	122	5/2	5/2	NUM
ajceb-9143	183	123	gpr	gpr	PROPN
ajceb-9143	183	124	basis	basis	NOUN
ajceb-9143	183	125	function	function	NOUN
ajceb-9143	183	126	:	:	PUNCT
ajceb-9143	183	127	constant	constant	ADJ
ajceb-9143	183	128	;	;	PUNCT
ajceb-9143	183	129	kernel	kernel	PROPN
ajceb-9143	183	130	function	function	NOUN
ajceb-9143	183	131	:	:	PUNCT
ajceb-9143	183	132	matern	matern	PROPN
ajceb-9143	183	133	5/2	5/2	NUM
ajceb-9143	183	134	;	;	PUNCT
ajceb-9143	183	135	use	use	VERB
ajceb-9143	183	136	isotropic	isotropic	ADJ
ajceb-9143	183	137	kernel	kernel	NOUN
ajceb-9143	183	138	:	:	PUNCT
ajceb-9143	183	139	yes	yes	INTJ
ajceb-9143	183	140	;	;	PUNCT
ajceb-9143	183	141	kernel	kernel	PROPN
ajceb-9143	183	142	scale	scale	NOUN
ajceb-9143	183	143	:	:	PUNCT
ajceb-9143	183	144	automatic	automatic	ADJ
ajceb-9143	183	145	;	;	PUNCT
ajceb-9143	183	146	signal	signal	VERB
ajceb-9143	183	147	standard	standard	ADJ
ajceb-9143	183	148	deviation	deviation	NOUN
ajceb-9143	183	149	:	:	PUNCT
ajceb-9143	183	150	automatic	automatic	ADJ
ajceb-9143	183	151	;	;	PUNCT
ajceb-9143	184	1	sigma	sigma	PROPN
ajceb-9143	184	2	:	:	PUNCT
ajceb-9143	184	3	automatic	automatic	ADJ
ajceb-9143	184	4	;	;	PUNCT
ajceb-9143	184	5	standardize	standardize	VERB
ajceb-9143	184	6	data	datum	NOUN
ajceb-9143	184	7	:	:	PUNCT
ajceb-9143	184	8	yes	yes	INTJ
ajceb-9143	184	9	;	;	PUNCT
ajceb-9143	184	10	optimize	optimize	VERB
ajceb-9143	184	11	numeric	numeric	ADJ
ajceb-9143	184	12	parameters	parameter	NOUN
ajceb-9143	184	13	:	:	PUNCT
ajceb-9143	184	14	yes	yes	INTJ
ajceb-9143	184	15	exponential	exponential	ADJ
ajceb-9143	184	16	gpr	gpr	PROPN
ajceb-9143	184	17	basis	basis	NOUN
ajceb-9143	184	18	function	function	NOUN
ajceb-9143	184	19	:	:	PUNCT
ajceb-9143	184	20	constant	constant	ADJ
ajceb-9143	184	21	;	;	PUNCT
ajceb-9143	184	22	kernel	kernel	PROPN
ajceb-9143	184	23	function	function	NOUN
ajceb-9143	184	24	:	:	PUNCT
ajceb-9143	184	25	exponential	exponential	NOUN
ajceb-9143	184	26	;	;	PUNCT
ajceb-9143	184	27	use	use	VERB
ajceb-9143	184	28	isotropic	isotropic	ADJ
ajceb-9143	184	29	kernel	kernel	NOUN
ajceb-9143	184	30	:	:	PUNCT
ajceb-9143	184	31	yes	yes	INTJ
ajceb-9143	184	32	;	;	PUNCT
ajceb-9143	184	33	kernel	kernel	PROPN
ajceb-9143	184	34	scale	scale	NOUN
ajceb-9143	184	35	:	:	PUNCT
ajceb-9143	184	36	automatic	automatic	ADJ
ajceb-9143	184	37	;	;	PUNCT
ajceb-9143	184	38	signal	signal	VERB
ajceb-9143	184	39	standard	standard	ADJ
ajceb-9143	184	40	deviation	deviation	NOUN
ajceb-9143	184	41	:	:	PUNCT
ajceb-9143	184	42	automatic	automatic	ADJ
ajceb-9143	184	43	;	;	PUNCT
ajceb-9143	185	1	sigma	sigma	PROPN
ajceb-9143	185	2	:	:	PUNCT
ajceb-9143	185	3	automatic	automatic	ADJ
ajceb-9143	185	4	;	;	PUNCT
ajceb-9143	185	5	standardize	standardize	VERB
ajceb-9143	185	6	data	datum	NOUN
ajceb-9143	185	7	:	:	PUNCT
ajceb-9143	185	8	yes	yes	INTJ
ajceb-9143	185	9	;	;	PUNCT
ajceb-9143	185	10	optimize	optimize	VERB
ajceb-9143	185	11	numeric	numeric	ADJ
ajceb-9143	185	12	parameters	parameter	NOUN
ajceb-9143	185	13	:	:	PUNCT
ajceb-9143	185	14	yes	yes	INTJ
ajceb-9143	185	15	rational	rational	ADJ
ajceb-9143	185	16	quadratic	quadratic	ADJ
ajceb-9143	185	17	gpr	gpr	PROPN
ajceb-9143	185	18	basis	basis	NOUN
ajceb-9143	185	19	function	function	NOUN
ajceb-9143	185	20	:	:	PUNCT
ajceb-9143	185	21	constant	constant	ADJ
ajceb-9143	185	22	;	;	PUNCT
ajceb-9143	185	23	kernel	kernel	PROPN
ajceb-9143	185	24	function	function	NOUN
ajceb-9143	185	25	:	:	PUNCT
ajceb-9143	185	26	rational	rational	ADJ
ajceb-9143	185	27	quadratic	quadratic	NOUN
ajceb-9143	185	28	;	;	PUNCT
ajceb-9143	185	29	use	use	VERB
ajceb-9143	185	30	isotropic	isotropic	ADJ
ajceb-9143	185	31	kernel	kernel	NOUN
ajceb-9143	185	32	:	:	PUNCT
ajceb-9143	185	33	yes	yes	INTJ
ajceb-9143	185	34	;	;	PUNCT
ajceb-9143	185	35	kernel	kernel	PROPN
ajceb-9143	185	36	scale	scale	NOUN
ajceb-9143	185	37	:	:	PUNCT
ajceb-9143	185	38	automatic	automatic	ADJ
ajceb-9143	185	39	;	;	PUNCT
ajceb-9143	185	40	signal	signal	VERB
ajceb-9143	185	41	standard	standard	ADJ
ajceb-9143	185	42	deviation	deviation	NOUN
ajceb-9143	185	43	:	:	PUNCT
ajceb-9143	185	44	automatic	automatic	ADJ
ajceb-9143	185	45	;	;	PUNCT
ajceb-9143	185	46	sigma	sigma	PROPN
ajceb-9143	185	47	:	:	PUNCT
ajceb-9143	185	48	automatic	automatic	ADJ
ajceb-9143	185	49	;	;	PUNCT
ajceb-9143	185	50	standardize	standardize	VERB
ajceb-9143	185	51	data	datum	NOUN
ajceb-9143	185	52	:	:	PUNCT
ajceb-9143	185	53	yes	yes	INTJ
ajceb-9143	185	54	;	;	PUNCT
ajceb-9143	185	55	optimize	optimize	VERB
ajceb-9143	185	56	numeric	numeric	ADJ
ajceb-9143	185	57	parameters	parameter	NOUN
ajceb-9143	185	58	:	:	PUNCT
ajceb-9143	185	59	yes	yes	INTJ
ajceb-9143	185	60	artificial	artificial	ADJ
ajceb-9143	185	61	neural	neural	ADJ
ajceb-9143	185	62	network	network	NOUN
ajceb-9143	185	63	narrow	narrow	ADJ
ajceb-9143	185	64	neural	neural	ADJ
ajceb-9143	185	65	network	network	NOUN
ajceb-9143	185	66	number	number	NOUN
ajceb-9143	185	67	of	of	ADP
ajceb-9143	185	68	fully	fully	ADV
ajceb-9143	185	69	connected	connected	ADJ
ajceb-9143	185	70	layers	layer	NOUN
ajceb-9143	185	71	:	:	PUNCT
ajceb-9143	185	72	1	1	NUM
ajceb-9143	185	73	;	;	PUNCT
ajceb-9143	185	74	first	first	ADJ
ajceb-9143	185	75	layer	layer	NOUN
ajceb-9143	185	76	size	size	NOUN
ajceb-9143	185	77	:	:	PUNCT
ajceb-9143	185	78	10	10	NUM
ajceb-9143	185	79	;	;	PUNCT
ajceb-9143	185	80	activation	activation	NOUN
ajceb-9143	185	81	:	:	PUNCT
ajceb-9143	185	82	relu	relu	NOUN
ajceb-9143	185	83	;	;	PUNCT
ajceb-9143	185	84	iteration	iteration	NOUN
ajceb-9143	185	85	limit	limit	NOUN
ajceb-9143	185	86	:	:	PUNCT
ajceb-9143	185	87	1,000	1,000	NUM
ajceb-9143	185	88	;	;	PUNCT
ajceb-9143	185	89	regularization	regularization	NOUN
ajceb-9143	185	90	strength	strength	NOUN
ajceb-9143	185	91	(	(	PUNCT
ajceb-9143	185	92	lambda	lambda	NOUN
ajceb-9143	185	93	):	):	PUNCT
ajceb-9143	185	94	0	0	NUM
ajceb-9143	185	95	;	;	PUNCT
ajceb-9143	185	96	standardize	standardize	VERB
ajceb-9143	185	97	data	datum	NOUN
ajceb-9143	185	98	:	:	PUNCT
ajceb-9143	186	1	yes	yes	INTJ
ajceb-9143	186	2	medium	medium	ADJ
ajceb-9143	186	3	neural	neural	ADJ
ajceb-9143	186	4	network	network	NOUN
ajceb-9143	186	5	number	number	NOUN
ajceb-9143	186	6	of	of	ADP
ajceb-9143	186	7	fully	fully	ADV
ajceb-9143	186	8	connected	connected	ADJ
ajceb-9143	186	9	layers	layer	NOUN
ajceb-9143	186	10	:	:	PUNCT
ajceb-9143	186	11	1	1	NUM
ajceb-9143	186	12	;	;	PUNCT
ajceb-9143	186	13	first	first	ADJ
ajceb-9143	186	14	layer	layer	NOUN
ajceb-9143	186	15	size	size	NOUN
ajceb-9143	186	16	:	:	PUNCT
ajceb-9143	186	17	25	25	NUM
ajceb-9143	186	18	;	;	PUNCT
ajceb-9143	186	19	activation	activation	NOUN
ajceb-9143	186	20	:	:	PUNCT
ajceb-9143	186	21	relu	relu	NOUN
ajceb-9143	186	22	;	;	PUNCT
ajceb-9143	186	23	iteration	iteration	NOUN
ajceb-9143	186	24	limit	limit	NOUN
ajceb-9143	186	25	:	:	PUNCT
ajceb-9143	186	26	1,000	1,000	NUM
ajceb-9143	186	27	;	;	PUNCT
ajceb-9143	186	28	regularization	regularization	NOUN
ajceb-9143	186	29	strength	strength	NOUN
ajceb-9143	186	30	(	(	PUNCT
ajceb-9143	186	31	lambda	lambda	NOUN
ajceb-9143	186	32	):	):	PUNCT
ajceb-9143	186	33	0	0	NUM
ajceb-9143	186	34	;	;	PUNCT
ajceb-9143	186	35	standardize	standardize	VERB
ajceb-9143	186	36	data	datum	NOUN
ajceb-9143	186	37	:	:	PUNCT
ajceb-9143	186	38	yes	yes	INTJ
ajceb-9143	186	39	wide	wide	ADJ
ajceb-9143	186	40	neural	neural	ADJ
ajceb-9143	186	41	network	network	NOUN
ajceb-9143	186	42	number	number	NOUN
ajceb-9143	186	43	of	of	ADP
ajceb-9143	186	44	fully	fully	ADV
ajceb-9143	186	45	connected	connected	ADJ
ajceb-9143	186	46	layers	layer	NOUN
ajceb-9143	186	47	:	:	PUNCT
ajceb-9143	186	48	1	1	NUM
ajceb-9143	186	49	;	;	PUNCT
ajceb-9143	186	50	first	first	ADJ
ajceb-9143	186	51	layer	layer	NOUN
ajceb-9143	186	52	size	size	NOUN
ajceb-9143	186	53	:	:	PUNCT
ajceb-9143	186	54	100	100	NUM
ajceb-9143	186	55	;	;	PUNCT
ajceb-9143	186	56	activation	activation	NOUN
ajceb-9143	186	57	:	:	PUNCT
ajceb-9143	186	58	relu	relu	NOUN
ajceb-9143	186	59	;	;	PUNCT
ajceb-9143	186	60	iteration	iteration	NOUN
ajceb-9143	186	61	limit	limit	NOUN
ajceb-9143	186	62	:	:	PUNCT
ajceb-9143	186	63	1,000	1,000	NUM
ajceb-9143	186	64	;	;	PUNCT
ajceb-9143	186	65	regularization	regularization	NOUN
ajceb-9143	186	66	strength	strength	NOUN
ajceb-9143	186	67	(	(	PUNCT
ajceb-9143	186	68	lambda	lambda	NOUN
ajceb-9143	186	69	):	):	PUNCT
ajceb-9143	186	70	0	0	NUM
ajceb-9143	186	71	;	;	PUNCT
ajceb-9143	186	72	standardize	standardize	VERB
ajceb-9143	186	73	data	datum	NOUN
ajceb-9143	186	74	:	:	PUNCT
ajceb-9143	186	75	yes	yes	INTJ
ajceb-9143	186	76	bilayered	bilayere	VERB
ajceb-9143	186	77	neural	neural	ADJ
ajceb-9143	186	78	network	network	NOUN
ajceb-9143	186	79	number	number	NOUN
ajceb-9143	186	80	of	of	ADP
ajceb-9143	186	81	fully	fully	ADV
ajceb-9143	186	82	connected	connected	ADJ
ajceb-9143	186	83	layers	layer	NOUN
ajceb-9143	186	84	:	:	PUNCT
ajceb-9143	186	85	2	2	NUM
ajceb-9143	186	86	;	;	PUNCT
ajceb-9143	186	87	first	first	ADJ
ajceb-9143	186	88	layer	layer	NOUN
ajceb-9143	186	89	size	size	NOUN
ajceb-9143	186	90	:	:	PUNCT
ajceb-9143	186	91	10	10	NUM
ajceb-9143	186	92	;	;	PUNCT
ajceb-9143	186	93	second	second	ADJ
ajceb-9143	186	94	layer	layer	NOUN
ajceb-9143	186	95	size	size	NOUN
ajceb-9143	186	96	:	:	PUNCT
ajceb-9143	186	97	10	10	NUM
ajceb-9143	186	98	;	;	PUNCT
ajceb-9143	186	99	activation	activation	NOUN
ajceb-9143	186	100	:	:	PUNCT
ajceb-9143	186	101	relu	relu	NOUN
ajceb-9143	186	102	;	;	PUNCT
ajceb-9143	186	103	iteration	iteration	NOUN
ajceb-9143	186	104	limit	limit	NOUN
ajceb-9143	186	105	:	:	PUNCT
ajceb-9143	186	106	1,000	1,000	NUM
ajceb-9143	186	107	;	;	PUNCT
ajceb-9143	186	108	regularization	regularization	NOUN
ajceb-9143	186	109	strength	strength	NOUN
ajceb-9143	186	110	(	(	PUNCT
ajceb-9143	186	111	lambda	lambda	NOUN
ajceb-9143	186	112	):	):	PUNCT
ajceb-9143	186	113	0	0	NUM
ajceb-9143	186	114	;	;	PUNCT
ajceb-9143	186	115	standardize	standardize	VERB
ajceb-9143	186	116	data	datum	NOUN
ajceb-9143	186	117	:	:	PUNCT
ajceb-9143	187	1	yes	yes	INTJ
ajceb-9143	187	2	trilayered	trilayered	ADJ
ajceb-9143	187	3	neural	neural	ADJ
ajceb-9143	187	4	network	network	NOUN
ajceb-9143	187	5	number	number	NOUN
ajceb-9143	187	6	of	of	ADP
ajceb-9143	187	7	fully	fully	ADV
ajceb-9143	187	8	connected	connected	ADJ
ajceb-9143	187	9	layers	layer	NOUN
ajceb-9143	187	10	:	:	PUNCT
ajceb-9143	187	11	3	3	NUM
ajceb-9143	187	12	;	;	PUNCT
ajceb-9143	187	13	first	first	ADJ
ajceb-9143	187	14	layer	layer	NOUN
ajceb-9143	187	15	size	size	NOUN
ajceb-9143	187	16	:	:	PUNCT
ajceb-9143	187	17	10	10	NUM
ajceb-9143	187	18	;	;	PUNCT
ajceb-9143	187	19	second	second	ADJ
ajceb-9143	187	20	layer	layer	NOUN
ajceb-9143	187	21	size	size	NOUN
ajceb-9143	187	22	:	:	PUNCT
ajceb-9143	187	23	10	10	NUM
ajceb-9143	187	24	;	;	PUNCT
ajceb-9143	187	25	third	third	ADJ
ajceb-9143	187	26	layer	layer	NOUN
ajceb-9143	187	27	size	size	NOUN
ajceb-9143	187	28	:	:	PUNCT
ajceb-9143	187	29	10	10	NUM
ajceb-9143	187	30	;	;	PUNCT
ajceb-9143	187	31	activation	activation	NOUN
ajceb-9143	187	32	:	:	PUNCT
ajceb-9143	187	33	relu	relu	NOUN
ajceb-9143	187	34	;	;	PUNCT
ajceb-9143	187	35	iteration	iteration	NOUN
ajceb-9143	187	36	limit	limit	NOUN
ajceb-9143	187	37	:	:	PUNCT
ajceb-9143	187	38	1,000	1,000	NUM
ajceb-9143	187	39	;	;	PUNCT
ajceb-9143	187	40	regularization	regularization	NOUN
ajceb-9143	187	41	strength	strength	NOUN
ajceb-9143	187	42	(	(	PUNCT
ajceb-9143	187	43	lambda	lambda	NOUN
ajceb-9143	187	44	):	):	PUNCT
ajceb-9143	187	45	0	0	NUM
ajceb-9143	187	46	;	;	PUNCT
ajceb-9143	187	47	standardize	standardize	VERB
ajceb-9143	187	48	data	datum	NOUN
ajceb-9143	187	49	:	:	PUNCT
ajceb-9143	187	50	yes	yes	INTJ
ajceb-9143	187	51	kernel	kernel	PROPN
ajceb-9143	187	52	svm	svm	PROPN
ajceb-9143	187	53	kernel	kernel	PROPN
ajceb-9143	187	54	learner	learner	PROPN
ajceb-9143	187	55	:	:	PUNCT
ajceb-9143	187	56	svm	svm	PROPN
ajceb-9143	187	57	;	;	PUNCT
ajceb-9143	187	58	number	number	NOUN
ajceb-9143	187	59	of	of	ADP
ajceb-9143	187	60	expansion	expansion	NOUN
ajceb-9143	187	61	dimensions	dimension	NOUN
ajceb-9143	187	62	:	:	PUNCT
ajceb-9143	187	63	auto	auto	NOUN
ajceb-9143	187	64	;	;	PUNCT
ajceb-9143	187	65	regularization	regularization	NOUN
ajceb-9143	187	66	strength	strength	NOUN
ajceb-9143	187	67	(	(	PUNCT
ajceb-9143	187	68	lambda	lambda	NOUN
ajceb-9143	187	69	):	):	PUNCT
ajceb-9143	187	70	auto	auto	NOUN
ajceb-9143	187	71	;	;	PUNCT
ajceb-9143	187	72	kernel	kernel	NOUN
ajceb-9143	187	73	scale	scale	NOUN
ajceb-9143	187	74	:	:	PUNCT
ajceb-9143	187	75	auto	auto	NOUN
ajceb-9143	187	76	;	;	PUNCT
ajceb-9143	187	77	epsilon	epsilon	PROPN
ajceb-9143	187	78	:	:	PUNCT
ajceb-9143	187	79	auto	auto	NOUN
ajceb-9143	187	80	;	;	PUNCT
ajceb-9143	187	81	iteration	iteration	NOUN
ajceb-9143	187	82	limit	limit	NOUN
ajceb-9143	187	83	:	:	PUNCT
ajceb-9143	187	84	1,000	1,000	NUM
ajceb-9143	187	85	least	least	ADJ
ajceb-9143	187	86	squares	square	NOUN
ajceb-9143	187	87	regression	regression	PROPN
ajceb-9143	187	88	kernel	kernel	PROPN
ajceb-9143	187	89	learner	learner	PROPN
ajceb-9143	187	90	:	:	PUNCT
ajceb-9143	187	91	least	least	ADJ
ajceb-9143	187	92	squares	square	NOUN
ajceb-9143	187	93	kernel	kernel	NOUN
ajceb-9143	187	94	;	;	PUNCT
ajceb-9143	187	95	number	number	NOUN
ajceb-9143	187	96	of	of	ADP
ajceb-9143	187	97	expansion	expansion	NOUN
ajceb-9143	187	98	dimensions	dimension	NOUN
ajceb-9143	187	99	:	:	PUNCT
ajceb-9143	187	100	auto	auto	NOUN
ajceb-9143	187	101	;	;	PUNCT
ajceb-9143	187	102	regularization	regularization	NOUN
ajceb-9143	187	103	strength	strength	NOUN
ajceb-9143	187	104	(	(	PUNCT
ajceb-9143	187	105	lambda	lambda	NOUN
ajceb-9143	187	106	):	):	PUNCT
ajceb-9143	187	107	auto	auto	NOUN
ajceb-9143	187	108	;	;	PUNCT
ajceb-9143	187	109	kernel	kernel	NOUN
ajceb-9143	187	110	scale	scale	NOUN
ajceb-9143	187	111	:	:	PUNCT
ajceb-9143	187	112	auto	auto	NOUN
ajceb-9143	187	113	;	;	PUNCT
ajceb-9143	187	114	iteration	iteration	NOUN
ajceb-9143	187	115	limit	limit	NOUN
ajceb-9143	187	116	:	:	PUNCT
ajceb-9143	187	117	1,000	1,000	NUM
ajceb-9143	187	118	table	table	NOUN
ajceb-9143	187	119	2	2	NUM
ajceb-9143	187	120	.	.	PUNCT
ajceb-9143	187	121	continued	continue	VERB
ajceb-9143	187	122	alnaqbi	alnaqbi	ADJ
ajceb-9143	187	123	construction	construction	NOUN
ajceb-9143	187	124	economics	economic	NOUN
ajceb-9143	187	125	and	and	CCONJ
ajceb-9143	187	126	building	building	NOUN
ajceb-9143	187	127	,	,	PUNCT
ajceb-9143	187	128	vol	vol	NOUN
ajceb-9143	187	129	.	.	PROPN
ajceb-9143	188	1	25	25	NUM
ajceb-9143	188	2	,	,	PUNCT
ajceb-9143	188	3	no	no	INTJ
ajceb-9143	188	4	.	.	NOUN
ajceb-9143	188	5	1	1	NUM
ajceb-9143	188	6	march	march	NOUN
ajceb-9143	188	7	2025152	2025152	NUM
ajceb-9143	188	8	the	the	DET
ajceb-9143	188	9	final	final	ADJ
ajceb-9143	188	10	stage	stage	NOUN
ajceb-9143	188	11	involves	involve	VERB
ajceb-9143	188	12	a	a	DET
ajceb-9143	188	13	comprehensive	comprehensive	ADJ
ajceb-9143	188	14	model	model	NOUN
ajceb-9143	188	15	comparison	comparison	NOUN
ajceb-9143	188	16	,	,	PUNCT
ajceb-9143	188	17	considering	consider	VERB
ajceb-9143	188	18	relevant	relevant	ADJ
ajceb-9143	188	19	metrics	metric	NOUN
ajceb-9143	188	20	such	such	ADJ
ajceb-9143	188	21	as	as	ADP
ajceb-9143	188	22	mean	mean	NOUN
ajceb-9143	188	23	squared	square	VERB
ajceb-9143	188	24	error	error	NOUN
ajceb-9143	188	25	,	,	PUNCT
ajceb-9143	188	26	r	r	NOUN
ajceb-9143	188	27	-	-	PUNCT
ajceb-9143	188	28	squared	square	VERB
ajceb-9143	188	29	,	,	PUNCT
ajceb-9143	188	30	and	and	CCONJ
ajceb-9143	188	31	others	other	NOUN
ajceb-9143	188	32	.	.	PUNCT
ajceb-9143	189	1	the	the	DET
ajceb-9143	189	2	diverse	diverse	ADJ
ajceb-9143	189	3	characteristics	characteristic	NOUN
ajceb-9143	189	4	of	of	ADP
ajceb-9143	189	5	each	each	DET
ajceb-9143	189	6	model	model	NOUN
ajceb-9143	189	7	,	,	PUNCT
ajceb-9143	189	8	including	include	VERB
ajceb-9143	189	9	interpretability	interpretability	NOUN
ajceb-9143	189	10	,	,	PUNCT
ajceb-9143	189	11	computational	computational	ADJ
ajceb-9143	189	12	efficiency	efficiency	NOUN
ajceb-9143	189	13	,	,	PUNCT
ajceb-9143	189	14	and	and	CCONJ
ajceb-9143	189	15	predictive	predictive	ADJ
ajceb-9143	189	16	accuracy	accuracy	NOUN
ajceb-9143	189	17	,	,	PUNCT
ajceb-9143	189	18	are	be	AUX
ajceb-9143	189	19	taken	take	VERB
ajceb-9143	189	20	into	into	ADP
ajceb-9143	189	21	account	account	NOUN
ajceb-9143	189	22	to	to	PART
ajceb-9143	189	23	inform	inform	VERB
ajceb-9143	189	24	the	the	DET
ajceb-9143	189	25	selection	selection	NOUN
ajceb-9143	189	26	of	of	ADP
ajceb-9143	189	27	the	the	DET
ajceb-9143	189	28	most	most	ADV
ajceb-9143	189	29	effective	effective	ADJ
ajceb-9143	189	30	approach	approach	NOUN
ajceb-9143	189	31	.	.	PUNCT
ajceb-9143	190	1	through	through	ADP
ajceb-9143	190	2	this	this	DET
ajceb-9143	190	3	meticulous	meticulous	ADJ
ajceb-9143	190	4	and	and	CCONJ
ajceb-9143	190	5	systematic	systematic	ADJ
ajceb-9143	190	6	methodology	methodology	NOUN
ajceb-9143	190	7	,	,	PUNCT
ajceb-9143	190	8	we	we	PRON
ajceb-9143	190	9	thoroughly	thoroughly	ADV
ajceb-9143	190	10	explore	explore	VERB
ajceb-9143	190	11	various	various	ADJ
ajceb-9143	190	12	machine	machine	NOUN
ajceb-9143	190	13	learning	learn	VERB
ajceb-9143	190	14	approaches	approach	NOUN
ajceb-9143	190	15	,	,	PUNCT
ajceb-9143	190	16	providing	provide	VERB
ajceb-9143	190	17	valuable	valuable	ADJ
ajceb-9143	190	18	insights	insight	NOUN
ajceb-9143	190	19	into	into	ADP
ajceb-9143	190	20	their	their	PRON
ajceb-9143	190	21	effectiveness	effectiveness	NOUN
ajceb-9143	190	22	for	for	ADP
ajceb-9143	190	23	predicting	predict	VERB
ajceb-9143	190	24	longitudinal	longitudinal	ADJ
ajceb-9143	190	25	cracking	cracking	NOUN
ajceb-9143	190	26	in	in	ADP
ajceb-9143	190	27	crcp	crcp	NOUN
ajceb-9143	190	28	.	.	PUNCT
ajceb-9143	191	1	the	the	DET
ajceb-9143	191	2	use	use	NOUN
ajceb-9143	191	3	of	of	ADP
ajceb-9143	191	4	10	10	NUM
ajceb-9143	191	5	-	-	ADJ
ajceb-9143	191	6	fold	fold	ADJ
ajceb-9143	191	7	cross	cross	ADJ
ajceb-9143	191	8	-	-	ADJ
ajceb-9143	191	9	validation	validation	ADJ
ajceb-9143	191	10	enhances	enhance	VERB
ajceb-9143	191	11	the	the	DET
ajceb-9143	191	12	reliability	reliability	NOUN
ajceb-9143	191	13	and	and	CCONJ
ajceb-9143	191	14	robustness	robustness	NOUN
ajceb-9143	191	15	of	of	ADP
ajceb-9143	191	16	our	our	PRON
ajceb-9143	191	17	model	model	NOUN
ajceb-9143	191	18	evaluations	evaluation	NOUN
ajceb-9143	191	19	.	.	PUNCT
ajceb-9143	192	1	data	datum	NOUN
ajceb-9143	192	2	description	description	NOUN
ajceb-9143	192	3	,	,	PUNCT
ajceb-9143	192	4	preprocessing	preprocessing	NOUN
ajceb-9143	192	5	,	,	PUNCT
ajceb-9143	192	6	preliminary	preliminary	ADJ
ajceb-9143	192	7	analysis	analysis	NOUN
ajceb-9143	192	8	,	,	PUNCT
ajceb-9143	192	9	and	and	CCONJ
ajceb-9143	192	10	visualization	visualization	VERB
ajceb-9143	192	11	the	the	DET
ajceb-9143	192	12	data	datum	NOUN
ajceb-9143	192	13	employed	employ	VERB
ajceb-9143	192	14	for	for	ADP
ajceb-9143	192	15	the	the	DET
ajceb-9143	192	16	study	study	NOUN
ajceb-9143	192	17	originated	originate	VERB
ajceb-9143	192	18	from	from	ADP
ajceb-9143	192	19	the	the	DET
ajceb-9143	192	20	ltpp	ltpp	NOUN
ajceb-9143	192	21	database	database	NOUN
ajceb-9143	192	22	,	,	PUNCT
ajceb-9143	192	23	established	establish	VERB
ajceb-9143	192	24	in	in	ADP
ajceb-9143	192	25	1987	1987	NUM
ajceb-9143	192	26	with	with	ADP
ajceb-9143	192	27	the	the	DET
ajceb-9143	192	28	primary	primary	ADJ
ajceb-9143	192	29	goal	goal	NOUN
ajceb-9143	192	30	of	of	ADP
ajceb-9143	192	31	exploring	explore	VERB
ajceb-9143	192	32	effective	effective	ADJ
ajceb-9143	192	33	pavement	pavement	NOUN
ajceb-9143	192	34	construction	construction	NOUN
ajceb-9143	192	35	methods	method	NOUN
ajceb-9143	192	36	under	under	ADP
ajceb-9143	192	37	diverse	diverse	ADJ
ajceb-9143	192	38	conditions	condition	NOUN
ajceb-9143	192	39	(	(	PUNCT
ajceb-9143	192	40	martin	martin	PROPN
ajceb-9143	192	41	and	and	CCONJ
ajceb-9143	192	42	choummanivong	choummanivong	PROPN
ajceb-9143	192	43	,	,	PUNCT
ajceb-9143	192	44	2016	2016	NUM
ajceb-9143	192	45	)	)	PUNCT
ajceb-9143	192	46	.	.	PUNCT
ajceb-9143	193	1	this	this	DET
ajceb-9143	193	2	comprehensive	comprehensive	ADJ
ajceb-9143	193	3	database	database	NOUN
ajceb-9143	193	4	incorporates	incorporate	VERB
ajceb-9143	193	5	information	information	NOUN
ajceb-9143	193	6	from	from	ADP
ajceb-9143	193	7	over	over	ADP
ajceb-9143	193	8	600	600	NUM
ajceb-9143	193	9	pavement	pavement	NOUN
ajceb-9143	193	10	sections	section	NOUN
ajceb-9143	193	11	,	,	PUNCT
ajceb-9143	193	12	including	include	VERB
ajceb-9143	193	13	archival	archival	NOUN
ajceb-9143	193	14	data	datum	NOUN
ajceb-9143	193	15	from	from	ADP
ajceb-9143	193	16	more	more	ADJ
ajceb-9143	193	17	than	than	ADP
ajceb-9143	193	18	1,900	1,900	NUM
ajceb-9143	193	19	pavement	pavement	NOUN
ajceb-9143	193	20	sections	section	NOUN
ajceb-9143	193	21	,	,	PUNCT
ajceb-9143	193	22	and	and	CCONJ
ajceb-9143	193	23	is	be	AUX
ajceb-9143	193	24	managed	manage	VERB
ajceb-9143	193	25	by	by	ADP
ajceb-9143	193	26	the	the	DET
ajceb-9143	193	27	federal	federal	PROPN
ajceb-9143	193	28	highway	highway	PROPN
ajceb-9143	193	29	administration	administration	NOUN
ajceb-9143	193	30	.	.	PUNCT
ajceb-9143	194	1	researchers	researcher	NOUN
ajceb-9143	194	2	and	and	CCONJ
ajceb-9143	194	3	professionals	professional	NOUN
ajceb-9143	194	4	in	in	ADP
ajceb-9143	194	5	pavement	pavement	NOUN
ajceb-9143	194	6	engineering	engineering	NOUN
ajceb-9143	194	7	can	can	AUX
ajceb-9143	194	8	access	access	VERB
ajceb-9143	194	9	this	this	DET
ajceb-9143	194	10	valuable	valuable	ADJ
ajceb-9143	194	11	repository	repository	NOUN
ajceb-9143	194	12	at	at	ADP
ajceb-9143	194	13	https://infopave.fhwa.dot.gov/	https://infopave.fhwa.dot.gov/	NOUN
ajceb-9143	194	14	to	to	PART
ajceb-9143	194	15	support	support	VERB
ajceb-9143	194	16	their	their	PRON
ajceb-9143	194	17	analyses	analysis	NOUN
ajceb-9143	194	18	and	and	CCONJ
ajceb-9143	194	19	studies	study	NOUN
ajceb-9143	194	20	.	.	PUNCT
ajceb-9143	195	1	this	this	DET
ajceb-9143	195	2	research	research	NOUN
ajceb-9143	195	3	study	study	NOUN
ajceb-9143	195	4	selected	select	VERB
ajceb-9143	195	5	33	33	NUM
ajceb-9143	195	6	crcp	crcp	ADJ
ajceb-9143	195	7	sections	section	NOUN
ajceb-9143	195	8	from	from	ADP
ajceb-9143	195	9	the	the	DET
ajceb-9143	195	10	ltpp	ltpp	NOUN
ajceb-9143	195	11	database	database	NOUN
ajceb-9143	195	12	based	base	VERB
ajceb-9143	195	13	on	on	ADP
ajceb-9143	195	14	specific	specific	ADJ
ajceb-9143	195	15	filtering	filtering	NOUN
ajceb-9143	195	16	criteria	criterion	NOUN
ajceb-9143	195	17	.	.	PUNCT
ajceb-9143	196	1	first	first	ADV
ajceb-9143	196	2	,	,	PUNCT
ajceb-9143	196	3	we	we	PRON
ajceb-9143	196	4	selected	select	VERB
ajceb-9143	196	5	sections	section	NOUN
ajceb-9143	196	6	that	that	PRON
ajceb-9143	196	7	had	have	AUX
ajceb-9143	196	8	not	not	PART
ajceb-9143	196	9	received	receive	VERB
ajceb-9143	196	10	any	any	DET
ajceb-9143	196	11	maintenance	maintenance	NOUN
ajceb-9143	196	12	or	or	CCONJ
ajceb-9143	196	13	rehabilitation	rehabilitation	NOUN
ajceb-9143	196	14	to	to	PART
ajceb-9143	196	15	ensure	ensure	VERB
ajceb-9143	196	16	that	that	SCONJ
ajceb-9143	196	17	the	the	DET
ajceb-9143	196	18	data	datum	NOUN
ajceb-9143	196	19	reflected	reflect	VERB
ajceb-9143	196	20	the	the	DET
ajceb-9143	196	21	true	true	ADJ
ajceb-9143	196	22	performance	performance	NOUN
ajceb-9143	196	23	of	of	ADP
ajceb-9143	196	24	the	the	DET
ajceb-9143	196	25	original	original	ADJ
ajceb-9143	196	26	pavement	pavement	NOUN
ajceb-9143	196	27	.	.	PUNCT
ajceb-9143	197	1	second	second	ADJ
ajceb-9143	197	2	,	,	PUNCT
ajceb-9143	197	3	we	we	PRON
ajceb-9143	197	4	focused	focus	VERB
ajceb-9143	197	5	exclusively	exclusively	ADV
ajceb-9143	197	6	on	on	ADP
ajceb-9143	197	7	crcp	crcp	ADJ
ajceb-9143	197	8	sections	section	NOUN
ajceb-9143	197	9	.	.	PUNCT
ajceb-9143	198	1	these	these	DET
ajceb-9143	198	2	filters	filter	NOUN
ajceb-9143	198	3	resulted	result	VERB
ajceb-9143	198	4	in	in	ADP
ajceb-9143	198	5	the	the	DET
ajceb-9143	198	6	selection	selection	NOUN
ajceb-9143	198	7	of	of	ADP
ajceb-9143	198	8	33	33	NUM
ajceb-9143	198	9	sections	section	NOUN
ajceb-9143	198	10	.	.	PUNCT
ajceb-9143	199	1	these	these	DET
ajceb-9143	199	2	33	33	NUM
ajceb-9143	199	3	sections	section	NOUN
ajceb-9143	199	4	encompass	encompass	VERB
ajceb-9143	199	5	a	a	DET
ajceb-9143	199	6	variety	variety	NOUN
ajceb-9143	199	7	of	of	ADP
ajceb-9143	199	8	conditions	condition	NOUN
ajceb-9143	199	9	relevant	relevant	ADJ
ajceb-9143	199	10	to	to	PART
ajceb-9143	199	11	crcp	crcp	ADJ
ajceb-9143	199	12	performance	performance	NOUN
ajceb-9143	199	13	,	,	PUNCT
ajceb-9143	199	14	including	include	VERB
ajceb-9143	199	15	different	different	ADJ
ajceb-9143	199	16	climatic	climatic	ADJ
ajceb-9143	199	17	regions	region	NOUN
ajceb-9143	199	18	(	(	PUNCT
ajceb-9143	199	19	both	both	CCONJ
ajceb-9143	199	20	cold	cold	ADJ
ajceb-9143	199	21	and	and	CCONJ
ajceb-9143	199	22	warm	warm	ADJ
ajceb-9143	199	23	)	)	PUNCT
ajceb-9143	199	24	and	and	CCONJ
ajceb-9143	199	25	varying	vary	VERB
ajceb-9143	199	26	environmental	environmental	ADJ
ajceb-9143	199	27	conditions	condition	NOUN
ajceb-9143	199	28	(	(	PUNCT
ajceb-9143	199	29	with	with	ADP
ajceb-9143	199	30	and	and	CCONJ
ajceb-9143	199	31	without	without	ADP
ajceb-9143	199	32	freezing	freeze	VERB
ajceb-9143	199	33	)	)	PUNCT
ajceb-9143	199	34	.	.	PUNCT
ajceb-9143	200	1	the	the	DET
ajceb-9143	200	2	data	datum	NOUN
ajceb-9143	200	3	selection	selection	NOUN
ajceb-9143	200	4	process	process	NOUN
ajceb-9143	200	5	yielded	yield	VERB
ajceb-9143	200	6	a	a	DET
ajceb-9143	200	7	total	total	NOUN
ajceb-9143	200	8	of	of	ADP
ajceb-9143	200	9	395	395	NUM
ajceb-9143	200	10	individual	individual	ADJ
ajceb-9143	200	11	records	record	NOUN
ajceb-9143	200	12	that	that	PRON
ajceb-9143	200	13	met	meet	VERB
ajceb-9143	200	14	these	these	DET
ajceb-9143	200	15	stringent	stringent	ADJ
ajceb-9143	200	16	criteria	criterion	NOUN
ajceb-9143	200	17	.	.	PUNCT
ajceb-9143	201	1	the	the	DET
ajceb-9143	201	2	extracted	extract	VERB
ajceb-9143	201	3	data	datum	NOUN
ajceb-9143	201	4	types	type	NOUN
ajceb-9143	201	5	encompass	encompass	VERB
ajceb-9143	201	6	structure	structure	NOUN
ajceb-9143	201	7	,	,	PUNCT
ajceb-9143	201	8	climate	climate	NOUN
ajceb-9143	201	9	,	,	PUNCT
ajceb-9143	201	10	traffic	traffic	NOUN
ajceb-9143	201	11	,	,	PUNCT
ajceb-9143	201	12	and	and	CCONJ
ajceb-9143	201	13	performance	performance	NOUN
ajceb-9143	201	14	-	-	PUNCT
ajceb-9143	201	15	related	relate	VERB
ajceb-9143	201	16	information	information	NOUN
ajceb-9143	201	17	.	.	PUNCT
ajceb-9143	202	1	table	table	NOUN
ajceb-9143	202	2	3	3	NUM
ajceb-9143	202	3	outlines	outline	VERB
ajceb-9143	202	4	the	the	DET
ajceb-9143	202	5	chosen	choose	VERB
ajceb-9143	202	6	attributes	attribute	NOUN
ajceb-9143	202	7	within	within	ADP
ajceb-9143	202	8	each	each	DET
ajceb-9143	202	9	category	category	NOUN
ajceb-9143	202	10	,	,	PUNCT
ajceb-9143	202	11	specifying	specify	VERB
ajceb-9143	202	12	the	the	DET
ajceb-9143	202	13	variables	variable	NOUN
ajceb-9143	202	14	used	use	VERB
ajceb-9143	202	15	in	in	ADP
ajceb-9143	202	16	the	the	DET
ajceb-9143	202	17	analysis	analysis	NOUN
ajceb-9143	202	18	.	.	PUNCT
ajceb-9143	203	1	by	by	ADP
ajceb-9143	203	2	selecting	select	VERB
ajceb-9143	203	3	sections	section	NOUN
ajceb-9143	203	4	with	with	ADP
ajceb-9143	203	5	these	these	DET
ajceb-9143	203	6	considerations	consideration	NOUN
ajceb-9143	203	7	,	,	PUNCT
ajceb-9143	203	8	we	we	PRON
ajceb-9143	203	9	ensured	ensure	VERB
ajceb-9143	203	10	a	a	DET
ajceb-9143	203	11	robust	robust	ADJ
ajceb-9143	203	12	and	and	CCONJ
ajceb-9143	203	13	comprehensive	comprehensive	ADJ
ajceb-9143	203	14	analysis	analysis	NOUN
ajceb-9143	203	15	,	,	PUNCT
ajceb-9143	203	16	enhancing	enhance	VERB
ajceb-9143	203	17	the	the	DET
ajceb-9143	203	18	external	external	ADJ
ajceb-9143	203	19	validity	validity	NOUN
ajceb-9143	203	20	of	of	ADP
ajceb-9143	203	21	our	our	PRON
ajceb-9143	203	22	study	study	NOUN
ajceb-9143	203	23	and	and	CCONJ
ajceb-9143	203	24	making	make	VERB
ajceb-9143	203	25	our	our	PRON
ajceb-9143	203	26	findings	finding	NOUN
ajceb-9143	203	27	applicable	applicable	ADJ
ajceb-9143	203	28	to	to	ADP
ajceb-9143	203	29	a	a	DET
ajceb-9143	203	30	broad	broad	ADJ
ajceb-9143	203	31	range	range	NOUN
ajceb-9143	203	32	of	of	ADP
ajceb-9143	203	33	real	real	ADJ
ajceb-9143	203	34	-	-	PUNCT
ajceb-9143	203	35	world	world	NOUN
ajceb-9143	203	36	conditions	condition	NOUN
ajceb-9143	203	37	.	.	PUNCT
ajceb-9143	204	1	their	their	PRON
ajceb-9143	204	2	geographic	geographic	ADJ
ajceb-9143	204	3	locations	location	NOUN
ajceb-9143	204	4	were	be	AUX
ajceb-9143	204	5	plotted	plot	VERB
ajceb-9143	204	6	on	on	ADP
ajceb-9143	204	7	a	a	DET
ajceb-9143	204	8	map	map	NOUN
ajceb-9143	204	9	to	to	PART
ajceb-9143	204	10	visually	visually	ADV
ajceb-9143	204	11	depict	depict	VERB
ajceb-9143	204	12	the	the	DET
ajceb-9143	204	13	selected	select	VERB
ajceb-9143	204	14	ltpp	ltpp	NOUN
ajceb-9143	204	15	pavement	pavement	NOUN
ajceb-9143	204	16	sections	section	NOUN
ajceb-9143	204	17	and	and	CCONJ
ajceb-9143	204	18	categorized	categorize	VERB
ajceb-9143	204	19	according	accord	VERB
ajceb-9143	204	20	to	to	ADP
ajceb-9143	204	21	their	their	PRON
ajceb-9143	204	22	respective	respective	ADJ
ajceb-9143	204	23	states	state	NOUN
ajceb-9143	204	24	(	(	PUNCT
ajceb-9143	204	25	figure	figure	NOUN
ajceb-9143	204	26	2	2	NUM
ajceb-9143	204	27	)	)	PUNCT
ajceb-9143	204	28	.	.	PUNCT
ajceb-9143	205	1	this	this	DET
ajceb-9143	205	2	mapping	mapping	NOUN
ajceb-9143	205	3	provides	provide	VERB
ajceb-9143	205	4	a	a	DET
ajceb-9143	205	5	spatial	spatial	ADJ
ajceb-9143	205	6	representation	representation	NOUN
ajceb-9143	205	7	of	of	ADP
ajceb-9143	205	8	the	the	DET
ajceb-9143	205	9	distribution	distribution	NOUN
ajceb-9143	205	10	of	of	ADP
ajceb-9143	205	11	the	the	DET
ajceb-9143	205	12	33	33	NUM
ajceb-9143	205	13	sections	section	NOUN
ajceb-9143	205	14	and	and	CCONJ
ajceb-9143	205	15	facilitates	facilitate	VERB
ajceb-9143	205	16	a	a	DET
ajceb-9143	205	17	geographical	geographical	ADJ
ajceb-9143	205	18	understanding	understanding	NOUN
ajceb-9143	205	19	of	of	ADP
ajceb-9143	205	20	the	the	DET
ajceb-9143	205	21	locations	location	NOUN
ajceb-9143	205	22	under	under	ADP
ajceb-9143	205	23	consideration	consideration	NOUN
ajceb-9143	205	24	for	for	ADP
ajceb-9143	205	25	the	the	DET
ajceb-9143	205	26	study	study	NOUN
ajceb-9143	205	27	.	.	PUNCT
ajceb-9143	206	1	results	result	NOUN
ajceb-9143	206	2	and	and	CCONJ
ajceb-9143	206	3	discussion	discussion	NOUN
ajceb-9143	206	4	statistical	statistical	ADJ
ajceb-9143	206	5	analysis	analysis	NOUN
ajceb-9143	206	6	the	the	DET
ajceb-9143	206	7	analysis	analysis	NOUN
ajceb-9143	206	8	of	of	ADP
ajceb-9143	206	9	longitudinal	longitudinal	ADJ
ajceb-9143	206	10	cracking	cracking	NOUN
ajceb-9143	206	11	in	in	ADP
ajceb-9143	206	12	crcp	crcp	NOUN
ajceb-9143	206	13	based	base	VERB
ajceb-9143	206	14	on	on	ADP
ajceb-9143	206	15	descriptive	descriptive	ADJ
ajceb-9143	206	16	statistics	statistic	NOUN
ajceb-9143	206	17	in	in	ADP
ajceb-9143	206	18	table	table	NOUN
ajceb-9143	206	19	4	4	NUM
ajceb-9143	206	20	reveals	reveal	VERB
ajceb-9143	206	21	insightful	insightful	ADJ
ajceb-9143	206	22	findings	finding	NOUN
ajceb-9143	206	23	.	.	PUNCT
ajceb-9143	207	1	the	the	DET
ajceb-9143	207	2	pavement	pavement	NOUN
ajceb-9143	207	3	sections	section	NOUN
ajceb-9143	207	4	,	,	PUNCT
ajceb-9143	207	5	sourced	source	VERB
ajceb-9143	207	6	from	from	ADP
ajceb-9143	207	7	the	the	DET
ajceb-9143	207	8	ltpp	ltpp	NOUN
ajceb-9143	207	9	database	database	NOUN
ajceb-9143	207	10	,	,	PUNCT
ajceb-9143	207	11	exhibit	exhibit	VERB
ajceb-9143	207	12	an	an	DET
ajceb-9143	207	13	average	average	ADJ
ajceb-9143	207	14	age	age	NOUN
ajceb-9143	207	15	of	of	ADP
ajceb-9143	207	16	18.51	18.51	NUM
ajceb-9143	207	17	years	year	NOUN
ajceb-9143	207	18	,	,	PUNCT
ajceb-9143	207	19	indicating	indicate	VERB
ajceb-9143	207	20	a	a	DET
ajceb-9143	207	21	predominance	predominance	NOUN
ajceb-9143	207	22	of	of	ADP
ajceb-9143	207	23	relatively	relatively	ADV
ajceb-9143	207	24	younger	young	ADJ
ajceb-9143	207	25	sections	section	NOUN
ajceb-9143	207	26	.	.	PUNCT
ajceb-9143	208	1	the	the	DET
ajceb-9143	208	2	distribution	distribution	NOUN
ajceb-9143	208	3	of	of	ADP
ajceb-9143	208	4	the	the	DET
ajceb-9143	208	5	number	number	NOUN
ajceb-9143	208	6	of	of	ADP
ajceb-9143	208	7	lanes	lane	NOUN
ajceb-9143	208	8	is	be	AUX
ajceb-9143	208	9	slightly	slightly	ADV
ajceb-9143	208	10	positively	positively	ADV
ajceb-9143	208	11	skewed	skew	VERB
ajceb-9143	208	12	,	,	PUNCT
ajceb-9143	208	13	suggesting	suggest	VERB
ajceb-9143	208	14	a	a	DET
ajceb-9143	208	15	tendency	tendency	NOUN
ajceb-9143	208	16	toward	toward	ADP
ajceb-9143	208	17	a	a	DET
ajceb-9143	208	18	higher	high	ADJ
ajceb-9143	208	19	number	number	NOUN
ajceb-9143	208	20	of	of	ADP
ajceb-9143	208	21	lanes	lane	NOUN
ajceb-9143	208	22	.	.	PUNCT
ajceb-9143	209	1	layer	layer	NOUN
ajceb-9143	209	2	thicknesses	thickness	NOUN
ajceb-9143	209	3	vary	vary	VERB
ajceb-9143	209	4	,	,	PUNCT
ajceb-9143	209	5	with	with	ADP
ajceb-9143	209	6	l2	l2	NOUN
ajceb-9143	209	7	,	,	PUNCT
ajceb-9143	209	8	l3	l3	NOUN
ajceb-9143	209	9	,	,	PUNCT
ajceb-9143	209	10	and	and	CCONJ
ajceb-9143	209	11	l4	l4	PROPN
ajceb-9143	209	12	displaying	display	VERB
ajceb-9143	209	13	notable	notable	ADJ
ajceb-9143	209	14	averages	average	NOUN
ajceb-9143	209	15	of	of	ADP
ajceb-9143	209	16	169.78	169.78	NUM
ajceb-9143	209	17	,	,	PUNCT
ajceb-9143	209	18	155.95	155.95	NUM
ajceb-9143	209	19	,	,	PUNCT
ajceb-9143	209	20	and	and	CCONJ
ajceb-9143	209	21	142.61	142.61	NUM
ajceb-9143	209	22	mm	mm	NOUN
ajceb-9143	209	23	,	,	PUNCT
ajceb-9143	209	24	respectively	respectively	ADV
ajceb-9143	209	25	,	,	PUNCT
ajceb-9143	209	26	contributing	contribute	VERB
ajceb-9143	209	27	to	to	ADP
ajceb-9143	209	28	an	an	DET
ajceb-9143	209	29	overall	overall	ADJ
ajceb-9143	209	30	total	total	ADJ
ajceb-9143	209	31	thickness	thickness	NOUN
ajceb-9143	209	32	of	of	ADP
ajceb-9143	209	33	468.34	468.34	NUM
ajceb-9143	209	34	mm	mm	NOUN
ajceb-9143	209	35	.	.	PUNCT
ajceb-9143	210	1	precipitation	precipitation	NOUN
ajceb-9143	210	2	averages	average	NOUN
ajceb-9143	210	3	1,044.50	1,044.50	NUM
ajceb-9143	210	4	mm	mm	NOUN
ajceb-9143	210	5	,	,	PUNCT
ajceb-9143	210	6	showing	show	VERB
ajceb-9143	210	7	a	a	DET
ajceb-9143	210	8	slightly	slightly	ADV
ajceb-9143	210	9	left	left	ADJ
ajceb-9143	210	10	-	-	PUNCT
ajceb-9143	210	11	skewed	skewed	ADJ
ajceb-9143	210	12	distribution	distribution	NOUN
ajceb-9143	210	13	,	,	PUNCT
ajceb-9143	210	14	while	while	SCONJ
ajceb-9143	210	15	temperature	temperature	NOUN
ajceb-9143	210	16	averages	average	NOUN
ajceb-9143	210	17	at	at	ADP
ajceb-9143	210	18	15.52	15.52	NUM
ajceb-9143	210	19	°	°	ADP
ajceb-9143	210	20	c	c	NOUN
ajceb-9143	210	21	with	with	ADP
ajceb-9143	210	22	a	a	DET
ajceb-9143	210	23	negatively	negatively	ADV
ajceb-9143	210	24	skewed	skewed	ADJ
ajceb-9143	210	25	distribution	distribution	NOUN
ajceb-9143	210	26	.	.	PUNCT
ajceb-9143	211	1	the	the	DET
ajceb-9143	211	2	freeze	freeze	NOUN
ajceb-9143	211	3	index	index	NOUN
ajceb-9143	211	4	exhibits	exhibit	VERB
ajceb-9143	211	5	high	high	ADJ
ajceb-9143	211	6	variability	variability	NOUN
ajceb-9143	211	7	and	and	CCONJ
ajceb-9143	211	8	a	a	DET
ajceb-9143	211	9	right	right	ADJ
ajceb-9143	211	10	-	-	PUNCT
ajceb-9143	211	11	skewed	skewed	ADJ
ajceb-9143	211	12	distribution	distribution	NOUN
ajceb-9143	211	13	,	,	PUNCT
ajceb-9143	211	14	indicating	indicate	VERB
ajceb-9143	211	15	potential	potential	ADJ
ajceb-9143	211	16	challenges	challenge	NOUN
ajceb-9143	211	17	in	in	ADP
ajceb-9143	211	18	freezing	freeze	VERB
ajceb-9143	211	19	conditions	condition	NOUN
ajceb-9143	211	20	.	.	PUNCT
ajceb-9143	212	1	humidity	humidity	NOUN
ajceb-9143	212	2	ranges	range	VERB
ajceb-9143	212	3	widely	widely	ADV
ajceb-9143	212	4	,	,	PUNCT
ajceb-9143	212	5	with	with	ADP
ajceb-9143	212	6	minimum	minimum	NOUN
ajceb-9143	212	7	and	and	CCONJ
ajceb-9143	212	8	maximum	maximum	ADJ
ajceb-9143	212	9	values	value	NOUN
ajceb-9143	212	10	showing	show	VERB
ajceb-9143	212	11	positive	positive	ADJ
ajceb-9143	212	12	skewness	skewness	NOUN
ajceb-9143	212	13	,	,	PUNCT
ajceb-9143	212	14	suggesting	suggest	VERB
ajceb-9143	212	15	a	a	DET
ajceb-9143	212	16	prevalence	prevalence	NOUN
ajceb-9143	212	17	of	of	ADP
ajceb-9143	212	18	higher	high	ADJ
ajceb-9143	212	19	humidity	humidity	NOUN
ajceb-9143	212	20	levels	level	NOUN
ajceb-9143	212	21	.	.	PUNCT
ajceb-9143	213	1	traffic	traffic	NOUN
ajceb-9143	213	2	parameters	parameter	NOUN
ajceb-9143	213	3	,	,	PUNCT
ajceb-9143	213	4	including	include	VERB
ajceb-9143	213	5	annual	annual	ADJ
ajceb-9143	213	6	average	average	ADJ
ajceb-9143	213	7	daily	daily	ADJ
ajceb-9143	213	8	traffic	traffic	NOUN
ajceb-9143	213	9	alnaqbi	alnaqbi	NOUN
ajceb-9143	213	10	construction	construction	NOUN
ajceb-9143	213	11	economics	economic	NOUN
ajceb-9143	213	12	and	and	CCONJ
ajceb-9143	213	13	building	building	NOUN
ajceb-9143	213	14	,	,	PUNCT
ajceb-9143	213	15	vol	vol	NOUN
ajceb-9143	213	16	.	.	PROPN
ajceb-9143	213	17	25	25	NUM
ajceb-9143	213	18	,	,	PUNCT
ajceb-9143	213	19	no	no	INTJ
ajceb-9143	213	20	.	.	NOUN
ajceb-9143	213	21	1	1	NUM
ajceb-9143	213	22	march	march	PROPN
ajceb-9143	213	23	2025153	2025153	NUM
ajceb-9143	213	24	https://infopave.fhwa.dot.gov/	https://infopave.fhwa.dot.gov/	NOUN
ajceb-9143	213	25	(	(	PUNCT
ajceb-9143	213	26	aadt	aadt	ADJ
ajceb-9143	213	27	)	)	PUNCT
ajceb-9143	213	28	,	,	PUNCT
ajceb-9143	213	29	average	average	ADJ
ajceb-9143	213	30	annual	annual	ADJ
ajceb-9143	213	31	daily	daily	ADJ
ajceb-9143	213	32	truck	truck	NOUN
ajceb-9143	213	33	traffic	traffic	NOUN
ajceb-9143	213	34	(	(	PUNCT
ajceb-9143	213	35	aadtt	aadtt	NOUN
ajceb-9143	213	36	)	)	PUNCT
ajceb-9143	213	37	,	,	PUNCT
ajceb-9143	213	38	and	and	CCONJ
ajceb-9143	213	39	kilo	kilo	ADJ
ajceb-9143	213	40	-	-	PUNCT
ajceb-9143	213	41	equivalent	equivalent	ADJ
ajceb-9143	213	42	single	single	ADJ
ajceb-9143	213	43	axle	axle	NOUN
ajceb-9143	213	44	loads	load	NOUN
ajceb-9143	213	45	(	(	PUNCT
ajceb-9143	213	46	kesal	kesal	PROPN
ajceb-9143	213	47	)	)	PUNCT
ajceb-9143	213	48	,	,	PUNCT
ajceb-9143	213	49	display	display	VERB
ajceb-9143	213	50	positive	positive	ADJ
ajceb-9143	213	51	skewness	skewness	NOUN
ajceb-9143	213	52	,	,	PUNCT
ajceb-9143	213	53	indicating	indicate	VERB
ajceb-9143	213	54	concentrations	concentration	NOUN
ajceb-9143	213	55	of	of	ADP
ajceb-9143	213	56	higher	high	ADJ
ajceb-9143	213	57	traffic	traffic	NOUN
ajceb-9143	213	58	conditions	condition	NOUN
ajceb-9143	213	59	.	.	PUNCT
ajceb-9143	214	1	the	the	DET
ajceb-9143	214	2	initial	initial	ADJ
ajceb-9143	214	3	international	international	ADJ
ajceb-9143	214	4	roughness	roughness	NOUN
ajceb-9143	214	5	index	index	NOUN
ajceb-9143	214	6	(	(	PUNCT
ajceb-9143	214	7	iri	iri	NOUN
ajceb-9143	214	8	)	)	PUNCT
ajceb-9143	214	9	averages	average	NOUN
ajceb-9143	214	10	1.33	1.33	NUM
ajceb-9143	214	11	,	,	PUNCT
ajceb-9143	214	12	suggesting	suggest	VERB
ajceb-9143	214	13	acceptable	acceptable	ADJ
ajceb-9143	214	14	initial	initial	ADJ
ajceb-9143	214	15	pavement	pavement	NOUN
ajceb-9143	214	16	roughness	roughness	NOUN
ajceb-9143	214	17	.	.	PUNCT
ajceb-9143	215	1	however	however	ADV
ajceb-9143	215	2	,	,	PUNCT
ajceb-9143	215	3	the	the	DET
ajceb-9143	215	4	variable	variable	NOUN
ajceb-9143	215	5	for	for	ADP
ajceb-9143	215	6	longitudinal	longitudinal	ADJ
ajceb-9143	215	7	cracking	cracking	NOUN
ajceb-9143	215	8	presents	present	VERB
ajceb-9143	215	9	substantial	substantial	ADJ
ajceb-9143	215	10	variability	variability	NOUN
ajceb-9143	215	11	,	,	PUNCT
ajceb-9143	215	12	with	with	ADP
ajceb-9143	215	13	an	an	DET
ajceb-9143	215	14	average	average	NOUN
ajceb-9143	215	15	of	of	ADP
ajceb-9143	215	16	6.69	6.69	NUM
ajceb-9143	215	17	and	and	CCONJ
ajceb-9143	215	18	a	a	DET
ajceb-9143	215	19	right	right	ADJ
ajceb-9143	215	20	-	-	PUNCT
ajceb-9143	215	21	skewed	skewed	ADJ
ajceb-9143	215	22	distribution	distribution	NOUN
ajceb-9143	215	23	,	,	PUNCT
ajceb-9143	215	24	indicating	indicate	VERB
ajceb-9143	215	25	the	the	DET
ajceb-9143	215	26	presence	presence	NOUN
ajceb-9143	215	27	of	of	ADP
ajceb-9143	215	28	extensive	extensive	ADJ
ajceb-9143	215	29	cracking	cracking	NOUN
ajceb-9143	215	30	in	in	ADP
ajceb-9143	215	31	some	some	DET
ajceb-9143	215	32	sections	section	NOUN
ajceb-9143	215	33	,	,	PUNCT
ajceb-9143	215	34	supported	support	VERB
ajceb-9143	215	35	by	by	ADP
ajceb-9143	215	36	a	a	DET
ajceb-9143	215	37	maximum	maximum	ADJ
ajceb-9143	215	38	value	value	NOUN
ajceb-9143	215	39	of	of	ADP
ajceb-9143	215	40	188.40	188.40	NUM
ajceb-9143	215	41	.	.	PUNCT
ajceb-9143	216	1	these	these	DET
ajceb-9143	216	2	descriptive	descriptive	ADJ
ajceb-9143	216	3	statistics	statistic	NOUN
ajceb-9143	216	4	provide	provide	VERB
ajceb-9143	216	5	a	a	DET
ajceb-9143	216	6	foundational	foundational	ADJ
ajceb-9143	216	7	understanding	understanding	NOUN
ajceb-9143	216	8	for	for	ADP
ajceb-9143	216	9	subsequent	subsequent	ADJ
ajceb-9143	216	10	analyses	analysis	NOUN
ajceb-9143	216	11	and	and	CCONJ
ajceb-9143	216	12	model	model	NOUN
ajceb-9143	216	13	development	development	NOUN
ajceb-9143	216	14	,	,	PUNCT
ajceb-9143	216	15	highlighting	highlight	VERB
ajceb-9143	216	16	areas	area	NOUN
ajceb-9143	216	17	of	of	ADP
ajceb-9143	216	18	interest	interest	NOUN
ajceb-9143	216	19	such	such	ADJ
ajceb-9143	216	20	as	as	ADP
ajceb-9143	216	21	the	the	DET
ajceb-9143	216	22	impact	impact	NOUN
ajceb-9143	216	23	of	of	ADP
ajceb-9143	216	24	age	age	NOUN
ajceb-9143	216	25	,	,	PUNCT
ajceb-9143	216	26	layer	layer	NOUN
ajceb-9143	216	27	thickness	thickness	NOUN
ajceb-9143	216	28	,	,	PUNCT
ajceb-9143	216	29	environmental	environmental	ADJ
ajceb-9143	216	30	factors	factor	NOUN
ajceb-9143	216	31	,	,	PUNCT
ajceb-9143	216	32	traffic	traffic	NOUN
ajceb-9143	216	33	conditions	condition	NOUN
ajceb-9143	216	34	,	,	PUNCT
ajceb-9143	216	35	and	and	CCONJ
ajceb-9143	216	36	initial	initial	ADJ
ajceb-9143	216	37	pavement	pavement	NOUN
ajceb-9143	216	38	conditions	condition	NOUN
ajceb-9143	216	39	on	on	ADP
ajceb-9143	216	40	longitudinal	longitudinal	ADJ
ajceb-9143	216	41	cracking	cracking	NOUN
ajceb-9143	216	42	in	in	ADP
ajceb-9143	216	43	crcp	crcp	NOUN
ajceb-9143	216	44	.	.	PUNCT
ajceb-9143	217	1	attention	attention	NOUN
ajceb-9143	217	2	to	to	ADP
ajceb-9143	217	3	the	the	DET
ajceb-9143	217	4	right	right	ADV
ajceb-9143	217	5	-	-	PUNCT
ajceb-9143	217	6	skewed	skewed	ADJ
ajceb-9143	217	7	distribution	distribution	NOUN
ajceb-9143	217	8	and	and	CCONJ
ajceb-9143	217	9	outliers	outlier	NOUN
ajceb-9143	217	10	in	in	ADP
ajceb-9143	217	11	longitudinal	longitudinal	ADJ
ajceb-9143	217	12	cracking	cracking	NOUN
ajceb-9143	217	13	is	be	AUX
ajceb-9143	217	14	crucial	crucial	ADJ
ajceb-9143	217	15	for	for	ADP
ajceb-9143	217	16	accurate	accurate	ADJ
ajceb-9143	217	17	predictions	prediction	NOUN
ajceb-9143	217	18	and	and	CCONJ
ajceb-9143	217	19	effective	effective	ADJ
ajceb-9143	217	20	pavement	pavement	NOUN
ajceb-9143	217	21	management	management	NOUN
ajceb-9143	217	22	strategies	strategy	NOUN
ajceb-9143	217	23	.	.	PUNCT
ajceb-9143	218	1	the	the	DET
ajceb-9143	218	2	conventional	conventional	ADJ
ajceb-9143	218	3	regression	regression	NOUN
ajceb-9143	218	4	analysis	analysis	NOUN
ajceb-9143	218	5	was	be	AUX
ajceb-9143	218	6	conducted	conduct	VERB
ajceb-9143	218	7	to	to	PART
ajceb-9143	218	8	investigate	investigate	VERB
ajceb-9143	218	9	the	the	DET
ajceb-9143	218	10	relationship	relationship	NOUN
ajceb-9143	218	11	between	between	ADP
ajceb-9143	218	12	various	various	ADJ
ajceb-9143	218	13	factors	factor	NOUN
ajceb-9143	218	14	and	and	CCONJ
ajceb-9143	218	15	the	the	DET
ajceb-9143	218	16	occurrence	occurrence	NOUN
ajceb-9143	218	17	of	of	ADP
ajceb-9143	218	18	longitudinal	longitudinal	ADJ
ajceb-9143	218	19	cracking	cracking	NOUN
ajceb-9143	218	20	in	in	ADP
ajceb-9143	218	21	crcp	crcp	NOUN
ajceb-9143	218	22	.	.	PUNCT
ajceb-9143	219	1	the	the	DET
ajceb-9143	219	2	regression	regression	NOUN
ajceb-9143	219	3	equation	equation	NOUN
ajceb-9143	219	4	obtained	obtain	VERB
ajceb-9143	219	5	is	be	AUX
ajceb-9143	219	6	as	as	SCONJ
ajceb-9143	219	7	follows	follow	VERB
ajceb-9143	219	8	:	:	PUNCT
ajceb-9143	219	9	table	table	NOUN
ajceb-9143	220	1	3	3	PROPN
ajceb-9143	220	2	.	.	PUNCT
ajceb-9143	221	1	summary	summary	NOUN
ajceb-9143	221	2	of	of	ADP
ajceb-9143	221	3	the	the	DET
ajceb-9143	221	4	collected	collect	VERB
ajceb-9143	221	5	data	datum	NOUN
ajceb-9143	221	6	.	.	PUNCT
ajceb-9143	222	1	data	datum	NOUN
ajceb-9143	222	2	type	type	NOUN
ajceb-9143	222	3	data	datum	NOUN
ajceb-9143	222	4	attribute	attribute	NOUN
ajceb-9143	222	5	number	number	NOUN
ajceb-9143	222	6	/	/	SYM
ajceb-9143	222	7	categorical	categorical	ADJ
ajceb-9143	222	8	structure	structure	NOUN
ajceb-9143	222	9	age	age	NOUN
ajceb-9143	222	10	(	(	PUNCT
ajceb-9143	222	11	years	year	NOUN
ajceb-9143	222	12	)	)	PUNCT
ajceb-9143	222	13	number	number	NOUN
ajceb-9143	222	14	construction	construction	NOUN
ajceb-9143	222	15	number	number	NOUN
ajceb-9143	222	16	number	number	NOUN
ajceb-9143	222	17	layer	layer	NOUN
ajceb-9143	222	18	#	#	SYM
ajceb-9143	222	19	2	2	NUM
ajceb-9143	222	20	type	type	NOUN
ajceb-9143	222	21	categorical	categorical	ADJ
ajceb-9143	222	22	layer	layer	NOUN
ajceb-9143	222	23	#	#	SYM
ajceb-9143	222	24	2	2	NUM
ajceb-9143	222	25	thickness	thickness	NOUN
ajceb-9143	222	26	(	(	PUNCT
ajceb-9143	222	27	mm	mm	NOUN
ajceb-9143	222	28	)	)	PUNCT
ajceb-9143	222	29	number	number	NOUN
ajceb-9143	222	30	layer	layer	NOUN
ajceb-9143	222	31	#	#	SYM
ajceb-9143	222	32	3	3	NUM
ajceb-9143	222	33	type	type	NOUN
ajceb-9143	222	34	categorical	categorical	ADJ
ajceb-9143	222	35	layer	layer	NOUN
ajceb-9143	222	36	#	#	SYM
ajceb-9143	222	37	3	3	NUM
ajceb-9143	222	38	thickness	thickness	NOUN
ajceb-9143	222	39	(	(	PUNCT
ajceb-9143	222	40	mm	mm	NOUN
ajceb-9143	222	41	)	)	PUNCT
ajceb-9143	222	42	number	number	NOUN
ajceb-9143	222	43	layer	layer	NOUN
ajceb-9143	222	44	#	#	SYM
ajceb-9143	222	45	4	4	NUM
ajceb-9143	222	46	type	type	NOUN
ajceb-9143	222	47	categorical	categorical	ADJ
ajceb-9143	222	48	layer	layer	NOUN
ajceb-9143	222	49	#	#	SYM
ajceb-9143	222	50	4	4	NUM
ajceb-9143	222	51	thickness	thickness	NOUN
ajceb-9143	222	52	(	(	PUNCT
ajceb-9143	222	53	mm	mm	NOUN
ajceb-9143	222	54	)	)	PUNCT
ajceb-9143	222	55	number	number	NOUN
ajceb-9143	222	56	total	total	NOUN
ajceb-9143	222	57	thickness	thickness	NOUN
ajceb-9143	222	58	(	(	PUNCT
ajceb-9143	222	59	mm	mm	NOUN
ajceb-9143	222	60	)	)	PUNCT
ajceb-9143	222	61	number	number	NOUN
ajceb-9143	222	62	climate	climate	NOUN
ajceb-9143	222	63	climate	climate	NOUN
ajceb-9143	222	64	zone	zone	NOUN
ajceb-9143	222	65	categorical	categorical	ADJ
ajceb-9143	222	66	annual	annual	ADJ
ajceb-9143	222	67	average	average	ADJ
ajceb-9143	222	68	precipitation	precipitation	NOUN
ajceb-9143	222	69	(	(	PUNCT
ajceb-9143	222	70	mm	mm	NOUN
ajceb-9143	222	71	)	)	PUNCT
ajceb-9143	222	72	number	number	NOUN
ajceb-9143	222	73	annual	annual	ADJ
ajceb-9143	222	74	average	average	ADJ
ajceb-9143	222	75	temperature	temperature	NOUN
ajceb-9143	222	76	(	(	PUNCT
ajceb-9143	222	77	°	°	ADP
ajceb-9143	222	78	c	c	NOUN
ajceb-9143	222	79	)	)	PUNCT
ajceb-9143	222	80	number	number	NOUN
ajceb-9143	222	81	annual	annual	ADJ
ajceb-9143	222	82	average	average	ADJ
ajceb-9143	222	83	freeze	freeze	NOUN
ajceb-9143	222	84	index	index	NOUN
ajceb-9143	222	85	(	(	PUNCT
ajceb-9143	222	86	°	°	ADP
ajceb-9143	222	87	c	c	NOUN
ajceb-9143	222	88	⋅	⋅	NUM
ajceb-9143	222	89	days	day	NOUN
ajceb-9143	222	90	)	)	PUNCT
ajceb-9143	222	91	number	number	NOUN
ajceb-9143	222	92	min	min	PROPN
ajceb-9143	222	93	.	.	PROPN
ajceb-9143	222	94	relative	relative	ADJ
ajceb-9143	222	95	humidity	humidity	NOUN
ajceb-9143	222	96	(	(	PUNCT
ajceb-9143	222	97	%	%	INTJ
ajceb-9143	222	98	)	)	PUNCT
ajceb-9143	222	99	number	number	NOUN
ajceb-9143	222	100	max	max	PROPN
ajceb-9143	222	101	.	.	PROPN
ajceb-9143	223	1	relative	relative	ADJ
ajceb-9143	223	2	humidity	humidity	NOUN
ajceb-9143	223	3	(	(	PUNCT
ajceb-9143	223	4	%	%	INTJ
ajceb-9143	223	5	)	)	PUNCT
ajceb-9143	223	6	number	number	NOUN
ajceb-9143	223	7	traffic	traffic	NOUN
ajceb-9143	223	8	number	number	NOUN
ajceb-9143	223	9	of	of	ADP
ajceb-9143	223	10	lanes	lane	NOUN
ajceb-9143	223	11	categorical	categorical	ADJ
ajceb-9143	223	12	kesals	kesal	NOUN
ajceb-9143	223	13	number	number	NOUN
ajceb-9143	223	14	annual	annual	ADJ
ajceb-9143	223	15	average	average	ADJ
ajceb-9143	223	16	daily	daily	ADJ
ajceb-9143	223	17	traffic	traffic	NOUN
ajceb-9143	223	18	(	(	PUNCT
ajceb-9143	223	19	aadt	aadt	ADJ
ajceb-9143	223	20	)	)	PUNCT
ajceb-9143	223	21	number	number	NOUN
ajceb-9143	223	22	annual	annual	ADJ
ajceb-9143	223	23	average	average	ADJ
ajceb-9143	223	24	daily	daily	ADJ
ajceb-9143	223	25	truck	truck	NOUN
ajceb-9143	223	26	traffic	traffic	NOUN
ajceb-9143	223	27	(	(	PUNCT
ajceb-9143	223	28	aadtt	aadtt	NOUN
ajceb-9143	223	29	)	)	PUNCT
ajceb-9143	223	30	number	number	NOUN
ajceb-9143	223	31	performance	performance	NOUN
ajceb-9143	223	32	initial	initial	ADJ
ajceb-9143	223	33	iri	iri	NOUN
ajceb-9143	223	34	(	(	PUNCT
ajceb-9143	223	35	m	m	NOUN
ajceb-9143	223	36	/	/	SYM
ajceb-9143	223	37	km	km	NOUN
ajceb-9143	223	38	)	)	PUNCT
ajceb-9143	223	39	number	number	NOUN
ajceb-9143	223	40	longitudinal	longitudinal	ADJ
ajceb-9143	223	41	cracking	cracking	NOUN
ajceb-9143	223	42	(	(	PUNCT
ajceb-9143	223	43	m	m	NOUN
ajceb-9143	223	44	)	)	PUNCT
ajceb-9143	223	45	number	number	NOUN
ajceb-9143	223	46	alnaqbi	alnaqbi	NOUN
ajceb-9143	223	47	construction	construction	NOUN
ajceb-9143	223	48	economics	economic	NOUN
ajceb-9143	223	49	and	and	CCONJ
ajceb-9143	223	50	building	building	NOUN
ajceb-9143	223	51	,	,	PUNCT
ajceb-9143	223	52	vol	vol	NOUN
ajceb-9143	223	53	.	.	PROPN
ajceb-9143	223	54	25	25	NUM
ajceb-9143	223	55	,	,	PUNCT
ajceb-9143	223	56	no	no	INTJ
ajceb-9143	223	57	.	.	NOUN
ajceb-9143	223	58	1	1	NUM
ajceb-9143	223	59	march	march	PROPN
ajceb-9143	223	60	2025154	2025154	NUM
ajceb-9143	223	61	table	table	NOUN
ajceb-9143	223	62	4	4	NUM
ajceb-9143	223	63	.	.	PUNCT
ajceb-9143	223	64	summary	summary	NOUN
ajceb-9143	223	65	of	of	ADP
ajceb-9143	223	66	descriptive	descriptive	ADJ
ajceb-9143	223	67	statistical	statistical	ADJ
ajceb-9143	223	68	analysis	analysis	NOUN
ajceb-9143	223	69	.	.	PUNCT
ajceb-9143	224	1	variable	variable	ADJ
ajceb-9143	224	2	mean	mean	VERB
ajceb-9143	224	3	sd	sd	ADP
ajceb-9143	224	4	minimum	minimum	PROPN
ajceb-9143	224	5	q1	q1	PROPN
ajceb-9143	224	6	median	median	PROPN
ajceb-9143	224	7	q3	q3	PROPN
ajceb-9143	224	8	maximum	maximum	PROPN
ajceb-9143	224	9	iqr	iqr	PROPN
ajceb-9143	224	10	skewness	skewness	PROPN
ajceb-9143	224	11	age	age	NOUN
ajceb-9143	224	12	18.51	18.51	NUM
ajceb-9143	224	13	10.20	10.20	NUM
ajceb-9143	224	14	0.00	0.00	NUM
ajceb-9143	224	15	11.00	11.00	NUM
ajceb-9143	224	16	18.00	18.00	NUM
ajceb-9143	224	17	26.00	26.00	NUM
ajceb-9143	224	18	47.00	47.00	NUM
ajceb-9143	224	19	15.00	15.00	NUM
ajceb-9143	224	20	0.34	0.34	NUM
ajceb-9143	224	21	number	number	NOUN
ajceb-9143	224	22	of	of	ADP
ajceb-9143	224	23	lanes	lane	NOUN
ajceb-9143	224	24	2.24	2.24	NUM
ajceb-9143	224	25	0.52	0.52	NUM
ajceb-9143	224	26	1.00	1.00	NUM
ajceb-9143	224	27	2.00	2.00	NUM
ajceb-9143	224	28	2.00	2.00	NUM
ajceb-9143	224	29	3.00	3.00	NUM
ajceb-9143	224	30	3.00	3.00	NUM
ajceb-9143	224	31	1.00	1.00	NUM
ajceb-9143	224	32	0.24	0.24	NUM
ajceb-9143	224	33	l2	l2	NOUN
ajceb-9143	224	34	thickness	thickness	NOUN
ajceb-9143	224	35	169.78	169.78	NUM
ajceb-9143	224	36	69.35	69.35	NUM
ajceb-9143	224	37	71.00	71.00	NUM
ajceb-9143	224	38	112.00	112.00	NUM
ajceb-9143	224	39	152.00	152.00	NUM
ajceb-9143	224	40	198.00	198.00	NUM
ajceb-9143	224	41	366.00	366.00	NUM
ajceb-9143	224	42	86.00	86.00	NUM
ajceb-9143	224	43	1.08	1.08	NUM
ajceb-9143	224	44	l3	l3	NOUN
ajceb-9143	224	45	thickness	thickness	NOUN
ajceb-9143	224	46	155.95	155.95	NUM
ajceb-9143	224	47	73.80	73.80	NUM
ajceb-9143	224	48	41.00	41.00	NUM
ajceb-9143	224	49	102.00	102.00	NUM
ajceb-9143	224	50	140.00	140.00	NUM
ajceb-9143	224	51	216.00	216.00	NUM
ajceb-9143	224	52	325.00	325.00	NUM
ajceb-9143	224	53	114.00	114.00	NUM
ajceb-9143	224	54	0.27	0.27	NUM
ajceb-9143	224	55	l4	l4	PROPN
ajceb-9143	224	56	thickness	thickness	NOUN
ajceb-9143	224	57	142.61	142.61	NUM
ajceb-9143	224	58	117.82	117.82	NUM
ajceb-9143	224	59	0.00	0.00	NUM
ajceb-9143	224	60	0.00	0.00	NUM
ajceb-9143	224	61	203.00	203.00	NUM
ajceb-9143	224	62	236.00	236.00	NUM
ajceb-9143	224	63	295.00	295.00	NUM
ajceb-9143	224	64	236.00	236.00	NUM
ajceb-9143	224	65	-0.28	-0.28	NOUN
ajceb-9143	224	66	total	total	NOUN
ajceb-9143	224	67	thickness	thickness	NOUN
ajceb-9143	224	68	468.34	468.34	NUM
ajceb-9143	224	69	109.07	109.07	NUM
ajceb-9143	224	70	264.00	264.00	NUM
ajceb-9143	224	71	376.00	376.00	NUM
ajceb-9143	224	72	475.00	475.00	NUM
ajceb-9143	224	73	549.00	549.00	NUM
ajceb-9143	224	74	694.00	694.00	NUM
ajceb-9143	224	75	173.00	173.00	NUM
ajceb-9143	224	76	0.30	0.30	NUM
ajceb-9143	224	77	precipitation	precipitation	NOUN
ajceb-9143	224	78	1044.50	1044.50	NUM
ajceb-9143	224	79	389.30	389.30	NUM
ajceb-9143	224	80	62.00	62.00	NUM
ajceb-9143	224	81	779.30	779.30	NUM
ajceb-9143	224	82	1104.40	1104.40	NUM
ajceb-9143	224	83	1324.70	1324.70	NUM
ajceb-9143	224	84	2209.20	2209.20	NUM
ajceb-9143	224	85	545.40	545.40	NUM
ajceb-9143	224	86	-0.25	-0.25	NUM
ajceb-9143	224	87	temperature	temperature	NOUN
ajceb-9143	224	88	15.52	15.52	NUM
ajceb-9143	224	89	3.78	3.78	NUM
ajceb-9143	224	90	3.00	3.00	NUM
ajceb-9143	224	91	13.70	13.70	NUM
ajceb-9143	224	92	16.10	16.10	NUM
ajceb-9143	224	93	17.90	17.90	NUM
ajceb-9143	224	94	22.80	22.80	NUM
ajceb-9143	224	95	4.20	4.20	NUM
ajceb-9143	224	96	-0.78	-0.78	NOUN
ajceb-9143	224	97	freeze	freeze	NOUN
ajceb-9143	224	98	index	index	NOUN
ajceb-9143	224	99	112.70	112.70	NUM
ajceb-9143	224	100	252.90	252.90	NUM
ajceb-9143	224	101	0.00	0.00	NUM
ajceb-9143	224	102	4.00	4.00	NUM
ajceb-9143	224	103	24.00	24.00	NUM
ajceb-9143	224	104	89.00	89.00	NUM
ajceb-9143	224	105	1763.00	1763.00	NUM
ajceb-9143	224	106	85.00	85.00	NUM
ajceb-9143	224	107	3.78	3.78	NUM
ajceb-9143	224	108	min	min	PROPN
ajceb-9143	224	109	.	.	PROPN
ajceb-9143	224	110	humidity	humidity	PROPN
ajceb-9143	224	111	16.24	16.24	NUM
ajceb-9143	224	112	6.93	6.93	NUM
ajceb-9143	224	113	2.00	2.00	NUM
ajceb-9143	224	114	12.00	12.00	NUM
ajceb-9143	224	115	16.00	16.00	NUM
ajceb-9143	224	116	20.00	20.00	NUM
ajceb-9143	224	117	43.00	43.00	NUM
ajceb-9143	224	118	8.00	8.00	NUM
ajceb-9143	224	119	0.62	0.62	NUM
ajceb-9143	224	120	max	max	PROPN
ajceb-9143	224	121	.	.	PUNCT
ajceb-9143	225	1	humidity	humidity	PROPN
ajceb-9143	225	2	116.65	116.65	NUM
ajceb-9143	225	3	5.59	5.59	NUM
ajceb-9143	225	4	102.00	102.00	NUM
ajceb-9143	225	5	113.00	113.00	NUM
ajceb-9143	225	6	116.00	116.00	NUM
ajceb-9143	225	7	119.00	119.00	NUM
ajceb-9143	225	8	145.00	145.00	NUM
ajceb-9143	225	9	6.00	6.00	NUM
ajceb-9143	225	10	0.81	0.81	NUM
ajceb-9143	225	11	aadt	aadt	NOUN
ajceb-9143	225	12	7991.00	7991.00	NUM
ajceb-9143	225	13	6929.00	6929.00	NUM
ajceb-9143	225	14	784.00	784.00	NUM
ajceb-9143	225	15	3400.00	3400.00	NUM
ajceb-9143	225	16	5121.00	5121.00	NUM
ajceb-9143	225	17	11933.00	11933.00	NUM
ajceb-9143	225	18	51030.00	51030.00	NUM
ajceb-9143	225	19	8533.00	8533.00	NUM
ajceb-9143	225	20	2.48	2.48	NUM
ajceb-9143	225	21	aadtt	aadtt	NOUN
ajceb-9143	225	22	1251.90	1251.90	NUM
ajceb-9143	225	23	1147.00	1147.00	NUM
ajceb-9143	225	24	104.00	104.00	NUM
ajceb-9143	225	25	524.00	524.00	NUM
ajceb-9143	225	26	900.00	900.00	NUM
ajceb-9143	225	27	1544.00	1544.00	NUM
ajceb-9143	225	28	8249.00	8249.00	NUM
ajceb-9143	225	29	1020.00	1020.00	NUM
ajceb-9143	225	30	2.31	2.31	NUM
ajceb-9143	225	31	kesal	kesal	NOUN
ajceb-9143	225	32	644.00	644.00	NUM
ajceb-9143	225	33	693.90	693.90	NUM
ajceb-9143	225	34	22.00	22.00	NUM
ajceb-9143	225	35	165.00	165.00	NUM
ajceb-9143	225	36	410.00	410.00	NUM
ajceb-9143	225	37	827.00	827.00	NUM
ajceb-9143	225	38	4305.00	4305.00	NUM
ajceb-9143	225	39	662.00	662.00	NUM
ajceb-9143	225	40	2.12	2.12	NUM
ajceb-9143	225	41	initial	initial	ADJ
ajceb-9143	225	42	iri	iri	NOUN
ajceb-9143	225	43	1.33	1.33	NUM
ajceb-9143	225	44	0.40	0.40	NUM
ajceb-9143	225	45	0.58	0.58	NUM
ajceb-9143	225	46	1.00	1.00	NUM
ajceb-9143	225	47	1.24	1.24	NUM
ajceb-9143	225	48	1.67	1.67	NUM
ajceb-9143	225	49	2.31	2.31	NUM
ajceb-9143	225	50	0.67	0.67	NUM
ajceb-9143	225	51	0.40	0.40	NUM
ajceb-9143	225	52	longitudinal	longitudinal	ADJ
ajceb-9143	225	53	cracking	crack	VERB
ajceb-9143	225	54	6.69	6.69	NUM
ajceb-9143	225	55	24.95	24.95	NUM
ajceb-9143	225	56	0.00	0.00	NUM
ajceb-9143	225	57	0.00	0.00	NUM
ajceb-9143	225	58	0.00	0.00	NUM
ajceb-9143	225	59	0.80	0.80	NUM
ajceb-9143	225	60	188.40	188.40	NUM
ajceb-9143	225	61	0.80	0.80	NUM
ajceb-9143	225	62	5.20	5.20	NUM
ajceb-9143	225	63	figure	figure	NOUN
ajceb-9143	225	64	2	2	NUM
ajceb-9143	225	65	.	.	PUNCT
ajceb-9143	226	1	mapping	map	VERB
ajceb-9143	226	2	the	the	DET
ajceb-9143	226	3	geographic	geographic	ADJ
ajceb-9143	226	4	locations	location	NOUN
ajceb-9143	226	5	of	of	ADP
ajceb-9143	226	6	the	the	DET
ajceb-9143	226	7	chosen	choose	VERB
ajceb-9143	226	8	asphalt	asphalt	NOUN
ajceb-9143	226	9	pavement	pavement	NOUN
ajceb-9143	226	10	sections	section	NOUN
ajceb-9143	226	11	alnaqbi	alnaqbi	ADJ
ajceb-9143	226	12	construction	construction	NOUN
ajceb-9143	226	13	economics	economic	NOUN
ajceb-9143	226	14	and	and	CCONJ
ajceb-9143	226	15	building	building	NOUN
ajceb-9143	226	16	,	,	PUNCT
ajceb-9143	226	17	vol	vol	NOUN
ajceb-9143	226	18	.	.	PROPN
ajceb-9143	227	1	25	25	NUM
ajceb-9143	227	2	,	,	PUNCT
ajceb-9143	227	3	no	no	INTJ
ajceb-9143	227	4	.	.	NOUN
ajceb-9143	227	5	1	1	NUM
ajceb-9143	227	6	march	march	PROPN
ajceb-9143	227	7	2025155	2025155	NUM
ajceb-9143	227	8	regression	regression	NOUN
ajceb-9143	227	9	equation	equation	NOUN
ajceb-9143	227	10	longitudinal	longitudinal	ADJ
ajceb-9143	227	11	cracking	crack	VERB
ajceb-9143	227	12	=	=	NOUN
ajceb-9143	227	13	94.0	94.0	NUM
ajceb-9143	227	14	+	+	NOUN
ajceb-9143	227	15	0.299	0.299	NUM
ajceb-9143	227	16	age	age	NOUN
ajceb-9143	227	17	+	+	CCONJ
ajceb-9143	227	18	1.69	1.69	NUM
ajceb-9143	227	19	number	number	NOUN
ajceb-9143	227	20	of	of	ADP
ajceb-9143	227	21	lanes	lane	NOUN
ajceb-9143	227	22	+	+	CCONJ
ajceb-9143	227	23	0.0506	0.0506	NUM
ajceb-9143	227	24	l2	l2	NOUN
ajceb-9143	227	25	thickness	thickness	NOUN
ajceb-9143	227	26	0.2000	0.2000	NUM
ajceb-9143	227	27	l3	l3	NOUN
ajceb-9143	227	28	thickness	thickness	NOUN
ajceb-9143	227	29	0.0875	0.0875	NUM
ajceb-9143	227	30	l4	l4	PROPN
ajceb-9143	227	31	thickness	thickness	NOUN
ajceb-9143	227	32	0.01486	0.01486	NUM
ajceb-9143	227	33	precipitation	precipitation	NOUN
ajceb-9143	227	34	0.793	0.793	NUM
ajceb-9143	227	35	temperature	temperature	NOUN
ajceb-9143	227	36	0.01662	0.01662	NUM
ajceb-9143	227	37	freeze	freeze	NOUN
ajceb-9143	227	38	index	index	NOUN
ajceb-9143	227	39	+	+	CCONJ
ajceb-9143	227	40	0.300	0.300	NUM
ajceb-9143	227	41	min	min	NOUN
ajceb-9143	227	42	.	.	PROPN
ajceb-9143	227	43	humidity	humidity	NOUN
ajceb-9143	227	44	0.267	0.267	NUM
ajceb-9143	227	45	max	max	PROPN
ajceb-9143	227	46	.	.	PUNCT
ajceb-9143	228	1	humidity	humidity	PROPN
ajceb-9143	228	2	0.000628	0.000628	NUM
ajceb-9143	228	3	aadt	aadt	NOUN
ajceb-9143	228	4	+	+	CCONJ
ajceb-9143	228	5	0.00730	0.00730	NUM
ajceb-9143	228	6	aadtt	aadtt	NOUN
ajceb-9143	228	7	0.00082	0.00082	NUM
ajceb-9143	228	8	kesal	kesal	NOUN
ajceb-9143	228	9	6.85	6.85	NUM
ajceb-9143	228	10	initial	initial	ADJ
ajceb-9143	228	11	iri	iri	NOUN
ajceb-9143	228	12	upon	upon	SCONJ
ajceb-9143	228	13	reviewing	review	VERB
ajceb-9143	228	14	the	the	DET
ajceb-9143	228	15	model	model	NOUN
ajceb-9143	228	16	summary	summary	NOUN
ajceb-9143	228	17	metrics	metric	NOUN
ajceb-9143	228	18	,	,	PUNCT
ajceb-9143	228	19	it	it	PRON
ajceb-9143	228	20	becomes	become	VERB
ajceb-9143	228	21	apparent	apparent	ADJ
ajceb-9143	228	22	that	that	SCONJ
ajceb-9143	228	23	the	the	DET
ajceb-9143	228	24	conventional	conventional	ADJ
ajceb-9143	228	25	regression	regression	NOUN
ajceb-9143	228	26	analysis	analysis	NOUN
ajceb-9143	228	27	,	,	PUNCT
ajceb-9143	228	28	as	as	SCONJ
ajceb-9143	228	29	indicated	indicate	VERB
ajceb-9143	228	30	by	by	ADP
ajceb-9143	228	31	the	the	DET
ajceb-9143	228	32	modest	modest	ADJ
ajceb-9143	228	33	r	r	NOUN
ajceb-9143	228	34	-	-	PUNCT
ajceb-9143	228	35	squared	square	VERB
ajceb-9143	228	36	values	value	NOUN
ajceb-9143	228	37	(	(	PUNCT
ajceb-9143	228	38	23.55	23.55	NUM
ajceb-9143	228	39	%	%	NOUN
ajceb-9143	228	40	for	for	ADP
ajceb-9143	228	41	r	r	NOUN
ajceb-9143	228	42	-	-	PUNCT
ajceb-9143	228	43	sq	sq	ADJ
ajceb-9143	228	44	and	and	CCONJ
ajceb-9143	228	45	20.74	20.74	NUM
ajceb-9143	228	46	%	%	NOUN
ajceb-9143	228	47	for	for	ADP
ajceb-9143	228	48	r	r	NOUN
ajceb-9143	228	49	-	-	PUNCT
ajceb-9143	228	50	sq(adj	sq(adj	NOUN
ajceb-9143	228	51	)	)	PUNCT
ajceb-9143	228	52	)	)	PUNCT
ajceb-9143	228	53	,	,	PUNCT
ajceb-9143	228	54	may	may	AUX
ajceb-9143	228	55	not	not	PART
ajceb-9143	228	56	comprehensively	comprehensively	ADV
ajceb-9143	228	57	capture	capture	VERB
ajceb-9143	228	58	the	the	DET
ajceb-9143	228	59	nuanced	nuanced	ADJ
ajceb-9143	228	60	relationship	relationship	NOUN
ajceb-9143	228	61	underlying	underlie	VERB
ajceb-9143	228	62	longitudinal	longitudinal	ADJ
ajceb-9143	228	63	cracking	cracking	NOUN
ajceb-9143	228	64	.	.	PUNCT
ajceb-9143	229	1	the	the	DET
ajceb-9143	229	2	predictive	predictive	ADJ
ajceb-9143	229	3	r	r	NOUN
ajceb-9143	229	4	-	-	PUNCT
ajceb-9143	229	5	squared	square	VERB
ajceb-9143	229	6	(	(	PUNCT
ajceb-9143	229	7	14.56	14.56	NUM
ajceb-9143	229	8	%	%	NOUN
ajceb-9143	229	9	)	)	PUNCT
ajceb-9143	229	10	suggests	suggest	VERB
ajceb-9143	229	11	a	a	DET
ajceb-9143	229	12	moderate	moderate	ADJ
ajceb-9143	229	13	ability	ability	NOUN
ajceb-9143	229	14	to	to	PART
ajceb-9143	229	15	forecast	forecast	VERB
ajceb-9143	229	16	future	future	ADJ
ajceb-9143	229	17	observations	observation	NOUN
ajceb-9143	229	18	.	.	PUNCT
ajceb-9143	230	1	these	these	DET
ajceb-9143	230	2	accuracy	accuracy	NOUN
ajceb-9143	230	3	metrics	metric	NOUN
ajceb-9143	230	4	underscore	underscore	VERB
ajceb-9143	230	5	the	the	DET
ajceb-9143	230	6	limitations	limitation	NOUN
ajceb-9143	230	7	of	of	ADP
ajceb-9143	230	8	the	the	DET
ajceb-9143	230	9	linear	linear	ADJ
ajceb-9143	230	10	regression	regression	NOUN
ajceb-9143	230	11	model	model	NOUN
ajceb-9143	230	12	in	in	ADP
ajceb-9143	230	13	explaining	explain	VERB
ajceb-9143	230	14	the	the	DET
ajceb-9143	230	15	majority	majority	NOUN
ajceb-9143	230	16	of	of	ADP
ajceb-9143	230	17	variability	variability	NOUN
ajceb-9143	230	18	in	in	ADP
ajceb-9143	230	19	longitudinal	longitudinal	ADJ
ajceb-9143	230	20	cracking	cracking	NOUN
ajceb-9143	230	21	.	.	PUNCT
ajceb-9143	231	1	this	this	PRON
ajceb-9143	231	2	accentuates	accentuate	VERB
ajceb-9143	231	3	the	the	DET
ajceb-9143	231	4	need	need	NOUN
ajceb-9143	231	5	for	for	ADP
ajceb-9143	231	6	more	more	ADV
ajceb-9143	231	7	advanced	advanced	ADJ
ajceb-9143	231	8	modeling	modeling	NOUN
ajceb-9143	231	9	techniques	technique	NOUN
ajceb-9143	231	10	,	,	PUNCT
ajceb-9143	231	11	such	such	ADJ
ajceb-9143	231	12	as	as	ADP
ajceb-9143	231	13	machine	machine	NOUN
ajceb-9143	231	14	learning	learning	NOUN
ajceb-9143	231	15	models	model	NOUN
ajceb-9143	231	16	,	,	PUNCT
ajceb-9143	231	17	to	to	AUX
ajceb-9143	231	18	better	well	ADV
ajceb-9143	231	19	capture	capture	VERB
ajceb-9143	231	20	complex	complex	ADJ
ajceb-9143	231	21	patterns	pattern	NOUN
ajceb-9143	231	22	and	and	CCONJ
ajceb-9143	231	23	nonlinear	nonlinear	ADJ
ajceb-9143	231	24	associations	association	NOUN
ajceb-9143	231	25	within	within	ADP
ajceb-9143	231	26	the	the	DET
ajceb-9143	231	27	data	datum	NOUN
ajceb-9143	231	28	,	,	PUNCT
ajceb-9143	231	29	aiming	aim	VERB
ajceb-9143	231	30	for	for	ADP
ajceb-9143	231	31	improved	improved	ADJ
ajceb-9143	231	32	accuracy	accuracy	NOUN
ajceb-9143	231	33	and	and	CCONJ
ajceb-9143	231	34	a	a	DET
ajceb-9143	231	35	more	more	ADV
ajceb-9143	231	36	comprehensive	comprehensive	ADJ
ajceb-9143	231	37	understanding	understanding	NOUN
ajceb-9143	231	38	of	of	ADP
ajceb-9143	231	39	the	the	DET
ajceb-9143	231	40	factors	factor	NOUN
ajceb-9143	231	41	influencing	influence	VERB
ajceb-9143	231	42	longitudinal	longitudinal	ADJ
ajceb-9143	231	43	cracking	cracking	NOUN
ajceb-9143	231	44	in	in	ADP
ajceb-9143	231	45	crcp	crcp	NOUN
ajceb-9143	231	46	.	.	PUNCT
ajceb-9143	232	1	the	the	DET
ajceb-9143	232	2	results	result	NOUN
ajceb-9143	232	3	of	of	ADP
ajceb-9143	232	4	the	the	DET
ajceb-9143	232	5	regression	regression	NOUN
ajceb-9143	232	6	analysis	analysis	NOUN
ajceb-9143	232	7	are	be	AUX
ajceb-9143	232	8	presented	present	VERB
ajceb-9143	232	9	in	in	ADP
ajceb-9143	232	10	table	table	NOUN
ajceb-9143	232	11	5	5	NUM
ajceb-9143	232	12	,	,	PUNCT
ajceb-9143	232	13	which	which	PRON
ajceb-9143	232	14	details	detail	VERB
ajceb-9143	232	15	the	the	DET
ajceb-9143	232	16	coefficients	coefficient	NOUN
ajceb-9143	232	17	,	,	PUNCT
ajceb-9143	232	18	standard	standard	ADJ
ajceb-9143	232	19	errors	error	NOUN
ajceb-9143	232	20	,	,	PUNCT
ajceb-9143	232	21	t	t	NOUN
ajceb-9143	232	22	-	-	PUNCT
ajceb-9143	232	23	values	value	NOUN
ajceb-9143	232	24	,	,	PUNCT
ajceb-9143	232	25	p	p	NOUN
ajceb-9143	232	26	-	-	PUNCT
ajceb-9143	232	27	values	value	NOUN
ajceb-9143	232	28	,	,	PUNCT
ajceb-9143	232	29	and	and	CCONJ
ajceb-9143	232	30	variance	variance	NOUN
ajceb-9143	232	31	inflation	inflation	NOUN
ajceb-9143	232	32	factors	factor	NOUN
ajceb-9143	232	33	(	(	PUNCT
ajceb-9143	232	34	vif	vif	NOUN
ajceb-9143	232	35	)	)	PUNCT
ajceb-9143	232	36	for	for	ADP
ajceb-9143	232	37	each	each	DET
ajceb-9143	232	38	term	term	NOUN
ajceb-9143	232	39	in	in	ADP
ajceb-9143	232	40	the	the	DET
ajceb-9143	232	41	model	model	NOUN
ajceb-9143	232	42	.	.	PUNCT
ajceb-9143	233	1	the	the	DET
ajceb-9143	233	2	constant	constant	ADJ
ajceb-9143	233	3	term	term	NOUN
ajceb-9143	233	4	,	,	PUNCT
ajceb-9143	233	5	with	with	ADP
ajceb-9143	233	6	a	a	DET
ajceb-9143	233	7	coefficient	coefficient	NOUN
ajceb-9143	233	8	of	of	ADP
ajceb-9143	233	9	94.0000	94.0000	NUM
ajceb-9143	233	10	and	and	CCONJ
ajceb-9143	233	11	a	a	DET
ajceb-9143	233	12	significant	significant	ADJ
ajceb-9143	233	13	p	p	NOUN
ajceb-9143	233	14	-	-	PUNCT
ajceb-9143	233	15	value	value	NOUN
ajceb-9143	233	16	of	of	ADP
ajceb-9143	233	17	0.0040	0.0040	NUM
ajceb-9143	233	18	,	,	PUNCT
ajceb-9143	233	19	indicates	indicate	VERB
ajceb-9143	233	20	the	the	DET
ajceb-9143	233	21	baseline	baseline	ADJ
ajceb-9143	233	22	level	level	NOUN
ajceb-9143	233	23	of	of	ADP
ajceb-9143	233	24	longitudinal	longitudinal	ADJ
ajceb-9143	233	25	cracking	cracking	NOUN
ajceb-9143	233	26	when	when	SCONJ
ajceb-9143	233	27	all	all	DET
ajceb-9143	233	28	other	other	ADJ
ajceb-9143	233	29	variables	variable	NOUN
ajceb-9143	233	30	are	be	AUX
ajceb-9143	233	31	held	hold	VERB
ajceb-9143	233	32	at	at	ADP
ajceb-9143	233	33	zero	zero	NUM
ajceb-9143	233	34	.	.	PUNCT
ajceb-9143	234	1	among	among	ADP
ajceb-9143	234	2	the	the	DET
ajceb-9143	234	3	significant	significant	ADJ
ajceb-9143	234	4	predictors	predictor	NOUN
ajceb-9143	234	5	,	,	PUNCT
ajceb-9143	234	6	age	age	NOUN
ajceb-9143	234	7	has	have	VERB
ajceb-9143	234	8	a	a	DET
ajceb-9143	234	9	positive	positive	ADJ
ajceb-9143	234	10	coefficient	coefficient	NOUN
ajceb-9143	234	11	of	of	ADP
ajceb-9143	234	12	0.2990	0.2990	NUM
ajceb-9143	234	13	,	,	PUNCT
ajceb-9143	234	14	suggesting	suggest	VERB
ajceb-9143	234	15	that	that	SCONJ
ajceb-9143	234	16	older	old	ADJ
ajceb-9143	234	17	pavement	pavement	NOUN
ajceb-9143	234	18	sections	section	NOUN
ajceb-9143	234	19	tend	tend	VERB
ajceb-9143	234	20	to	to	PART
ajceb-9143	234	21	exhibit	exhibit	VERB
ajceb-9143	234	22	higher	high	ADJ
ajceb-9143	234	23	levels	level	NOUN
ajceb-9143	234	24	of	of	ADP
ajceb-9143	234	25	longitudinal	longitudinal	ADJ
ajceb-9143	234	26	cracking	cracking	NOUN
ajceb-9143	234	27	.	.	PUNCT
ajceb-9143	235	1	this	this	PRON
ajceb-9143	235	2	is	be	AUX
ajceb-9143	235	3	supported	support	VERB
ajceb-9143	235	4	by	by	ADP
ajceb-9143	235	5	a	a	DET
ajceb-9143	235	6	t	t	NOUN
ajceb-9143	235	7	-	-	PUNCT
ajceb-9143	235	8	value	value	NOUN
ajceb-9143	235	9	of	of	ADP
ajceb-9143	235	10	2.4100	2.4100	NUM
ajceb-9143	235	11	and	and	CCONJ
ajceb-9143	235	12	a	a	DET
ajceb-9143	235	13	p	p	NOUN
ajceb-9143	235	14	-	-	PUNCT
ajceb-9143	235	15	value	value	NOUN
ajceb-9143	235	16	of	of	ADP
ajceb-9143	235	17	0.0160	0.0160	NUM
ajceb-9143	235	18	,	,	PUNCT
ajceb-9143	235	19	indicating	indicate	VERB
ajceb-9143	235	20	statistical	statistical	ADJ
ajceb-9143	235	21	significance	significance	NOUN
ajceb-9143	235	22	.	.	PUNCT
ajceb-9143	236	1	similarly	similarly	ADV
ajceb-9143	236	2	,	,	PUNCT
ajceb-9143	236	3	the	the	DET
ajceb-9143	236	4	number	number	NOUN
ajceb-9143	236	5	of	of	ADP
ajceb-9143	236	6	lanes	lane	NOUN
ajceb-9143	236	7	,	,	PUNCT
ajceb-9143	236	8	with	with	ADP
ajceb-9143	236	9	a	a	DET
ajceb-9143	236	10	coefficient	coefficient	NOUN
ajceb-9143	236	11	of	of	ADP
ajceb-9143	236	12	1.6900	1.6900	NUM
ajceb-9143	236	13	,	,	PUNCT
ajceb-9143	236	14	shows	show	VERB
ajceb-9143	236	15	a	a	DET
ajceb-9143	236	16	positive	positive	ADJ
ajceb-9143	236	17	relationship	relationship	NOUN
ajceb-9143	236	18	with	with	ADP
ajceb-9143	236	19	cracking	cracking	NOUN
ajceb-9143	236	20	,	,	PUNCT
ajceb-9143	236	21	although	although	SCONJ
ajceb-9143	236	22	this	this	DET
ajceb-9143	236	23	factor	factor	NOUN
ajceb-9143	236	24	is	be	AUX
ajceb-9143	236	25	not	not	PART
ajceb-9143	236	26	statistically	statistically	ADV
ajceb-9143	236	27	significant	significant	ADJ
ajceb-9143	236	28	(	(	PUNCT
ajceb-9143	236	29	p	p	NOUN
ajceb-9143	236	30	-	-	PUNCT
ajceb-9143	236	31	value	value	NOUN
ajceb-9143	236	32	of	of	ADP
ajceb-9143	236	33	0.5470	0.5470	NUM
ajceb-9143	236	34	)	)	PUNCT
ajceb-9143	236	35	.	.	PUNCT
ajceb-9143	237	1	the	the	DET
ajceb-9143	237	2	thickness	thickness	NOUN
ajceb-9143	237	3	of	of	ADP
ajceb-9143	237	4	the	the	DET
ajceb-9143	237	5	second	second	ADJ
ajceb-9143	237	6	layer	layer	NOUN
ajceb-9143	237	7	(	(	PUNCT
ajceb-9143	237	8	l2	l2	NOUN
ajceb-9143	237	9	thickness	thickness	NOUN
ajceb-9143	237	10	)	)	PUNCT
ajceb-9143	237	11	has	have	VERB
ajceb-9143	237	12	a	a	DET
ajceb-9143	237	13	positive	positive	ADJ
ajceb-9143	237	14	coefficient	coefficient	NOUN
ajceb-9143	237	15	of	of	ADP
ajceb-9143	237	16	0.0506	0.0506	NUM
ajceb-9143	237	17	and	and	CCONJ
ajceb-9143	237	18	is	be	AUX
ajceb-9143	237	19	statistically	statistically	ADV
ajceb-9143	237	20	significant	significant	ADJ
ajceb-9143	237	21	(	(	PUNCT
ajceb-9143	237	22	p	p	NOUN
ajceb-9143	237	23	-	-	PUNCT
ajceb-9143	237	24	value	value	NOUN
ajceb-9143	237	25	of	of	ADP
ajceb-9143	237	26	0.0240	0.0240	NUM
ajceb-9143	237	27	)	)	PUNCT
ajceb-9143	237	28	,	,	PUNCT
ajceb-9143	237	29	indicating	indicate	VERB
ajceb-9143	237	30	that	that	SCONJ
ajceb-9143	237	31	thicker	thick	ADJ
ajceb-9143	237	32	layers	layer	NOUN
ajceb-9143	237	33	are	be	AUX
ajceb-9143	237	34	associated	associate	VERB
ajceb-9143	237	35	with	with	ADP
ajceb-9143	237	36	increased	increase	VERB
ajceb-9143	237	37	longitudinal	longitudinal	ADJ
ajceb-9143	237	38	cracking	cracking	NOUN
ajceb-9143	237	39	.	.	PUNCT
ajceb-9143	238	1	conversely	conversely	ADV
ajceb-9143	238	2	,	,	PUNCT
ajceb-9143	238	3	the	the	DET
ajceb-9143	238	4	third	third	ADJ
ajceb-9143	238	5	(	(	PUNCT
ajceb-9143	238	6	l3	l3	PROPN
ajceb-9143	238	7	)	)	PUNCT
ajceb-9143	238	8	and	and	CCONJ
ajceb-9143	238	9	fourth	fourth	PROPN
ajceb-9143	238	10	(	(	PUNCT
ajceb-9143	238	11	l4	l4	PROPN
ajceb-9143	238	12	)	)	PUNCT
ajceb-9143	238	13	layers	layer	NOUN
ajceb-9143	238	14	exhibit	exhibit	VERB
ajceb-9143	238	15	negative	negative	ADJ
ajceb-9143	238	16	coefficients	coefficient	NOUN
ajceb-9143	238	17	(	(	PUNCT
ajceb-9143	238	18	-0.2000	-0.2000	NOUN
ajceb-9143	238	19	and	and	CCONJ
ajceb-9143	238	20	-0.0875	-0.0875	PROPN
ajceb-9143	238	21	,	,	PUNCT
ajceb-9143	238	22	respectively	respectively	ADV
ajceb-9143	238	23	)	)	PUNCT
ajceb-9143	238	24	,	,	PUNCT
ajceb-9143	238	25	with	with	ADP
ajceb-9143	238	26	both	both	DET
ajceb-9143	238	27	factors	factor	NOUN
ajceb-9143	238	28	being	be	AUX
ajceb-9143	238	29	statistically	statistically	ADV
ajceb-9143	238	30	significant	significant	ADJ
ajceb-9143	238	31	(	(	PUNCT
ajceb-9143	238	32	p	p	NOUN
ajceb-9143	238	33	-	-	PUNCT
ajceb-9143	238	34	values	value	NOUN
ajceb-9143	238	35	of	of	ADP
ajceb-9143	238	36	0.0000	0.0000	NUM
ajceb-9143	238	37	and	and	CCONJ
ajceb-9143	238	38	0.0020	0.0020	NUM
ajceb-9143	238	39	,	,	PUNCT
ajceb-9143	238	40	respectively	respectively	ADV
ajceb-9143	238	41	)	)	PUNCT
ajceb-9143	238	42	.	.	PUNCT
ajceb-9143	239	1	this	this	PRON
ajceb-9143	239	2	suggests	suggest	VERB
ajceb-9143	239	3	that	that	SCONJ
ajceb-9143	239	4	increased	increase	VERB
ajceb-9143	239	5	thickness	thickness	NOUN
ajceb-9143	239	6	in	in	ADP
ajceb-9143	239	7	these	these	DET
ajceb-9143	239	8	layers	layer	NOUN
ajceb-9143	239	9	may	may	AUX
ajceb-9143	239	10	reduce	reduce	VERB
ajceb-9143	239	11	cracking	cracking	NOUN
ajceb-9143	239	12	.	.	PUNCT
ajceb-9143	240	1	precipitation	precipitation	NOUN
ajceb-9143	240	2	,	,	PUNCT
ajceb-9143	240	3	with	with	ADP
ajceb-9143	240	4	a	a	DET
ajceb-9143	240	5	coefficient	coefficient	NOUN
ajceb-9143	240	6	of	of	ADP
ajceb-9143	240	7	-0.0149	-0.0149	NOUN
ajceb-9143	240	8	and	and	CCONJ
ajceb-9143	240	9	a	a	DET
ajceb-9143	240	10	significant	significant	ADJ
ajceb-9143	240	11	p	p	NOUN
ajceb-9143	240	12	-	-	PUNCT
ajceb-9143	240	13	value	value	NOUN
ajceb-9143	240	14	of	of	ADP
ajceb-9143	240	15	0.0000	0.0000	NUM
ajceb-9143	240	16	,	,	PUNCT
ajceb-9143	240	17	indicates	indicate	VERB
ajceb-9143	240	18	that	that	SCONJ
ajceb-9143	240	19	higher	high	ADJ
ajceb-9143	240	20	levels	level	NOUN
ajceb-9143	240	21	of	of	ADP
ajceb-9143	240	22	precipitation	precipitation	NOUN
ajceb-9143	240	23	are	be	AUX
ajceb-9143	240	24	associated	associate	VERB
ajceb-9143	240	25	with	with	ADP
ajceb-9143	240	26	reduced	reduced	ADJ
ajceb-9143	240	27	longitudinal	longitudinal	ADJ
ajceb-9143	240	28	cracking	cracking	NOUN
ajceb-9143	240	29	.	.	PUNCT
ajceb-9143	241	1	similarly	similarly	ADV
ajceb-9143	241	2	,	,	PUNCT
ajceb-9143	241	3	the	the	DET
ajceb-9143	241	4	freeze	freeze	NOUN
ajceb-9143	241	5	index	index	NOUN
ajceb-9143	241	6	has	have	VERB
ajceb-9143	241	7	a	a	DET
ajceb-9143	241	8	negative	negative	ADJ
ajceb-9143	241	9	coefficient	coefficient	NOUN
ajceb-9143	241	10	(	(	PUNCT
ajceb-9143	241	11	-0.0166	-0.0166	PROPN
ajceb-9143	241	12	)	)	PUNCT
ajceb-9143	241	13	and	and	CCONJ
ajceb-9143	241	14	is	be	AUX
ajceb-9143	241	15	statistically	statistically	ADV
ajceb-9143	241	16	significant	significant	ADJ
ajceb-9143	241	17	(	(	PUNCT
ajceb-9143	241	18	p	p	NOUN
ajceb-9143	241	19	-	-	PUNCT
ajceb-9143	241	20	value	value	NOUN
ajceb-9143	241	21	of	of	ADP
ajceb-9143	241	22	0.0380	0.0380	NUM
ajceb-9143	241	23	)	)	PUNCT
ajceb-9143	241	24	,	,	PUNCT
ajceb-9143	241	25	suggesting	suggest	VERB
ajceb-9143	241	26	that	that	SCONJ
ajceb-9143	241	27	regions	region	NOUN
ajceb-9143	241	28	with	with	ADP
ajceb-9143	241	29	more	more	ADJ
ajceb-9143	241	30	freeze	freeze	ADJ
ajceb-9143	241	31	-	-	PUNCT
ajceb-9143	241	32	thaw	thaw	NOUN
ajceb-9143	241	33	cycles	cycle	NOUN
ajceb-9143	241	34	experience	experience	VERB
ajceb-9143	241	35	less	less	ADV
ajceb-9143	241	36	cracking	crack	VERB
ajceb-9143	241	37	potentially	potentially	ADV
ajceb-9143	241	38	due	due	ADJ
ajceb-9143	241	39	to	to	ADP
ajceb-9143	241	40	enhanced	enhanced	ADJ
ajceb-9143	241	41	design	design	NOUN
ajceb-9143	241	42	considerations	consideration	NOUN
ajceb-9143	241	43	in	in	ADP
ajceb-9143	241	44	these	these	DET
ajceb-9143	241	45	areas	area	NOUN
ajceb-9143	241	46	.	.	PUNCT
ajceb-9143	242	1	the	the	DET
ajceb-9143	242	2	analysis	analysis	NOUN
ajceb-9143	242	3	also	also	ADV
ajceb-9143	242	4	highlights	highlight	VERB
ajceb-9143	242	5	that	that	SCONJ
ajceb-9143	242	6	traffic	traffic	NOUN
ajceb-9143	242	7	-	-	PUNCT
ajceb-9143	242	8	related	relate	VERB
ajceb-9143	242	9	factors	factor	NOUN
ajceb-9143	242	10	such	such	ADJ
ajceb-9143	242	11	as	as	ADP
ajceb-9143	242	12	aadt	aadt	NOUN
ajceb-9143	242	13	and	and	CCONJ
ajceb-9143	242	14	aadtt	aadtt	NOUN
ajceb-9143	242	15	are	be	AUX
ajceb-9143	242	16	significant	significant	ADJ
ajceb-9143	242	17	predictors	predictor	NOUN
ajceb-9143	242	18	.	.	PUNCT
ajceb-9143	243	1	aadt	aadt	PROPN
ajceb-9143	243	2	has	have	VERB
ajceb-9143	243	3	a	a	DET
ajceb-9143	243	4	negative	negative	ADJ
ajceb-9143	243	5	coefficient	coefficient	NOUN
ajceb-9143	243	6	(	(	PUNCT
ajceb-9143	243	7	-0.0006	-0.0006	NOUN
ajceb-9143	243	8	)	)	PUNCT
ajceb-9143	243	9	with	with	ADP
ajceb-9143	243	10	a	a	DET
ajceb-9143	243	11	p	p	NOUN
ajceb-9143	243	12	-	-	PUNCT
ajceb-9143	243	13	value	value	NOUN
ajceb-9143	243	14	of	of	ADP
ajceb-9143	243	15	0.0050	0.0050	NUM
ajceb-9143	243	16	,	,	PUNCT
ajceb-9143	243	17	while	while	SCONJ
ajceb-9143	243	18	aadtt	aadtt	NOUN
ajceb-9143	243	19	shows	show	VERB
ajceb-9143	243	20	a	a	DET
ajceb-9143	243	21	positive	positive	ADJ
ajceb-9143	243	22	coefficient	coefficient	NOUN
ajceb-9143	243	23	(	(	PUNCT
ajceb-9143	243	24	0.0073	0.0073	NUM
ajceb-9143	243	25	)	)	PUNCT
ajceb-9143	243	26	with	with	ADP
ajceb-9143	243	27	a	a	DET
ajceb-9143	243	28	p	p	NOUN
ajceb-9143	243	29	-	-	PUNCT
ajceb-9143	243	30	value	value	NOUN
ajceb-9143	243	31	of	of	ADP
ajceb-9143	243	32	0.0040	0.0040	NUM
ajceb-9143	243	33	,	,	PUNCT
ajceb-9143	243	34	indicating	indicate	VERB
ajceb-9143	243	35	their	their	PRON
ajceb-9143	243	36	respective	respective	ADJ
ajceb-9143	243	37	impacts	impact	NOUN
ajceb-9143	243	38	on	on	ADP
ajceb-9143	243	39	longitudinal	longitudinal	ADJ
ajceb-9143	243	40	cracking	cracking	NOUN
ajceb-9143	243	41	.	.	PUNCT
ajceb-9143	244	1	the	the	DET
ajceb-9143	244	2	initial	initial	ADJ
ajceb-9143	244	3	iri	iri	NOUN
ajceb-9143	244	4	is	be	AUX
ajceb-9143	244	5	another	another	DET
ajceb-9143	244	6	significant	significant	ADJ
ajceb-9143	244	7	predictor	predictor	NOUN
ajceb-9143	244	8	,	,	PUNCT
ajceb-9143	244	9	with	with	ADP
ajceb-9143	244	10	a	a	DET
ajceb-9143	244	11	negative	negative	ADJ
ajceb-9143	244	12	coefficient	coefficient	NOUN
ajceb-9143	244	13	(	(	PUNCT
ajceb-9143	244	14	-6.8500	-6.8500	ADJ
ajceb-9143	244	15	)	)	PUNCT
ajceb-9143	244	16	and	and	CCONJ
ajceb-9143	244	17	a	a	DET
ajceb-9143	244	18	p	p	NOUN
ajceb-9143	244	19	-	-	PUNCT
ajceb-9143	244	20	value	value	NOUN
ajceb-9143	244	21	of	of	ADP
ajceb-9143	244	22	0.0440	0.0440	NUM
ajceb-9143	244	23	,	,	PUNCT
ajceb-9143	244	24	suggesting	suggest	VERB
ajceb-9143	244	25	that	that	SCONJ
ajceb-9143	244	26	pavements	pavement	NOUN
ajceb-9143	244	27	with	with	ADP
ajceb-9143	244	28	higher	high	ADJ
ajceb-9143	244	29	initial	initial	ADJ
ajceb-9143	244	30	roughness	roughness	NOUN
ajceb-9143	244	31	are	be	AUX
ajceb-9143	244	32	more	more	ADV
ajceb-9143	244	33	prone	prone	ADJ
ajceb-9143	244	34	to	to	ADP
ajceb-9143	244	35	cracking	crack	VERB
ajceb-9143	244	36	.	.	PUNCT
ajceb-9143	245	1	other	other	ADJ
ajceb-9143	245	2	factors	factor	NOUN
ajceb-9143	245	3	,	,	PUNCT
ajceb-9143	245	4	such	such	ADJ
ajceb-9143	245	5	as	as	ADP
ajceb-9143	245	6	temperature	temperature	NOUN
ajceb-9143	245	7	,	,	PUNCT
ajceb-9143	245	8	minimum	minimum	ADJ
ajceb-9143	245	9	and	and	CCONJ
ajceb-9143	245	10	maximum	maximum	ADJ
ajceb-9143	245	11	humidity	humidity	NOUN
ajceb-9143	245	12	,	,	PUNCT
ajceb-9143	245	13	and	and	CCONJ
ajceb-9143	245	14	kesal	kesal	PROPN
ajceb-9143	245	15	,	,	PUNCT
ajceb-9143	245	16	do	do	AUX
ajceb-9143	245	17	not	not	PART
ajceb-9143	245	18	show	show	VERB
ajceb-9143	245	19	statistically	statistically	ADV
ajceb-9143	245	20	significant	significant	ADJ
ajceb-9143	245	21	contributions	contribution	NOUN
ajceb-9143	245	22	to	to	ADP
ajceb-9143	245	23	the	the	DET
ajceb-9143	245	24	model	model	NOUN
ajceb-9143	245	25	,	,	PUNCT
ajceb-9143	245	26	as	as	SCONJ
ajceb-9143	245	27	indicated	indicate	VERB
ajceb-9143	245	28	by	by	ADP
ajceb-9143	245	29	their	their	PRON
ajceb-9143	245	30	higher	high	ADJ
ajceb-9143	245	31	p	p	NOUN
ajceb-9143	245	32	-	-	PUNCT
ajceb-9143	245	33	values	value	NOUN
ajceb-9143	245	34	.	.	PUNCT
ajceb-9143	246	1	the	the	DET
ajceb-9143	246	2	vif	vif	NOUN
ajceb-9143	246	3	values	value	NOUN
ajceb-9143	246	4	for	for	ADP
ajceb-9143	246	5	all	all	DET
ajceb-9143	246	6	predictors	predictor	NOUN
ajceb-9143	246	7	are	be	AUX
ajceb-9143	246	8	within	within	ADP
ajceb-9143	246	9	acceptable	acceptable	ADJ
ajceb-9143	246	10	ranges	range	NOUN
ajceb-9143	246	11	,	,	PUNCT
ajceb-9143	246	12	indicating	indicate	VERB
ajceb-9143	246	13	that	that	SCONJ
ajceb-9143	246	14	multicollinearity	multicollinearity	NOUN
ajceb-9143	246	15	is	be	AUX
ajceb-9143	246	16	not	not	PART
ajceb-9143	246	17	a	a	DET
ajceb-9143	246	18	significant	significant	ADJ
ajceb-9143	246	19	concern	concern	NOUN
ajceb-9143	246	20	in	in	ADP
ajceb-9143	246	21	this	this	DET
ajceb-9143	246	22	regression	regression	NOUN
ajceb-9143	246	23	model	model	NOUN
ajceb-9143	246	24	.	.	PUNCT
ajceb-9143	247	1	the	the	DET
ajceb-9143	247	2	analysis	analysis	NOUN
ajceb-9143	247	3	of	of	ADP
ajceb-9143	247	4	variance	variance	NOUN
ajceb-9143	247	5	results	result	NOUN
ajceb-9143	247	6	in	in	ADP
ajceb-9143	247	7	table	table	NOUN
ajceb-9143	247	8	6	6	NUM
ajceb-9143	247	9	offer	offer	VERB
ajceb-9143	247	10	a	a	DET
ajceb-9143	247	11	detailed	detailed	ADJ
ajceb-9143	247	12	evaluation	evaluation	NOUN
ajceb-9143	247	13	of	of	ADP
ajceb-9143	247	14	the	the	DET
ajceb-9143	247	15	statistical	statistical	ADJ
ajceb-9143	247	16	importance	importance	NOUN
ajceb-9143	247	17	of	of	ADP
ajceb-9143	247	18	each	each	DET
ajceb-9143	247	19	predictor	predictor	NOUN
ajceb-9143	247	20	in	in	ADP
ajceb-9143	247	21	the	the	DET
ajceb-9143	247	22	regression	regression	NOUN
ajceb-9143	247	23	model	model	NOUN
ajceb-9143	247	24	for	for	ADP
ajceb-9143	247	25	longitudinal	longitudinal	ADJ
ajceb-9143	247	26	cracking	cracking	NOUN
ajceb-9143	247	27	.	.	PUNCT
ajceb-9143	248	1	anova	anova	PROPN
ajceb-9143	248	2	is	be	AUX
ajceb-9143	248	3	utilized	utilize	VERB
ajceb-9143	248	4	to	to	PART
ajceb-9143	248	5	determine	determine	VERB
ajceb-9143	248	6	the	the	DET
ajceb-9143	248	7	significance	significance	NOUN
ajceb-9143	248	8	of	of	ADP
ajceb-9143	248	9	the	the	DET
ajceb-9143	248	10	regression	regression	NOUN
ajceb-9143	248	11	model	model	NOUN
ajceb-9143	248	12	as	as	ADP
ajceb-9143	248	13	a	a	DET
ajceb-9143	248	14	whole	whole	NOUN
ajceb-9143	248	15	and	and	CCONJ
ajceb-9143	248	16	to	to	PART
ajceb-9143	248	17	identify	identify	VERB
ajceb-9143	248	18	which	which	PRON
ajceb-9143	248	19	specific	specific	ADJ
ajceb-9143	248	20	variables	variable	NOUN
ajceb-9143	248	21	make	make	VERB
ajceb-9143	248	22	a	a	DET
ajceb-9143	248	23	meaningful	meaningful	ADJ
ajceb-9143	248	24	contribution	contribution	NOUN
ajceb-9143	248	25	to	to	ADP
ajceb-9143	248	26	the	the	DET
ajceb-9143	248	27	prediction	prediction	NOUN
ajceb-9143	248	28	of	of	ADP
ajceb-9143	248	29	longitudinal	longitudinal	ADJ
ajceb-9143	248	30	cracking	cracking	NOUN
ajceb-9143	248	31	.	.	PUNCT
ajceb-9143	249	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	249	2	construction	construction	NOUN
ajceb-9143	249	3	economics	economic	NOUN
ajceb-9143	249	4	and	and	CCONJ
ajceb-9143	249	5	building	building	NOUN
ajceb-9143	249	6	,	,	PUNCT
ajceb-9143	249	7	vol	vol	NOUN
ajceb-9143	249	8	.	.	PROPN
ajceb-9143	250	1	25	25	NUM
ajceb-9143	250	2	,	,	PUNCT
ajceb-9143	250	3	no	no	INTJ
ajceb-9143	250	4	.	.	NOUN
ajceb-9143	250	5	1	1	NUM
ajceb-9143	250	6	march	march	PROPN
ajceb-9143	250	7	2025156	2025156	NUM
ajceb-9143	250	8	the	the	DET
ajceb-9143	250	9	collective	collective	ADJ
ajceb-9143	250	10	model	model	NOUN
ajceb-9143	250	11	shows	show	VERB
ajceb-9143	250	12	a	a	DET
ajceb-9143	250	13	notable	notable	ADJ
ajceb-9143	250	14	f	f	NOUN
ajceb-9143	250	15	-	-	PUNCT
ajceb-9143	250	16	value	value	NOUN
ajceb-9143	250	17	of	of	ADP
ajceb-9143	250	18	8.36	8.36	NUM
ajceb-9143	250	19	and	and	CCONJ
ajceb-9143	250	20	a	a	DET
ajceb-9143	250	21	corresponding	corresponding	ADJ
ajceb-9143	250	22	p	p	NOUN
ajceb-9143	250	23	-	-	PUNCT
ajceb-9143	250	24	value	value	NOUN
ajceb-9143	250	25	of	of	ADP
ajceb-9143	250	26	0.000	0.000	NUM
ajceb-9143	250	27	,	,	PUNCT
ajceb-9143	250	28	indicating	indicate	VERB
ajceb-9143	250	29	that	that	SCONJ
ajceb-9143	250	30	the	the	DET
ajceb-9143	250	31	regression	regression	NOUN
ajceb-9143	250	32	model	model	NOUN
ajceb-9143	250	33	significantly	significantly	ADV
ajceb-9143	250	34	explains	explain	VERB
ajceb-9143	250	35	the	the	DET
ajceb-9143	250	36	variability	variability	NOUN
ajceb-9143	250	37	in	in	ADP
ajceb-9143	250	38	longitudinal	longitudinal	ADJ
ajceb-9143	250	39	cracking	cracking	NOUN
ajceb-9143	250	40	.	.	PUNCT
ajceb-9143	251	1	this	this	PRON
ajceb-9143	251	2	suggests	suggest	VERB
ajceb-9143	251	3	that	that	SCONJ
ajceb-9143	251	4	at	at	ADV
ajceb-9143	251	5	least	least	ADV
ajceb-9143	251	6	one	one	NUM
ajceb-9143	251	7	predictor	predictor	NOUN
ajceb-9143	251	8	variable	variable	NOUN
ajceb-9143	251	9	has	have	VERB
ajceb-9143	251	10	a	a	DET
ajceb-9143	251	11	significant	significant	ADJ
ajceb-9143	251	12	impact	impact	NOUN
ajceb-9143	251	13	on	on	ADP
ajceb-9143	251	14	longitudinal	longitudinal	ADJ
ajceb-9143	251	15	cracking	cracking	NOUN
ajceb-9143	251	16	.	.	PUNCT
ajceb-9143	252	1	breaking	break	VERB
ajceb-9143	252	2	down	down	ADP
ajceb-9143	252	3	the	the	DET
ajceb-9143	252	4	contributions	contribution	NOUN
ajceb-9143	252	5	of	of	ADP
ajceb-9143	252	6	individual	individual	ADJ
ajceb-9143	252	7	predictors	predictor	NOUN
ajceb-9143	252	8	,	,	PUNCT
ajceb-9143	252	9	we	we	PRON
ajceb-9143	252	10	find	find	VERB
ajceb-9143	252	11	that	that	SCONJ
ajceb-9143	252	12	several	several	ADJ
ajceb-9143	252	13	variables	variable	NOUN
ajceb-9143	252	14	significantly	significantly	ADV
ajceb-9143	252	15	contribute	contribute	VERB
ajceb-9143	252	16	to	to	ADP
ajceb-9143	252	17	the	the	DET
ajceb-9143	252	18	model	model	NOUN
ajceb-9143	252	19	:	:	PUNCT
ajceb-9143	252	20	•	•	NUM
ajceb-9143	252	21	age	age	NOUN
ajceb-9143	252	22	(	(	PUNCT
ajceb-9143	252	23	f	f	NOUN
ajceb-9143	252	24	=	=	SYM
ajceb-9143	252	25	5.82	5.82	NUM
ajceb-9143	252	26	,	,	PUNCT
ajceb-9143	252	27	p	p	X
ajceb-9143	252	28	=	=	NOUN
ajceb-9143	252	29	0.016	0.016	NUM
ajceb-9143	252	30	):	):	PUNCT
ajceb-9143	252	31	older	old	ADJ
ajceb-9143	252	32	pavement	pavement	NOUN
ajceb-9143	252	33	sections	section	NOUN
ajceb-9143	252	34	tend	tend	VERB
ajceb-9143	252	35	to	to	PART
ajceb-9143	252	36	have	have	VERB
ajceb-9143	252	37	higher	high	ADJ
ajceb-9143	252	38	levels	level	NOUN
ajceb-9143	252	39	of	of	ADP
ajceb-9143	252	40	longitudinal	longitudinal	ADJ
ajceb-9143	252	41	cracking	cracking	NOUN
ajceb-9143	252	42	.	.	PUNCT
ajceb-9143	253	1	•	•	NUM
ajceb-9143	253	2	l2	l2	NOUN
ajceb-9143	253	3	thickness	thickness	NOUN
ajceb-9143	253	4	(	(	PUNCT
ajceb-9143	253	5	f	f	NOUN
ajceb-9143	253	6	=	=	SYM
ajceb-9143	253	7	5.17	5.17	NUM
ajceb-9143	253	8	,	,	PUNCT
ajceb-9143	253	9	p	p	X
ajceb-9143	253	10	=	=	NOUN
ajceb-9143	253	11	0.024	0.024	NUM
ajceb-9143	253	12	):	):	PUNCT
ajceb-9143	253	13	the	the	DET
ajceb-9143	253	14	thickness	thickness	NOUN
ajceb-9143	253	15	of	of	ADP
ajceb-9143	253	16	the	the	DET
ajceb-9143	253	17	second	second	ADJ
ajceb-9143	253	18	layer	layer	NOUN
ajceb-9143	253	19	is	be	AUX
ajceb-9143	253	20	positively	positively	ADV
ajceb-9143	253	21	associated	associate	VERB
ajceb-9143	253	22	with	with	ADP
ajceb-9143	253	23	cracking	cracking	NOUN
ajceb-9143	253	24	.	.	PUNCT
ajceb-9143	254	1	•	•	NUM
ajceb-9143	254	2	l3	l3	PROPN
ajceb-9143	254	3	thickness	thickness	NOUN
ajceb-9143	254	4	(	(	PUNCT
ajceb-9143	254	5	f	f	PROPN
ajceb-9143	254	6	=	=	SYM
ajceb-9143	254	7	25.37	25.37	NUM
ajceb-9143	254	8	,	,	PUNCT
ajceb-9143	254	9	p	p	X
ajceb-9143	254	10	=	=	NOUN
ajceb-9143	254	11	0.000	0.000	NUM
ajceb-9143	254	12	)	)	PUNCT
ajceb-9143	254	13	and	and	CCONJ
ajceb-9143	254	14	l4	l4	PROPN
ajceb-9143	254	15	thickness	thickness	NOUN
ajceb-9143	254	16	(	(	PUNCT
ajceb-9143	254	17	f	f	NOUN
ajceb-9143	254	18	=	=	SYM
ajceb-9143	254	19	10.03	10.03	NUM
ajceb-9143	254	20	,	,	PUNCT
ajceb-9143	254	21	p	p	X
ajceb-9143	254	22	=	=	NOUN
ajceb-9143	254	23	0.002	0.002	NUM
ajceb-9143	254	24	):	):	PUNCT
ajceb-9143	254	25	thicker	thick	ADJ
ajceb-9143	254	26	third	third	ADJ
ajceb-9143	254	27	and	and	CCONJ
ajceb-9143	254	28	fourth	fourth	ADJ
ajceb-9143	254	29	layers	layer	NOUN
ajceb-9143	254	30	are	be	AUX
ajceb-9143	254	31	associated	associate	VERB
ajceb-9143	254	32	with	with	ADP
ajceb-9143	254	33	reduced	reduce	VERB
ajceb-9143	254	34	cracking	cracking	NOUN
ajceb-9143	254	35	.	.	PUNCT
ajceb-9143	255	1	•	•	NUM
ajceb-9143	255	2	precipitation	precipitation	NOUN
ajceb-9143	255	3	(	(	PUNCT
ajceb-9143	255	4	f	f	NOUN
ajceb-9143	255	5	=	=	SYM
ajceb-9143	255	6	12.95	12.95	NUM
ajceb-9143	255	7	,	,	PUNCT
ajceb-9143	255	8	p	p	X
ajceb-9143	255	9	=	=	NOUN
ajceb-9143	255	10	0.000	0.000	NUM
ajceb-9143	255	11	):	):	PUNCT
ajceb-9143	255	12	higher	high	ADJ
ajceb-9143	255	13	precipitation	precipitation	NOUN
ajceb-9143	255	14	levels	level	NOUN
ajceb-9143	255	15	are	be	AUX
ajceb-9143	255	16	linked	link	VERB
ajceb-9143	255	17	to	to	ADP
ajceb-9143	255	18	lower	low	ADJ
ajceb-9143	255	19	cracking	cracking	NOUN
ajceb-9143	255	20	levels	level	NOUN
ajceb-9143	255	21	possibly	possibly	ADV
ajceb-9143	255	22	due	due	ADJ
ajceb-9143	255	23	to	to	ADP
ajceb-9143	255	24	moisture	moisture	VERB
ajceb-9143	255	25	’s	’s	PART
ajceb-9143	255	26	impact	impact	NOUN
ajceb-9143	255	27	on	on	ADP
ajceb-9143	255	28	pavement	pavement	NOUN
ajceb-9143	255	29	conditions	condition	NOUN
ajceb-9143	255	30	.	.	PUNCT
ajceb-9143	256	1	•	•	NUM
ajceb-9143	256	2	freeze	freeze	NOUN
ajceb-9143	256	3	index	index	NOUN
ajceb-9143	256	4	(	(	PUNCT
ajceb-9143	256	5	f	f	NOUN
ajceb-9143	256	6	=	=	SYM
ajceb-9143	256	7	4.32	4.32	NUM
ajceb-9143	256	8	,	,	PUNCT
ajceb-9143	256	9	p	p	X
ajceb-9143	256	10	=	=	NOUN
ajceb-9143	256	11	0.038	0.038	NUM
ajceb-9143	256	12	):	):	PUNCT
ajceb-9143	256	13	areas	area	NOUN
ajceb-9143	256	14	with	with	ADP
ajceb-9143	256	15	more	more	ADJ
ajceb-9143	256	16	freeze	freeze	ADJ
ajceb-9143	256	17	-	-	PUNCT
ajceb-9143	256	18	thaw	thaw	NOUN
ajceb-9143	256	19	cycles	cycle	NOUN
ajceb-9143	256	20	show	show	VERB
ajceb-9143	256	21	more	more	ADJ
ajceb-9143	256	22	longitudinal	longitudinal	ADJ
ajceb-9143	256	23	cracking	cracking	NOUN
ajceb-9143	256	24	.	.	PUNCT
ajceb-9143	257	1	•	•	NUM
ajceb-9143	257	2	aadt	aadt	NOUN
ajceb-9143	257	3	(	(	PUNCT
ajceb-9143	257	4	f	f	X
ajceb-9143	257	5	=	=	SYM
ajceb-9143	257	6	7.99	7.99	NUM
ajceb-9143	257	7	,	,	PUNCT
ajceb-9143	257	8	p	p	NOUN
ajceb-9143	257	9	=	=	NOUN
ajceb-9143	257	10	0.005	0.005	NUM
ajceb-9143	257	11	)	)	PUNCT
ajceb-9143	257	12	and	and	CCONJ
ajceb-9143	257	13	aadtt	aadtt	NOUN
ajceb-9143	257	14	(	(	PUNCT
ajceb-9143	257	15	f	f	PROPN
ajceb-9143	257	16	=	=	SYM
ajceb-9143	257	17	8.57	8.57	NUM
ajceb-9143	257	18	,	,	PUNCT
ajceb-9143	257	19	p	p	X
ajceb-9143	257	20	=	=	NOUN
ajceb-9143	257	21	0.004	0.004	NUM
ajceb-9143	257	22	):	):	PUNCT
ajceb-9143	257	23	higher	high	ADJ
ajceb-9143	257	24	traffic	traffic	NOUN
ajceb-9143	257	25	volumes	volume	NOUN
ajceb-9143	257	26	and	and	CCONJ
ajceb-9143	257	27	truck	truck	NOUN
ajceb-9143	257	28	traffic	traffic	NOUN
ajceb-9143	257	29	are	be	AUX
ajceb-9143	257	30	significant	significant	ADJ
ajceb-9143	257	31	predictors	predictor	NOUN
ajceb-9143	257	32	of	of	ADP
ajceb-9143	257	33	cracking	crack	VERB
ajceb-9143	257	34	.	.	PUNCT
ajceb-9143	258	1	•	•	NUM
ajceb-9143	258	2	initial	initial	ADJ
ajceb-9143	258	3	iri	iri	NOUN
ajceb-9143	258	4	(	(	PUNCT
ajceb-9143	258	5	f	f	PROPN
ajceb-9143	258	6	=	=	SYM
ajceb-9143	258	7	4.09	4.09	NUM
ajceb-9143	258	8	,	,	PUNCT
ajceb-9143	258	9	p	p	X
ajceb-9143	258	10	=	=	NOUN
ajceb-9143	258	11	0.044	0.044	NUM
ajceb-9143	258	12	):	):	PUNCT
ajceb-9143	258	13	pavements	pavement	NOUN
ajceb-9143	258	14	with	with	ADP
ajceb-9143	258	15	higher	high	ADJ
ajceb-9143	258	16	initial	initial	ADJ
ajceb-9143	258	17	roughness	roughness	NOUN
ajceb-9143	258	18	index	index	NOUN
ajceb-9143	258	19	values	value	NOUN
ajceb-9143	258	20	exhibit	exhibit	VERB
ajceb-9143	258	21	more	more	ADJ
ajceb-9143	258	22	cracking	cracking	NOUN
ajceb-9143	258	23	.	.	PUNCT
ajceb-9143	259	1	however	however	ADV
ajceb-9143	259	2	,	,	PUNCT
ajceb-9143	259	3	some	some	DET
ajceb-9143	259	4	predictors	predictor	NOUN
ajceb-9143	259	5	,	,	PUNCT
ajceb-9143	259	6	such	such	ADJ
ajceb-9143	259	7	as	as	ADP
ajceb-9143	259	8	number	number	NOUN
ajceb-9143	259	9	of	of	ADP
ajceb-9143	259	10	lanes	lane	NOUN
ajceb-9143	259	11	,	,	PUNCT
ajceb-9143	259	12	temperature	temperature	NOUN
ajceb-9143	259	13	,	,	PUNCT
ajceb-9143	259	14	min	min	PROPN
ajceb-9143	259	15	.	.	PROPN
ajceb-9143	259	16	humidity	humidity	PROPN
ajceb-9143	259	17	,	,	PUNCT
ajceb-9143	259	18	max	max	PROPN
ajceb-9143	259	19	.	.	PROPN
ajceb-9143	259	20	humidity	humidity	NOUN
ajceb-9143	259	21	,	,	PUNCT
ajceb-9143	259	22	and	and	CCONJ
ajceb-9143	259	23	kesal	kesal	PROPN
ajceb-9143	259	24	,	,	PUNCT
ajceb-9143	259	25	do	do	AUX
ajceb-9143	259	26	not	not	PART
ajceb-9143	259	27	show	show	VERB
ajceb-9143	259	28	statistically	statistically	ADV
ajceb-9143	259	29	significant	significant	ADJ
ajceb-9143	259	30	contributions	contribution	NOUN
ajceb-9143	259	31	based	base	VERB
ajceb-9143	259	32	on	on	ADP
ajceb-9143	259	33	their	their	PRON
ajceb-9143	259	34	p	p	NOUN
ajceb-9143	259	35	-	-	PUNCT
ajceb-9143	259	36	values	value	NOUN
ajceb-9143	259	37	.	.	PUNCT
ajceb-9143	260	1	table	table	NOUN
ajceb-9143	260	2	5	5	NUM
ajceb-9143	260	3	.	.	PUNCT
ajceb-9143	260	4	coefficients	coefficient	NOUN
ajceb-9143	260	5	values	value	NOUN
ajceb-9143	260	6	.	.	PUNCT
ajceb-9143	261	1	term	term	NOUN
ajceb-9143	261	2	coefficient	coefficient	PROPN
ajceb-9143	261	3	se	se	PROPN
ajceb-9143	261	4	coefficient	coefficient	PROPN
ajceb-9143	261	5	t	t	NOUN
ajceb-9143	261	6	-	-	PUNCT
ajceb-9143	261	7	value	value	NOUN
ajceb-9143	261	8	p	p	NOUN
ajceb-9143	261	9	-	-	PUNCT
ajceb-9143	261	10	value	value	NOUN
ajceb-9143	261	11	vif	vif	NOUN
ajceb-9143	261	12	constant	constant	ADJ
ajceb-9143	261	13	94.0000	94.0000	NUM
ajceb-9143	261	14	32.7000	32.7000	NUM
ajceb-9143	261	15	2.8700	2.8700	NUM
ajceb-9143	261	16	0.0040	0.0040	NUM
ajceb-9143	261	17	age	age	NOUN
ajceb-9143	261	18	0.2990	0.2990	NUM
ajceb-9143	261	19	0.1240	0.1240	NUM
ajceb-9143	261	20	2.4100	2.4100	NUM
ajceb-9143	261	21	0.0160	0.0160	NUM
ajceb-9143	261	22	1.2800	1.2800	NUM
ajceb-9143	261	23	number	number	NOUN
ajceb-9143	261	24	of	of	ADP
ajceb-9143	261	25	lanes	lane	NOUN
ajceb-9143	261	26	1.6900	1.6900	NUM
ajceb-9143	261	27	2.7900	2.7900	NUM
ajceb-9143	261	28	0.6000	0.6000	NUM
ajceb-9143	261	29	0.5470	0.5470	NUM
ajceb-9143	261	30	1.6700	1.6700	NUM
ajceb-9143	261	31	l2	l2	NOUN
ajceb-9143	261	32	thickness	thickness	NOUN
ajceb-9143	261	33	0.0506	0.0506	NUM
ajceb-9143	262	1	0.0223	0.0223	NUM
ajceb-9143	262	2	2.2700	2.2700	NUM
ajceb-9143	262	3	0.0240	0.0240	NUM
ajceb-9143	262	4	1.9000	1.9000	NUM
ajceb-9143	262	5	l3	l3	NOUN
ajceb-9143	262	6	thickness	thickness	NOUN
ajceb-9143	262	7	-0.2000	-0.2000	PROPN
ajceb-9143	262	8	0.0397	0.0397	NUM
ajceb-9143	262	9	-5.0400	-5.0400	NOUN
ajceb-9143	263	1	0.0000	0.0000	NUM
ajceb-9143	263	2	6.8500	6.8500	NUM
ajceb-9143	263	3	l4	l4	PROPN
ajceb-9143	263	4	thickness	thickness	NOUN
ajceb-9143	263	5	-0.0875	-0.0875	VERB
ajceb-9143	263	6	0.0276	0.0276	NUM
ajceb-9143	263	7	-3.1700	-3.1700	NOUN
ajceb-9143	263	8	0.0020	0.0020	NUM
ajceb-9143	263	9	8.4700	8.4700	NUM
ajceb-9143	263	10	precipitation	precipitation	NOUN
ajceb-9143	263	11	-0.0149	-0.0149	NOUN
ajceb-9143	263	12	0.0041	0.0041	NUM
ajceb-9143	263	13	-3.6000	-3.6000	X
ajceb-9143	264	1	0.0000	0.0000	NUM
ajceb-9143	264	2	2.0600	2.0600	NUM
ajceb-9143	264	3	temperature	temperature	NOUN
ajceb-9143	264	4	-0.7930	-0.7930	NOUN
ajceb-9143	264	5	0.6110	0.6110	NUM
ajceb-9143	264	6	-1.3000	-1.3000	NOUN
ajceb-9143	265	1	0.1950	0.1950	NUM
ajceb-9143	265	2	4.2600	4.2600	NUM
ajceb-9143	265	3	freeze	freeze	NOUN
ajceb-9143	265	4	index	index	NOUN
ajceb-9143	265	5	-0.0166	-0.0166	VERB
ajceb-9143	265	6	0.0080	0.0080	NUM
ajceb-9143	265	7	-2.0800	-2.0800	NOUN
ajceb-9143	265	8	0.0380	0.0380	NUM
ajceb-9143	265	9	3.2600	3.2600	NUM
ajceb-9143	265	10	min	min	NOUN
ajceb-9143	265	11	.	.	PROPN
ajceb-9143	265	12	humidity	humidity	NOUN
ajceb-9143	265	13	0.3000	0.3000	NUM
ajceb-9143	265	14	0.2240	0.2240	NUM
ajceb-9143	266	1	1.3400	1.3400	NUM
ajceb-9143	266	2	0.1820	0.1820	NUM
ajceb-9143	266	3	1.9300	1.9300	NUM
ajceb-9143	266	4	max	max	NOUN
ajceb-9143	266	5	.	.	PUNCT
ajceb-9143	267	1	humidity	humidity	NOUN
ajceb-9143	267	2	-0.2670	-0.2670	NOUN
ajceb-9143	267	3	0.2300	0.2300	NUM
ajceb-9143	267	4	-1.1600	-1.1600	NUM
ajceb-9143	268	1	0.2460	0.2460	NUM
ajceb-9143	268	2	1.3200	1.3200	NUM
ajceb-9143	268	3	aadt	aadt	ADJ
ajceb-9143	268	4	-0.0006	-0.0006	NOUN
ajceb-9143	268	5	0.0002	0.0002	NUM
ajceb-9143	268	6	-2.8300	-2.8300	NOUN
ajceb-9143	268	7	0.0050	0.0050	NUM
ajceb-9143	268	8	1.8900	1.8900	NUM
ajceb-9143	268	9	aadtt	aadtt	NOUN
ajceb-9143	268	10	0.0073	0.0073	NUM
ajceb-9143	268	11	0.0025	0.0025	NUM
ajceb-9143	268	12	2.9300	2.9300	NUM
ajceb-9143	268	13	0.0040	0.0040	NUM
ajceb-9143	268	14	6.5400	6.5400	NUM
ajceb-9143	268	15	kesal	kesal	NOUN
ajceb-9143	268	16	-0.0008	-0.0008	NOUN
ajceb-9143	268	17	0.0040	0.0040	NUM
ajceb-9143	268	18	-0.2100	-0.2100	NOUN
ajceb-9143	269	1	0.8350	0.8350	NUM
ajceb-9143	269	2	6.0300	6.0300	NUM
ajceb-9143	269	3	initial	initial	ADJ
ajceb-9143	269	4	iri	iri	NOUN
ajceb-9143	269	5	-6.8500	-6.8500	NOUN
ajceb-9143	269	6	3.3900	3.3900	NUM
ajceb-9143	269	7	-2.0200	-2.0200	NOUN
ajceb-9143	269	8	0.0440	0.0440	NUM
ajceb-9143	269	9	1.4500	1.4500	NUM
ajceb-9143	269	10	alnaqbi	alnaqbi	ADJ
ajceb-9143	269	11	construction	construction	NOUN
ajceb-9143	269	12	economics	economic	NOUN
ajceb-9143	269	13	and	and	CCONJ
ajceb-9143	269	14	building	building	NOUN
ajceb-9143	269	15	,	,	PUNCT
ajceb-9143	269	16	vol	vol	NOUN
ajceb-9143	269	17	.	.	PROPN
ajceb-9143	269	18	25	25	NUM
ajceb-9143	269	19	,	,	PUNCT
ajceb-9143	269	20	no	no	INTJ
ajceb-9143	269	21	.	.	NOUN
ajceb-9143	269	22	1	1	NUM
ajceb-9143	269	23	march	march	PROPN
ajceb-9143	269	24	2025157	2025157	NUM
ajceb-9143	269	25	additionally	additionally	ADV
ajceb-9143	269	26	,	,	PUNCT
ajceb-9143	269	27	the	the	DET
ajceb-9143	269	28	lack	lack	NOUN
ajceb-9143	269	29	-	-	PUNCT
ajceb-9143	269	30	of	of	ADP
ajceb-9143	269	31	-	-	PUNCT
ajceb-9143	269	32	fit	fit	NOUN
ajceb-9143	269	33	test	test	NOUN
ajceb-9143	269	34	within	within	ADP
ajceb-9143	269	35	the	the	DET
ajceb-9143	269	36	error	error	NOUN
ajceb-9143	269	37	term	term	NOUN
ajceb-9143	269	38	has	have	VERB
ajceb-9143	269	39	a	a	DET
ajceb-9143	269	40	p	p	NOUN
ajceb-9143	269	41	-	-	PUNCT
ajceb-9143	269	42	value	value	NOUN
ajceb-9143	269	43	of	of	ADP
ajceb-9143	269	44	0.000	0.000	NUM
ajceb-9143	269	45	,	,	PUNCT
ajceb-9143	269	46	indicating	indicate	VERB
ajceb-9143	269	47	that	that	SCONJ
ajceb-9143	269	48	the	the	DET
ajceb-9143	269	49	model	model	NOUN
ajceb-9143	269	50	does	do	AUX
ajceb-9143	269	51	not	not	PART
ajceb-9143	269	52	fully	fully	ADV
ajceb-9143	269	53	capture	capture	VERB
ajceb-9143	269	54	all	all	DET
ajceb-9143	269	55	relevant	relevant	ADJ
ajceb-9143	269	56	features	feature	NOUN
ajceb-9143	269	57	.	.	PUNCT
ajceb-9143	270	1	this	this	PRON
ajceb-9143	270	2	suggests	suggest	VERB
ajceb-9143	270	3	the	the	DET
ajceb-9143	270	4	potential	potential	ADJ
ajceb-9143	270	5	need	need	NOUN
ajceb-9143	270	6	for	for	ADP
ajceb-9143	270	7	model	model	NOUN
ajceb-9143	270	8	refinement	refinement	NOUN
ajceb-9143	270	9	,	,	PUNCT
ajceb-9143	270	10	either	either	CCONJ
ajceb-9143	270	11	through	through	ADP
ajceb-9143	270	12	more	more	ADV
ajceb-9143	270	13	advanced	advanced	ADJ
ajceb-9143	270	14	modeling	modeling	NOUN
ajceb-9143	270	15	techniques	technique	NOUN
ajceb-9143	270	16	or	or	CCONJ
ajceb-9143	270	17	the	the	DET
ajceb-9143	270	18	inclusion	inclusion	NOUN
ajceb-9143	270	19	of	of	ADP
ajceb-9143	270	20	additional	additional	ADJ
ajceb-9143	270	21	variables	variable	NOUN
ajceb-9143	270	22	,	,	PUNCT
ajceb-9143	270	23	to	to	PART
ajceb-9143	270	24	enhance	enhance	VERB
ajceb-9143	270	25	the	the	DET
ajceb-9143	270	26	overall	overall	ADJ
ajceb-9143	270	27	model	model	NOUN
ajceb-9143	270	28	fit	fit	ADJ
ajceb-9143	270	29	and	and	CCONJ
ajceb-9143	270	30	predictive	predictive	ADJ
ajceb-9143	270	31	accuracy	accuracy	NOUN
ajceb-9143	270	32	.	.	PUNCT
ajceb-9143	271	1	table	table	NOUN
ajceb-9143	271	2	6	6	NUM
ajceb-9143	271	3	.	.	PUNCT
ajceb-9143	272	1	analysis	analysis	NOUN
ajceb-9143	272	2	of	of	ADP
ajceb-9143	272	3	variance	variance	NOUN
ajceb-9143	272	4	results	result	NOUN
ajceb-9143	272	5	.	.	PUNCT
ajceb-9143	273	1	source	source	NOUN
ajceb-9143	273	2	df	df	PROPN
ajceb-9143	273	3	adj	adj	PROPN
ajceb-9143	273	4	.	.	PROPN
ajceb-9143	273	5	ss	ss	PROPN
ajceb-9143	273	6	adj	adj	PROPN
ajceb-9143	273	7	.	.	PUNCT
ajceb-9143	274	1	ms	ms	PROPN
ajceb-9143	274	2	f	f	PROPN
ajceb-9143	274	3	-	-	PUNCT
ajceb-9143	274	4	value	value	NOUN
ajceb-9143	274	5	p	p	NOUN
ajceb-9143	274	6	-	-	PUNCT
ajceb-9143	274	7	value	value	NOUN
ajceb-9143	274	8	model	model	NOUN
ajceb-9143	274	9	(	(	PUNCT
ajceb-9143	274	10	regression	regression	NOUN
ajceb-9143	274	11	)	)	PUNCT
ajceb-9143	274	12	14	14	NUM
ajceb-9143	274	13	57783	57783	NUM
ajceb-9143	274	14	4127.3	4127.3	NUM
ajceb-9143	274	15	8.36	8.36	NUM
ajceb-9143	274	16	0	0	NUM
ajceb-9143	274	17	age	age	NOUN
ajceb-9143	274	18	1	1	NUM
ajceb-9143	274	19	2874	2874	NUM
ajceb-9143	274	20	2874.3	2874.3	NUM
ajceb-9143	274	21	5.82	5.82	NUM
ajceb-9143	274	22	0.016	0.016	NUM
ajceb-9143	274	23	number	number	NOUN
ajceb-9143	274	24	of	of	ADP
ajceb-9143	274	25	lanes	lane	NOUN
ajceb-9143	274	26	1	1	NUM
ajceb-9143	274	27	180	180	NUM
ajceb-9143	274	28	179.7	179.7	NUM
ajceb-9143	274	29	0.36	0.36	NUM
ajceb-9143	274	30	0.547	0.547	NUM
ajceb-9143	274	31	l2	l2	NOUN
ajceb-9143	274	32	thickness	thickness	NOUN
ajceb-9143	274	33	1	1	NUM
ajceb-9143	274	34	2552	2552	NUM
ajceb-9143	274	35	2552.3	2552.3	NUM
ajceb-9143	274	36	5.17	5.17	NUM
ajceb-9143	274	37	0.024	0.024	NUM
ajceb-9143	274	38	l3	l3	NOUN
ajceb-9143	274	39	thickness	thickness	NOUN
ajceb-9143	274	40	1	1	NUM
ajceb-9143	274	41	12522	12522	NUM
ajceb-9143	274	42	12521.6	12521.6	NUM
ajceb-9143	274	43	25.37	25.37	NUM
ajceb-9143	274	44	0	0	NUM
ajceb-9143	274	45	l4	l4	PROPN
ajceb-9143	274	46	thickness	thickness	NOUN
ajceb-9143	274	47	1	1	NUM
ajceb-9143	274	48	4950	4950	NUM
ajceb-9143	274	49	4949.5	4949.5	NUM
ajceb-9143	274	50	10.03	10.03	NUM
ajceb-9143	274	51	0.002	0.002	NUM
ajceb-9143	274	52	precipitation	precipitation	NOUN
ajceb-9143	274	53	1	1	NUM
ajceb-9143	274	54	6393	6393	NUM
ajceb-9143	274	55	6392.6	6392.6	NUM
ajceb-9143	274	56	12.95	12.95	NUM
ajceb-9143	274	57	0	0	NUM
ajceb-9143	274	58	temperature	temperature	NOUN
ajceb-9143	274	59	1	1	NUM
ajceb-9143	274	60	830	830	NUM
ajceb-9143	274	61	830.4	830.4	NUM
ajceb-9143	274	62	1.68	1.68	NUM
ajceb-9143	274	63	0.195	0.195	NUM
ajceb-9143	274	64	freeze	freeze	NOUN
ajceb-9143	274	65	index	index	NOUN
ajceb-9143	274	66	1	1	NUM
ajceb-9143	274	67	2132	2132	NUM
ajceb-9143	274	68	2132	2132	NUM
ajceb-9143	274	69	4.32	4.32	NUM
ajceb-9143	274	70	0.038	0.038	NUM
ajceb-9143	274	71	min	min	PROPN
ajceb-9143	274	72	.	.	PROPN
ajceb-9143	274	73	humidity	humidity	NOUN
ajceb-9143	274	74	1	1	NUM
ajceb-9143	274	75	882	882	NUM
ajceb-9143	274	76	881.5	881.5	NUM
ajceb-9143	274	77	1.79	1.79	NUM
ajceb-9143	274	78	0.182	0.182	NUM
ajceb-9143	274	79	max	max	PROPN
ajceb-9143	274	80	.	.	PUNCT
ajceb-9143	275	1	humidity	humidity	NOUN
ajceb-9143	275	2	1	1	NUM
ajceb-9143	275	3	667	667	NUM
ajceb-9143	275	4	667.2	667.2	NUM
ajceb-9143	275	5	1.35	1.35	NUM
ajceb-9143	275	6	0.246	0.246	NUM
ajceb-9143	275	7	aadt	aadt	NOUN
ajceb-9143	275	8	1	1	NUM
ajceb-9143	275	9	3944	3944	NUM
ajceb-9143	275	10	3944.1	3944.1	NUM
ajceb-9143	275	11	7.99	7.99	NUM
ajceb-9143	275	12	0.005	0.005	NUM
ajceb-9143	275	13	aadtt	aadtt	NOUN
ajceb-9143	275	14	1	1	NUM
ajceb-9143	275	15	4232	4232	NUM
ajceb-9143	275	16	4231.6	4231.6	NUM
ajceb-9143	275	17	8.57	8.57	NUM
ajceb-9143	275	18	0.004	0.004	NUM
ajceb-9143	275	19	kesal	kesal	NOUN
ajceb-9143	275	20	1	1	NUM
ajceb-9143	275	21	21	21	NUM
ajceb-9143	275	22	21.3	21.3	NUM
ajceb-9143	275	23	0.04	0.04	NUM
ajceb-9143	275	24	0.835	0.835	NUM
ajceb-9143	275	25	initial	initial	ADJ
ajceb-9143	275	26	iri	iri	NOUN
ajceb-9143	275	27	1	1	NUM
ajceb-9143	275	28	2017	2017	NUM
ajceb-9143	275	29	2017.2	2017.2	NUM
ajceb-9143	275	30	4.09	4.09	NUM
ajceb-9143	275	31	0.044	0.044	NUM
ajceb-9143	275	32	error	error	NOUN
ajceb-9143	275	33	380	380	NUM
ajceb-9143	275	34	187546	187546	NUM
ajceb-9143	275	35	493.5	493.5	NUM
ajceb-9143	275	36	lack	lack	NOUN
ajceb-9143	275	37	-	-	PUNCT
ajceb-9143	275	38	of	of	ADP
ajceb-9143	275	39	-	-	PUNCT
ajceb-9143	275	40	fit	fit	NOUN
ajceb-9143	275	41	347	347	NUM
ajceb-9143	275	42	187153	187153	NUM
ajceb-9143	275	43	539.3	539.3	NUM
ajceb-9143	275	44	45.3	45.3	NUM
ajceb-9143	275	45	0	0	NUM
ajceb-9143	275	46	pure	pure	ADJ
ajceb-9143	275	47	error	error	NOUN
ajceb-9143	275	48	33	33	NUM
ajceb-9143	275	49	393	393	NUM
ajceb-9143	275	50	11.9	11.9	NUM
ajceb-9143	275	51	total	total	NOUN
ajceb-9143	275	52	394	394	NUM
ajceb-9143	275	53	245329	245329	NUM
ajceb-9143	275	54	the	the	DET
ajceb-9143	275	55	residual	residual	ADJ
ajceb-9143	275	56	plots	plot	NOUN
ajceb-9143	275	57	for	for	ADP
ajceb-9143	275	58	longitudinal	longitudinal	ADJ
ajceb-9143	275	59	cracking	cracking	NOUN
ajceb-9143	275	60	are	be	AUX
ajceb-9143	275	61	presented	present	VERB
ajceb-9143	275	62	in	in	ADP
ajceb-9143	275	63	figure	figure	NOUN
ajceb-9143	275	64	3	3	NUM
ajceb-9143	275	65	,	,	PUNCT
ajceb-9143	275	66	providing	provide	VERB
ajceb-9143	275	67	valuable	valuable	ADJ
ajceb-9143	275	68	insights	insight	NOUN
ajceb-9143	275	69	into	into	ADP
ajceb-9143	275	70	the	the	DET
ajceb-9143	275	71	performance	performance	NOUN
ajceb-9143	275	72	and	and	CCONJ
ajceb-9143	275	73	assumptions	assumption	NOUN
ajceb-9143	275	74	of	of	ADP
ajceb-9143	275	75	the	the	DET
ajceb-9143	275	76	regression	regression	NOUN
ajceb-9143	275	77	model	model	NOUN
ajceb-9143	275	78	.	.	PUNCT
ajceb-9143	276	1	each	each	DET
ajceb-9143	276	2	plot	plot	NOUN
ajceb-9143	276	3	serves	serve	VERB
ajceb-9143	276	4	a	a	DET
ajceb-9143	276	5	specific	specific	ADJ
ajceb-9143	276	6	diagnostic	diagnostic	ADJ
ajceb-9143	276	7	purpose	purpose	NOUN
ajceb-9143	276	8	to	to	PART
ajceb-9143	276	9	evaluate	evaluate	VERB
ajceb-9143	276	10	the	the	DET
ajceb-9143	276	11	model	model	NOUN
ajceb-9143	276	12	’s	’s	PART
ajceb-9143	276	13	validity	validity	NOUN
ajceb-9143	276	14	.	.	PUNCT
ajceb-9143	277	1	the	the	DET
ajceb-9143	277	2	normal	normal	ADJ
ajceb-9143	277	3	probability	probability	NOUN
ajceb-9143	277	4	plot	plot	NOUN
ajceb-9143	277	5	illustrates	illustrate	VERB
ajceb-9143	277	6	whether	whether	SCONJ
ajceb-9143	277	7	the	the	DET
ajceb-9143	277	8	residuals	residual	NOUN
ajceb-9143	277	9	conform	conform	VERB
ajceb-9143	277	10	to	to	ADP
ajceb-9143	277	11	a	a	DET
ajceb-9143	277	12	normal	normal	ADJ
ajceb-9143	277	13	distribution	distribution	NOUN
ajceb-9143	277	14	,	,	PUNCT
ajceb-9143	277	15	a	a	DET
ajceb-9143	277	16	key	key	ADJ
ajceb-9143	277	17	assumption	assumption	NOUN
ajceb-9143	277	18	of	of	ADP
ajceb-9143	277	19	the	the	DET
ajceb-9143	277	20	regression	regression	NOUN
ajceb-9143	277	21	model	model	NOUN
ajceb-9143	277	22	.	.	PUNCT
ajceb-9143	278	1	a	a	DET
ajceb-9143	278	2	linear	linear	ADJ
ajceb-9143	278	3	pattern	pattern	NOUN
ajceb-9143	278	4	in	in	ADP
ajceb-9143	278	5	this	this	DET
ajceb-9143	278	6	plot	plot	NOUN
ajceb-9143	278	7	indicates	indicate	VERB
ajceb-9143	278	8	that	that	SCONJ
ajceb-9143	278	9	the	the	DET
ajceb-9143	278	10	residuals	residual	NOUN
ajceb-9143	278	11	are	be	AUX
ajceb-9143	278	12	normally	normally	ADV
ajceb-9143	278	13	distributed	distribute	VERB
ajceb-9143	278	14	,	,	PUNCT
ajceb-9143	278	15	supporting	support	VERB
ajceb-9143	278	16	the	the	DET
ajceb-9143	278	17	validity	validity	NOUN
ajceb-9143	278	18	of	of	ADP
ajceb-9143	278	19	the	the	DET
ajceb-9143	278	20	model	model	NOUN
ajceb-9143	278	21	assumptions	assumption	NOUN
ajceb-9143	278	22	.	.	PUNCT
ajceb-9143	279	1	deviations	deviation	NOUN
ajceb-9143	279	2	from	from	ADP
ajceb-9143	279	3	the	the	DET
ajceb-9143	279	4	line	line	NOUN
ajceb-9143	279	5	suggest	suggest	VERB
ajceb-9143	279	6	potential	potential	ADJ
ajceb-9143	279	7	issues	issue	NOUN
ajceb-9143	279	8	with	with	ADP
ajceb-9143	279	9	normality	normality	NOUN
ajceb-9143	279	10	,	,	PUNCT
ajceb-9143	279	11	which	which	PRON
ajceb-9143	279	12	could	could	AUX
ajceb-9143	279	13	affect	affect	VERB
ajceb-9143	279	14	the	the	DET
ajceb-9143	279	15	reliability	reliability	NOUN
ajceb-9143	279	16	of	of	ADP
ajceb-9143	279	17	the	the	DET
ajceb-9143	279	18	model	model	NOUN
ajceb-9143	279	19	’s	’s	PART
ajceb-9143	279	20	predictions	prediction	NOUN
ajceb-9143	279	21	.	.	PUNCT
ajceb-9143	280	1	the	the	PRON
ajceb-9143	280	2	versus	versus	ADP
ajceb-9143	280	3	fits	fit	VERB
ajceb-9143	280	4	plot	plot	NOUN
ajceb-9143	280	5	helps	help	VERB
ajceb-9143	280	6	detect	detect	VERB
ajceb-9143	280	7	patterns	pattern	NOUN
ajceb-9143	280	8	or	or	CCONJ
ajceb-9143	280	9	trends	trend	NOUN
ajceb-9143	280	10	in	in	ADP
ajceb-9143	280	11	the	the	DET
ajceb-9143	280	12	residuals	residual	NOUN
ajceb-9143	280	13	relative	relative	ADJ
ajceb-9143	280	14	to	to	ADP
ajceb-9143	280	15	the	the	DET
ajceb-9143	280	16	predicted	predict	VERB
ajceb-9143	280	17	values	value	NOUN
ajceb-9143	280	18	.	.	PUNCT
ajceb-9143	281	1	it	it	PRON
ajceb-9143	281	2	offers	offer	VERB
ajceb-9143	281	3	insights	insight	NOUN
ajceb-9143	281	4	into	into	ADP
ajceb-9143	281	5	potential	potential	ADJ
ajceb-9143	281	6	heteroscedasticity	heteroscedasticity	NOUN
ajceb-9143	281	7	(	(	PUNCT
ajceb-9143	281	8	nonconstant	nonconstant	ADJ
ajceb-9143	281	9	variance	variance	NOUN
ajceb-9143	281	10	)	)	PUNCT
ajceb-9143	281	11	or	or	CCONJ
ajceb-9143	281	12	nonlinearity	nonlinearity	NOUN
ajceb-9143	281	13	in	in	ADP
ajceb-9143	281	14	the	the	DET
ajceb-9143	281	15	model	model	NOUN
ajceb-9143	281	16	.	.	PUNCT
ajceb-9143	282	1	ideally	ideally	ADV
ajceb-9143	282	2	,	,	PUNCT
ajceb-9143	282	3	the	the	DET
ajceb-9143	282	4	residuals	residual	NOUN
ajceb-9143	282	5	should	should	AUX
ajceb-9143	282	6	be	be	AUX
ajceb-9143	282	7	randomly	randomly	ADV
ajceb-9143	282	8	scattered	scatter	VERB
ajceb-9143	282	9	around	around	ADP
ajceb-9143	282	10	zero	zero	NUM
ajceb-9143	282	11	without	without	ADP
ajceb-9143	282	12	any	any	DET
ajceb-9143	282	13	discernible	discernible	ADJ
ajceb-9143	282	14	pattern	pattern	NOUN
ajceb-9143	282	15	.	.	PUNCT
ajceb-9143	283	1	any	any	DET
ajceb-9143	283	2	systematic	systematic	ADJ
ajceb-9143	283	3	alnaqbi	alnaqbi	ADJ
ajceb-9143	283	4	construction	construction	NOUN
ajceb-9143	283	5	economics	economic	NOUN
ajceb-9143	283	6	and	and	CCONJ
ajceb-9143	283	7	building	building	NOUN
ajceb-9143	283	8	,	,	PUNCT
ajceb-9143	283	9	vol	vol	NOUN
ajceb-9143	283	10	.	.	PROPN
ajceb-9143	283	11	25	25	NUM
ajceb-9143	283	12	,	,	PUNCT
ajceb-9143	283	13	no	no	INTJ
ajceb-9143	283	14	.	.	NOUN
ajceb-9143	283	15	1	1	NUM
ajceb-9143	283	16	march	march	NOUN
ajceb-9143	283	17	2025158	2025158	NUM
ajceb-9143	283	18	pattern	pattern	NOUN
ajceb-9143	283	19	may	may	AUX
ajceb-9143	283	20	indicate	indicate	VERB
ajceb-9143	283	21	issues	issue	NOUN
ajceb-9143	283	22	with	with	ADP
ajceb-9143	283	23	the	the	DET
ajceb-9143	283	24	model	model	NOUN
ajceb-9143	283	25	fit	fit	NOUN
ajceb-9143	283	26	,	,	PUNCT
ajceb-9143	283	27	such	such	ADJ
ajceb-9143	283	28	as	as	ADP
ajceb-9143	283	29	missing	miss	VERB
ajceb-9143	283	30	variables	variable	NOUN
ajceb-9143	283	31	or	or	CCONJ
ajceb-9143	283	32	incorrect	incorrect	ADJ
ajceb-9143	283	33	functional	functional	ADJ
ajceb-9143	283	34	form	form	NOUN
ajceb-9143	283	35	,	,	PUNCT
ajceb-9143	283	36	necessitating	necessitate	VERB
ajceb-9143	283	37	further	further	ADJ
ajceb-9143	283	38	model	model	NOUN
ajceb-9143	283	39	refinement	refinement	NOUN
ajceb-9143	283	40	.	.	PUNCT
ajceb-9143	284	1	the	the	DET
ajceb-9143	284	2	histogram	histogram	NOUN
ajceb-9143	284	3	provides	provide	VERB
ajceb-9143	284	4	a	a	DET
ajceb-9143	284	5	graphical	graphical	ADJ
ajceb-9143	284	6	representation	representation	NOUN
ajceb-9143	284	7	of	of	ADP
ajceb-9143	284	8	the	the	DET
ajceb-9143	284	9	distribution	distribution	NOUN
ajceb-9143	284	10	of	of	ADP
ajceb-9143	284	11	residuals	residual	NOUN
ajceb-9143	284	12	,	,	PUNCT
ajceb-9143	284	13	aiding	aid	VERB
ajceb-9143	284	14	in	in	ADP
ajceb-9143	284	15	the	the	DET
ajceb-9143	284	16	assessment	assessment	NOUN
ajceb-9143	284	17	of	of	ADP
ajceb-9143	284	18	their	their	PRON
ajceb-9143	284	19	symmetry	symmetry	NOUN
ajceb-9143	284	20	and	and	CCONJ
ajceb-9143	284	21	the	the	DET
ajceb-9143	284	22	presence	presence	NOUN
ajceb-9143	284	23	of	of	ADP
ajceb-9143	284	24	outliers	outlier	NOUN
ajceb-9143	284	25	.	.	PUNCT
ajceb-9143	285	1	a	a	DET
ajceb-9143	285	2	symmetric	symmetric	ADJ
ajceb-9143	285	3	bell	bell	NOUN
ajceb-9143	285	4	-	-	PUNCT
ajceb-9143	285	5	shaped	shape	VERB
ajceb-9143	285	6	histogram	histogram	NOUN
ajceb-9143	285	7	centered	center	VERB
ajceb-9143	285	8	on	on	ADP
ajceb-9143	285	9	zero	zero	NUM
ajceb-9143	285	10	suggests	suggest	VERB
ajceb-9143	285	11	that	that	SCONJ
ajceb-9143	285	12	the	the	DET
ajceb-9143	285	13	residuals	residual	NOUN
ajceb-9143	285	14	are	be	AUX
ajceb-9143	285	15	normally	normally	ADV
ajceb-9143	285	16	distributed	distribute	VERB
ajceb-9143	285	17	.	.	PUNCT
ajceb-9143	286	1	skewness	skewness	NOUN
ajceb-9143	286	2	or	or	CCONJ
ajceb-9143	286	3	the	the	DET
ajceb-9143	286	4	presence	presence	NOUN
ajceb-9143	286	5	of	of	ADP
ajceb-9143	286	6	extreme	extreme	ADJ
ajceb-9143	286	7	values	value	NOUN
ajceb-9143	286	8	indicates	indicate	VERB
ajceb-9143	286	9	deviations	deviation	NOUN
ajceb-9143	286	10	from	from	ADP
ajceb-9143	286	11	normality	normality	NOUN
ajceb-9143	286	12	,	,	PUNCT
ajceb-9143	286	13	which	which	PRON
ajceb-9143	286	14	could	could	AUX
ajceb-9143	286	15	signal	signal	VERB
ajceb-9143	286	16	that	that	SCONJ
ajceb-9143	286	17	the	the	DET
ajceb-9143	286	18	model	model	NOUN
ajceb-9143	286	19	does	do	AUX
ajceb-9143	286	20	not	not	PART
ajceb-9143	286	21	fully	fully	ADV
ajceb-9143	286	22	capture	capture	VERB
ajceb-9143	286	23	the	the	DET
ajceb-9143	286	24	underlying	underlie	VERB
ajceb-9143	286	25	data	data	NOUN
ajceb-9143	286	26	structure	structure	NOUN
ajceb-9143	286	27	.	.	PUNCT
ajceb-9143	287	1	the	the	DET
ajceb-9143	287	2	versus	versus	ADP
ajceb-9143	287	3	order	order	NOUN
ajceb-9143	287	4	plot	plot	NOUN
ajceb-9143	287	5	helps	helps	AUX
ajceb-9143	287	6	identify	identify	VERB
ajceb-9143	287	7	any	any	DET
ajceb-9143	287	8	systematic	systematic	ADJ
ajceb-9143	287	9	patterns	pattern	NOUN
ajceb-9143	287	10	or	or	CCONJ
ajceb-9143	287	11	trends	trend	NOUN
ajceb-9143	287	12	in	in	ADP
ajceb-9143	287	13	the	the	DET
ajceb-9143	287	14	residuals	residual	NOUN
ajceb-9143	287	15	concerning	concern	VERB
ajceb-9143	287	16	the	the	DET
ajceb-9143	287	17	order	order	NOUN
ajceb-9143	287	18	of	of	ADP
ajceb-9143	287	19	observation	observation	NOUN
ajceb-9143	287	20	.	.	PUNCT
ajceb-9143	288	1	it	it	PRON
ajceb-9143	288	2	is	be	AUX
ajceb-9143	288	3	instrumental	instrumental	ADJ
ajceb-9143	288	4	in	in	ADP
ajceb-9143	288	5	detecting	detect	VERB
ajceb-9143	288	6	autocorrelation	autocorrelation	NOUN
ajceb-9143	288	7	,	,	PUNCT
ajceb-9143	288	8	which	which	PRON
ajceb-9143	288	9	occurs	occur	VERB
ajceb-9143	288	10	when	when	SCONJ
ajceb-9143	288	11	residuals	residual	NOUN
ajceb-9143	288	12	are	be	AUX
ajceb-9143	288	13	correlated	correlate	VERB
ajceb-9143	288	14	across	across	ADP
ajceb-9143	288	15	observations	observation	NOUN
ajceb-9143	288	16	.	.	PUNCT
ajceb-9143	289	1	in	in	ADP
ajceb-9143	289	2	a	a	DET
ajceb-9143	289	3	well	well	ADV
ajceb-9143	289	4	-	-	PUNCT
ajceb-9143	289	5	fitting	fit	VERB
ajceb-9143	289	6	model	model	NOUN
ajceb-9143	289	7	,	,	PUNCT
ajceb-9143	289	8	residuals	residual	NOUN
ajceb-9143	289	9	should	should	AUX
ajceb-9143	289	10	be	be	AUX
ajceb-9143	289	11	randomly	randomly	ADV
ajceb-9143	289	12	distributed	distribute	VERB
ajceb-9143	289	13	with	with	ADP
ajceb-9143	289	14	no	no	DET
ajceb-9143	289	15	apparent	apparent	ADJ
ajceb-9143	289	16	pattern	pattern	NOUN
ajceb-9143	289	17	over	over	ADP
ajceb-9143	289	18	time	time	NOUN
ajceb-9143	289	19	or	or	CCONJ
ajceb-9143	289	20	order	order	NOUN
ajceb-9143	289	21	.	.	PUNCT
ajceb-9143	290	1	the	the	DET
ajceb-9143	290	2	presence	presence	NOUN
ajceb-9143	290	3	of	of	ADP
ajceb-9143	290	4	patterns	pattern	NOUN
ajceb-9143	290	5	in	in	ADP
ajceb-9143	290	6	this	this	DET
ajceb-9143	290	7	plot	plot	NOUN
ajceb-9143	290	8	may	may	AUX
ajceb-9143	290	9	suggest	suggest	VERB
ajceb-9143	290	10	the	the	DET
ajceb-9143	290	11	need	need	NOUN
ajceb-9143	290	12	for	for	ADP
ajceb-9143	290	13	time	time	NOUN
ajceb-9143	290	14	series	series	NOUN
ajceb-9143	290	15	modeling	model	VERB
ajceb-9143	290	16	techniques	technique	NOUN
ajceb-9143	290	17	or	or	CCONJ
ajceb-9143	290	18	the	the	DET
ajceb-9143	290	19	inclusion	inclusion	NOUN
ajceb-9143	290	20	of	of	ADP
ajceb-9143	290	21	lagged	lag	VERB
ajceb-9143	290	22	variables	variable	NOUN
ajceb-9143	290	23	.	.	PUNCT
ajceb-9143	291	1	collectively	collectively	ADV
ajceb-9143	291	2	,	,	PUNCT
ajceb-9143	291	3	these	these	DET
ajceb-9143	291	4	residual	residual	ADJ
ajceb-9143	291	5	plots	plot	NOUN
ajceb-9143	291	6	contribute	contribute	VERB
ajceb-9143	291	7	to	to	ADP
ajceb-9143	291	8	the	the	DET
ajceb-9143	291	9	evaluation	evaluation	NOUN
ajceb-9143	291	10	of	of	ADP
ajceb-9143	291	11	the	the	DET
ajceb-9143	291	12	regression	regression	NOUN
ajceb-9143	291	13	model	model	NOUN
ajceb-9143	291	14	’s	’s	PART
ajceb-9143	291	15	assumptions	assumption	NOUN
ajceb-9143	291	16	and	and	CCONJ
ajceb-9143	291	17	performance	performance	NOUN
ajceb-9143	291	18	.	.	PUNCT
ajceb-9143	292	1	they	they	PRON
ajceb-9143	292	2	guide	guide	VERB
ajceb-9143	292	3	potential	potential	ADJ
ajceb-9143	292	4	adjustments	adjustment	NOUN
ajceb-9143	292	5	or	or	CCONJ
ajceb-9143	292	6	enhancements	enhancement	NOUN
ajceb-9143	292	7	for	for	ADP
ajceb-9143	292	8	a	a	DET
ajceb-9143	292	9	more	more	ADV
ajceb-9143	292	10	robust	robust	ADJ
ajceb-9143	292	11	analysis	analysis	NOUN
ajceb-9143	292	12	of	of	ADP
ajceb-9143	292	13	longitudinal	longitudinal	ADJ
ajceb-9143	292	14	cracking	cracking	NOUN
ajceb-9143	292	15	in	in	ADP
ajceb-9143	292	16	crcp	crcp	NOUN
ajceb-9143	292	17	.	.	PUNCT
ajceb-9143	293	1	figure	figure	VERB
ajceb-9143	293	2	3	3	NUM
ajceb-9143	293	3	.	.	PUNCT
ajceb-9143	294	1	the	the	DET
ajceb-9143	294	2	residual	residual	ADJ
ajceb-9143	294	3	plots	plot	NOUN
ajceb-9143	294	4	for	for	ADP
ajceb-9143	294	5	longitudinal	longitudinal	ADJ
ajceb-9143	294	6	cracking	cracking	NOUN
ajceb-9143	294	7	.	.	PUNCT
ajceb-9143	295	1	correlation	correlation	NOUN
ajceb-9143	295	2	matrix	matrix	NOUN
ajceb-9143	295	3	and	and	CCONJ
ajceb-9143	295	4	feature	feature	NOUN
ajceb-9143	295	5	importance	importance	NOUN
ajceb-9143	295	6	assessment	assessment	NOUN
ajceb-9143	295	7	the	the	DET
ajceb-9143	295	8	results	result	NOUN
ajceb-9143	295	9	of	of	ADP
ajceb-9143	295	10	the	the	DET
ajceb-9143	295	11	heatmap	heatmap	NOUN
ajceb-9143	295	12	correlation	correlation	NOUN
ajceb-9143	295	13	matrix	matrix	NOUN
ajceb-9143	295	14	in	in	ADP
ajceb-9143	295	15	figure	figure	NOUN
ajceb-9143	295	16	4	4	NUM
ajceb-9143	295	17	reveal	reveal	VERB
ajceb-9143	295	18	the	the	DET
ajceb-9143	295	19	interrelationships	interrelationship	NOUN
ajceb-9143	295	20	among	among	ADP
ajceb-9143	295	21	various	various	ADJ
ajceb-9143	295	22	variables	variable	NOUN
ajceb-9143	295	23	in	in	ADP
ajceb-9143	295	24	the	the	DET
ajceb-9143	295	25	dataset	dataset	NOUN
ajceb-9143	295	26	,	,	PUNCT
ajceb-9143	295	27	providing	provide	VERB
ajceb-9143	295	28	valuable	valuable	ADJ
ajceb-9143	295	29	insights	insight	NOUN
ajceb-9143	295	30	into	into	ADP
ajceb-9143	295	31	potential	potential	ADJ
ajceb-9143	295	32	patterns	pattern	NOUN
ajceb-9143	295	33	and	and	CCONJ
ajceb-9143	295	34	associations	association	NOUN
ajceb-9143	295	35	.	.	PUNCT
ajceb-9143	296	1	notable	notable	ADJ
ajceb-9143	296	2	correlations	correlation	NOUN
ajceb-9143	296	3	include	include	VERB
ajceb-9143	296	4	a	a	DET
ajceb-9143	296	5	positive	positive	ADJ
ajceb-9143	296	6	association	association	NOUN
ajceb-9143	296	7	between	between	ADP
ajceb-9143	296	8	total	total	ADJ
ajceb-9143	296	9	thickness	thickness	NOUN
ajceb-9143	296	10	and	and	CCONJ
ajceb-9143	296	11	l2	l2	NOUN
ajceb-9143	296	12	thickness	thickness	NOUN
ajceb-9143	296	13	(	(	PUNCT
ajceb-9143	296	14	0.85	0.85	NUM
ajceb-9143	296	15	)	)	PUNCT
ajceb-9143	296	16	and	and	CCONJ
ajceb-9143	296	17	a	a	DET
ajceb-9143	296	18	strong	strong	ADJ
ajceb-9143	296	19	negative	negative	ADJ
ajceb-9143	296	20	correlation	correlation	NOUN
ajceb-9143	296	21	between	between	ADP
ajceb-9143	296	22	l3	l3	PROPN
ajceb-9143	296	23	thickness	thickness	NOUN
ajceb-9143	296	24	and	and	CCONJ
ajceb-9143	296	25	l4	l4	PROPN
ajceb-9143	296	26	thickness	thickness	NOUN
ajceb-9143	296	27	(	(	PUNCT
ajceb-9143	296	28	-0.89	-0.89	NUM
ajceb-9143	296	29	)	)	PUNCT
ajceb-9143	296	30	,	,	PUNCT
ajceb-9143	296	31	indicating	indicate	VERB
ajceb-9143	296	32	a	a	DET
ajceb-9143	296	33	potential	potential	ADJ
ajceb-9143	296	34	trade	trade	NOUN
ajceb-9143	296	35	-	-	PUNCT
ajceb-9143	296	36	off	off	NOUN
ajceb-9143	296	37	between	between	ADP
ajceb-9143	296	38	these	these	DET
ajceb-9143	296	39	variables	variable	NOUN
ajceb-9143	296	40	.	.	PUNCT
ajceb-9143	297	1	additionally	additionally	ADV
ajceb-9143	297	2	,	,	PUNCT
ajceb-9143	297	3	significant	significant	ADJ
ajceb-9143	297	4	correlations	correlation	NOUN
ajceb-9143	297	5	with	with	ADP
ajceb-9143	297	6	longitudinal	longitudinal	ADJ
ajceb-9143	297	7	cracking	cracking	NOUN
ajceb-9143	297	8	are	be	AUX
ajceb-9143	297	9	observed	observe	VERB
ajceb-9143	297	10	,	,	PUNCT
ajceb-9143	297	11	such	such	ADJ
ajceb-9143	297	12	as	as	ADP
ajceb-9143	297	13	positive	positive	ADJ
ajceb-9143	297	14	associations	association	NOUN
ajceb-9143	297	15	with	with	ADP
ajceb-9143	297	16	aadt	aadt	NOUN
ajceb-9143	297	17	(	(	PUNCT
ajceb-9143	297	18	0.31	0.31	NUM
ajceb-9143	297	19	)	)	PUNCT
ajceb-9143	297	20	,	,	PUNCT
ajceb-9143	297	21	aadtt	aadtt	NOUN
ajceb-9143	297	22	(	(	PUNCT
ajceb-9143	297	23	0.31	0.31	NUM
ajceb-9143	297	24	)	)	PUNCT
ajceb-9143	297	25	,	,	PUNCT
ajceb-9143	297	26	kesal	kesal	NOUN
ajceb-9143	297	27	(	(	PUNCT
ajceb-9143	297	28	0.23	0.23	NUM
ajceb-9143	297	29	)	)	PUNCT
ajceb-9143	297	30	,	,	PUNCT
ajceb-9143	297	31	and	and	CCONJ
ajceb-9143	297	32	initial	initial	ADJ
ajceb-9143	297	33	iri	iri	NOUN
ajceb-9143	297	34	(	(	PUNCT
ajceb-9143	297	35	0.19	0.19	NUM
ajceb-9143	297	36	)	)	PUNCT
ajceb-9143	297	37	,	,	PUNCT
ajceb-9143	297	38	suggesting	suggest	VERB
ajceb-9143	297	39	a	a	DET
ajceb-9143	297	40	potential	potential	ADJ
ajceb-9143	297	41	influence	influence	NOUN
ajceb-9143	297	42	of	of	ADP
ajceb-9143	297	43	these	these	DET
ajceb-9143	297	44	factors	factor	NOUN
ajceb-9143	297	45	on	on	ADP
ajceb-9143	297	46	the	the	DET
ajceb-9143	297	47	occurrence	occurrence	NOUN
ajceb-9143	297	48	of	of	ADP
ajceb-9143	297	49	longitudinal	longitudinal	ADJ
ajceb-9143	297	50	cracking	cracking	NOUN
ajceb-9143	297	51	.	.	PUNCT
ajceb-9143	298	1	the	the	DET
ajceb-9143	298	2	correlation	correlation	NOUN
ajceb-9143	298	3	alnaqbi	alnaqbi	NOUN
ajceb-9143	298	4	construction	construction	NOUN
ajceb-9143	298	5	economics	economic	NOUN
ajceb-9143	298	6	and	and	CCONJ
ajceb-9143	298	7	building	building	NOUN
ajceb-9143	298	8	,	,	PUNCT
ajceb-9143	298	9	vol	vol	NOUN
ajceb-9143	298	10	.	.	PROPN
ajceb-9143	298	11	25	25	NUM
ajceb-9143	298	12	,	,	PUNCT
ajceb-9143	298	13	no	no	INTJ
ajceb-9143	298	14	.	.	NOUN
ajceb-9143	298	15	1	1	NUM
ajceb-9143	298	16	march	march	PROPN
ajceb-9143	298	17	2025159	2025159	NUM
ajceb-9143	298	18	matrix	matrix	NOUN
ajceb-9143	298	19	also	also	ADV
ajceb-9143	298	20	highlights	highlight	VERB
ajceb-9143	298	21	relationships	relationship	NOUN
ajceb-9143	298	22	between	between	ADP
ajceb-9143	298	23	environmental	environmental	ADJ
ajceb-9143	298	24	conditions	condition	NOUN
ajceb-9143	298	25	and	and	CCONJ
ajceb-9143	298	26	pavement	pavement	NOUN
ajceb-9143	298	27	performance	performance	NOUN
ajceb-9143	298	28	,	,	PUNCT
ajceb-9143	298	29	with	with	ADP
ajceb-9143	298	30	notable	notable	ADJ
ajceb-9143	298	31	correlations	correlation	NOUN
ajceb-9143	298	32	between	between	ADP
ajceb-9143	298	33	precipitation	precipitation	NOUN
ajceb-9143	298	34	and	and	CCONJ
ajceb-9143	298	35	total	total	ADJ
ajceb-9143	298	36	thickness	thickness	NOUN
ajceb-9143	298	37	(	(	PUNCT
ajceb-9143	298	38	0.26	0.26	NUM
ajceb-9143	298	39	)	)	PUNCT
ajceb-9143	298	40	and	and	CCONJ
ajceb-9143	298	41	freeze	freeze	VERB
ajceb-9143	298	42	index	index	NOUN
ajceb-9143	298	43	and	and	CCONJ
ajceb-9143	298	44	temperature	temperature	NOUN
ajceb-9143	298	45	(	(	PUNCT
ajceb-9143	298	46	-0.75	-0.75	NUM
ajceb-9143	298	47	)	)	PUNCT
ajceb-9143	298	48	,	,	PUNCT
ajceb-9143	298	49	indicating	indicate	VERB
ajceb-9143	298	50	potential	potential	ADJ
ajceb-9143	298	51	impacts	impact	NOUN
ajceb-9143	298	52	on	on	ADP
ajceb-9143	298	53	pavement	pavement	ADJ
ajceb-9143	298	54	structural	structural	ADJ
ajceb-9143	298	55	characteristics	characteristic	NOUN
ajceb-9143	298	56	.	.	PUNCT
ajceb-9143	299	1	these	these	DET
ajceb-9143	299	2	findings	finding	NOUN
ajceb-9143	299	3	underscore	underscore	VERB
ajceb-9143	299	4	the	the	DET
ajceb-9143	299	5	importance	importance	NOUN
ajceb-9143	299	6	of	of	ADP
ajceb-9143	299	7	considering	consider	VERB
ajceb-9143	299	8	multiple	multiple	ADJ
ajceb-9143	299	9	factors	factor	NOUN
ajceb-9143	299	10	and	and	CCONJ
ajceb-9143	299	11	their	their	PRON
ajceb-9143	299	12	interplay	interplay	NOUN
ajceb-9143	299	13	when	when	SCONJ
ajceb-9143	299	14	analyzing	analyze	VERB
ajceb-9143	299	15	longitudinal	longitudinal	ADJ
ajceb-9143	299	16	cracking	cracking	NOUN
ajceb-9143	299	17	in	in	ADP
ajceb-9143	299	18	crcp	crcp	NOUN
ajceb-9143	299	19	.	.	PUNCT
ajceb-9143	300	1	figure	figure	VERB
ajceb-9143	300	2	4	4	NUM
ajceb-9143	300	3	.	.	PUNCT
ajceb-9143	300	4	heatmap	heatmap	NOUN
ajceb-9143	300	5	correlation	correlation	NOUN
ajceb-9143	300	6	matrix	matrix	NOUN
ajceb-9143	300	7	result	result	NOUN
ajceb-9143	300	8	.	.	PUNCT
ajceb-9143	301	1	to	to	PART
ajceb-9143	301	2	overcome	overcome	VERB
ajceb-9143	301	3	the	the	DET
ajceb-9143	301	4	challenge	challenge	NOUN
ajceb-9143	301	5	of	of	ADP
ajceb-9143	301	6	capturing	capture	VERB
ajceb-9143	301	7	the	the	DET
ajceb-9143	301	8	relationship	relationship	NOUN
ajceb-9143	301	9	of	of	ADP
ajceb-9143	301	10	the	the	DET
ajceb-9143	301	11	correlation	correlation	NOUN
ajceb-9143	301	12	matrix	matrix	NOUN
ajceb-9143	301	13	,	,	PUNCT
ajceb-9143	301	14	we	we	PRON
ajceb-9143	301	15	used	use	VERB
ajceb-9143	301	16	sophisticated	sophisticated	ADJ
ajceb-9143	301	17	approaches	approach	NOUN
ajceb-9143	301	18	such	such	ADJ
ajceb-9143	301	19	as	as	ADP
ajceb-9143	301	20	random	random	ADJ
ajceb-9143	301	21	forest	forest	NOUN
ajceb-9143	301	22	to	to	PART
ajceb-9143	301	23	understand	understand	VERB
ajceb-9143	301	24	the	the	DET
ajceb-9143	301	25	complicated	complicated	ADJ
ajceb-9143	301	26	and	and	CCONJ
ajceb-9143	301	27	nonlinear	nonlinear	ADJ
ajceb-9143	301	28	interactions	interaction	NOUN
ajceb-9143	301	29	between	between	ADP
ajceb-9143	301	30	the	the	DET
ajceb-9143	301	31	various	various	ADJ
ajceb-9143	301	32	design	design	NOUN
ajceb-9143	301	33	components	component	NOUN
ajceb-9143	301	34	,	,	PUNCT
ajceb-9143	301	35	as	as	ADV
ajceb-9143	301	36	well	well	ADV
ajceb-9143	301	37	as	as	ADP
ajceb-9143	301	38	“	"	PUNCT
ajceb-9143	301	39	longitudinal	longitudinal	ADJ
ajceb-9143	301	40	cracking	cracking	NOUN
ajceb-9143	301	41	(	(	PUNCT
ajceb-9143	301	42	m	m	NOUN
ajceb-9143	301	43	)	)	PUNCT
ajceb-9143	301	44	.	.	PUNCT
ajceb-9143	301	45	”	"	PUNCT
ajceb-9143	302	1	as	as	ADP
ajceb-9143	302	2	an	an	DET
ajceb-9143	302	3	ensemble	ensemble	ADJ
ajceb-9143	302	4	machine	machine	NOUN
ajceb-9143	302	5	learning	learning	NOUN
ajceb-9143	302	6	methodology	methodology	NOUN
ajceb-9143	302	7	,	,	PUNCT
ajceb-9143	302	8	this	this	DET
ajceb-9143	302	9	method	method	NOUN
ajceb-9143	302	10	is	be	AUX
ajceb-9143	302	11	adept	adept	ADJ
ajceb-9143	302	12	at	at	ADP
ajceb-9143	302	13	finding	find	VERB
ajceb-9143	302	14	subtle	subtle	ADJ
ajceb-9143	302	15	relationships	relationship	NOUN
ajceb-9143	302	16	and	and	CCONJ
ajceb-9143	302	17	interactions	interaction	NOUN
ajceb-9143	302	18	that	that	SCONJ
ajceb-9143	302	19	an	an	DET
ajceb-9143	302	20	ordinary	ordinary	ADJ
ajceb-9143	302	21	correlation	correlation	NOUN
ajceb-9143	302	22	analysis	analysis	NOUN
ajceb-9143	302	23	may	may	AUX
ajceb-9143	302	24	miss	miss	VERB
ajceb-9143	302	25	.	.	PUNCT
ajceb-9143	303	1	the	the	DET
ajceb-9143	303	2	feature	feature	NOUN
ajceb-9143	303	3	importance	importance	NOUN
ajceb-9143	303	4	analysis	analysis	NOUN
ajceb-9143	303	5	in	in	ADP
ajceb-9143	303	6	figure	figure	NOUN
ajceb-9143	303	7	5	5	NUM
ajceb-9143	303	8	provides	provide	VERB
ajceb-9143	303	9	a	a	DET
ajceb-9143	303	10	nuanced	nuanced	ADJ
ajceb-9143	303	11	understanding	understanding	NOUN
ajceb-9143	303	12	of	of	ADP
ajceb-9143	303	13	the	the	DET
ajceb-9143	303	14	variables	variable	NOUN
ajceb-9143	303	15	contributing	contribute	VERB
ajceb-9143	303	16	to	to	ADP
ajceb-9143	303	17	the	the	DET
ajceb-9143	303	18	prediction	prediction	NOUN
ajceb-9143	303	19	of	of	ADP
ajceb-9143	303	20	longitudinal	longitudinal	ADJ
ajceb-9143	303	21	cracking	cracking	NOUN
ajceb-9143	303	22	in	in	ADP
ajceb-9143	303	23	crcp	crcp	NOUN
ajceb-9143	303	24	.	.	PUNCT
ajceb-9143	304	1	using	use	VERB
ajceb-9143	304	2	the	the	DET
ajceb-9143	304	3	random	random	ADJ
ajceb-9143	304	4	forest	forest	NOUN
ajceb-9143	304	5	algorithm	algorithm	NOUN
ajceb-9143	304	6	,	,	PUNCT
ajceb-9143	304	7	we	we	PRON
ajceb-9143	304	8	evaluated	evaluate	VERB
ajceb-9143	304	9	the	the	DET
ajceb-9143	304	10	significance	significance	NOUN
ajceb-9143	304	11	of	of	ADP
ajceb-9143	304	12	various	various	ADJ
ajceb-9143	304	13	features	feature	NOUN
ajceb-9143	304	14	in	in	ADP
ajceb-9143	304	15	our	our	PRON
ajceb-9143	304	16	dataset	dataset	NOUN
ajceb-9143	304	17	.	.	PUNCT
ajceb-9143	305	1	temperature	temperature	NOUN
ajceb-9143	305	2	emerged	emerge	VERB
ajceb-9143	305	3	as	as	ADP
ajceb-9143	305	4	the	the	DET
ajceb-9143	305	5	most	most	ADV
ajceb-9143	305	6	influential	influential	ADJ
ajceb-9143	305	7	factor	factor	NOUN
ajceb-9143	305	8	with	with	ADP
ajceb-9143	305	9	an	an	DET
ajceb-9143	305	10	importance	importance	NOUN
ajceb-9143	305	11	score	score	NOUN
ajceb-9143	305	12	of	of	ADP
ajceb-9143	305	13	0.94	0.94	NUM
ajceb-9143	305	14	,	,	PUNCT
ajceb-9143	305	15	underscoring	underscore	VERB
ajceb-9143	305	16	its	its	PRON
ajceb-9143	305	17	pivotal	pivotal	ADJ
ajceb-9143	305	18	role	role	NOUN
ajceb-9143	305	19	in	in	ADP
ajceb-9143	305	20	influencing	influence	VERB
ajceb-9143	305	21	the	the	DET
ajceb-9143	305	22	occurrence	occurrence	NOUN
ajceb-9143	305	23	of	of	ADP
ajceb-9143	305	24	longitudinal	longitudinal	ADJ
ajceb-9143	305	25	cracking	cracking	NOUN
ajceb-9143	305	26	.	.	PUNCT
ajceb-9143	306	1	this	this	DET
ajceb-9143	306	2	finding	finding	NOUN
ajceb-9143	306	3	suggests	suggest	VERB
ajceb-9143	306	4	that	that	SCONJ
ajceb-9143	306	5	temperature	temperature	NOUN
ajceb-9143	306	6	variations	variation	NOUN
ajceb-9143	306	7	significantly	significantly	ADV
ajceb-9143	306	8	affect	affect	VERB
ajceb-9143	306	9	the	the	DET
ajceb-9143	306	10	expansion	expansion	NOUN
ajceb-9143	306	11	and	and	CCONJ
ajceb-9143	306	12	contraction	contraction	NOUN
ajceb-9143	306	13	of	of	ADP
ajceb-9143	306	14	concrete	concrete	NOUN
ajceb-9143	306	15	,	,	PUNCT
ajceb-9143	306	16	leading	lead	VERB
ajceb-9143	306	17	to	to	ADP
ajceb-9143	306	18	cracking	cracking	NOUN
ajceb-9143	306	19	.	.	PUNCT
ajceb-9143	307	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	307	2	construction	construction	NOUN
ajceb-9143	307	3	economics	economic	NOUN
ajceb-9143	307	4	and	and	CCONJ
ajceb-9143	307	5	building	building	NOUN
ajceb-9143	307	6	,	,	PUNCT
ajceb-9143	307	7	vol	vol	NOUN
ajceb-9143	307	8	.	.	PROPN
ajceb-9143	308	1	25	25	NUM
ajceb-9143	308	2	,	,	PUNCT
ajceb-9143	308	3	no	no	INTJ
ajceb-9143	308	4	.	.	NOUN
ajceb-9143	308	5	1	1	NUM
ajceb-9143	308	6	march	march	PROPN
ajceb-9143	308	7	2025160	2025160	NUM
ajceb-9143	308	8	aadtt	aadtt	NOUN
ajceb-9143	308	9	follows	follow	VERB
ajceb-9143	308	10	closely	closely	ADV
ajceb-9143	308	11	with	with	ADP
ajceb-9143	308	12	a	a	DET
ajceb-9143	308	13	score	score	NOUN
ajceb-9143	308	14	of	of	ADP
ajceb-9143	308	15	0.91	0.91	NUM
ajceb-9143	308	16	,	,	PUNCT
ajceb-9143	308	17	highlighting	highlight	VERB
ajceb-9143	308	18	the	the	DET
ajceb-9143	308	19	substantial	substantial	ADJ
ajceb-9143	308	20	impact	impact	NOUN
ajceb-9143	308	21	of	of	ADP
ajceb-9143	308	22	heavy	heavy	ADJ
ajceb-9143	308	23	vehicular	vehicular	ADJ
ajceb-9143	308	24	loads	load	NOUN
ajceb-9143	308	25	on	on	ADP
ajceb-9143	308	26	pavement	pavement	NOUN
ajceb-9143	308	27	performance	performance	NOUN
ajceb-9143	308	28	.	.	PUNCT
ajceb-9143	309	1	the	the	DET
ajceb-9143	309	2	high	high	ADJ
ajceb-9143	309	3	importance	importance	NOUN
ajceb-9143	309	4	of	of	ADP
ajceb-9143	309	5	aadtt	aadtt	NOUN
ajceb-9143	309	6	indicates	indicate	VERB
ajceb-9143	309	7	that	that	SCONJ
ajceb-9143	309	8	sections	section	NOUN
ajceb-9143	309	9	of	of	ADP
ajceb-9143	309	10	pavement	pavement	NOUN
ajceb-9143	309	11	experiencing	experience	VERB
ajceb-9143	309	12	higher	high	ADJ
ajceb-9143	309	13	truck	truck	NOUN
ajceb-9143	309	14	traffic	traffic	NOUN
ajceb-9143	309	15	are	be	AUX
ajceb-9143	309	16	more	more	ADV
ajceb-9143	309	17	prone	prone	ADJ
ajceb-9143	309	18	to	to	ADP
ajceb-9143	309	19	longitudinal	longitudinal	ADJ
ajceb-9143	309	20	cracking	cracking	NOUN
ajceb-9143	309	21	likely	likely	ADJ
ajceb-9143	309	22	due	due	ADP
ajceb-9143	309	23	to	to	ADP
ajceb-9143	309	24	the	the	DET
ajceb-9143	309	25	increased	increase	VERB
ajceb-9143	309	26	stress	stress	NOUN
ajceb-9143	309	27	and	and	CCONJ
ajceb-9143	309	28	wear	wear	VERB
ajceb-9143	309	29	from	from	ADP
ajceb-9143	309	30	heavy	heavy	ADJ
ajceb-9143	309	31	loads	load	NOUN
ajceb-9143	309	32	.	.	PUNCT
ajceb-9143	310	1	freeze	freeze	VERB
ajceb-9143	310	2	index	index	NOUN
ajceb-9143	310	3	,	,	PUNCT
ajceb-9143	310	4	with	with	ADP
ajceb-9143	310	5	a	a	DET
ajceb-9143	310	6	score	score	NOUN
ajceb-9143	310	7	of	of	ADP
ajceb-9143	310	8	0.85	0.85	NUM
ajceb-9143	310	9	,	,	PUNCT
ajceb-9143	310	10	emphasizes	emphasize	VERB
ajceb-9143	310	11	the	the	DET
ajceb-9143	310	12	role	role	NOUN
ajceb-9143	310	13	of	of	ADP
ajceb-9143	310	14	climatic	climatic	ADJ
ajceb-9143	310	15	conditions	condition	NOUN
ajceb-9143	310	16	,	,	PUNCT
ajceb-9143	310	17	particularly	particularly	ADV
ajceb-9143	310	18	freezing	freeze	VERB
ajceb-9143	310	19	and	and	CCONJ
ajceb-9143	310	20	thawing	thaw	VERB
ajceb-9143	310	21	cycles	cycle	NOUN
ajceb-9143	310	22	,	,	PUNCT
ajceb-9143	310	23	in	in	ADP
ajceb-9143	310	24	the	the	DET
ajceb-9143	310	25	development	development	NOUN
ajceb-9143	310	26	of	of	ADP
ajceb-9143	310	27	longitudinal	longitudinal	ADJ
ajceb-9143	310	28	cracks	crack	NOUN
ajceb-9143	310	29	.	.	PUNCT
ajceb-9143	311	1	this	this	DET
ajceb-9143	311	2	variable	variable	NOUN
ajceb-9143	311	3	’s	’s	PART
ajceb-9143	311	4	importance	importance	NOUN
ajceb-9143	311	5	suggests	suggest	VERB
ajceb-9143	311	6	that	that	SCONJ
ajceb-9143	311	7	pavements	pavement	NOUN
ajceb-9143	311	8	in	in	ADP
ajceb-9143	311	9	regions	region	NOUN
ajceb-9143	311	10	with	with	ADP
ajceb-9143	311	11	significant	significant	ADJ
ajceb-9143	311	12	freeze	freeze	NOUN
ajceb-9143	311	13	-	-	PUNCT
ajceb-9143	311	14	thaw	thaw	NOUN
ajceb-9143	311	15	cycles	cycle	NOUN
ajceb-9143	311	16	require	require	VERB
ajceb-9143	311	17	more	more	ADV
ajceb-9143	311	18	robust	robust	ADJ
ajceb-9143	311	19	materials	material	NOUN
ajceb-9143	311	20	and	and	CCONJ
ajceb-9143	311	21	design	design	NOUN
ajceb-9143	311	22	considerations	consideration	NOUN
ajceb-9143	311	23	to	to	PART
ajceb-9143	311	24	mitigate	mitigate	VERB
ajceb-9143	311	25	cracking	cracking	NOUN
ajceb-9143	311	26	.	.	PUNCT
ajceb-9143	312	1	kesal	kesal	PROPN
ajceb-9143	312	2	,	,	PUNCT
ajceb-9143	312	3	a	a	DET
ajceb-9143	312	4	distress	distress	NOUN
ajceb-9143	312	5	indicator	indicator	NOUN
ajceb-9143	312	6	associated	associate	VERB
ajceb-9143	312	7	with	with	ADP
ajceb-9143	312	8	the	the	DET
ajceb-9143	312	9	asphalt	asphalt	NOUN
ajceb-9143	312	10	layer	layer	NOUN
ajceb-9143	312	11	,	,	PUNCT
ajceb-9143	312	12	holds	hold	VERB
ajceb-9143	312	13	a	a	DET
ajceb-9143	312	14	notable	notable	ADJ
ajceb-9143	312	15	importance	importance	NOUN
ajceb-9143	312	16	score	score	NOUN
ajceb-9143	312	17	of	of	ADP
ajceb-9143	312	18	0.83	0.83	NUM
ajceb-9143	312	19	,	,	PUNCT
ajceb-9143	312	20	suggesting	suggest	VERB
ajceb-9143	312	21	that	that	SCONJ
ajceb-9143	312	22	the	the	DET
ajceb-9143	312	23	condition	condition	NOUN
ajceb-9143	312	24	of	of	ADP
ajceb-9143	312	25	the	the	DET
ajceb-9143	312	26	asphalt	asphalt	NOUN
ajceb-9143	312	27	layer	layer	NOUN
ajceb-9143	312	28	significantly	significantly	ADV
ajceb-9143	312	29	contributes	contribute	VERB
ajceb-9143	312	30	to	to	ADP
ajceb-9143	312	31	longitudinal	longitudinal	ADJ
ajceb-9143	312	32	cracking	cracking	NOUN
ajceb-9143	312	33	.	.	PUNCT
ajceb-9143	313	1	this	this	PRON
ajceb-9143	313	2	indicates	indicate	VERB
ajceb-9143	313	3	that	that	SCONJ
ajceb-9143	313	4	the	the	DET
ajceb-9143	313	5	quality	quality	NOUN
ajceb-9143	313	6	and	and	CCONJ
ajceb-9143	313	7	maintenance	maintenance	NOUN
ajceb-9143	313	8	of	of	ADP
ajceb-9143	313	9	the	the	DET
ajceb-9143	313	10	asphalt	asphalt	NOUN
ajceb-9143	313	11	layer	layer	NOUN
ajceb-9143	313	12	are	be	AUX
ajceb-9143	313	13	crucial	crucial	ADJ
ajceb-9143	313	14	in	in	ADP
ajceb-9143	313	15	preventing	prevent	VERB
ajceb-9143	313	16	cracks	crack	NOUN
ajceb-9143	313	17	.	.	PUNCT
ajceb-9143	314	1	l2	l2	NOUN
ajceb-9143	314	2	thickness	thickness	NOUN
ajceb-9143	314	3	,	,	PUNCT
ajceb-9143	314	4	representing	represent	VERB
ajceb-9143	314	5	the	the	DET
ajceb-9143	314	6	thickness	thickness	NOUN
ajceb-9143	314	7	of	of	ADP
ajceb-9143	314	8	the	the	DET
ajceb-9143	314	9	second	second	ADJ
ajceb-9143	314	10	layer	layer	NOUN
ajceb-9143	314	11	,	,	PUNCT
ajceb-9143	314	12	also	also	ADV
ajceb-9143	314	13	demonstrates	demonstrate	VERB
ajceb-9143	314	14	substantial	substantial	ADJ
ajceb-9143	314	15	importance	importance	NOUN
ajceb-9143	314	16	with	with	ADP
ajceb-9143	314	17	a	a	DET
ajceb-9143	314	18	score	score	NOUN
ajceb-9143	314	19	of	of	ADP
ajceb-9143	314	20	0.81	0.81	NUM
ajceb-9143	314	21	.	.	PUNCT
ajceb-9143	315	1	this	this	DET
ajceb-9143	315	2	highlights	highlight	VERB
ajceb-9143	315	3	the	the	DET
ajceb-9143	315	4	influence	influence	NOUN
ajceb-9143	315	5	of	of	ADP
ajceb-9143	315	6	structural	structural	ADJ
ajceb-9143	315	7	aspects	aspect	NOUN
ajceb-9143	315	8	on	on	ADP
ajceb-9143	315	9	pavement	pavement	NOUN
ajceb-9143	315	10	performance	performance	NOUN
ajceb-9143	315	11	,	,	PUNCT
ajceb-9143	315	12	suggesting	suggest	VERB
ajceb-9143	315	13	that	that	SCONJ
ajceb-9143	315	14	thicker	thick	ADJ
ajceb-9143	315	15	layers	layer	NOUN
ajceb-9143	315	16	can	can	AUX
ajceb-9143	315	17	provide	provide	VERB
ajceb-9143	315	18	better	well	ADJ
ajceb-9143	315	19	resistance	resistance	NOUN
ajceb-9143	315	20	to	to	ADP
ajceb-9143	315	21	cracking	crack	VERB
ajceb-9143	315	22	.	.	PUNCT
ajceb-9143	316	1	precipitation	precipitation	NOUN
ajceb-9143	316	2	and	and	CCONJ
ajceb-9143	316	3	age	age	NOUN
ajceb-9143	316	4	exhibit	exhibit	NOUN
ajceb-9143	316	5	scores	score	NOUN
ajceb-9143	316	6	of	of	ADP
ajceb-9143	316	7	0.77	0.77	NUM
ajceb-9143	316	8	and	and	CCONJ
ajceb-9143	316	9	0.75	0.75	NUM
ajceb-9143	316	10	,	,	PUNCT
ajceb-9143	316	11	respectively	respectively	ADV
ajceb-9143	316	12	,	,	PUNCT
ajceb-9143	316	13	indicating	indicate	VERB
ajceb-9143	316	14	the	the	DET
ajceb-9143	316	15	relevance	relevance	NOUN
ajceb-9143	316	16	of	of	ADP
ajceb-9143	316	17	environmental	environmental	ADJ
ajceb-9143	316	18	conditions	condition	NOUN
ajceb-9143	316	19	and	and	CCONJ
ajceb-9143	316	20	pavement	pavement	NOUN
ajceb-9143	316	21	age	age	NOUN
ajceb-9143	316	22	in	in	ADP
ajceb-9143	316	23	longitudinal	longitudinal	ADJ
ajceb-9143	316	24	cracking	cracking	NOUN
ajceb-9143	316	25	prediction	prediction	NOUN
ajceb-9143	316	26	.	.	PUNCT
ajceb-9143	317	1	high	high	ADJ
ajceb-9143	317	2	precipitation	precipitation	NOUN
ajceb-9143	317	3	can	can	AUX
ajceb-9143	317	4	lead	lead	VERB
ajceb-9143	317	5	to	to	PART
ajceb-9143	317	6	moisture	moisture	VERB
ajceb-9143	317	7	infiltration	infiltration	NOUN
ajceb-9143	317	8	and	and	CCONJ
ajceb-9143	317	9	weakening	weakening	NOUN
ajceb-9143	317	10	of	of	ADP
ajceb-9143	317	11	the	the	DET
ajceb-9143	317	12	pavement	pavement	NOUN
ajceb-9143	317	13	structure	structure	NOUN
ajceb-9143	317	14	,	,	PUNCT
ajceb-9143	317	15	while	while	SCONJ
ajceb-9143	317	16	older	old	ADJ
ajceb-9143	317	17	pavements	pavement	NOUN
ajceb-9143	317	18	are	be	AUX
ajceb-9143	317	19	naturally	naturally	ADV
ajceb-9143	317	20	more	more	ADV
ajceb-9143	317	21	susceptible	susceptible	ADJ
ajceb-9143	317	22	to	to	ADP
ajceb-9143	317	23	cracking	crack	VERB
ajceb-9143	317	24	over	over	ADP
ajceb-9143	317	25	time	time	NOUN
ajceb-9143	317	26	.	.	PUNCT
ajceb-9143	318	1	total	total	ADJ
ajceb-9143	318	2	thickness	thickness	NOUN
ajceb-9143	318	3	,	,	PUNCT
ajceb-9143	318	4	reflecting	reflect	VERB
ajceb-9143	318	5	the	the	DET
ajceb-9143	318	6	overall	overall	ADJ
ajceb-9143	318	7	pavement	pavement	NOUN
ajceb-9143	318	8	structure	structure	NOUN
ajceb-9143	318	9	,	,	PUNCT
ajceb-9143	318	10	holds	hold	VERB
ajceb-9143	318	11	moderate	moderate	ADJ
ajceb-9143	318	12	importance	importance	NOUN
ajceb-9143	318	13	at	at	ADP
ajceb-9143	318	14	0.67	0.67	NUM
ajceb-9143	318	15	.	.	PUNCT
ajceb-9143	319	1	initial	initial	ADJ
ajceb-9143	319	2	international	international	ADJ
ajceb-9143	319	3	roughness	roughness	NOUN
ajceb-9143	319	4	index	index	NOUN
ajceb-9143	319	5	and	and	CCONJ
ajceb-9143	319	6	annual	annual	ADJ
ajceb-9143	319	7	average	average	ADJ
ajceb-9143	319	8	daily	daily	ADJ
ajceb-9143	319	9	traffic	traffic	NOUN
ajceb-9143	319	10	show	show	NOUN
ajceb-9143	319	11	scores	score	NOUN
ajceb-9143	319	12	of	of	ADP
ajceb-9143	319	13	0.63	0.63	NUM
ajceb-9143	319	14	and	and	CCONJ
ajceb-9143	319	15	0.62	0.62	NUM
ajceb-9143	319	16	,	,	PUNCT
ajceb-9143	319	17	respectively	respectively	ADV
ajceb-9143	319	18	,	,	PUNCT
ajceb-9143	319	19	pointing	point	VERB
ajceb-9143	319	20	to	to	ADP
ajceb-9143	319	21	their	their	PRON
ajceb-9143	319	22	contributory	contributory	NOUN
ajceb-9143	319	23	roles	role	NOUN
ajceb-9143	319	24	in	in	ADP
ajceb-9143	319	25	influencing	influence	VERB
ajceb-9143	319	26	pavement	pavement	NOUN
ajceb-9143	319	27	performance	performance	NOUN
ajceb-9143	319	28	.	.	PUNCT
ajceb-9143	320	1	further	far	ADV
ajceb-9143	320	2	down	down	ADP
ajceb-9143	320	3	the	the	DET
ajceb-9143	320	4	importance	importance	NOUN
ajceb-9143	320	5	hierarchy	hierarchy	NOUN
ajceb-9143	320	6	,	,	PUNCT
ajceb-9143	320	7	variables	variable	NOUN
ajceb-9143	320	8	such	such	ADJ
ajceb-9143	320	9	as	as	ADP
ajceb-9143	320	10	min	min	PROPN
ajceb-9143	320	11	.	.	PROPN
ajceb-9143	320	12	humidity	humidity	NOUN
ajceb-9143	320	13	,	,	PUNCT
ajceb-9143	320	14	l4	l4	PROPN
ajceb-9143	320	15	thickness	thickness	NOUN
ajceb-9143	320	16	,	,	PUNCT
ajceb-9143	320	17	and	and	CCONJ
ajceb-9143	320	18	max	max	PROPN
ajceb-9143	320	19	.	.	PROPN
ajceb-9143	321	1	humidity	humidity	PROPN
ajceb-9143	321	2	exhibit	exhibit	NOUN
ajceb-9143	321	3	scores	score	NOUN
ajceb-9143	321	4	of	of	ADP
ajceb-9143	321	5	0.48	0.48	NUM
ajceb-9143	321	6	,	,	PUNCT
ajceb-9143	321	7	0.45	0.45	NUM
ajceb-9143	321	8	,	,	PUNCT
ajceb-9143	321	9	and	and	CCONJ
ajceb-9143	321	10	0.32	0.32	NUM
ajceb-9143	321	11	,	,	PUNCT
ajceb-9143	321	12	respectively	respectively	ADV
ajceb-9143	321	13	,	,	PUNCT
ajceb-9143	321	14	suggesting	suggest	VERB
ajceb-9143	321	15	their	their	PRON
ajceb-9143	321	16	relatively	relatively	ADV
ajceb-9143	321	17	lesser	less	ADJ
ajceb-9143	321	18	impact	impact	NOUN
ajceb-9143	321	19	on	on	ADP
ajceb-9143	321	20	longitudinal	longitudinal	ADJ
ajceb-9143	321	21	cracking	cracking	NOUN
ajceb-9143	321	22	.	.	PUNCT
ajceb-9143	322	1	additionally	additionally	ADV
ajceb-9143	322	2	,	,	PUNCT
ajceb-9143	322	3	features	feature	VERB
ajceb-9143	322	4	such	such	ADJ
ajceb-9143	322	5	as	as	ADP
ajceb-9143	322	6	climate	climate	NOUN
ajceb-9143	322	7	zone	zone	NOUN
ajceb-9143	322	8	,	,	PUNCT
ajceb-9143	322	9	l2	l2	NOUN
ajceb-9143	322	10	type	type	NOUN
ajceb-9143	322	11	,	,	PUNCT
ajceb-9143	322	12	coefficient	coefficient	NOUN
ajceb-9143	322	13	of	of	ADP
ajceb-9143	322	14	retention	retention	NOUN
ajceb-9143	322	15	(	(	PUNCT
ajceb-9143	322	16	cn	cn	PROPN
ajceb-9143	322	17	)	)	PUNCT
ajceb-9143	322	18	,	,	PUNCT
ajceb-9143	322	19	l3	l3	PROPN
ajceb-9143	322	20	type	type	NOUN
ajceb-9143	322	21	,	,	PUNCT
ajceb-9143	322	22	number	number	NOUN
ajceb-9143	322	23	of	of	ADP
ajceb-9143	322	24	lanes	lane	NOUN
ajceb-9143	322	25	,	,	PUNCT
ajceb-9143	322	26	and	and	CCONJ
ajceb-9143	322	27	l4	l4	PROPN
ajceb-9143	322	28	type	type	NOUN
ajceb-9143	322	29	contribute	contribute	VERB
ajceb-9143	322	30	to	to	ADP
ajceb-9143	322	31	varying	vary	VERB
ajceb-9143	322	32	extents	extent	NOUN
ajceb-9143	322	33	,	,	PUNCT
ajceb-9143	322	34	as	as	SCONJ
ajceb-9143	322	35	indicated	indicate	VERB
ajceb-9143	322	36	by	by	ADP
ajceb-9143	322	37	their	their	PRON
ajceb-9143	322	38	importance	importance	NOUN
ajceb-9143	322	39	scores	score	NOUN
ajceb-9143	322	40	.	.	PUNCT
ajceb-9143	323	1	this	this	DET
ajceb-9143	323	2	detailed	detailed	ADJ
ajceb-9143	323	3	analysis	analysis	NOUN
ajceb-9143	323	4	underscores	underscore	VERB
ajceb-9143	323	5	the	the	DET
ajceb-9143	323	6	complexity	complexity	NOUN
ajceb-9143	323	7	of	of	ADP
ajceb-9143	323	8	factors	factor	NOUN
ajceb-9143	323	9	influencing	influence	VERB
ajceb-9143	323	10	longitudinal	longitudinal	ADJ
ajceb-9143	323	11	cracking	cracking	NOUN
ajceb-9143	323	12	,	,	PUNCT
ajceb-9143	323	13	emphasizing	emphasize	VERB
ajceb-9143	323	14	the	the	DET
ajceb-9143	323	15	need	need	NOUN
ajceb-9143	323	16	for	for	ADP
ajceb-9143	323	17	a	a	DET
ajceb-9143	323	18	comprehensive	comprehensive	ADJ
ajceb-9143	323	19	consideration	consideration	NOUN
ajceb-9143	323	20	of	of	ADP
ajceb-9143	323	21	multiple	multiple	ADJ
ajceb-9143	323	22	variables	variable	NOUN
ajceb-9143	323	23	in	in	ADP
ajceb-9143	323	24	predictive	predictive	ADJ
ajceb-9143	323	25	modeling	modeling	NOUN
ajceb-9143	323	26	for	for	ADP
ajceb-9143	323	27	effective	effective	ADJ
ajceb-9143	323	28	pavement	pavement	NOUN
ajceb-9143	323	29	management	management	NOUN
ajceb-9143	323	30	and	and	CCONJ
ajceb-9143	323	31	maintenance	maintenance	NOUN
ajceb-9143	323	32	strategies	strategy	NOUN
ajceb-9143	323	33	.	.	PUNCT
ajceb-9143	324	1	understanding	understand	VERB
ajceb-9143	324	2	the	the	DET
ajceb-9143	324	3	critical	critical	ADJ
ajceb-9143	324	4	roles	role	NOUN
ajceb-9143	324	5	of	of	ADP
ajceb-9143	324	6	temperature	temperature	NOUN
ajceb-9143	324	7	,	,	PUNCT
ajceb-9143	324	8	aadtt	aadtt	NOUN
ajceb-9143	324	9	,	,	PUNCT
ajceb-9143	324	10	and	and	CCONJ
ajceb-9143	324	11	other	other	ADJ
ajceb-9143	324	12	significant	significant	ADJ
ajceb-9143	324	13	factors	factor	NOUN
ajceb-9143	324	14	can	can	AUX
ajceb-9143	324	15	help	help	VERB
ajceb-9143	324	16	in	in	ADP
ajceb-9143	324	17	optimizing	optimize	VERB
ajceb-9143	324	18	maintenance	maintenance	NOUN
ajceb-9143	324	19	schedules	schedule	NOUN
ajceb-9143	324	20	,	,	PUNCT
ajceb-9143	324	21	improving	improve	VERB
ajceb-9143	324	22	pavement	pavement	NOUN
ajceb-9143	324	23	design	design	NOUN
ajceb-9143	324	24	,	,	PUNCT
ajceb-9143	324	25	and	and	CCONJ
ajceb-9143	324	26	ultimately	ultimately	ADV
ajceb-9143	324	27	enhancing	enhance	VERB
ajceb-9143	324	28	the	the	DET
ajceb-9143	324	29	durability	durability	NOUN
ajceb-9143	324	30	and	and	CCONJ
ajceb-9143	324	31	longevity	longevity	NOUN
ajceb-9143	324	32	of	of	ADP
ajceb-9143	324	33	crcp	crcp	ADJ
ajceb-9143	324	34	infrastructure	infrastructure	NOUN
ajceb-9143	324	35	.	.	PUNCT
ajceb-9143	325	1	development	development	NOUN
ajceb-9143	325	2	of	of	ADP
ajceb-9143	325	3	machine	machine	NOUN
ajceb-9143	325	4	learning	learning	NOUN
ajceb-9143	325	5	models	model	VERB
ajceb-9143	325	6	the	the	DET
ajceb-9143	325	7	machine	machine	NOUN
ajceb-9143	325	8	learning	learning	NOUN
ajceb-9143	325	9	models	model	NOUN
ajceb-9143	325	10	and	and	CCONJ
ajceb-9143	325	11	traditional	traditional	ADJ
ajceb-9143	325	12	regression	regression	NOUN
ajceb-9143	325	13	models	model	NOUN
ajceb-9143	325	14	were	be	AUX
ajceb-9143	325	15	evaluated	evaluate	VERB
ajceb-9143	325	16	using	use	VERB
ajceb-9143	325	17	various	various	ADJ
ajceb-9143	325	18	specifications	specification	NOUN
ajceb-9143	325	19	,	,	PUNCT
ajceb-9143	325	20	and	and	CCONJ
ajceb-9143	325	21	their	their	PRON
ajceb-9143	325	22	performance	performance	NOUN
ajceb-9143	325	23	metrics	metric	NOUN
ajceb-9143	325	24	were	be	AUX
ajceb-9143	325	25	assessed	assess	VERB
ajceb-9143	325	26	for	for	ADP
ajceb-9143	325	27	predicting	predict	VERB
ajceb-9143	325	28	longitudinal	longitudinal	ADJ
ajceb-9143	325	29	cracking	cracking	NOUN
ajceb-9143	325	30	in	in	ADP
ajceb-9143	325	31	crcp	crcp	NOUN
ajceb-9143	325	32	as	as	SCONJ
ajceb-9143	325	33	shown	show	VERB
ajceb-9143	325	34	in	in	ADP
ajceb-9143	325	35	table	table	NOUN
ajceb-9143	325	36	7	7	NUM
ajceb-9143	325	37	and	and	CCONJ
ajceb-9143	325	38	figure	figure	VERB
ajceb-9143	325	39	6	6	NUM
ajceb-9143	325	40	.	.	PUNCT
ajceb-9143	326	1	the	the	DET
ajceb-9143	326	2	linear	linear	ADJ
ajceb-9143	326	3	regression	regression	NOUN
ajceb-9143	326	4	models	model	NOUN
ajceb-9143	326	5	,	,	PUNCT
ajceb-9143	326	6	both	both	PRON
ajceb-9143	326	7	in	in	ADP
ajceb-9143	326	8	the	the	DET
ajceb-9143	326	9	linear	linear	ADJ
ajceb-9143	326	10	and	and	CCONJ
ajceb-9143	326	11	robust	robust	ADJ
ajceb-9143	326	12	forms	form	NOUN
ajceb-9143	326	13	,	,	PUNCT
ajceb-9143	326	14	exhibited	exhibit	VERB
ajceb-9143	326	15	rmse	rmse	ADJ
ajceb-9143	326	16	values	value	NOUN
ajceb-9143	326	17	of	of	ADP
ajceb-9143	326	18	21.81	21.81	NUM
ajceb-9143	326	19	and	and	CCONJ
ajceb-9143	326	20	22.08	22.08	NUM
ajceb-9143	326	21	,	,	PUNCT
ajceb-9143	326	22	r	r	NOUN
ajceb-9143	326	23	-	-	PUNCT
ajceb-9143	326	24	squared	square	VERB
ajceb-9143	326	25	values	value	NOUN
ajceb-9143	326	26	of	of	ADP
ajceb-9143	326	27	0.24	0.24	NUM
ajceb-9143	326	28	and	and	CCONJ
ajceb-9143	326	29	0.22	0.22	NUM
ajceb-9143	326	30	,	,	PUNCT
ajceb-9143	326	31	mse	mse	NOUN
ajceb-9143	326	32	values	value	NOUN
ajceb-9143	326	33	of	of	ADP
ajceb-9143	326	34	475.83	475.83	NUM
ajceb-9143	326	35	and	and	CCONJ
ajceb-9143	326	36	487.66	487.66	NUM
ajceb-9143	326	37	,	,	PUNCT
ajceb-9143	326	38	and	and	CCONJ
ajceb-9143	326	39	mean	mean	VERB
ajceb-9143	326	40	absolute	absolute	ADJ
ajceb-9143	326	41	error	error	NOUN
ajceb-9143	326	42	(	(	PUNCT
ajceb-9143	326	43	mae	mae	PROPN
ajceb-9143	326	44	)	)	PUNCT
ajceb-9143	326	45	values	value	NOUN
ajceb-9143	326	46	of	of	ADP
ajceb-9143	326	47	11.34	11.34	NUM
ajceb-9143	326	48	and	and	CCONJ
ajceb-9143	326	49	7.05	7.05	NUM
ajceb-9143	326	50	,	,	PUNCT
ajceb-9143	326	51	respectively	respectively	ADV
ajceb-9143	326	52	.	.	PUNCT
ajceb-9143	327	1	the	the	DET
ajceb-9143	327	2	training	training	NOUN
ajceb-9143	327	3	time	time	NOUN
ajceb-9143	327	4	for	for	ADP
ajceb-9143	327	5	linear	linear	ADJ
ajceb-9143	327	6	regression	regression	NOUN
ajceb-9143	327	7	was	be	AUX
ajceb-9143	327	8	recorded	record	VERB
ajceb-9143	327	9	at	at	ADP
ajceb-9143	327	10	15.82	15.82	NUM
ajceb-9143	327	11	s.	s.	PROPN
ajceb-9143	327	12	regression	regression	VERB
ajceb-9143	327	13	tree	tree	NOUN
ajceb-9143	327	14	models	model	NOUN
ajceb-9143	327	15	,	,	PUNCT
ajceb-9143	327	16	categorized	categorize	VERB
ajceb-9143	327	17	as	as	ADP
ajceb-9143	327	18	fine	fine	ADJ
ajceb-9143	327	19	,	,	PUNCT
ajceb-9143	327	20	medium	medium	ADJ
ajceb-9143	327	21	,	,	PUNCT
ajceb-9143	327	22	and	and	CCONJ
ajceb-9143	327	23	coarse	coarse	ADV
ajceb-9143	327	24	,	,	PUNCT
ajceb-9143	327	25	demonstrated	demonstrate	VERB
ajceb-9143	327	26	varying	vary	VERB
ajceb-9143	327	27	levels	level	NOUN
ajceb-9143	327	28	of	of	ADP
ajceb-9143	327	29	performance	performance	NOUN
ajceb-9143	327	30	.	.	PUNCT
ajceb-9143	328	1	the	the	DET
ajceb-9143	328	2	fine	fine	ADJ
ajceb-9143	328	3	regression	regression	NOUN
ajceb-9143	328	4	tree	tree	NOUN
ajceb-9143	328	5	yielded	yield	VERB
ajceb-9143	328	6	the	the	DET
ajceb-9143	328	7	lowest	low	ADJ
ajceb-9143	328	8	rmse	rmse	NOUN
ajceb-9143	328	9	of	of	ADP
ajceb-9143	328	10	18.56	18.56	NUM
ajceb-9143	328	11	,	,	PUNCT
ajceb-9143	328	12	the	the	DET
ajceb-9143	328	13	highest	high	ADJ
ajceb-9143	328	14	r	r	NOUN
ajceb-9143	328	15	-	-	PUNCT
ajceb-9143	328	16	squared	square	VERB
ajceb-9143	328	17	of	of	ADP
ajceb-9143	328	18	0.45	0.45	NUM
ajceb-9143	328	19	,	,	PUNCT
ajceb-9143	328	20	and	and	CCONJ
ajceb-9143	328	21	the	the	DET
ajceb-9143	328	22	lowest	low	ADJ
ajceb-9143	328	23	mse	mse	NOUN
ajceb-9143	328	24	of	of	ADP
ajceb-9143	328	25	344.57	344.57	NUM
ajceb-9143	328	26	.	.	PUNCT
ajceb-9143	329	1	the	the	DET
ajceb-9143	329	2	training	training	NOUN
ajceb-9143	329	3	times	time	NOUN
ajceb-9143	329	4	for	for	ADP
ajceb-9143	329	5	fine	fine	ADJ
ajceb-9143	329	6	,	,	PUNCT
ajceb-9143	329	7	medium	medium	ADJ
ajceb-9143	329	8	,	,	PUNCT
ajceb-9143	329	9	and	and	CCONJ
ajceb-9143	329	10	coarse	coarse	ADJ
ajceb-9143	329	11	were	be	AUX
ajceb-9143	329	12	15.73	15.73	NUM
ajceb-9143	329	13	,	,	PUNCT
ajceb-9143	329	14	4.24	4.24	NUM
ajceb-9143	329	15	,	,	PUNCT
ajceb-9143	329	16	and	and	CCONJ
ajceb-9143	329	17	5.68	5.68	NUM
ajceb-9143	329	18	s	s	NOUN
ajceb-9143	329	19	,	,	PUNCT
ajceb-9143	329	20	respectively	respectively	ADV
ajceb-9143	329	21	.	.	PUNCT
ajceb-9143	330	1	svm	svm	ADJ
ajceb-9143	330	2	models	model	NOUN
ajceb-9143	330	3	with	with	ADP
ajceb-9143	330	4	different	different	ADJ
ajceb-9143	330	5	kernel	kernel	NOUN
ajceb-9143	330	6	types	type	NOUN
ajceb-9143	330	7	showed	show	VERB
ajceb-9143	330	8	diverse	diverse	ADJ
ajceb-9143	330	9	results	result	NOUN
ajceb-9143	330	10	.	.	PUNCT
ajceb-9143	331	1	the	the	DET
ajceb-9143	331	2	linear	linear	ADJ
ajceb-9143	331	3	svm	svm	PROPN
ajceb-9143	331	4	model	model	NOUN
ajceb-9143	331	5	exhibited	exhibit	VERB
ajceb-9143	331	6	an	an	DET
ajceb-9143	331	7	rmse	rmse	NOUN
ajceb-9143	331	8	of	of	ADP
ajceb-9143	331	9	25.64	25.64	NUM
ajceb-9143	331	10	,	,	PUNCT
ajceb-9143	331	11	an	an	DET
ajceb-9143	331	12	r	r	NOUN
ajceb-9143	331	13	-	-	PUNCT
ajceb-9143	331	14	squared	square	VERB
ajceb-9143	331	15	of	of	ADP
ajceb-9143	331	16	-0.05	-0.05	NUM
ajceb-9143	331	17	,	,	PUNCT
ajceb-9143	331	18	an	an	DET
ajceb-9143	331	19	mse	mse	NOUN
ajceb-9143	331	20	of	of	ADP
ajceb-9143	331	21	657.36	657.36	NUM
ajceb-9143	331	22	,	,	PUNCT
ajceb-9143	331	23	and	and	CCONJ
ajceb-9143	331	24	an	an	DET
ajceb-9143	331	25	mae	mae	PROPN
ajceb-9143	331	26	of	of	ADP
ajceb-9143	331	27	6.73	6.73	NUM
ajceb-9143	331	28	,	,	PUNCT
ajceb-9143	331	29	with	with	ADP
ajceb-9143	331	30	a	a	DET
ajceb-9143	331	31	training	training	NOUN
ajceb-9143	331	32	time	time	NOUN
ajceb-9143	331	33	of	of	ADP
ajceb-9143	331	34	6.71	6.71	NUM
ajceb-9143	331	35	s.	s.	NOUN
ajceb-9143	331	36	the	the	DET
ajceb-9143	331	37	quadratic	quadratic	ADJ
ajceb-9143	331	38	and	and	CCONJ
ajceb-9143	331	39	cubic	cubic	ADJ
ajceb-9143	331	40	svms	svms	NOUN
ajceb-9143	331	41	,	,	PUNCT
ajceb-9143	331	42	along	along	ADP
ajceb-9143	331	43	with	with	ADP
ajceb-9143	331	44	fine	fine	ADJ
ajceb-9143	331	45	,	,	PUNCT
ajceb-9143	331	46	medium	medium	ADJ
ajceb-9143	331	47	,	,	PUNCT
ajceb-9143	331	48	and	and	CCONJ
ajceb-9143	331	49	coarse	coarse	ADJ
ajceb-9143	331	50	gaussian	gaussian	ADJ
ajceb-9143	331	51	svms	svms	NOUN
ajceb-9143	331	52	,	,	PUNCT
ajceb-9143	331	53	displayed	display	VERB
ajceb-9143	331	54	variations	variation	NOUN
ajceb-9143	331	55	in	in	ADP
ajceb-9143	331	56	performance	performance	NOUN
ajceb-9143	331	57	metrics	metric	NOUN
ajceb-9143	331	58	,	,	PUNCT
ajceb-9143	331	59	indicating	indicate	VERB
ajceb-9143	331	60	the	the	DET
ajceb-9143	331	61	influence	influence	NOUN
ajceb-9143	331	62	of	of	ADP
ajceb-9143	331	63	kernel	kernel	PROPN
ajceb-9143	331	64	choice	choice	PROPN
ajceb-9143	331	65	on	on	ADP
ajceb-9143	331	66	model	model	NOUN
ajceb-9143	331	67	performance	performance	NOUN
ajceb-9143	331	68	.	.	PUNCT
ajceb-9143	332	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	332	2	construction	construction	NOUN
ajceb-9143	332	3	economics	economic	NOUN
ajceb-9143	332	4	and	and	CCONJ
ajceb-9143	332	5	building	building	NOUN
ajceb-9143	332	6	,	,	PUNCT
ajceb-9143	332	7	vol	vol	NOUN
ajceb-9143	332	8	.	.	PROPN
ajceb-9143	333	1	25	25	NUM
ajceb-9143	333	2	,	,	PUNCT
ajceb-9143	333	3	no	no	INTJ
ajceb-9143	333	4	.	.	NOUN
ajceb-9143	333	5	1	1	NUM
ajceb-9143	333	6	march	march	PROPN
ajceb-9143	333	7	2025161	2025161	NUM
ajceb-9143	333	8	ensemble	ensemble	ADJ
ajceb-9143	333	9	tree	tree	NOUN
ajceb-9143	333	10	models	model	NOUN
ajceb-9143	333	11	,	,	PUNCT
ajceb-9143	333	12	including	include	VERB
ajceb-9143	333	13	boosted	boost	VERB
ajceb-9143	333	14	trees	tree	NOUN
ajceb-9143	333	15	and	and	CCONJ
ajceb-9143	333	16	bagged	bagged	ADJ
ajceb-9143	333	17	trees	tree	NOUN
ajceb-9143	333	18	,	,	PUNCT
ajceb-9143	333	19	demonstrated	demonstrate	VERB
ajceb-9143	333	20	competitive	competitive	ADJ
ajceb-9143	333	21	results	result	NOUN
ajceb-9143	333	22	.	.	PUNCT
ajceb-9143	334	1	boosted	boost	VERB
ajceb-9143	334	2	trees	tree	NOUN
ajceb-9143	334	3	showed	show	VERB
ajceb-9143	334	4	the	the	DET
ajceb-9143	334	5	lowest	low	ADJ
ajceb-9143	334	6	rmse	rmse	NOUN
ajceb-9143	334	7	of	of	ADP
ajceb-9143	334	8	18.48	18.48	NUM
ajceb-9143	334	9	,	,	PUNCT
ajceb-9143	334	10	the	the	DET
ajceb-9143	334	11	highest	high	ADJ
ajceb-9143	334	12	r	r	NOUN
ajceb-9143	334	13	-	-	PUNCT
ajceb-9143	334	14	squared	square	VERB
ajceb-9143	334	15	of	of	ADP
ajceb-9143	334	16	0.45	0.45	NUM
ajceb-9143	334	17	,	,	PUNCT
ajceb-9143	334	18	and	and	CCONJ
ajceb-9143	334	19	the	the	DET
ajceb-9143	334	20	lowest	low	ADJ
ajceb-9143	334	21	mse	mse	NOUN
ajceb-9143	334	22	of	of	ADP
ajceb-9143	334	23	341.51	341.51	NUM
ajceb-9143	334	24	,	,	PUNCT
ajceb-9143	334	25	with	with	ADP
ajceb-9143	334	26	a	a	DET
ajceb-9143	334	27	training	training	NOUN
ajceb-9143	334	28	time	time	NOUN
ajceb-9143	334	29	of	of	ADP
ajceb-9143	334	30	15.78	15.78	NUM
ajceb-9143	334	31	s.	s.	PROPN
ajceb-9143	334	32	bagged	bag	VERB
ajceb-9143	334	33	trees	tree	NOUN
ajceb-9143	334	34	had	have	VERB
ajceb-9143	334	35	an	an	DET
ajceb-9143	334	36	rmse	rmse	NOUN
ajceb-9143	334	37	of	of	ADP
ajceb-9143	334	38	20.39	20.39	NUM
ajceb-9143	334	39	,	,	PUNCT
ajceb-9143	334	40	an	an	DET
ajceb-9143	334	41	r	r	NOUN
ajceb-9143	334	42	-	-	PUNCT
ajceb-9143	334	43	squared	square	VERB
ajceb-9143	334	44	of	of	ADP
ajceb-9143	334	45	0.33	0.33	NUM
ajceb-9143	334	46	,	,	PUNCT
ajceb-9143	334	47	an	an	DET
ajceb-9143	334	48	mse	mse	NOUN
ajceb-9143	334	49	of	of	ADP
ajceb-9143	334	50	415.91	415.91	NUM
ajceb-9143	334	51	,	,	PUNCT
ajceb-9143	334	52	and	and	CCONJ
ajceb-9143	334	53	an	an	DET
ajceb-9143	334	54	mae	mae	PROPN
ajceb-9143	334	55	of	of	ADP
ajceb-9143	334	56	7.86	7.86	NUM
ajceb-9143	334	57	,	,	PUNCT
ajceb-9143	334	58	with	with	ADP
ajceb-9143	334	59	a	a	DET
ajceb-9143	334	60	training	training	NOUN
ajceb-9143	334	61	time	time	NOUN
ajceb-9143	334	62	of	of	ADP
ajceb-9143	334	63	21.43	21.43	NUM
ajceb-9143	334	64	s.	s.	PROPN
ajceb-9143	334	65	gpr	gpr	PROPN
ajceb-9143	334	66	models	model	NOUN
ajceb-9143	334	67	with	with	ADP
ajceb-9143	334	68	different	different	ADJ
ajceb-9143	334	69	kernels	kernel	NOUN
ajceb-9143	334	70	displayed	display	VERB
ajceb-9143	334	71	varying	vary	VERB
ajceb-9143	334	72	performance	performance	NOUN
ajceb-9143	334	73	,	,	PUNCT
ajceb-9143	334	74	with	with	ADP
ajceb-9143	334	75	squared	square	VERB
ajceb-9143	334	76	exponential	exponential	ADJ
ajceb-9143	334	77	gpr	gpr	PROPN
ajceb-9143	334	78	showcasing	showcase	VERB
ajceb-9143	334	79	the	the	DET
ajceb-9143	334	80	lowest	low	ADJ
ajceb-9143	334	81	rmse	rmse	NOUN
ajceb-9143	334	82	of	of	ADP
ajceb-9143	334	83	11.84	11.84	NUM
ajceb-9143	334	84	,	,	PUNCT
ajceb-9143	334	85	the	the	DET
ajceb-9143	334	86	highest	high	ADJ
ajceb-9143	334	87	r	r	NOUN
ajceb-9143	334	88	-	-	PUNCT
ajceb-9143	334	89	squared	square	VERB
ajceb-9143	334	90	of	of	ADP
ajceb-9143	334	91	0.78	0.78	NUM
ajceb-9143	334	92	,	,	PUNCT
ajceb-9143	334	93	and	and	CCONJ
ajceb-9143	334	94	the	the	DET
ajceb-9143	334	95	lowest	low	ADJ
ajceb-9143	334	96	mse	mse	NOUN
ajceb-9143	334	97	of	of	ADP
ajceb-9143	334	98	140.19	140.19	NUM
ajceb-9143	334	99	.	.	PUNCT
ajceb-9143	335	1	ann	ann	PROPN
ajceb-9143	335	2	models	model	NOUN
ajceb-9143	335	3	,	,	PUNCT
ajceb-9143	335	4	including	include	VERB
ajceb-9143	335	5	narrow	narrow	ADJ
ajceb-9143	335	6	,	,	PUNCT
ajceb-9143	335	7	medium	medium	ADJ
ajceb-9143	335	8	,	,	PUNCT
ajceb-9143	335	9	and	and	CCONJ
ajceb-9143	335	10	wide	wide	ADJ
ajceb-9143	335	11	ann	ann	PROPN
ajceb-9143	335	12	,	,	PUNCT
ajceb-9143	335	13	along	along	ADP
ajceb-9143	335	14	with	with	ADP
ajceb-9143	335	15	bilayered	bilayere	VERB
ajceb-9143	335	16	and	and	CCONJ
ajceb-9143	335	17	trilayered	trilayere	VERB
ajceb-9143	335	18	ann	ann	PROPN
ajceb-9143	335	19	,	,	PUNCT
ajceb-9143	335	20	exhibited	exhibit	VERB
ajceb-9143	335	21	distinctive	distinctive	ADJ
ajceb-9143	335	22	performances	performance	NOUN
ajceb-9143	335	23	,	,	PUNCT
ajceb-9143	335	24	with	with	ADP
ajceb-9143	335	25	wide	wide	ADJ
ajceb-9143	335	26	ann	ann	PROPN
ajceb-9143	335	27	achieving	achieve	VERB
ajceb-9143	335	28	notable	notable	ADJ
ajceb-9143	335	29	accuracy	accuracy	NOUN
ajceb-9143	335	30	.	.	PUNCT
ajceb-9143	336	1	kernel	kernel	PROPN
ajceb-9143	336	2	models	model	NOUN
ajceb-9143	336	3	,	,	PUNCT
ajceb-9143	336	4	such	such	ADJ
ajceb-9143	336	5	as	as	ADP
ajceb-9143	336	6	svm	svm	ADJ
ajceb-9143	336	7	kernel	kernel	NOUN
ajceb-9143	336	8	and	and	CCONJ
ajceb-9143	336	9	least	least	ADJ
ajceb-9143	336	10	squares	square	NOUN
ajceb-9143	336	11	regression	regression	PROPN
ajceb-9143	336	12	kernel	kernel	PROPN
ajceb-9143	336	13	,	,	PUNCT
ajceb-9143	336	14	demonstrated	demonstrate	VERB
ajceb-9143	336	15	diverse	diverse	ADJ
ajceb-9143	336	16	performance	performance	NOUN
ajceb-9143	336	17	metrics	metric	NOUN
ajceb-9143	336	18	,	,	PUNCT
ajceb-9143	336	19	with	with	ADP
ajceb-9143	336	20	svm	svm	ADJ
ajceb-9143	336	21	kernel	kernel	PROPN
ajceb-9143	336	22	showing	show	VERB
ajceb-9143	336	23	an	an	DET
ajceb-9143	336	24	rmse	rmse	NOUN
ajceb-9143	336	25	of	of	ADP
ajceb-9143	336	26	25.52	25.52	NUM
ajceb-9143	336	27	,	,	PUNCT
ajceb-9143	336	28	an	an	DET
ajceb-9143	336	29	r	r	NOUN
ajceb-9143	336	30	-	-	PUNCT
ajceb-9143	336	31	squared	square	VERB
ajceb-9143	336	32	of	of	ADP
ajceb-9143	336	33	-0.04	-0.04	NUM
ajceb-9143	336	34	,	,	PUNCT
ajceb-9143	336	35	an	an	DET
ajceb-9143	336	36	mse	mse	NOUN
ajceb-9143	336	37	of	of	ADP
ajceb-9143	336	38	651.22	651.22	NUM
ajceb-9143	336	39	,	,	PUNCT
ajceb-9143	336	40	and	and	CCONJ
ajceb-9143	336	41	an	an	DET
ajceb-9143	336	42	mae	mae	PROPN
ajceb-9143	336	43	of	of	ADP
ajceb-9143	336	44	6.74	6.74	NUM
ajceb-9143	336	45	.	.	PUNCT
ajceb-9143	337	1	least	least	ADJ
ajceb-9143	337	2	squares	square	NOUN
ajceb-9143	337	3	regression	regression	PROPN
ajceb-9143	337	4	kernel	kernel	PROPN
ajceb-9143	337	5	exhibited	exhibit	VERB
ajceb-9143	337	6	an	an	DET
ajceb-9143	337	7	rmse	rmse	NOUN
ajceb-9143	337	8	of	of	ADP
ajceb-9143	337	9	20.53	20.53	NUM
ajceb-9143	337	10	,	,	PUNCT
ajceb-9143	337	11	an	an	DET
ajceb-9143	337	12	r	r	NOUN
ajceb-9143	337	13	-	-	PUNCT
ajceb-9143	337	14	squared	square	VERB
ajceb-9143	337	15	of	of	ADP
ajceb-9143	337	16	0.33	0.33	NUM
ajceb-9143	337	17	,	,	PUNCT
ajceb-9143	337	18	an	an	DET
ajceb-9143	337	19	mse	mse	NOUN
ajceb-9143	337	20	of	of	ADP
ajceb-9143	337	21	421.50	421.50	NUM
ajceb-9143	337	22	,	,	PUNCT
ajceb-9143	337	23	and	and	CCONJ
ajceb-9143	337	24	an	an	DET
ajceb-9143	337	25	mae	mae	PROPN
ajceb-9143	337	26	of	of	ADP
ajceb-9143	337	27	8.27	8.27	NUM
ajceb-9143	337	28	.	.	PUNCT
ajceb-9143	338	1	the	the	DET
ajceb-9143	338	2	training	training	NOUN
ajceb-9143	338	3	times	time	NOUN
ajceb-9143	338	4	for	for	ADP
ajceb-9143	338	5	kernel	kernel	NOUN
ajceb-9143	338	6	models	model	NOUN
ajceb-9143	338	7	varied	varied	ADJ
ajceb-9143	338	8	based	base	VERB
ajceb-9143	338	9	on	on	ADP
ajceb-9143	338	10	the	the	DET
ajceb-9143	338	11	specific	specific	ADJ
ajceb-9143	338	12	kernel	kernel	NOUN
ajceb-9143	338	13	type	type	NOUN
ajceb-9143	338	14	.	.	PUNCT
ajceb-9143	339	1	the	the	DET
ajceb-9143	339	2	training	training	NOUN
ajceb-9143	339	3	times	time	NOUN
ajceb-9143	339	4	for	for	ADP
ajceb-9143	339	5	the	the	DET
ajceb-9143	339	6	machine	machine	NOUN
ajceb-9143	339	7	learning	learning	NOUN
ajceb-9143	339	8	models	model	NOUN
ajceb-9143	339	9	vary	vary	VERB
ajceb-9143	339	10	significantly	significantly	ADV
ajceb-9143	339	11	,	,	PUNCT
ajceb-9143	339	12	offering	offer	VERB
ajceb-9143	339	13	insights	insight	NOUN
ajceb-9143	339	14	into	into	ADP
ajceb-9143	339	15	their	their	PRON
ajceb-9143	339	16	computational	computational	ADJ
ajceb-9143	339	17	efficiency	efficiency	NOUN
ajceb-9143	339	18	.	.	PUNCT
ajceb-9143	340	1	among	among	ADP
ajceb-9143	340	2	the	the	DET
ajceb-9143	340	3	models	model	NOUN
ajceb-9143	340	4	requiring	require	VERB
ajceb-9143	340	5	a	a	DET
ajceb-9143	340	6	short	short	ADJ
ajceb-9143	340	7	training	training	NOUN
ajceb-9143	340	8	time	time	NOUN
ajceb-9143	340	9	(	(	PUNCT
ajceb-9143	340	10	less	less	ADJ
ajceb-9143	340	11	than	than	ADP
ajceb-9143	340	12	10	10	NUM
ajceb-9143	340	13	s	s	NOUN
ajceb-9143	340	14	)	)	PUNCT
ajceb-9143	340	15	,	,	PUNCT
ajceb-9143	340	16	the	the	DET
ajceb-9143	340	17	regression	regression	NOUN
ajceb-9143	340	18	tree	tree	NOUN
ajceb-9143	340	19	with	with	ADP
ajceb-9143	340	20	a	a	DET
ajceb-9143	340	21	fine	fine	ADJ
ajceb-9143	340	22	specification	specification	NOUN
ajceb-9143	340	23	stands	stand	VERB
ajceb-9143	340	24	out	out	ADP
ajceb-9143	340	25	with	with	ADP
ajceb-9143	340	26	a	a	DET
ajceb-9143	340	27	training	training	NOUN
ajceb-9143	340	28	time	time	NOUN
ajceb-9143	340	29	of	of	ADP
ajceb-9143	340	30	15.73	15.73	NUM
ajceb-9143	340	31	s	s	NOUN
ajceb-9143	340	32	,	,	PUNCT
ajceb-9143	340	33	followed	follow	VERB
ajceb-9143	340	34	closely	closely	ADV
ajceb-9143	340	35	by	by	ADP
ajceb-9143	340	36	the	the	DET
ajceb-9143	340	37	medium	medium	ADJ
ajceb-9143	340	38	and	and	CCONJ
ajceb-9143	340	39	coarse	coarse	ADJ
ajceb-9143	340	40	gaussian	gaussian	NOUN
ajceb-9143	340	41	models	model	NOUN
ajceb-9143	340	42	at	at	ADP
ajceb-9143	340	43	5.74	5.74	NUM
ajceb-9143	340	44	and	and	CCONJ
ajceb-9143	340	45	5.34	5.34	NUM
ajceb-9143	340	46	s	s	NOUN
ajceb-9143	340	47	,	,	PUNCT
ajceb-9143	340	48	respectively	respectively	ADV
ajceb-9143	340	49	.	.	PUNCT
ajceb-9143	341	1	additionally	additionally	ADV
ajceb-9143	341	2	,	,	PUNCT
ajceb-9143	341	3	the	the	DET
ajceb-9143	341	4	quadratic	quadratic	ADJ
ajceb-9143	341	5	and	and	CCONJ
ajceb-9143	341	6	cubic	cubic	ADJ
ajceb-9143	341	7	svm	svm	NOUN
ajceb-9143	341	8	models	model	NOUN
ajceb-9143	341	9	demonstrate	demonstrate	VERB
ajceb-9143	341	10	low	low	ADJ
ajceb-9143	341	11	training	training	NOUN
ajceb-9143	341	12	times	time	NOUN
ajceb-9143	341	13	of	of	ADP
ajceb-9143	341	14	6.14	6.14	NUM
ajceb-9143	341	15	and	and	CCONJ
ajceb-9143	341	16	6.97	6.97	NUM
ajceb-9143	341	17	s	s	NOUN
ajceb-9143	341	18	,	,	PUNCT
ajceb-9143	341	19	respectively	respectively	ADV
ajceb-9143	341	20	,	,	PUNCT
ajceb-9143	341	21	along	along	ADP
ajceb-9143	341	22	with	with	ADP
ajceb-9143	341	23	the	the	DET
ajceb-9143	341	24	exponential	exponential	ADJ
ajceb-9143	341	25	gpr	gpr	PROPN
ajceb-9143	341	26	model	model	NOUN
ajceb-9143	341	27	at	at	ADP
ajceb-9143	341	28	15.75	15.75	NUM
ajceb-9143	341	29	s	s	NOUN
ajceb-9143	341	30	and	and	CCONJ
ajceb-9143	341	31	the	the	DET
ajceb-9143	341	32	squared	square	VERB
ajceb-9143	341	33	exponential	exponential	ADJ
ajceb-9143	341	34	gpr	gpr	PROPN
ajceb-9143	341	35	model	model	NOUN
ajceb-9143	341	36	at	at	ADP
ajceb-9143	341	37	19.34	19.34	NUM
ajceb-9143	341	38	s.	s.	PROPN
ajceb-9143	341	39	moving	move	VERB
ajceb-9143	341	40	to	to	ADP
ajceb-9143	341	41	models	model	NOUN
ajceb-9143	341	42	with	with	ADP
ajceb-9143	341	43	a	a	DET
ajceb-9143	341	44	moderate	moderate	ADJ
ajceb-9143	341	45	training	training	NOUN
ajceb-9143	341	46	time	time	NOUN
ajceb-9143	341	47	(	(	PUNCT
ajceb-9143	341	48	between	between	ADP
ajceb-9143	341	49	10	10	NUM
ajceb-9143	341	50	and	and	CCONJ
ajceb-9143	341	51	30	30	NUM
ajceb-9143	341	52	s	s	NOUN
ajceb-9143	341	53	)	)	PUNCT
ajceb-9143	341	54	,	,	PUNCT
ajceb-9143	341	55	the	the	DET
ajceb-9143	341	56	wide	wide	ADJ
ajceb-9143	341	57	ann	ann	NOUN
ajceb-9143	341	58	with	with	ADP
ajceb-9143	341	59	100	100	NUM
ajceb-9143	341	60	neurons	neuron	NOUN
ajceb-9143	341	61	exhibits	exhibit	VERB
ajceb-9143	341	62	the	the	DET
ajceb-9143	341	63	longest	long	ADJ
ajceb-9143	341	64	training	training	NOUN
ajceb-9143	341	65	time	time	NOUN
ajceb-9143	341	66	at	at	ADP
ajceb-9143	341	67	38.83	38.83	NUM
ajceb-9143	341	68	s	s	NOUN
ajceb-9143	341	69	,	,	PUNCT
ajceb-9143	341	70	followed	follow	VERB
ajceb-9143	341	71	by	by	ADP
ajceb-9143	341	72	the	the	DET
ajceb-9143	341	73	bilayered	bilayere	VERB
ajceb-9143	341	74	and	and	CCONJ
ajceb-9143	341	75	trilayered	trilayere	VERB
ajceb-9143	341	76	ann	ann	PROPN
ajceb-9143	341	77	models	model	NOUN
ajceb-9143	341	78	at	at	ADP
ajceb-9143	341	79	33.57	33.57	NUM
ajceb-9143	341	80	and	and	CCONJ
ajceb-9143	341	81	37.66	37.66	NUM
ajceb-9143	341	82	s	s	NOUN
ajceb-9143	341	83	,	,	PUNCT
ajceb-9143	341	84	respectively	respectively	ADV
ajceb-9143	341	85	.	.	PUNCT
ajceb-9143	342	1	the	the	DET
ajceb-9143	342	2	least	least	ADJ
ajceb-9143	342	3	squares	square	NOUN
ajceb-9143	342	4	regression	regression	PROPN
ajceb-9143	342	5	kernel	kernel	PROPN
ajceb-9143	342	6	model	model	PROPN
ajceb-9143	342	7	also	also	ADV
ajceb-9143	342	8	falls	fall	VERB
ajceb-9143	342	9	within	within	ADP
ajceb-9143	342	10	this	this	DET
ajceb-9143	342	11	category	category	NOUN
ajceb-9143	342	12	,	,	PUNCT
ajceb-9143	342	13	requiring	require	VERB
ajceb-9143	342	14	36.89	36.89	NUM
ajceb-9143	342	15	s	s	NOUN
ajceb-9143	342	16	for	for	ADP
ajceb-9143	342	17	training	training	NOUN
ajceb-9143	342	18	.	.	PUNCT
ajceb-9143	343	1	conversely	conversely	ADV
ajceb-9143	343	2	,	,	PUNCT
ajceb-9143	343	3	models	model	NOUN
ajceb-9143	343	4	such	such	ADJ
ajceb-9143	343	5	as	as	ADP
ajceb-9143	343	6	bagged	bag	VERB
ajceb-9143	343	7	trees	tree	NOUN
ajceb-9143	343	8	,	,	PUNCT
ajceb-9143	343	9	linear	linear	ADJ
ajceb-9143	343	10	regression	regression	NOUN
ajceb-9143	343	11	,	,	PUNCT
ajceb-9143	343	12	and	and	CCONJ
ajceb-9143	343	13	robust	robust	ADJ
ajceb-9143	343	14	linear	linear	ADJ
ajceb-9143	343	15	regression	regression	NOUN
ajceb-9143	343	16	display	display	VERB
ajceb-9143	343	17	relatively	relatively	ADV
ajceb-9143	343	18	shorter	short	ADJ
ajceb-9143	343	19	training	training	NOUN
ajceb-9143	343	20	times	time	NOUN
ajceb-9143	343	21	,	,	PUNCT
ajceb-9143	343	22	ranging	range	VERB
ajceb-9143	343	23	from	from	ADP
ajceb-9143	343	24	11.12	11.12	NUM
ajceb-9143	343	25	to	to	ADP
ajceb-9143	343	26	21.43	21.43	NUM
ajceb-9143	343	27	s.	s.	PROPN
ajceb-9143	343	28	tem	tem	PROPN
ajceb-9143	343	29	pe	pe	PROPN
ajceb-9143	343	30	rat	rat	PROPN
ajceb-9143	343	31	ure	ure	PROPN
ajceb-9143	343	32	aadtt	aadtt	NOUN
ajceb-9143	343	33	free	free	ADJ
ajceb-9143	343	34	zei	zei	PROPN
ajceb-9143	343	35	nd	nd	PROPN
ajceb-9143	343	36	ex	ex	PROPN
ajceb-9143	343	37	kesal	kesal	PROPN
ajceb-9143	343	38	l2	l2	PROPN
ajceb-9143	343	39	t	t	PROPN
ajceb-9143	343	40	hic	hic	PROPN
ajceb-9143	343	41	kn	kn	PROPN
ajceb-9143	343	42	ess	ess	PROPN
ajceb-9143	343	43	prec	prec	PROPN
ajceb-9143	343	44	ipi	ipi	PROPN
ajceb-9143	343	45	tat	tat	PROPN
ajceb-9143	343	46	ion	ion	NOUN
ajceb-9143	343	47	age	age	NOUN
ajceb-9143	343	48	l3	l3	PROPN
ajceb-9143	343	49	t	t	PROPN
ajceb-9143	343	50	hic	hic	PROPN
ajceb-9143	343	51	kn	kn	PROPN
ajceb-9143	343	52	ess	ess	PROPN
ajceb-9143	343	53	tota	tota	PROPN
ajceb-9143	343	54	lthic	lthic	PROPN
ajceb-9143	343	55	kn	kn	PROPN
ajceb-9143	343	56	ess	ess	PROPN
ajceb-9143	343	57	ini	ini	PROPN
ajceb-9143	343	58	tia	tia	PROPN
ajceb-9143	343	59	lir	lir	PROPN
ajceb-9143	344	1	i	i	PROPN
ajceb-9143	344	2	aadt	aadt	PROPN
ajceb-9143	345	1	minh	minh	INTJ
ajceb-9143	345	2	um	um	INTJ
ajceb-9143	345	3	idi	idi	PROPN
ajceb-9143	345	4	ty	ty	INTJ
ajceb-9143	345	5	l4	l4	PROPN
ajceb-9143	345	6	t	t	PROPN
ajceb-9143	345	7	hic	hic	PROPN
ajceb-9143	345	8	kn	kn	PROPN
ajceb-9143	345	9	ess	ess	PROPN
ajceb-9143	345	10	clim	clim	PROPN
ajceb-9143	345	11	ate	eat	VERB
ajceb-9143	345	12	zon	zon	PROPN
ajceb-9143	345	13	e	e	PROPN
ajceb-9143	345	14	l2	l2	PROPN
ajceb-9143	345	15	t	t	NOUN
ajceb-9143	345	16	yp	yp	NOUN
ajceb-9143	345	17	e	e	PROPN
ajceb-9143	345	18	cn	cn	PROPN
ajceb-9143	345	19	max	max	PROPN
ajceb-9143	345	20	hum	hum	PROPN
ajceb-9143	346	1	idi	idi	PROPN
ajceb-9143	346	2	ty	ty	PROPN
ajceb-9143	346	3	l3	l3	PROPN
ajceb-9143	346	4	t	t	NOUN
ajceb-9143	346	5	yp	yp	NOUN
ajceb-9143	346	6	e	e	X
ajceb-9143	346	7	num	num	PROPN
ajceb-9143	346	8	be	be	AUX
ajceb-9143	346	9	ro	ro	PROPN
ajceb-9143	346	10	fl	fl	ADP
ajceb-9143	346	11	an	an	DET
ajceb-9143	346	12	es	es	X
ajceb-9143	346	13	l4	l4	PROPN
ajceb-9143	346	14	t	t	PROPN
ajceb-9143	346	15	yp	yp	PROPN
ajceb-9143	346	16	e	e	X
ajceb-9143	346	17	0	0	NUM
ajceb-9143	346	18	0.1	0.1	NUM
ajceb-9143	346	19	0.2	0.2	NUM
ajceb-9143	346	20	0.3	0.3	NUM
ajceb-9143	346	21	0.4	0.4	NUM
ajceb-9143	346	22	0.5	0.5	NUM
ajceb-9143	346	23	0.6	0.6	NUM
ajceb-9143	346	24	0.7	0.7	NUM
ajceb-9143	346	25	0.8	0.8	NUM
ajceb-9143	346	26	0.9	0.9	NUM
ajceb-9143	346	27	1	1	NUM
ajceb-9143	346	28	fe	fe	NOUN
ajceb-9143	346	29	at	at	ADP
ajceb-9143	346	30	ur	ur	PROPN
ajceb-9143	346	31	e	e	PROPN
ajceb-9143	346	32	i	i	PRON
ajceb-9143	346	33	m	m	VERB
ajceb-9143	346	34	po	po	INTJ
ajceb-9143	346	35	rt	rt	PROPN
ajceb-9143	346	36	an	an	DET
ajceb-9143	346	37	ce	ce	PROPN
ajceb-9143	346	38	figure	figure	NOUN
ajceb-9143	346	39	5	5	NUM
ajceb-9143	346	40	.	.	PUNCT
ajceb-9143	347	1	feature	feature	NOUN
ajceb-9143	347	2	importance	importance	NOUN
ajceb-9143	347	3	assessment	assessment	NOUN
ajceb-9143	347	4	using	use	VERB
ajceb-9143	347	5	random	random	ADJ
ajceb-9143	347	6	forest	forest	NOUN
ajceb-9143	347	7	algorithm	algorithm	NOUN
ajceb-9143	347	8	alnaqbi	alnaqbi	NOUN
ajceb-9143	347	9	construction	construction	NOUN
ajceb-9143	347	10	economics	economic	NOUN
ajceb-9143	347	11	and	and	CCONJ
ajceb-9143	347	12	building	building	NOUN
ajceb-9143	347	13	,	,	PUNCT
ajceb-9143	347	14	vol	vol	NOUN
ajceb-9143	347	15	.	.	PROPN
ajceb-9143	347	16	25	25	NUM
ajceb-9143	347	17	,	,	PUNCT
ajceb-9143	347	18	no	no	INTJ
ajceb-9143	347	19	.	.	NOUN
ajceb-9143	347	20	1	1	NUM
ajceb-9143	347	21	march	march	NOUN
ajceb-9143	347	22	2025162	2025162	NUM
ajceb-9143	347	23	finally	finally	ADV
ajceb-9143	347	24	,	,	PUNCT
ajceb-9143	347	25	models	model	NOUN
ajceb-9143	347	26	with	with	ADP
ajceb-9143	347	27	a	a	DET
ajceb-9143	347	28	long	long	ADJ
ajceb-9143	347	29	training	training	NOUN
ajceb-9143	347	30	time	time	NOUN
ajceb-9143	347	31	(	(	PUNCT
ajceb-9143	347	32	more	more	ADJ
ajceb-9143	347	33	than	than	ADP
ajceb-9143	347	34	30	30	NUM
ajceb-9143	347	35	s	s	NOUN
ajceb-9143	347	36	)	)	PUNCT
ajceb-9143	347	37	include	include	VERB
ajceb-9143	347	38	the	the	DET
ajceb-9143	347	39	narrow	narrow	ADJ
ajceb-9143	347	40	ann	ann	PROPN
ajceb-9143	347	41	with	with	ADP
ajceb-9143	347	42	10	10	NUM
ajceb-9143	347	43	neurons	neuron	NOUN
ajceb-9143	347	44	and	and	CCONJ
ajceb-9143	347	45	the	the	DET
ajceb-9143	347	46	medium	medium	NOUN
ajceb-9143	347	47	ann	ann	PROPN
ajceb-9143	347	48	with	with	ADP
ajceb-9143	347	49	25	25	NUM
ajceb-9143	347	50	neurons	neuron	NOUN
ajceb-9143	347	51	,	,	PUNCT
ajceb-9143	347	52	both	both	PRON
ajceb-9143	347	53	requiring	require	VERB
ajceb-9143	347	54	approximately	approximately	ADV
ajceb-9143	347	55	25	25	NUM
ajceb-9143	347	56	s	s	NOUN
ajceb-9143	347	57	for	for	ADP
ajceb-9143	347	58	training	training	NOUN
ajceb-9143	347	59	.	.	PUNCT
ajceb-9143	348	1	notably	notably	ADV
ajceb-9143	348	2	,	,	PUNCT
ajceb-9143	348	3	the	the	DET
ajceb-9143	348	4	linear	linear	ADJ
ajceb-9143	348	5	svm	svm	PROPN
ajceb-9143	348	6	,	,	PUNCT
ajceb-9143	348	7	fine	fine	ADJ
ajceb-9143	348	8	gaussian	gaussian	NOUN
ajceb-9143	348	9	,	,	PUNCT
ajceb-9143	348	10	and	and	CCONJ
ajceb-9143	348	11	boosted	boost	VERB
ajceb-9143	348	12	trees	tree	NOUN
ajceb-9143	348	13	models	model	NOUN
ajceb-9143	348	14	exhibit	exhibit	VERB
ajceb-9143	348	15	training	training	NOUN
ajceb-9143	348	16	times	time	NOUN
ajceb-9143	348	17	below	below	ADP
ajceb-9143	348	18	10	10	NUM
ajceb-9143	348	19	s	s	NOUN
ajceb-9143	348	20	despite	despite	SCONJ
ajceb-9143	348	21	their	their	PRON
ajceb-9143	348	22	high	high	ADJ
ajceb-9143	348	23	predictive	predictive	ADJ
ajceb-9143	348	24	performance	performance	NOUN
ajceb-9143	348	25	.	.	PUNCT
ajceb-9143	349	1	conversely	conversely	ADV
ajceb-9143	349	2	,	,	PUNCT
ajceb-9143	349	3	the	the	DET
ajceb-9143	349	4	kernel	kernel	PROPN
ajceb-9143	349	5	svm	svm	PROPN
ajceb-9143	349	6	model	model	NOUN
ajceb-9143	349	7	necessitates	necessitate	VERB
ajceb-9143	349	8	a	a	DET
ajceb-9143	349	9	longer	long	ADV
ajceb-9143	349	10	training	training	NOUN
ajceb-9143	349	11	time	time	NOUN
ajceb-9143	349	12	of	of	ADP
ajceb-9143	349	13	34.39	34.39	NUM
ajceb-9143	349	14	s	s	NOUN
ajceb-9143	349	15	,	,	PUNCT
ajceb-9143	349	16	highlighting	highlight	VERB
ajceb-9143	349	17	the	the	DET
ajceb-9143	349	18	trade	trade	NOUN
ajceb-9143	349	19	-	-	PUNCT
ajceb-9143	349	20	off	off	NOUN
ajceb-9143	349	21	between	between	ADP
ajceb-9143	349	22	computational	computational	ADJ
ajceb-9143	349	23	efficiency	efficiency	NOUN
ajceb-9143	349	24	and	and	CCONJ
ajceb-9143	349	25	model	model	NOUN
ajceb-9143	349	26	complexity	complexity	NOUN
ajceb-9143	349	27	.	.	PUNCT
ajceb-9143	350	1	overall	overall	ADJ
ajceb-9143	350	2	,	,	PUNCT
ajceb-9143	350	3	understanding	understand	VERB
ajceb-9143	350	4	the	the	DET
ajceb-9143	350	5	training	training	NOUN
ajceb-9143	350	6	times	time	NOUN
ajceb-9143	350	7	of	of	ADP
ajceb-9143	350	8	different	different	ADJ
ajceb-9143	350	9	machine	machine	NOUN
ajceb-9143	350	10	learning	learning	NOUN
ajceb-9143	350	11	models	model	NOUN
ajceb-9143	350	12	is	be	AUX
ajceb-9143	350	13	crucial	crucial	ADJ
ajceb-9143	350	14	for	for	ADP
ajceb-9143	350	15	selecting	select	VERB
ajceb-9143	350	16	an	an	DET
ajceb-9143	350	17	appropriate	appropriate	ADJ
ajceb-9143	350	18	model	model	NOUN
ajceb-9143	350	19	that	that	PRON
ajceb-9143	350	20	balances	balance	VERB
ajceb-9143	350	21	predictive	predictive	ADJ
ajceb-9143	350	22	accuracy	accuracy	NOUN
ajceb-9143	350	23	with	with	ADP
ajceb-9143	350	24	computational	computational	ADJ
ajceb-9143	350	25	resources	resource	NOUN
ajceb-9143	350	26	.	.	PUNCT
ajceb-9143	351	1	table	table	NOUN
ajceb-9143	351	2	7	7	NUM
ajceb-9143	351	3	.	.	PUNCT
ajceb-9143	351	4	machine	machine	NOUN
ajceb-9143	351	5	learning	learning	NOUN
ajceb-9143	351	6	results	result	NOUN
ajceb-9143	351	7	.	.	PUNCT
ajceb-9143	352	1	model	model	NOUN
ajceb-9143	352	2	type	type	NOUN
ajceb-9143	352	3	specifications	specification	NOUN
ajceb-9143	352	4	performance	performance	NOUN
ajceb-9143	352	5	rmse	rmse	NOUN
ajceb-9143	352	6	r	r	NOUN
ajceb-9143	352	7	-	-	PUNCT
ajceb-9143	352	8	squared	square	VERB
ajceb-9143	352	9	mae	mae	PROPN
ajceb-9143	352	10	training	training	NOUN
ajceb-9143	352	11	time	time	NOUN
ajceb-9143	352	12	linear	linear	PROPN
ajceb-9143	352	13	regression	regression	NOUN
ajceb-9143	352	14	linear	linear	PROPN
ajceb-9143	352	15	21.81	21.81	NUM
ajceb-9143	352	16	0.24	0.24	NUM
ajceb-9143	352	17	11.34	11.34	NUM
ajceb-9143	352	18	15.82	15.82	NUM
ajceb-9143	352	19	robust	robust	ADJ
ajceb-9143	352	20	linear	linear	NOUN
ajceb-9143	352	21	22.08	22.08	NUM
ajceb-9143	352	22	0.22	0.22	NUM
ajceb-9143	352	23	7.05	7.05	NUM
ajceb-9143	352	24	11.12	11.12	NUM
ajceb-9143	352	25	regression	regression	NOUN
ajceb-9143	352	26	tree	tree	NOUN
ajceb-9143	352	27	fine	fine	ADP
ajceb-9143	352	28	18.56	18.56	NUM
ajceb-9143	352	29	0.45	0.45	NUM
ajceb-9143	352	30	6.28	6.28	NUM
ajceb-9143	352	31	15.73	15.73	NUM
ajceb-9143	352	32	medium	medium	NOUN
ajceb-9143	352	33	21.19	21.19	NUM
ajceb-9143	352	34	0.28	0.28	NUM
ajceb-9143	352	35	7.64	7.64	NUM
ajceb-9143	352	36	4.24	4.24	NUM
ajceb-9143	352	37	coarse	coarse	NOUN
ajceb-9143	352	38	23.52	23.52	NUM
ajceb-9143	352	39	0.11	0.11	NUM
ajceb-9143	352	40	8.97	8.97	NUM
ajceb-9143	352	41	5.68	5.68	NUM
ajceb-9143	352	42	support	support	NOUN
ajceb-9143	352	43	vector	vector	NOUN
ajceb-9143	352	44	machine	machine	NOUN
ajceb-9143	352	45	linear	linear	NOUN
ajceb-9143	352	46	svm	svm	PROPN
ajceb-9143	352	47	25.64	25.64	NUM
ajceb-9143	352	48	-0.05	-0.05	NUM
ajceb-9143	352	49	6.73	6.73	NUM
ajceb-9143	352	50	6.71	6.71	NUM
ajceb-9143	352	51	quadratic	quadratic	ADJ
ajceb-9143	352	52	svm	svm	NOUN
ajceb-9143	352	53	23.50	23.50	NUM
ajceb-9143	352	54	0.12	0.12	NUM
ajceb-9143	352	55	7.08	7.08	NUM
ajceb-9143	352	56	6.14	6.14	NUM
ajceb-9143	352	57	cubic	cubic	ADJ
ajceb-9143	352	58	svm	svm	NOUN
ajceb-9143	352	59	20.54	20.54	NUM
ajceb-9143	352	60	0.33	0.33	NUM
ajceb-9143	352	61	6.59	6.59	NUM
ajceb-9143	352	62	6.97	6.97	NUM
ajceb-9143	352	63	fine	fine	ADJ
ajceb-9143	352	64	gaussian	gaussian	NOUN
ajceb-9143	352	65	25.63	25.63	NUM
ajceb-9143	352	66	-0.05	-0.05	NUM
ajceb-9143	352	67	6.75	6.75	NUM
ajceb-9143	352	68	6.42	6.42	NUM
ajceb-9143	352	69	medium	medium	NOUN
ajceb-9143	352	70	gaussian	gaussian	NOUN
ajceb-9143	352	71	25.49	25.49	NUM
ajceb-9143	352	72	-0.04	-0.04	NUM
ajceb-9143	352	73	6.68	6.68	NUM
ajceb-9143	352	74	5.74	5.74	NUM
ajceb-9143	352	75	coarse	coarse	NOUN
ajceb-9143	352	76	gaussian	gaussian	NOUN
ajceb-9143	352	77	25.77	25.77	NUM
ajceb-9143	352	78	-0.06	-0.06	NUM
ajceb-9143	352	79	6.71	6.71	NUM
ajceb-9143	352	80	5.34	5.34	NUM
ajceb-9143	352	81	ensemble	ensemble	ADJ
ajceb-9143	352	82	trees	tree	NOUN
ajceb-9143	352	83	boosted	boost	VERB
ajceb-9143	352	84	trees	tree	NOUN
ajceb-9143	352	85	18.48	18.48	NUM
ajceb-9143	352	86	0.45	0.45	NUM
ajceb-9143	352	87	7.14	7.14	NUM
ajceb-9143	352	88	15.78	15.78	NUM
ajceb-9143	352	89	bagged	bag	VERB
ajceb-9143	352	90	trees	tree	NOUN
ajceb-9143	352	91	20.39	20.39	NUM
ajceb-9143	352	92	0.33	0.33	NUM
ajceb-9143	352	93	7.86	7.86	NUM
ajceb-9143	352	94	21.43	21.43	NUM
ajceb-9143	352	95	gaussian	gaussian	ADJ
ajceb-9143	352	96	process	process	NOUN
ajceb-9143	352	97	regression	regression	NOUN
ajceb-9143	352	98	squared	square	VERB
ajceb-9143	352	99	exponential	exponential	ADJ
ajceb-9143	352	100	gpr	gpr	PROPN
ajceb-9143	352	101	11.84	11.84	NUM
ajceb-9143	352	102	0.78	0.78	NUM
ajceb-9143	352	103	4.48	4.48	NUM
ajceb-9143	352	104	19.34	19.34	NUM
ajceb-9143	352	105	matern	matern	NOUN
ajceb-9143	352	106	5/2	5/2	NUM
ajceb-9143	352	107	gpr	gpr	PROPN
ajceb-9143	352	108	12.36	12.36	NUM
ajceb-9143	352	109	0.76	0.76	NUM
ajceb-9143	352	110	4.50	4.50	NUM
ajceb-9143	352	111	17.95	17.95	NUM
ajceb-9143	352	112	exponential	exponential	NOUN
ajceb-9143	352	113	gpr	gpr	PROPN
ajceb-9143	352	114	14.19	14.19	NUM
ajceb-9143	352	115	0.68	0.68	NUM
ajceb-9143	352	116	5.36	5.36	NUM
ajceb-9143	352	117	15.75	15.75	NUM
ajceb-9143	352	118	rational	rational	ADJ
ajceb-9143	352	119	quadratic	quadratic	ADJ
ajceb-9143	352	120	gpr	gpr	PROPN
ajceb-9143	352	121	11.96	11.96	NUM
ajceb-9143	352	122	0.77	0.77	NUM
ajceb-9143	352	123	4.38	4.38	NUM
ajceb-9143	352	124	23.78	23.78	NUM
ajceb-9143	352	125	artificial	artificial	ADJ
ajceb-9143	352	126	neural	neural	ADJ
ajceb-9143	352	127	network	network	NOUN
ajceb-9143	352	128	narrow	narrow	ADJ
ajceb-9143	352	129	neural	neural	ADJ
ajceb-9143	352	130	network	network	NOUN
ajceb-9143	352	131	(	(	PUNCT
ajceb-9143	352	132	10	10	NUM
ajceb-9143	352	133	neurons	neuron	NOUN
ajceb-9143	352	134	)	)	PUNCT
ajceb-9143	352	135	24.81	24.81	NUM
ajceb-9143	352	136	0.02	0.02	NUM
ajceb-9143	352	137	6.93	6.93	NUM
ajceb-9143	352	138	25.30	25.30	NUM
ajceb-9143	352	139	medium	medium	NOUN
ajceb-9143	352	140	neural	neural	ADJ
ajceb-9143	352	141	network	network	NOUN
ajceb-9143	352	142	(	(	PUNCT
ajceb-9143	352	143	25	25	NUM
ajceb-9143	352	144	neurons	neuron	NOUN
ajceb-9143	352	145	)	)	PUNCT
ajceb-9143	352	146	22.67	22.67	NUM
ajceb-9143	352	147	0.18	0.18	NUM
ajceb-9143	352	148	6.41	6.41	NUM
ajceb-9143	352	149	26.23	26.23	NUM
ajceb-9143	352	150	wide	wide	ADJ
ajceb-9143	352	151	neural	neural	ADJ
ajceb-9143	352	152	network	network	NOUN
ajceb-9143	352	153	(	(	PUNCT
ajceb-9143	352	154	100	100	NUM
ajceb-9143	352	155	neurons	neuron	NOUN
ajceb-9143	352	156	)	)	PUNCT
ajceb-9143	352	157	14.29	14.29	NUM
ajceb-9143	352	158	0.67	0.67	NUM
ajceb-9143	352	159	7.12	7.12	NUM
ajceb-9143	352	160	38.83	38.83	NUM
ajceb-9143	352	161	bilayered	bilayere	VERB
ajceb-9143	352	162	neural	neural	ADJ
ajceb-9143	352	163	network	network	NOUN
ajceb-9143	352	164	17.64	17.64	NUM
ajceb-9143	352	165	0.50	0.50	NUM
ajceb-9143	352	166	6.79	6.79	NUM
ajceb-9143	352	167	33.57	33.57	NUM
ajceb-9143	352	168	trilayered	trilayered	ADJ
ajceb-9143	352	169	neural	neural	ADJ
ajceb-9143	352	170	network	network	NOUN
ajceb-9143	352	171	21.35	21.35	NUM
ajceb-9143	352	172	0.27	0.27	NUM
ajceb-9143	352	173	5.88	5.88	NUM
ajceb-9143	352	174	37.66	37.66	NUM
ajceb-9143	352	175	kernel	kernel	NOUN
ajceb-9143	352	176	svm	svm	PROPN
ajceb-9143	352	177	kernel	kernel	PROPN
ajceb-9143	352	178	25.52	25.52	NUM
ajceb-9143	352	179	-0.04	-0.04	NUM
ajceb-9143	352	180	6.74	6.74	NUM
ajceb-9143	352	181	34.39	34.39	NUM
ajceb-9143	352	182	least	least	ADJ
ajceb-9143	352	183	squares	square	NOUN
ajceb-9143	352	184	regression	regression	PROPN
ajceb-9143	352	185	kernel	kernel	PROPN
ajceb-9143	352	186	20.53	20.53	NUM
ajceb-9143	352	187	0.33	0.33	NUM
ajceb-9143	352	188	8.27	8.27	NUM
ajceb-9143	352	189	36.89	36.89	NUM
ajceb-9143	352	190	alnaqbi	alnaqbi	ADJ
ajceb-9143	352	191	construction	construction	NOUN
ajceb-9143	352	192	economics	economic	NOUN
ajceb-9143	352	193	and	and	CCONJ
ajceb-9143	352	194	building	building	NOUN
ajceb-9143	352	195	,	,	PUNCT
ajceb-9143	352	196	vol	vol	NOUN
ajceb-9143	352	197	.	.	PROPN
ajceb-9143	353	1	25	25	NUM
ajceb-9143	353	2	,	,	PUNCT
ajceb-9143	353	3	no	no	INTJ
ajceb-9143	353	4	.	.	NOUN
ajceb-9143	353	5	1	1	NUM
ajceb-9143	353	6	march	march	PROPN
ajceb-9143	353	7	2025163	2025163	NUM
ajceb-9143	353	8	-0.20	-0.20	NUM
ajceb-9143	353	9	-0.10	-0.10	NUM
ajceb-9143	353	10	0.00	0.00	NUM
ajceb-9143	353	11	0.10	0.10	NUM
ajceb-9143	353	12	0.20	0.20	NUM
ajceb-9143	353	13	0.30	0.30	NUM
ajceb-9143	353	14	0.40	0.40	NUM
ajceb-9143	353	15	0.50	0.50	NUM
ajceb-9143	353	16	0.60	0.60	NUM
ajceb-9143	353	17	0.70	0.70	NUM
ajceb-9143	353	18	0.80	0.80	NUM
ajceb-9143	353	19	0.90	0.90	NUM
ajceb-9143	353	20	0.00	0.00	NUM
ajceb-9143	353	21	5.00	5.00	NUM
ajceb-9143	353	22	10.00	10.00	NUM
ajceb-9143	353	23	15.00	15.00	NUM
ajceb-9143	353	24	20.00	20.00	NUM
ajceb-9143	353	25	25.00	25.00	NUM
ajceb-9143	353	26	30.00	30.00	NUM
ajceb-9143	353	27	li	li	PROPN
ajceb-9143	353	28	ne	ne	PROPN
ajceb-9143	353	29	ar	ar	PROPN
ajceb-9143	353	30	r	r	PROPN
ajceb-9143	353	31	ob	ob	ADP
ajceb-9143	353	32	us	we	PRON
ajceb-9143	353	33	t	t	PROPN
ajceb-9143	353	34	l	l	NOUN
ajceb-9143	353	35	in	in	ADP
ajceb-9143	353	36	ea	ea	NOUN
ajceb-9143	353	37	r	r	NOUN
ajceb-9143	353	38	fi	fi	NOUN
ajceb-9143	353	39	ne	ne	NOUN
ajceb-9143	353	40	m	m	PROPN
ajceb-9143	353	41	ed	ed	NOUN
ajceb-9143	353	42	iu	iu	ADP
ajceb-9143	353	43	m	m	PROPN
ajceb-9143	353	44	c	c	NOUN
ajceb-9143	353	45	oa	oa	INTJ
ajceb-9143	353	46	rs	rs	PROPN
ajceb-9143	353	47	e	e	PROPN
ajceb-9143	353	48	li	li	PROPN
ajceb-9143	353	49	ne	ne	PROPN
ajceb-9143	353	50	ar	ar	PROPN
ajceb-9143	353	51	s	s	PROPN
ajceb-9143	353	52	v	v	PROPN
ajceb-9143	353	53	m	m	PROPN
ajceb-9143	353	54	q	q	PROPN
ajceb-9143	353	55	ua	ua	PROPN
ajceb-9143	353	56	dr	dr	PROPN
ajceb-9143	353	57	at	at	ADP
ajceb-9143	353	58	ic	ic	PROPN
ajceb-9143	353	59	s	s	PROPN
ajceb-9143	353	60	v	v	PROPN
ajceb-9143	353	61	m	m	NOUN
ajceb-9143	353	62	c	c	NOUN
ajceb-9143	353	63	ub	ub	INTJ
ajceb-9143	354	1	ic	ic	PROPN
ajceb-9143	354	2	s	s	PROPN
ajceb-9143	354	3	v	v	PROPN
ajceb-9143	354	4	m	m	PROPN
ajceb-9143	354	5	fi	fi	NOUN
ajceb-9143	354	6	ne	ne	X
ajceb-9143	354	7	g	g	PROPN
ajceb-9143	354	8	au	au	PROPN
ajceb-9143	354	9	ss	ss	PROPN
ajceb-9143	354	10	ia	ia	PROPN
ajceb-9143	354	11	n	n	PROPN
ajceb-9143	354	12	m	m	VERB
ajceb-9143	354	13	ed	ed	NOUN
ajceb-9143	354	14	iu	iu	ADP
ajceb-9143	354	15	m	m	PROPN
ajceb-9143	354	16	g	g	NOUN
ajceb-9143	354	17	au	au	PROPN
ajceb-9143	354	18	ss	ss	PROPN
ajceb-9143	354	19	ia	ia	PROPN
ajceb-9143	355	1	n	n	ADV
ajceb-9143	355	2	c	c	NOUN
ajceb-9143	355	3	oa	oa	INTJ
ajceb-9143	355	4	rs	rs	PROPN
ajceb-9143	355	5	e	e	PROPN
ajceb-9143	355	6	g	g	PROPN
ajceb-9143	355	7	au	au	PROPN
ajceb-9143	355	8	ss	ss	PROPN
ajceb-9143	355	9	ia	ia	PROPN
ajceb-9143	356	1	n	n	PROPN
ajceb-9143	356	2	b	b	PROPN
ajceb-9143	356	3	oo	oo	INTJ
ajceb-9143	356	4	st	st	PROPN
ajceb-9143	356	5	ed	ed	PROPN
ajceb-9143	356	6	tr	tr	VERB
ajceb-9143	356	7	ee	ee	PROPN
ajceb-9143	356	8	s	s	PROPN
ajceb-9143	356	9	b	b	PROPN
ajceb-9143	356	10	ag	ag	PROPN
ajceb-9143	356	11	ge	ge	PROPN
ajceb-9143	356	12	d	d	PROPN
ajceb-9143	356	13	tre	tre	PROPN
ajceb-9143	356	14	es	es	PROPN
ajceb-9143	356	15	sq	sq	INTJ
ajceb-9143	356	16	ua	ua	PROPN
ajceb-9143	356	17	re	re	PROPN
ajceb-9143	356	18	d	d	X
ajceb-9143	356	19	ex	ex	X
ajceb-9143	356	20	po	po	PROPN
ajceb-9143	356	21	ne	ne	PROPN
ajceb-9143	356	22	nt	nt	PROPN
ajceb-9143	356	23	ia	ia	PROPN
ajceb-9143	356	24	l	l	NOUN
ajceb-9143	356	25	g	g	PROPN
ajceb-9143	356	26	pr	pr	VERB
ajceb-9143	356	27	m	m	VERB
ajceb-9143	356	28	at	at	ADP
ajceb-9143	356	29	er	er	INTJ
ajceb-9143	356	30	n	n	ADV
ajceb-9143	356	31	5/	5/	NUM
ajceb-9143	356	32	2	2	NUM
ajceb-9143	356	33	g	g	NOUN
ajceb-9143	356	34	pr	pr	X
ajceb-9143	356	35	ex	ex	X
ajceb-9143	356	36	po	po	X
ajceb-9143	356	37	ne	ne	X
ajceb-9143	356	38	nt	nt	PROPN
ajceb-9143	356	39	ia	ia	PROPN
ajceb-9143	356	40	l	l	NOUN
ajceb-9143	356	41	g	g	NOUN
ajceb-9143	356	42	pr	pr	NOUN
ajceb-9143	356	43	r	r	NOUN
ajceb-9143	356	44	at	at	ADP
ajceb-9143	356	45	io	io	NOUN
ajceb-9143	356	46	na	na	PROPN
ajceb-9143	356	47	l	l	NOUN
ajceb-9143	356	48	q	q	PROPN
ajceb-9143	356	49	ua	ua	PROPN
ajceb-9143	356	50	dr	dr	PROPN
ajceb-9143	356	51	at	at	ADP
ajceb-9143	356	52	ic	ic	PROPN
ajceb-9143	357	1	g	g	PROPN
ajceb-9143	357	2	pr	pr	NOUN
ajceb-9143	357	3	n	n	PRON
ajceb-9143	357	4	ar	ar	PROPN
ajceb-9143	357	5	ro	ro	PROPN
ajceb-9143	357	6	w	w	PROPN
ajceb-9143	357	7	n	n	PROPN
ajceb-9143	357	8	eu	eu	PROPN
ajceb-9143	357	9	ra	ra	PROPN
ajceb-9143	357	10	l	l	PROPN
ajceb-9143	357	11	n	n	INTJ
ajceb-9143	357	12	et	et	NOUN
ajceb-9143	357	13	w	w	NOUN
ajceb-9143	357	14	or	or	CCONJ
ajceb-9143	357	15	k	k	X
ajceb-9143	357	16	(	(	PUNCT
ajceb-9143	357	17	1	1	NUM
ajceb-9143	357	18	0	0	NUM
ajceb-9143	357	19	ne	ne	VERB
ajceb-9143	357	20	ur	ur	PROPN
ajceb-9143	357	21	on	on	ADP
ajceb-9143	357	22	s	s	NOUN
ajceb-9143	357	23	)	)	PUNCT
ajceb-9143	357	24	m	m	VERB
ajceb-9143	357	25	ed	ed	NOUN
ajceb-9143	357	26	iu	iu	ADP
ajceb-9143	357	27	m	m	PROPN
ajceb-9143	357	28	n	n	PROPN
ajceb-9143	357	29	eu	eu	PROPN
ajceb-9143	357	30	ra	ra	PROPN
ajceb-9143	357	31	l	l	PROPN
ajceb-9143	357	32	n	n	INTJ
ajceb-9143	357	33	et	et	NOUN
ajceb-9143	357	34	w	w	NOUN
ajceb-9143	357	35	or	or	CCONJ
ajceb-9143	357	36	k	k	X
ajceb-9143	357	37	(	(	PUNCT
ajceb-9143	357	38	2	2	NUM
ajceb-9143	357	39	5	5	NUM
ajceb-9143	357	40	ne	ne	NOUN
ajceb-9143	357	41	ur	ur	VERB
ajceb-9143	357	42	on	on	ADP
ajceb-9143	357	43	s	s	NOUN
ajceb-9143	357	44	)	)	PUNCT
ajceb-9143	357	45	w	w	PROPN
ajceb-9143	358	1	i	i	PROPN
ajceb-9143	358	2	d	d	PROPN
ajceb-9143	358	3	e	e	PROPN
ajceb-9143	358	4	n	n	CCONJ
ajceb-9143	358	5	eu	eu	PROPN
ajceb-9143	358	6	ra	ra	PROPN
ajceb-9143	358	7	l	l	PROPN
ajceb-9143	358	8	n	n	INTJ
ajceb-9143	358	9	et	et	NOUN
ajceb-9143	358	10	w	w	NOUN
ajceb-9143	358	11	or	or	CCONJ
ajceb-9143	358	12	k	k	X
ajceb-9143	358	13	(	(	PUNCT
ajceb-9143	358	14	1	1	NUM
ajceb-9143	358	15	00	00	NUM
ajceb-9143	358	16	n	n	CCONJ
ajceb-9143	358	17	eu	eu	PROPN
ajceb-9143	358	18	ro	ro	X
ajceb-9143	358	19	ns	ns	PROPN
ajceb-9143	358	20	)	)	PUNCT
ajceb-9143	358	21	b	b	NOUN
ajceb-9143	358	22	ila	ila	PROPN
ajceb-9143	358	23	ye	ye	X
ajceb-9143	358	24	re	re	PROPN
ajceb-9143	358	25	d	d	PROPN
ajceb-9143	358	26	n	n	CCONJ
ajceb-9143	358	27	eu	eu	PROPN
ajceb-9143	358	28	ra	ra	PROPN
ajceb-9143	358	29	l	l	PROPN
ajceb-9143	358	30	n	n	INTJ
ajceb-9143	358	31	et	et	NOUN
ajceb-9143	358	32	w	w	NOUN
ajceb-9143	358	33	or	or	CCONJ
ajceb-9143	358	34	k	k	PROPN
ajceb-9143	359	1	tr	tr	PROPN
ajceb-9143	359	2	ila	ila	PROPN
ajceb-9143	359	3	ye	ye	NUM
ajceb-9143	359	4	re	re	PROPN
ajceb-9143	359	5	d	d	PROPN
ajceb-9143	359	6	n	n	CCONJ
ajceb-9143	359	7	eu	eu	PROPN
ajceb-9143	359	8	ra	ra	PROPN
ajceb-9143	359	9	l	l	PROPN
ajceb-9143	359	10	n	n	INTJ
ajceb-9143	359	11	et	et	NOUN
ajceb-9143	359	12	w	w	NOUN
ajceb-9143	359	13	or	or	CCONJ
ajceb-9143	359	14	k	k	PROPN
ajceb-9143	359	15	sv	sv	PROPN
ajceb-9143	359	16	m	m	PROPN
ajceb-9143	359	17	k	k	PROPN
ajceb-9143	359	18	er	er	INTJ
ajceb-9143	359	19	ne	ne	X
ajceb-9143	359	20	l	l	X
ajceb-9143	359	21	le	le	X
ajceb-9143	360	1	as	as	ADP
ajceb-9143	360	2	t	t	PROPN
ajceb-9143	360	3	s	s	PROPN
ajceb-9143	360	4	qu	qu	PROPN
ajceb-9143	360	5	ar	ar	PROPN
ajceb-9143	360	6	es	es	NOUN
ajceb-9143	360	7	r	r	NOUN
ajceb-9143	360	8	eg	eg	NOUN
ajceb-9143	360	9	re	re	ADP
ajceb-9143	360	10	ss	ss	PROPN
ajceb-9143	360	11	io	io	PROPN
ajceb-9143	360	12	n	n	PROPN
ajceb-9143	360	13	k	k	PROPN
ajceb-9143	360	14	er	er	INTJ
ajceb-9143	360	15	ne	ne	PROPN
ajceb-9143	360	16	l	l	PROPN
ajceb-9143	360	17	linear	linear	ADJ
ajceb-9143	360	18	regression	regression	NOUN
ajceb-9143	360	19	regression	regression	NOUN
ajceb-9143	360	20	tree	tree	NOUN
ajceb-9143	360	21	support	support	NOUN
ajceb-9143	360	22	vector	vector	NOUN
ajceb-9143	360	23	machine	machine	NOUN
ajceb-9143	360	24	ensemble	ensemble	ADJ
ajceb-9143	360	25	trees	tree	NOUN
ajceb-9143	360	26	gaussian	gaussian	ADJ
ajceb-9143	360	27	process	process	NOUN
ajceb-9143	360	28	regression	regression	VERB
ajceb-9143	360	29	artificial	artificial	ADJ
ajceb-9143	360	30	neural	neural	ADJ
ajceb-9143	360	31	network	network	NOUN
ajceb-9143	360	32	kernel	kernel	PROPN
ajceb-9143	360	33	r	r	PROPN
ajceb-9143	360	34	-s	-s	PROPN
ajceb-9143	360	35	qu	qu	PROPN
ajceb-9143	360	36	ar	ar	PROPN
ajceb-9143	360	37	ed	ed	PROPN
ajceb-9143	360	38	r	r	PROPN
ajceb-9143	360	39	m	m	VERB
ajceb-9143	360	40	se	se	X
ajceb-9143	360	41	,	,	PUNCT
ajceb-9143	360	42	m	m	VERB
ajceb-9143	360	43	a	a	DET
ajceb-9143	360	44	e	e	PROPN
ajceb-9143	360	45	rmse	rmse	NOUN
ajceb-9143	360	46	mae	mae	PROPN
ajceb-9143	360	47	r	r	PROPN
ajceb-9143	360	48	-	-	PUNCT
ajceb-9143	360	49	squared	square	VERB
ajceb-9143	360	50	figure	figure	NOUN
ajceb-9143	360	51	6	6	NUM
ajceb-9143	360	52	.	.	PUNCT
ajceb-9143	360	53	machine	machine	NOUN
ajceb-9143	360	54	learning	learning	NOUN
ajceb-9143	360	55	results	result	NOUN
ajceb-9143	360	56	.	.	PUNCT
ajceb-9143	361	1	sensitivity	sensitivity	NOUN
ajceb-9143	361	2	analysis	analysis	NOUN
ajceb-9143	361	3	the	the	DET
ajceb-9143	361	4	sensitivity	sensitivity	NOUN
ajceb-9143	361	5	analysis	analysis	NOUN
ajceb-9143	361	6	was	be	AUX
ajceb-9143	361	7	conducted	conduct	VERB
ajceb-9143	361	8	using	use	VERB
ajceb-9143	361	9	the	the	DET
ajceb-9143	361	10	best	well	ADV
ajceb-9143	361	11	-	-	PUNCT
ajceb-9143	361	12	performing	perform	VERB
ajceb-9143	361	13	machine	machine	NOUN
ajceb-9143	361	14	learning	learning	NOUN
ajceb-9143	361	15	model	model	NOUN
ajceb-9143	361	16	identified	identify	VERB
ajceb-9143	361	17	in	in	ADP
ajceb-9143	361	18	our	our	PRON
ajceb-9143	361	19	study	study	NOUN
ajceb-9143	361	20	.	.	PUNCT
ajceb-9143	362	1	this	this	DET
ajceb-9143	362	2	analysis	analysis	NOUN
ajceb-9143	362	3	aimed	aim	VERB
ajceb-9143	362	4	to	to	PART
ajceb-9143	362	5	evaluate	evaluate	VERB
ajceb-9143	362	6	how	how	SCONJ
ajceb-9143	362	7	changes	change	NOUN
ajceb-9143	362	8	in	in	ADP
ajceb-9143	362	9	individual	individual	ADJ
ajceb-9143	362	10	input	input	NOUN
ajceb-9143	362	11	variables	variable	NOUN
ajceb-9143	362	12	influence	influence	VERB
ajceb-9143	362	13	the	the	DET
ajceb-9143	362	14	predicted	predict	VERB
ajceb-9143	362	15	longitudinal	longitudinal	ADJ
ajceb-9143	362	16	cracking	cracking	NOUN
ajceb-9143	362	17	in	in	ADP
ajceb-9143	362	18	crcp	crcp	NOUN
ajceb-9143	362	19	.	.	PUNCT
ajceb-9143	363	1	to	to	PART
ajceb-9143	363	2	isolate	isolate	VERB
ajceb-9143	363	3	the	the	DET
ajceb-9143	363	4	effect	effect	NOUN
ajceb-9143	363	5	of	of	ADP
ajceb-9143	363	6	each	each	DET
ajceb-9143	363	7	variable	variable	NOUN
ajceb-9143	363	8	,	,	PUNCT
ajceb-9143	363	9	we	we	PRON
ajceb-9143	363	10	varied	vary	VERB
ajceb-9143	363	11	the	the	DET
ajceb-9143	363	12	variable	variable	NOUN
ajceb-9143	363	13	of	of	ADP
ajceb-9143	363	14	interest	interest	NOUN
ajceb-9143	363	15	across	across	ADP
ajceb-9143	363	16	its	its	PRON
ajceb-9143	363	17	range	range	NOUN
ajceb-9143	363	18	while	while	SCONJ
ajceb-9143	363	19	holding	hold	VERB
ajceb-9143	363	20	all	all	DET
ajceb-9143	363	21	other	other	ADJ
ajceb-9143	363	22	variables	variable	NOUN
ajceb-9143	363	23	constant	constant	ADJ
ajceb-9143	363	24	at	at	ADP
ajceb-9143	363	25	their	their	PRON
ajceb-9143	363	26	mean	mean	ADJ
ajceb-9143	363	27	values	value	NOUN
ajceb-9143	363	28	.	.	PUNCT
ajceb-9143	364	1	this	this	DET
ajceb-9143	364	2	approach	approach	NOUN
ajceb-9143	364	3	provides	provide	VERB
ajceb-9143	364	4	a	a	DET
ajceb-9143	364	5	clear	clear	ADJ
ajceb-9143	364	6	understanding	understanding	NOUN
ajceb-9143	364	7	of	of	ADP
ajceb-9143	364	8	the	the	DET
ajceb-9143	364	9	relative	relative	ADJ
ajceb-9143	364	10	impact	impact	NOUN
ajceb-9143	364	11	of	of	ADP
ajceb-9143	364	12	each	each	DET
ajceb-9143	364	13	variable	variable	NOUN
ajceb-9143	364	14	on	on	ADP
ajceb-9143	364	15	longitudinal	longitudinal	ADJ
ajceb-9143	364	16	cracking	cracking	NOUN
ajceb-9143	364	17	.	.	PUNCT
ajceb-9143	365	1	the	the	DET
ajceb-9143	365	2	results	result	NOUN
ajceb-9143	365	3	of	of	ADP
ajceb-9143	365	4	the	the	DET
ajceb-9143	365	5	sensitivity	sensitivity	NOUN
ajceb-9143	365	6	analysis	analysis	NOUN
ajceb-9143	365	7	are	be	AUX
ajceb-9143	365	8	presented	present	VERB
ajceb-9143	365	9	in	in	ADP
ajceb-9143	365	10	figure	figure	NOUN
ajceb-9143	365	11	7	7	NUM
ajceb-9143	365	12	.	.	PUNCT
ajceb-9143	366	1	our	our	PRON
ajceb-9143	366	2	analysis	analysis	NOUN
ajceb-9143	366	3	(	(	PUNCT
ajceb-9143	366	4	figure	figure	NOUN
ajceb-9143	366	5	7a	7a	NUM
ajceb-9143	366	6	)	)	PUNCT
ajceb-9143	366	7	reveals	reveal	VERB
ajceb-9143	366	8	a	a	DET
ajceb-9143	366	9	strong	strong	ADJ
ajceb-9143	366	10	positive	positive	ADJ
ajceb-9143	366	11	correlation	correlation	NOUN
ajceb-9143	366	12	between	between	ADP
ajceb-9143	366	13	pavement	pavement	NOUN
ajceb-9143	366	14	age	age	NOUN
ajceb-9143	366	15	and	and	CCONJ
ajceb-9143	366	16	longitudinal	longitudinal	ADJ
ajceb-9143	366	17	cracking	cracking	NOUN
ajceb-9143	366	18	,	,	PUNCT
ajceb-9143	366	19	indicating	indicate	VERB
ajceb-9143	366	20	that	that	SCONJ
ajceb-9143	366	21	older	old	ADJ
ajceb-9143	366	22	pavements	pavement	NOUN
ajceb-9143	366	23	tend	tend	VERB
ajceb-9143	366	24	to	to	PART
ajceb-9143	366	25	develop	develop	VERB
ajceb-9143	366	26	more	more	ADJ
ajceb-9143	366	27	cracks	crack	NOUN
ajceb-9143	366	28	.	.	PUNCT
ajceb-9143	367	1	this	this	DET
ajceb-9143	367	2	result	result	NOUN
ajceb-9143	367	3	aligns	align	VERB
ajceb-9143	367	4	with	with	ADP
ajceb-9143	367	5	the	the	DET
ajceb-9143	367	6	anticipated	anticipated	ADJ
ajceb-9143	367	7	increase	increase	NOUN
ajceb-9143	367	8	in	in	ADP
ajceb-9143	367	9	cracking	cracking	NOUN
ajceb-9143	367	10	due	due	ADJ
ajceb-9143	367	11	to	to	PART
ajceb-9143	367	12	wear	wear	VERB
ajceb-9143	367	13	and	and	CCONJ
ajceb-9143	367	14	deterioration	deterioration	NOUN
ajceb-9143	367	15	over	over	ADP
ajceb-9143	367	16	time	time	NOUN
ajceb-9143	367	17	.	.	PUNCT
ajceb-9143	368	1	this	this	DET
ajceb-9143	368	2	finding	finding	NOUN
ajceb-9143	368	3	emphasizes	emphasize	VERB
ajceb-9143	368	4	the	the	DET
ajceb-9143	368	5	importance	importance	NOUN
ajceb-9143	368	6	of	of	ADP
ajceb-9143	368	7	timely	timely	ADJ
ajceb-9143	368	8	maintenance	maintenance	NOUN
ajceb-9143	368	9	interventions	intervention	NOUN
ajceb-9143	368	10	to	to	PART
ajceb-9143	368	11	prolong	prolong	VERB
ajceb-9143	368	12	pavement	pavement	NOUN
ajceb-9143	368	13	life	life	NOUN
ajceb-9143	368	14	.	.	PUNCT
ajceb-9143	369	1	total	total	ADJ
ajceb-9143	369	2	pavement	pavement	NOUN
ajceb-9143	369	3	thickness	thickness	NOUN
ajceb-9143	369	4	is	be	AUX
ajceb-9143	369	5	inversely	inversely	ADV
ajceb-9143	369	6	related	relate	VERB
ajceb-9143	369	7	to	to	ADP
ajceb-9143	369	8	longitudinal	longitudinal	ADJ
ajceb-9143	369	9	cracking	cracking	NOUN
ajceb-9143	369	10	(	(	PUNCT
ajceb-9143	369	11	figure	figure	NOUN
ajceb-9143	369	12	7b	7b	NUM
ajceb-9143	369	13	)	)	PUNCT
ajceb-9143	369	14	.	.	PUNCT
ajceb-9143	370	1	thicker	thick	ADJ
ajceb-9143	370	2	pavements	pavement	NOUN
ajceb-9143	370	3	tend	tend	VERB
ajceb-9143	370	4	to	to	PART
ajceb-9143	370	5	experience	experience	VERB
ajceb-9143	370	6	less	less	ADJ
ajceb-9143	370	7	cracking	crack	VERB
ajceb-9143	370	8	likely	likely	ADJ
ajceb-9143	370	9	due	due	ADP
ajceb-9143	370	10	to	to	ADP
ajceb-9143	370	11	their	their	PRON
ajceb-9143	370	12	enhanced	enhanced	ADJ
ajceb-9143	370	13	structural	structural	ADJ
ajceb-9143	370	14	capacity	capacity	NOUN
ajceb-9143	370	15	.	.	PUNCT
ajceb-9143	371	1	this	this	PRON
ajceb-9143	371	2	highlights	highlight	VERB
ajceb-9143	371	3	the	the	DET
ajceb-9143	371	4	importance	importance	NOUN
ajceb-9143	371	5	of	of	ADP
ajceb-9143	371	6	considering	consider	VERB
ajceb-9143	371	7	pavement	pavement	NOUN
ajceb-9143	371	8	thickness	thickness	NOUN
ajceb-9143	371	9	in	in	ADP
ajceb-9143	371	10	the	the	DET
ajceb-9143	371	11	design	design	NOUN
ajceb-9143	371	12	phase	phase	NOUN
ajceb-9143	371	13	to	to	PART
ajceb-9143	371	14	minimize	minimize	VERB
ajceb-9143	371	15	future	future	ADJ
ajceb-9143	371	16	cracking	cracking	NOUN
ajceb-9143	371	17	.	.	PUNCT
ajceb-9143	372	1	temperature	temperature	NOUN
ajceb-9143	372	2	exhibits	exhibit	VERB
ajceb-9143	372	3	a	a	DET
ajceb-9143	372	4	nonlinear	nonlinear	ADJ
ajceb-9143	372	5	relationship	relationship	NOUN
ajceb-9143	372	6	with	with	ADP
ajceb-9143	372	7	longitudinal	longitudinal	ADJ
ajceb-9143	372	8	cracking	cracking	NOUN
ajceb-9143	372	9	(	(	PUNCT
ajceb-9143	372	10	figure	figure	NOUN
ajceb-9143	372	11	7c	7c	NUM
ajceb-9143	372	12	)	)	PUNCT
ajceb-9143	372	13	.	.	PUNCT
ajceb-9143	373	1	both	both	DET
ajceb-9143	373	2	very	very	ADV
ajceb-9143	373	3	low	low	ADJ
ajceb-9143	373	4	and	and	CCONJ
ajceb-9143	373	5	high	high	ADJ
ajceb-9143	373	6	temperatures	temperature	NOUN
ajceb-9143	373	7	are	be	AUX
ajceb-9143	373	8	correlated	correlate	VERB
ajceb-9143	373	9	with	with	ADP
ajceb-9143	373	10	increased	increase	VERB
ajceb-9143	373	11	cracking	cracking	NOUN
ajceb-9143	373	12	likely	likely	ADV
ajceb-9143	373	13	caused	cause	VERB
ajceb-9143	373	14	by	by	ADP
ajceb-9143	373	15	thermal	thermal	ADJ
ajceb-9143	373	16	expansion	expansion	NOUN
ajceb-9143	373	17	and	and	CCONJ
ajceb-9143	373	18	contraction	contraction	NOUN
ajceb-9143	373	19	stresses	stress	VERB
ajceb-9143	373	20	on	on	ADP
ajceb-9143	373	21	the	the	DET
ajceb-9143	373	22	pavement	pavement	NOUN
ajceb-9143	373	23	.	.	PUNCT
ajceb-9143	374	1	this	this	PRON
ajceb-9143	374	2	suggests	suggest	VERB
ajceb-9143	374	3	that	that	SCONJ
ajceb-9143	374	4	climate	climate	NOUN
ajceb-9143	374	5	and	and	CCONJ
ajceb-9143	374	6	temperature	temperature	NOUN
ajceb-9143	374	7	variations	variation	NOUN
ajceb-9143	374	8	should	should	AUX
ajceb-9143	374	9	be	be	AUX
ajceb-9143	374	10	factored	factor	VERB
ajceb-9143	374	11	into	into	ADP
ajceb-9143	374	12	pavement	pavement	NOUN
ajceb-9143	374	13	design	design	NOUN
ajceb-9143	374	14	and	and	CCONJ
ajceb-9143	374	15	material	material	NOUN
ajceb-9143	374	16	selection	selection	NOUN
ajceb-9143	374	17	.	.	PUNCT
ajceb-9143	375	1	the	the	DET
ajceb-9143	375	2	freeze	freeze	NOUN
ajceb-9143	375	3	index	index	NOUN
ajceb-9143	375	4	,	,	PUNCT
ajceb-9143	375	5	representing	represent	VERB
ajceb-9143	375	6	the	the	DET
ajceb-9143	375	7	number	number	NOUN
ajceb-9143	375	8	of	of	ADP
ajceb-9143	375	9	freeze	freeze	ADJ
ajceb-9143	375	10	-	-	PUNCT
ajceb-9143	375	11	thaw	thaw	NOUN
ajceb-9143	375	12	cycles	cycle	NOUN
ajceb-9143	375	13	,	,	PUNCT
ajceb-9143	375	14	is	be	AUX
ajceb-9143	375	15	positively	positively	ADV
ajceb-9143	375	16	correlated	correlate	VERB
ajceb-9143	375	17	with	with	ADP
ajceb-9143	375	18	longitudinal	longitudinal	ADJ
ajceb-9143	375	19	cracking	cracking	NOUN
ajceb-9143	375	20	(	(	PUNCT
ajceb-9143	375	21	figure	figure	NOUN
ajceb-9143	375	22	7d	7d	NUM
ajceb-9143	375	23	)	)	PUNCT
ajceb-9143	375	24	.	.	PUNCT
ajceb-9143	376	1	higher	high	ADJ
ajceb-9143	376	2	freeze	freeze	NOUN
ajceb-9143	376	3	-	-	PUNCT
ajceb-9143	376	4	thaw	thaw	NOUN
ajceb-9143	376	5	cycles	cycle	NOUN
ajceb-9143	376	6	lead	lead	VERB
ajceb-9143	376	7	to	to	ADP
ajceb-9143	376	8	more	more	ADJ
ajceb-9143	376	9	cracking	cracking	NOUN
ajceb-9143	376	10	,	,	PUNCT
ajceb-9143	376	11	underscoring	underscore	VERB
ajceb-9143	376	12	the	the	DET
ajceb-9143	376	13	need	need	NOUN
ajceb-9143	376	14	for	for	ADP
ajceb-9143	376	15	materials	material	NOUN
ajceb-9143	376	16	and	and	CCONJ
ajceb-9143	376	17	designs	design	NOUN
ajceb-9143	376	18	that	that	PRON
ajceb-9143	376	19	can	can	AUX
ajceb-9143	376	20	withstand	withstand	VERB
ajceb-9143	376	21	such	such	ADJ
ajceb-9143	376	22	environmental	environmental	ADJ
ajceb-9143	376	23	stresses	stress	NOUN
ajceb-9143	376	24	,	,	PUNCT
ajceb-9143	376	25	particularly	particularly	ADV
ajceb-9143	376	26	in	in	ADP
ajceb-9143	376	27	regions	region	NOUN
ajceb-9143	376	28	with	with	ADP
ajceb-9143	376	29	harsh	harsh	ADJ
ajceb-9143	376	30	winter	winter	NOUN
ajceb-9143	376	31	conditions	condition	NOUN
ajceb-9143	376	32	.	.	PUNCT
ajceb-9143	377	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	377	2	construction	construction	NOUN
ajceb-9143	377	3	economics	economic	NOUN
ajceb-9143	377	4	and	and	CCONJ
ajceb-9143	377	5	building	building	NOUN
ajceb-9143	377	6	,	,	PUNCT
ajceb-9143	377	7	vol	vol	NOUN
ajceb-9143	377	8	.	.	PROPN
ajceb-9143	378	1	25	25	NUM
ajceb-9143	378	2	,	,	PUNCT
ajceb-9143	378	3	no	no	INTJ
ajceb-9143	378	4	.	.	NOUN
ajceb-9143	378	5	1	1	NUM
ajceb-9143	378	6	march	march	PROPN
ajceb-9143	378	7	2025164	2025164	NUM
ajceb-9143	378	8	(	(	PUNCT
ajceb-9143	378	9	a	a	NOUN
ajceb-9143	378	10	)	)	PUNCT
ajceb-9143	378	11	(	(	PUNCT
ajceb-9143	378	12	b	b	X
ajceb-9143	378	13	)	)	PUNCT
ajceb-9143	378	14	(	(	PUNCT
ajceb-9143	378	15	c	c	X
ajceb-9143	378	16	)	)	PUNCT
ajceb-9143	378	17	(	(	PUNCT
ajceb-9143	378	18	d	d	NOUN
ajceb-9143	378	19	)	)	PUNCT
ajceb-9143	378	20	0	0	NUM
ajceb-9143	378	21	1	1	NUM
ajceb-9143	378	22	2	2	NUM
ajceb-9143	378	23	3	3	NUM
ajceb-9143	378	24	4	4	NUM
ajceb-9143	378	25	5	5	NUM
ajceb-9143	378	26	6	6	NUM
ajceb-9143	378	27	7	7	NUM
ajceb-9143	378	28	8	8	NUM
ajceb-9143	378	29	0	0	NUM
ajceb-9143	378	30	10	10	NUM
ajceb-9143	378	31	20	20	NUM
ajceb-9143	378	32	30	30	NUM
ajceb-9143	378	33	40	40	NUM
ajceb-9143	379	1	lo	lo	PROPN
ajceb-9143	379	2	ng	ng	PROPN
ajceb-9143	379	3	itu	itu	PROPN
ajceb-9143	379	4	di	di	PROPN
ajceb-9143	379	5	na	na	PROPN
ajceb-9143	379	6	l	l	NOUN
ajceb-9143	380	1	c	c	NOUN
ajceb-9143	380	2	ra	ra	INTJ
ajceb-9143	380	3	ck	ck	INTJ
ajceb-9143	380	4	in	in	ADP
ajceb-9143	380	5	g	g	PROPN
ajceb-9143	380	6	,	,	PUNCT
ajceb-9143	380	7	m	m	VERB
ajceb-9143	380	8	age	age	NOUN
ajceb-9143	380	9	,	,	PUNCT
ajceb-9143	380	10	years	year	NOUN
ajceb-9143	380	11	0	0	NUM
ajceb-9143	380	12	2	2	NUM
ajceb-9143	380	13	4	4	NUM
ajceb-9143	380	14	6	6	NUM
ajceb-9143	380	15	8	8	NUM
ajceb-9143	380	16	10	10	NUM
ajceb-9143	380	17	12	12	NUM
ajceb-9143	380	18	200	200	NUM
ajceb-9143	380	19	400	400	NUM
ajceb-9143	380	20	600	600	NUM
ajceb-9143	380	21	800	800	NUM
ajceb-9143	380	22	lo	lo	PROPN
ajceb-9143	380	23	ng	ng	PROPN
ajceb-9143	380	24	itu	itu	PROPN
ajceb-9143	380	25	di	di	PROPN
ajceb-9143	380	26	na	na	PROPN
ajceb-9143	380	27	l	l	NOUN
ajceb-9143	381	1	c	c	NOUN
ajceb-9143	381	2	ra	ra	INTJ
ajceb-9143	381	3	ck	ck	INTJ
ajceb-9143	381	4	in	in	ADP
ajceb-9143	381	5	g	g	PROPN
ajceb-9143	381	6	,	,	PUNCT
ajceb-9143	381	7	m	m	VERB
ajceb-9143	381	8	total	total	ADJ
ajceb-9143	381	9	thickness	thickness	NOUN
ajceb-9143	381	10	,	,	PUNCT
ajceb-9143	381	11	mm	mm	INTJ
ajceb-9143	381	12	-2	-2	NOUN
ajceb-9143	381	13	3	3	NUM
ajceb-9143	381	14	8	8	NUM
ajceb-9143	381	15	13	13	NUM
ajceb-9143	381	16	18	18	NUM
ajceb-9143	381	17	23	23	NUM
ajceb-9143	381	18	-20	-20	SYM
ajceb-9143	381	19	0	0	NUM
ajceb-9143	381	20	20	20	NUM
ajceb-9143	381	21	40	40	NUM
ajceb-9143	382	1	lo	lo	PROPN
ajceb-9143	382	2	ng	ng	PROPN
ajceb-9143	382	3	itu	itu	PROPN
ajceb-9143	382	4	di	di	PROPN
ajceb-9143	382	5	na	na	PROPN
ajceb-9143	382	6	l	l	NOUN
ajceb-9143	383	1	c	c	NOUN
ajceb-9143	384	1	ra	ra	INTJ
ajceb-9143	384	2	ck	ck	INTJ
ajceb-9143	384	3	in	in	ADP
ajceb-9143	384	4	g	g	NOUN
ajceb-9143	384	5	,	,	PUNCT
ajceb-9143	384	6	m	m	VERB
ajceb-9143	384	7	temperature	temperature	NOUN
ajceb-9143	384	8	,	,	PUNCT
ajceb-9143	384	9	c	c	NOUN
ajceb-9143	384	10	0	0	NUM
ajceb-9143	384	11	1	1	NUM
ajceb-9143	384	12	2	2	NUM
ajceb-9143	384	13	3	3	NUM
ajceb-9143	384	14	4	4	NUM
ajceb-9143	384	15	5	5	NUM
ajceb-9143	384	16	6	6	NUM
ajceb-9143	384	17	7	7	NUM
ajceb-9143	384	18	8	8	NUM
ajceb-9143	384	19	9	9	NUM
ajceb-9143	384	20	400	400	NUM
ajceb-9143	384	21	1400	1400	NUM
ajceb-9143	384	22	2400	2400	NUM
ajceb-9143	385	1	lo	lo	PROPN
ajceb-9143	385	2	ng	ng	PROPN
ajceb-9143	385	3	itu	itu	PROPN
ajceb-9143	385	4	di	di	PROPN
ajceb-9143	385	5	na	na	PROPN
ajceb-9143	385	6	l	l	NOUN
ajceb-9143	385	7	c	c	NOUN
ajceb-9143	385	8	ra	ra	INTJ
ajceb-9143	385	9	ck	ck	INTJ
ajceb-9143	385	10	in	in	ADP
ajceb-9143	385	11	g	g	NOUN
ajceb-9143	385	12	,	,	PUNCT
ajceb-9143	385	13	m	m	VERB
ajceb-9143	385	14	freeze	freeze	VERB
ajceb-9143	385	15	index	index	NOUN
ajceb-9143	385	16	,	,	PUNCT
ajceb-9143	385	17	c	c	NOUN
ajceb-9143	385	18	-	-	PUNCT
ajceb-9143	385	19	days	day	NOUN
ajceb-9143	385	20	(	(	PUNCT
ajceb-9143	385	21	e	e	NOUN
ajceb-9143	385	22	)	)	PUNCT
ajceb-9143	385	23	(	(	PUNCT
ajceb-9143	385	24	f	f	X
ajceb-9143	385	25	)	)	PUNCT
ajceb-9143	385	26	(	(	PUNCT
ajceb-9143	385	27	g	g	NOUN
ajceb-9143	385	28	)	)	PUNCT
ajceb-9143	385	29	(	(	PUNCT
ajceb-9143	385	30	h	h	NOUN
ajceb-9143	385	31	)	)	PUNCT
ajceb-9143	385	32	0	0	NUM
ajceb-9143	385	33	5	5	NUM
ajceb-9143	385	34	10	10	NUM
ajceb-9143	385	35	15	15	NUM
ajceb-9143	385	36	20	20	NUM
ajceb-9143	385	37	25	25	NUM
ajceb-9143	385	38	700	700	NUM
ajceb-9143	385	39	1560	1560	NUM
ajceb-9143	385	40	2420	2420	NUM
ajceb-9143	385	41	3280	3280	NUM
ajceb-9143	385	42	4140	4140	NUM
ajceb-9143	385	43	5000	5000	NUM
ajceb-9143	386	1	lo	lo	PROPN
ajceb-9143	386	2	ng	ng	PROPN
ajceb-9143	386	3	itu	itu	PROPN
ajceb-9143	386	4	di	di	PROPN
ajceb-9143	386	5	na	na	PROPN
ajceb-9143	386	6	l	l	NOUN
ajceb-9143	387	1	c	c	NOUN
ajceb-9143	387	2	ra	ra	INTJ
ajceb-9143	387	3	ck	ck	INTJ
ajceb-9143	387	4	in	in	ADP
ajceb-9143	387	5	g	g	PROPN
ajceb-9143	387	6	,	,	PUNCT
ajceb-9143	387	7	m	m	VERB
ajceb-9143	387	8	aadtt	aadtt	NOUN
ajceb-9143	387	9	0	0	NUM
ajceb-9143	387	10	2	2	NUM
ajceb-9143	387	11	4	4	NUM
ajceb-9143	387	12	6	6	NUM
ajceb-9143	387	13	8	8	NUM
ajceb-9143	387	14	10	10	NUM
ajceb-9143	387	15	12	12	NUM
ajceb-9143	387	16	0	0	NUM
ajceb-9143	387	17	500	500	NUM
ajceb-9143	387	18	1000	1000	NUM
ajceb-9143	387	19	1500	1500	NUM
ajceb-9143	387	20	2000	2000	NUM
ajceb-9143	387	21	2500	2500	NUM
ajceb-9143	388	1	lo	lo	PROPN
ajceb-9143	388	2	ng	ng	PROPN
ajceb-9143	388	3	itu	itu	PROPN
ajceb-9143	388	4	di	di	PROPN
ajceb-9143	388	5	na	na	PROPN
ajceb-9143	388	6	l	l	NOUN
ajceb-9143	388	7	c	c	NOUN
ajceb-9143	388	8	ra	ra	INTJ
ajceb-9143	388	9	ck	ck	INTJ
ajceb-9143	388	10	in	in	ADP
ajceb-9143	388	11	g	g	PROPN
ajceb-9143	388	12	,	,	PUNCT
ajceb-9143	388	13	m	m	VERB
ajceb-9143	388	14	kesal	kesal	NOUN
ajceb-9143	388	15	0	0	NUM
ajceb-9143	388	16	1	1	NUM
ajceb-9143	388	17	2	2	NUM
ajceb-9143	388	18	3	3	NUM
ajceb-9143	388	19	4	4	NUM
ajceb-9143	388	20	5	5	NUM
ajceb-9143	388	21	6	6	NUM
ajceb-9143	388	22	7	7	NUM
ajceb-9143	388	23	8	8	NUM
ajceb-9143	388	24	9	9	NUM
ajceb-9143	388	25	3300	3300	NUM
ajceb-9143	388	26	3640	3640	NUM
ajceb-9143	388	27	3980	3980	NUM
ajceb-9143	388	28	4320	4320	NUM
ajceb-9143	388	29	4660	4660	NUM
ajceb-9143	388	30	5000	5000	NUM
ajceb-9143	389	1	lo	lo	PROPN
ajceb-9143	389	2	ng	ng	PROPN
ajceb-9143	389	3	itu	itu	PROPN
ajceb-9143	389	4	di	di	PROPN
ajceb-9143	389	5	na	na	PROPN
ajceb-9143	389	6	l	l	NOUN
ajceb-9143	389	7	c	c	NOUN
ajceb-9143	389	8	ra	ra	INTJ
ajceb-9143	389	9	ck	ck	INTJ
ajceb-9143	389	10	in	in	ADP
ajceb-9143	389	11	g	g	NOUN
ajceb-9143	389	12	,	,	PUNCT
ajceb-9143	389	13	m	m	VERB
ajceb-9143	389	14	precipitation	precipitation	NOUN
ajceb-9143	389	15	,	,	PUNCT
ajceb-9143	389	16	mm	mm	PROPN
ajceb-9143	389	17	0	0	NUM
ajceb-9143	389	18	2	2	NUM
ajceb-9143	389	19	4	4	NUM
ajceb-9143	389	20	6	6	NUM
ajceb-9143	389	21	8	8	NUM
ajceb-9143	389	22	10	10	NUM
ajceb-9143	389	23	2.8	2.8	NUM
ajceb-9143	389	24	3.3	3.3	NUM
ajceb-9143	389	25	3.8	3.8	NUM
ajceb-9143	389	26	lo	lo	PROPN
ajceb-9143	389	27	ng	ng	PROPN
ajceb-9143	389	28	itu	itu	PROPN
ajceb-9143	389	29	di	di	PROPN
ajceb-9143	389	30	na	na	PROPN
ajceb-9143	389	31	l	l	NOUN
ajceb-9143	389	32	c	c	NOUN
ajceb-9143	389	33	ra	ra	INTJ
ajceb-9143	389	34	ck	ck	INTJ
ajceb-9143	389	35	in	in	ADP
ajceb-9143	389	36	g	g	PROPN
ajceb-9143	389	37	,	,	PUNCT
ajceb-9143	389	38	m	m	VERB
ajceb-9143	389	39	initial	initial	ADJ
ajceb-9143	389	40	iri	iri	NOUN
ajceb-9143	389	41	,	,	PUNCT
ajceb-9143	389	42	m	m	NOUN
ajceb-9143	389	43	/	/	SYM
ajceb-9143	389	44	km	km	PROPN
ajceb-9143	389	45	figure	figure	NOUN
ajceb-9143	389	46	7	7	NUM
ajceb-9143	389	47	.	.	PUNCT
ajceb-9143	389	48	sensitivity	sensitivity	NOUN
ajceb-9143	389	49	analysis	analysis	NOUN
ajceb-9143	389	50	results	result	NOUN
ajceb-9143	389	51	.	.	PUNCT
ajceb-9143	390	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	390	2	construction	construction	NOUN
ajceb-9143	390	3	economics	economic	NOUN
ajceb-9143	390	4	and	and	CCONJ
ajceb-9143	390	5	building	building	NOUN
ajceb-9143	390	6	,	,	PUNCT
ajceb-9143	390	7	vol	vol	NOUN
ajceb-9143	390	8	.	.	PROPN
ajceb-9143	391	1	25	25	NUM
ajceb-9143	391	2	,	,	PUNCT
ajceb-9143	391	3	no	no	INTJ
ajceb-9143	391	4	.	.	NOUN
ajceb-9143	391	5	1	1	NUM
ajceb-9143	391	6	march	march	PROPN
ajceb-9143	391	7	2025165	2025165	NUM
ajceb-9143	391	8	traffic	traffic	NOUN
ajceb-9143	391	9	-	-	PUNCT
ajceb-9143	391	10	related	relate	VERB
ajceb-9143	391	11	variables	variable	NOUN
ajceb-9143	391	12	,	,	PUNCT
ajceb-9143	391	13	such	such	ADJ
ajceb-9143	391	14	as	as	ADP
ajceb-9143	391	15	aadtt	aadtt	NOUN
ajceb-9143	391	16	and	and	CCONJ
ajceb-9143	391	17	kesal	kesal	NOUN
ajceb-9143	391	18	,	,	PUNCT
ajceb-9143	391	19	also	also	ADV
ajceb-9143	391	20	play	play	VERB
ajceb-9143	391	21	a	a	DET
ajceb-9143	391	22	crucial	crucial	ADJ
ajceb-9143	391	23	role	role	NOUN
ajceb-9143	391	24	in	in	ADP
ajceb-9143	391	25	the	the	DET
ajceb-9143	391	26	development	development	NOUN
ajceb-9143	391	27	of	of	ADP
ajceb-9143	391	28	longitudinal	longitudinal	ADJ
ajceb-9143	391	29	cracking	cracking	NOUN
ajceb-9143	391	30	.	.	PUNCT
ajceb-9143	392	1	both	both	DET
ajceb-9143	392	2	variables	variable	NOUN
ajceb-9143	392	3	show	show	VERB
ajceb-9143	392	4	a	a	DET
ajceb-9143	392	5	strong	strong	ADJ
ajceb-9143	392	6	positive	positive	ADJ
ajceb-9143	392	7	correlation	correlation	NOUN
ajceb-9143	392	8	with	with	ADP
ajceb-9143	392	9	cracking	cracking	NOUN
ajceb-9143	392	10	(	(	PUNCT
ajceb-9143	392	11	figures	figure	NOUN
ajceb-9143	392	12	7e	7e	PROPN
ajceb-9143	392	13	and	and	CCONJ
ajceb-9143	392	14	7f	7f	NUM
ajceb-9143	392	15	)	)	PUNCT
ajceb-9143	392	16	,	,	PUNCT
ajceb-9143	392	17	indicating	indicate	VERB
ajceb-9143	392	18	that	that	SCONJ
ajceb-9143	392	19	heavy	heavy	ADJ
ajceb-9143	392	20	traffic	traffic	NOUN
ajceb-9143	392	21	loads	load	NOUN
ajceb-9143	392	22	significantly	significantly	ADV
ajceb-9143	392	23	contribute	contribute	VERB
ajceb-9143	392	24	to	to	ADP
ajceb-9143	392	25	pavement	pavement	NOUN
ajceb-9143	392	26	deterioration	deterioration	NOUN
ajceb-9143	392	27	.	.	PUNCT
ajceb-9143	393	1	this	this	DET
ajceb-9143	393	2	finding	finding	NOUN
ajceb-9143	393	3	supports	support	VERB
ajceb-9143	393	4	the	the	DET
ajceb-9143	393	5	need	need	NOUN
ajceb-9143	393	6	for	for	ADP
ajceb-9143	393	7	robust	robust	ADJ
ajceb-9143	393	8	pavement	pavement	NOUN
ajceb-9143	393	9	designs	design	NOUN
ajceb-9143	393	10	that	that	PRON
ajceb-9143	393	11	can	can	AUX
ajceb-9143	393	12	endure	endure	VERB
ajceb-9143	393	13	high	high	ADJ
ajceb-9143	393	14	traffic	traffic	NOUN
ajceb-9143	393	15	volumes	volume	NOUN
ajceb-9143	393	16	.	.	PUNCT
ajceb-9143	394	1	precipitation	precipitation	NOUN
ajceb-9143	394	2	is	be	AUX
ajceb-9143	394	3	another	another	DET
ajceb-9143	394	4	environmental	environmental	ADJ
ajceb-9143	394	5	factor	factor	NOUN
ajceb-9143	394	6	that	that	PRON
ajceb-9143	394	7	influences	influence	VERB
ajceb-9143	394	8	longitudinal	longitudinal	ADJ
ajceb-9143	394	9	cracking	cracking	NOUN
ajceb-9143	394	10	(	(	PUNCT
ajceb-9143	394	11	figure	figure	NOUN
ajceb-9143	394	12	7	7	NUM
ajceb-9143	394	13	g	g	NOUN
ajceb-9143	394	14	)	)	PUNCT
ajceb-9143	394	15	.	.	PUNCT
ajceb-9143	395	1	increased	increase	VERB
ajceb-9143	395	2	levels	level	NOUN
ajceb-9143	395	3	of	of	ADP
ajceb-9143	395	4	precipitation	precipitation	NOUN
ajceb-9143	395	5	are	be	AUX
ajceb-9143	395	6	associated	associate	VERB
ajceb-9143	395	7	with	with	ADP
ajceb-9143	395	8	more	more	ADJ
ajceb-9143	395	9	cracking	cracking	NOUN
ajceb-9143	395	10	,	,	PUNCT
ajceb-9143	395	11	suggesting	suggest	VERB
ajceb-9143	395	12	that	that	SCONJ
ajceb-9143	395	13	moisture	moisture	NOUN
ajceb-9143	395	14	infiltration	infiltration	NOUN
ajceb-9143	395	15	may	may	AUX
ajceb-9143	395	16	weaken	weaken	VERB
ajceb-9143	395	17	the	the	DET
ajceb-9143	395	18	pavement	pavement	NOUN
ajceb-9143	395	19	structure	structure	NOUN
ajceb-9143	395	20	over	over	ADP
ajceb-9143	395	21	time	time	NOUN
ajceb-9143	395	22	.	.	PUNCT
ajceb-9143	396	1	this	this	PRON
ajceb-9143	396	2	emphasizes	emphasize	VERB
ajceb-9143	396	3	the	the	DET
ajceb-9143	396	4	importance	importance	NOUN
ajceb-9143	396	5	of	of	ADP
ajceb-9143	396	6	effective	effective	ADJ
ajceb-9143	396	7	drainage	drainage	NOUN
ajceb-9143	396	8	systems	system	NOUN
ajceb-9143	396	9	and	and	CCONJ
ajceb-9143	396	10	moisture	moisture	NOUN
ajceb-9143	396	11	-	-	PUNCT
ajceb-9143	396	12	resistant	resistant	ADJ
ajceb-9143	396	13	materials	material	NOUN
ajceb-9143	396	14	in	in	ADP
ajceb-9143	396	15	pavement	pavement	NOUN
ajceb-9143	396	16	design	design	NOUN
ajceb-9143	396	17	.	.	PUNCT
ajceb-9143	397	1	finally	finally	ADV
ajceb-9143	397	2	,	,	PUNCT
ajceb-9143	397	3	the	the	DET
ajceb-9143	397	4	initial	initial	ADJ
ajceb-9143	397	5	iri	iri	NOUN
ajceb-9143	397	6	shows	show	VERB
ajceb-9143	397	7	a	a	DET
ajceb-9143	397	8	positive	positive	ADJ
ajceb-9143	397	9	correlation	correlation	NOUN
ajceb-9143	397	10	with	with	ADP
ajceb-9143	397	11	longitudinal	longitudinal	ADJ
ajceb-9143	397	12	cracking	cracking	NOUN
ajceb-9143	397	13	(	(	PUNCT
ajceb-9143	397	14	figure	figure	NOUN
ajceb-9143	397	15	7h	7h	NUM
ajceb-9143	397	16	)	)	PUNCT
ajceb-9143	397	17	.	.	PUNCT
ajceb-9143	398	1	pavements	pavement	NOUN
ajceb-9143	398	2	with	with	ADP
ajceb-9143	398	3	a	a	DET
ajceb-9143	398	4	rougher	rougher	ADJ
ajceb-9143	398	5	surface	surface	NOUN
ajceb-9143	398	6	condition	condition	NOUN
ajceb-9143	398	7	at	at	ADP
ajceb-9143	398	8	the	the	DET
ajceb-9143	398	9	outset	outset	NOUN
ajceb-9143	398	10	are	be	AUX
ajceb-9143	398	11	more	more	ADV
ajceb-9143	398	12	prone	prone	ADJ
ajceb-9143	398	13	to	to	ADP
ajceb-9143	398	14	cracking	crack	VERB
ajceb-9143	398	15	over	over	ADP
ajceb-9143	398	16	time	time	NOUN
ajceb-9143	398	17	,	,	PUNCT
ajceb-9143	398	18	highlighting	highlight	VERB
ajceb-9143	398	19	the	the	DET
ajceb-9143	398	20	need	need	NOUN
ajceb-9143	398	21	for	for	ADP
ajceb-9143	398	22	ensuring	ensure	VERB
ajceb-9143	398	23	smooth	smooth	ADJ
ajceb-9143	398	24	surface	surface	NOUN
ajceb-9143	398	25	conditions	condition	NOUN
ajceb-9143	398	26	during	during	ADP
ajceb-9143	398	27	the	the	DET
ajceb-9143	398	28	initial	initial	ADJ
ajceb-9143	398	29	construction	construction	NOUN
ajceb-9143	398	30	phase	phase	NOUN
ajceb-9143	398	31	to	to	PART
ajceb-9143	398	32	reduce	reduce	VERB
ajceb-9143	398	33	future	future	ADJ
ajceb-9143	398	34	maintenance	maintenance	NOUN
ajceb-9143	398	35	needs	need	NOUN
ajceb-9143	398	36	.	.	PUNCT
ajceb-9143	399	1	practical	practical	ADJ
ajceb-9143	399	2	implications	implication	NOUN
ajceb-9143	399	3	our	our	PRON
ajceb-9143	399	4	study	study	NOUN
ajceb-9143	399	5	highlights	highlight	VERB
ajceb-9143	399	6	several	several	ADJ
ajceb-9143	399	7	critical	critical	ADJ
ajceb-9143	399	8	factors	factor	NOUN
ajceb-9143	399	9	influencing	influence	VERB
ajceb-9143	399	10	longitudinal	longitudinal	ADJ
ajceb-9143	399	11	cracking	cracking	NOUN
ajceb-9143	399	12	in	in	ADP
ajceb-9143	399	13	crcp	crcp	NOUN
ajceb-9143	399	14	,	,	PUNCT
ajceb-9143	399	15	such	such	ADJ
ajceb-9143	399	16	as	as	ADP
ajceb-9143	399	17	temperature	temperature	NOUN
ajceb-9143	399	18	,	,	PUNCT
ajceb-9143	399	19	aadtt	aadtt	NOUN
ajceb-9143	399	20	,	,	PUNCT
ajceb-9143	399	21	and	and	CCONJ
ajceb-9143	399	22	freeze	freeze	VERB
ajceb-9143	399	23	index	index	NOUN
ajceb-9143	399	24	.	.	PUNCT
ajceb-9143	400	1	based	base	VERB
ajceb-9143	400	2	on	on	ADP
ajceb-9143	400	3	these	these	DET
ajceb-9143	400	4	findings	finding	NOUN
ajceb-9143	400	5	,	,	PUNCT
ajceb-9143	400	6	we	we	PRON
ajceb-9143	400	7	propose	propose	VERB
ajceb-9143	400	8	several	several	ADJ
ajceb-9143	400	9	strategies	strategy	NOUN
ajceb-9143	400	10	and	and	CCONJ
ajceb-9143	400	11	recommendations	recommendation	NOUN
ajceb-9143	400	12	for	for	ADP
ajceb-9143	400	13	pavement	pavement	NOUN
ajceb-9143	400	14	engineers	engineer	NOUN
ajceb-9143	400	15	and	and	CCONJ
ajceb-9143	400	16	policymakers	policymaker	NOUN
ajceb-9143	400	17	to	to	PART
ajceb-9143	400	18	enhance	enhance	VERB
ajceb-9143	400	19	the	the	DET
ajceb-9143	400	20	durability	durability	NOUN
ajceb-9143	400	21	and	and	CCONJ
ajceb-9143	400	22	performance	performance	NOUN
ajceb-9143	400	23	of	of	ADP
ajceb-9143	400	24	crcp	crcp	NOUN
ajceb-9143	400	25	.	.	PUNCT
ajceb-9143	401	1	first	first	ADV
ajceb-9143	401	2	,	,	PUNCT
ajceb-9143	401	3	maintenance	maintenance	NOUN
ajceb-9143	401	4	schedules	schedule	NOUN
ajceb-9143	401	5	should	should	AUX
ajceb-9143	401	6	be	be	AUX
ajceb-9143	401	7	adjusted	adjust	VERB
ajceb-9143	401	8	to	to	PART
ajceb-9143	401	9	account	account	VERB
ajceb-9143	401	10	for	for	ADP
ajceb-9143	401	11	regions	region	NOUN
ajceb-9143	401	12	with	with	ADP
ajceb-9143	401	13	significant	significant	ADJ
ajceb-9143	401	14	temperature	temperature	NOUN
ajceb-9143	401	15	variations	variation	NOUN
ajceb-9143	401	16	and	and	CCONJ
ajceb-9143	401	17	high	high	ADJ
ajceb-9143	401	18	aadtt	aadtt	NOUN
ajceb-9143	401	19	.	.	PUNCT
ajceb-9143	402	1	these	these	DET
ajceb-9143	402	2	areas	area	NOUN
ajceb-9143	402	3	should	should	AUX
ajceb-9143	402	4	have	have	VERB
ajceb-9143	402	5	more	more	ADJ
ajceb-9143	402	6	frequent	frequent	ADJ
ajceb-9143	402	7	inspections	inspection	NOUN
ajceb-9143	402	8	and	and	CCONJ
ajceb-9143	402	9	maintenance	maintenance	NOUN
ajceb-9143	402	10	activities	activity	NOUN
ajceb-9143	402	11	to	to	PART
ajceb-9143	402	12	address	address	VERB
ajceb-9143	402	13	early	early	ADJ
ajceb-9143	402	14	signs	sign	NOUN
ajceb-9143	402	15	of	of	ADP
ajceb-9143	402	16	cracking	cracking	NOUN
ajceb-9143	402	17	.	.	PUNCT
ajceb-9143	403	1	by	by	ADP
ajceb-9143	403	2	doing	do	VERB
ajceb-9143	403	3	so	so	ADV
ajceb-9143	403	4	,	,	PUNCT
ajceb-9143	403	5	potential	potential	ADJ
ajceb-9143	403	6	issues	issue	NOUN
ajceb-9143	403	7	can	can	AUX
ajceb-9143	403	8	be	be	AUX
ajceb-9143	403	9	identified	identify	VERB
ajceb-9143	403	10	and	and	CCONJ
ajceb-9143	403	11	remedied	remedie	VERB
ajceb-9143	403	12	before	before	SCONJ
ajceb-9143	403	13	they	they	PRON
ajceb-9143	403	14	develop	develop	VERB
ajceb-9143	403	15	into	into	ADP
ajceb-9143	403	16	more	more	ADV
ajceb-9143	403	17	severe	severe	ADJ
ajceb-9143	403	18	problems	problem	NOUN
ajceb-9143	403	19	,	,	PUNCT
ajceb-9143	403	20	thereby	thereby	ADV
ajceb-9143	403	21	extending	extend	VERB
ajceb-9143	403	22	the	the	DET
ajceb-9143	403	23	lifespan	lifespan	NOUN
ajceb-9143	403	24	of	of	ADP
ajceb-9143	403	25	the	the	DET
ajceb-9143	403	26	pavement	pavement	NOUN
ajceb-9143	403	27	.	.	PUNCT
ajceb-9143	404	1	second	second	ADV
ajceb-9143	404	2	,	,	PUNCT
ajceb-9143	404	3	incorporating	incorporate	VERB
ajceb-9143	404	4	design	design	NOUN
ajceb-9143	404	5	improvements	improvement	NOUN
ajceb-9143	404	6	that	that	PRON
ajceb-9143	404	7	enhance	enhance	VERB
ajceb-9143	404	8	resilience	resilience	NOUN
ajceb-9143	404	9	to	to	ADP
ajceb-9143	404	10	temperature	temperature	NOUN
ajceb-9143	404	11	fluctuations	fluctuation	NOUN
ajceb-9143	404	12	and	and	CCONJ
ajceb-9143	404	13	heavy	heavy	ADJ
ajceb-9143	404	14	truck	truck	NOUN
ajceb-9143	404	15	traffic	traffic	NOUN
ajceb-9143	404	16	is	be	AUX
ajceb-9143	404	17	essential	essential	ADJ
ajceb-9143	404	18	.	.	PUNCT
ajceb-9143	405	1	this	this	PRON
ajceb-9143	405	2	includes	include	VERB
ajceb-9143	405	3	using	use	VERB
ajceb-9143	405	4	high	high	ADJ
ajceb-9143	405	5	-	-	PUNCT
ajceb-9143	405	6	performance	performance	NOUN
ajceb-9143	405	7	concrete	concrete	NOUN
ajceb-9143	405	8	and	and	CCONJ
ajceb-9143	405	9	reinforcing	reinforce	VERB
ajceb-9143	405	10	materials	material	NOUN
ajceb-9143	405	11	specifically	specifically	ADV
ajceb-9143	405	12	designed	design	VERB
ajceb-9143	405	13	to	to	PART
ajceb-9143	405	14	withstand	withstand	VERB
ajceb-9143	405	15	environmental	environmental	ADJ
ajceb-9143	405	16	and	and	CCONJ
ajceb-9143	405	17	load	load	NOUN
ajceb-9143	405	18	stresses	stress	NOUN
ajceb-9143	405	19	.	.	PUNCT
ajceb-9143	406	1	such	such	ADJ
ajceb-9143	406	2	materials	material	NOUN
ajceb-9143	406	3	can	can	AUX
ajceb-9143	406	4	significantly	significantly	ADV
ajceb-9143	406	5	reduce	reduce	VERB
ajceb-9143	406	6	the	the	DET
ajceb-9143	406	7	incidence	incidence	NOUN
ajceb-9143	406	8	of	of	ADP
ajceb-9143	406	9	longitudinal	longitudinal	ADJ
ajceb-9143	406	10	cracking	cracking	NOUN
ajceb-9143	406	11	,	,	PUNCT
ajceb-9143	406	12	leading	lead	VERB
ajceb-9143	406	13	to	to	ADP
ajceb-9143	406	14	more	more	ADV
ajceb-9143	406	15	durable	durable	ADJ
ajceb-9143	406	16	pavement	pavement	NOUN
ajceb-9143	406	17	structures	structure	NOUN
ajceb-9143	406	18	.	.	PUNCT
ajceb-9143	407	1	in	in	ADP
ajceb-9143	407	2	terms	term	NOUN
ajceb-9143	407	3	of	of	ADP
ajceb-9143	407	4	material	material	ADJ
ajceb-9143	407	5	choices	choice	NOUN
ajceb-9143	407	6	,	,	PUNCT
ajceb-9143	407	7	it	it	PRON
ajceb-9143	407	8	is	be	AUX
ajceb-9143	407	9	crucial	crucial	ADJ
ajceb-9143	407	10	to	to	PART
ajceb-9143	407	11	consider	consider	VERB
ajceb-9143	407	12	local	local	ADJ
ajceb-9143	407	13	environmental	environmental	ADJ
ajceb-9143	407	14	conditions	condition	NOUN
ajceb-9143	407	15	.	.	PUNCT
ajceb-9143	408	1	for	for	ADP
ajceb-9143	408	2	example	example	NOUN
ajceb-9143	408	3	,	,	PUNCT
ajceb-9143	408	4	in	in	ADP
ajceb-9143	408	5	areas	area	NOUN
ajceb-9143	408	6	with	with	ADP
ajceb-9143	408	7	high	high	ADJ
ajceb-9143	408	8	freeze	freeze	NOUN
ajceb-9143	408	9	index	index	NOUN
ajceb-9143	408	10	values	value	NOUN
ajceb-9143	408	11	,	,	PUNCT
ajceb-9143	408	12	using	use	VERB
ajceb-9143	408	13	materials	material	NOUN
ajceb-9143	408	14	and	and	CCONJ
ajceb-9143	408	15	construction	construction	NOUN
ajceb-9143	408	16	techniques	technique	NOUN
ajceb-9143	408	17	that	that	PRON
ajceb-9143	408	18	minimize	minimize	VERB
ajceb-9143	408	19	the	the	DET
ajceb-9143	408	20	impact	impact	NOUN
ajceb-9143	408	21	of	of	ADP
ajceb-9143	408	22	freeze	freeze	ADJ
ajceb-9143	408	23	-	-	PUNCT
ajceb-9143	408	24	thaw	thaw	NOUN
ajceb-9143	408	25	cycles	cycle	NOUN
ajceb-9143	408	26	is	be	AUX
ajceb-9143	408	27	recommended	recommend	VERB
ajceb-9143	408	28	.	.	PUNCT
ajceb-9143	409	1	improved	improve	VERB
ajceb-9143	409	2	drainage	drainage	NOUN
ajceb-9143	409	3	systems	system	NOUN
ajceb-9143	409	4	and	and	CCONJ
ajceb-9143	409	5	frost	frost	NOUN
ajceb-9143	409	6	-	-	PUNCT
ajceb-9143	409	7	resistant	resistant	ADJ
ajceb-9143	409	8	layers	layer	NOUN
ajceb-9143	409	9	can	can	AUX
ajceb-9143	409	10	help	help	VERB
ajceb-9143	409	11	mitigate	mitigate	VERB
ajceb-9143	409	12	the	the	DET
ajceb-9143	409	13	detrimental	detrimental	ADJ
ajceb-9143	409	14	effects	effect	NOUN
ajceb-9143	409	15	of	of	ADP
ajceb-9143	409	16	freezing	freeze	VERB
ajceb-9143	409	17	and	and	CCONJ
ajceb-9143	409	18	thawing	thaw	VERB
ajceb-9143	409	19	on	on	ADP
ajceb-9143	409	20	the	the	DET
ajceb-9143	409	21	pavement	pavement	NOUN
ajceb-9143	409	22	.	.	PUNCT
ajceb-9143	410	1	policymakers	policymaker	NOUN
ajceb-9143	410	2	should	should	AUX
ajceb-9143	410	3	consider	consider	VERB
ajceb-9143	410	4	revising	revise	VERB
ajceb-9143	410	5	existing	exist	VERB
ajceb-9143	410	6	guidelines	guideline	NOUN
ajceb-9143	410	7	to	to	PART
ajceb-9143	410	8	incorporate	incorporate	VERB
ajceb-9143	410	9	the	the	DET
ajceb-9143	410	10	specific	specific	ADJ
ajceb-9143	410	11	requirements	requirement	NOUN
ajceb-9143	410	12	identified	identify	VERB
ajceb-9143	410	13	in	in	ADP
ajceb-9143	410	14	this	this	DET
ajceb-9143	410	15	study	study	NOUN
ajceb-9143	410	16	.	.	PUNCT
ajceb-9143	411	1	setting	set	VERB
ajceb-9143	411	2	standards	standard	NOUN
ajceb-9143	411	3	for	for	ADP
ajceb-9143	411	4	minimum	minimum	ADJ
ajceb-9143	411	5	material	material	NOUN
ajceb-9143	411	6	performance	performance	NOUN
ajceb-9143	411	7	in	in	ADP
ajceb-9143	411	8	regions	region	NOUN
ajceb-9143	411	9	prone	prone	ADJ
ajceb-9143	411	10	to	to	ADP
ajceb-9143	411	11	severe	severe	ADJ
ajceb-9143	411	12	temperature	temperature	NOUN
ajceb-9143	411	13	changes	change	NOUN
ajceb-9143	411	14	or	or	CCONJ
ajceb-9143	411	15	heavy	heavy	ADJ
ajceb-9143	411	16	traffic	traffic	NOUN
ajceb-9143	411	17	can	can	AUX
ajceb-9143	411	18	ensure	ensure	VERB
ajceb-9143	411	19	that	that	SCONJ
ajceb-9143	411	20	pavements	pavement	NOUN
ajceb-9143	411	21	are	be	AUX
ajceb-9143	411	22	constructed	construct	VERB
ajceb-9143	411	23	with	with	ADP
ajceb-9143	411	24	long	long	ADJ
ajceb-9143	411	25	-	-	PUNCT
ajceb-9143	411	26	term	term	NOUN
ajceb-9143	411	27	durability	durability	NOUN
ajceb-9143	411	28	in	in	ADP
ajceb-9143	411	29	mind	mind	NOUN
ajceb-9143	411	30	.	.	PUNCT
ajceb-9143	412	1	these	these	DET
ajceb-9143	412	2	policy	policy	NOUN
ajceb-9143	412	3	changes	change	NOUN
ajceb-9143	412	4	can	can	AUX
ajceb-9143	412	5	lead	lead	VERB
ajceb-9143	412	6	to	to	ADP
ajceb-9143	412	7	more	more	ADV
ajceb-9143	412	8	sustainable	sustainable	ADJ
ajceb-9143	412	9	infrastructure	infrastructure	NOUN
ajceb-9143	412	10	development	development	NOUN
ajceb-9143	412	11	.	.	PUNCT
ajceb-9143	413	1	lastly	lastly	ADV
ajceb-9143	413	2	,	,	PUNCT
ajceb-9143	413	3	pavement	pavement	NOUN
ajceb-9143	413	4	engineers	engineer	NOUN
ajceb-9143	413	5	should	should	AUX
ajceb-9143	413	6	adopt	adopt	VERB
ajceb-9143	413	7	best	good	ADJ
ajceb-9143	413	8	practices	practice	NOUN
ajceb-9143	413	9	that	that	PRON
ajceb-9143	413	10	account	account	VERB
ajceb-9143	413	11	for	for	ADP
ajceb-9143	413	12	the	the	DET
ajceb-9143	413	13	identified	identify	VERB
ajceb-9143	413	14	critical	critical	ADJ
ajceb-9143	413	15	variables	variable	NOUN
ajceb-9143	413	16	.	.	PUNCT
ajceb-9143	414	1	conducting	conduct	VERB
ajceb-9143	414	2	thorough	thorough	ADJ
ajceb-9143	414	3	site	site	NOUN
ajceb-9143	414	4	assessments	assessment	NOUN
ajceb-9143	414	5	to	to	PART
ajceb-9143	414	6	understand	understand	VERB
ajceb-9143	414	7	local	local	ADJ
ajceb-9143	414	8	environmental	environmental	ADJ
ajceb-9143	414	9	and	and	CCONJ
ajceb-9143	414	10	traffic	traffic	NOUN
ajceb-9143	414	11	conditions	condition	NOUN
ajceb-9143	414	12	is	be	AUX
ajceb-9143	414	13	vital	vital	ADJ
ajceb-9143	414	14	.	.	PUNCT
ajceb-9143	415	1	based	base	VERB
ajceb-9143	415	2	on	on	ADP
ajceb-9143	415	3	these	these	DET
ajceb-9143	415	4	assessments	assessment	NOUN
ajceb-9143	415	5	,	,	PUNCT
ajceb-9143	415	6	engineers	engineer	NOUN
ajceb-9143	415	7	can	can	AUX
ajceb-9143	415	8	design	design	VERB
ajceb-9143	415	9	pavements	pavement	NOUN
ajceb-9143	415	10	that	that	PRON
ajceb-9143	415	11	are	be	AUX
ajceb-9143	415	12	tailored	tailor	VERB
ajceb-9143	415	13	to	to	PART
ajceb-9143	415	14	withstand	withstand	VERB
ajceb-9143	415	15	the	the	DET
ajceb-9143	415	16	specific	specific	ADJ
ajceb-9143	415	17	challenges	challenge	NOUN
ajceb-9143	415	18	of	of	ADP
ajceb-9143	415	19	each	each	DET
ajceb-9143	415	20	location	location	NOUN
ajceb-9143	415	21	,	,	PUNCT
ajceb-9143	415	22	thereby	thereby	ADV
ajceb-9143	415	23	improving	improve	VERB
ajceb-9143	415	24	overall	overall	ADJ
ajceb-9143	415	25	pavement	pavement	NOUN
ajceb-9143	415	26	performance	performance	NOUN
ajceb-9143	415	27	and	and	CCONJ
ajceb-9143	415	28	reducing	reduce	VERB
ajceb-9143	415	29	maintenance	maintenance	NOUN
ajceb-9143	415	30	costs	cost	NOUN
ajceb-9143	415	31	.	.	PUNCT
ajceb-9143	416	1	by	by	ADP
ajceb-9143	416	2	implementing	implement	VERB
ajceb-9143	416	3	these	these	DET
ajceb-9143	416	4	strategies	strategy	NOUN
ajceb-9143	416	5	,	,	PUNCT
ajceb-9143	416	6	pavement	pavement	NOUN
ajceb-9143	416	7	engineers	engineer	NOUN
ajceb-9143	416	8	and	and	CCONJ
ajceb-9143	416	9	policymakers	policymaker	NOUN
ajceb-9143	416	10	can	can	AUX
ajceb-9143	416	11	significantly	significantly	ADV
ajceb-9143	416	12	enhance	enhance	VERB
ajceb-9143	416	13	the	the	DET
ajceb-9143	416	14	durability	durability	NOUN
ajceb-9143	416	15	and	and	CCONJ
ajceb-9143	416	16	performance	performance	NOUN
ajceb-9143	416	17	of	of	ADP
ajceb-9143	416	18	crcp	crcp	NOUN
ajceb-9143	416	19	,	,	PUNCT
ajceb-9143	416	20	leading	lead	VERB
ajceb-9143	416	21	to	to	ADP
ajceb-9143	416	22	longer	long	ADV
ajceb-9143	416	23	-	-	PUNCT
ajceb-9143	416	24	lasting	last	VERB
ajceb-9143	416	25	infrastructure	infrastructure	NOUN
ajceb-9143	416	26	and	and	CCONJ
ajceb-9143	416	27	reduced	reduced	ADJ
ajceb-9143	416	28	maintenance	maintenance	NOUN
ajceb-9143	416	29	expenses	expense	NOUN
ajceb-9143	416	30	.	.	PUNCT
ajceb-9143	417	1	these	these	DET
ajceb-9143	417	2	practical	practical	ADJ
ajceb-9143	417	3	implications	implication	NOUN
ajceb-9143	417	4	underscore	underscore	VERB
ajceb-9143	417	5	the	the	DET
ajceb-9143	417	6	importance	importance	NOUN
ajceb-9143	417	7	of	of	ADP
ajceb-9143	417	8	integrating	integrate	VERB
ajceb-9143	417	9	our	our	PRON
ajceb-9143	417	10	research	research	NOUN
ajceb-9143	417	11	findings	finding	NOUN
ajceb-9143	417	12	into	into	ADP
ajceb-9143	417	13	real	real	ADJ
ajceb-9143	417	14	-	-	PUNCT
ajceb-9143	417	15	world	world	NOUN
ajceb-9143	417	16	applications	application	NOUN
ajceb-9143	417	17	to	to	PART
ajceb-9143	417	18	improve	improve	VERB
ajceb-9143	417	19	pavement	pavement	NOUN
ajceb-9143	417	20	management	management	NOUN
ajceb-9143	417	21	practices	practice	NOUN
ajceb-9143	417	22	.	.	PUNCT
ajceb-9143	418	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	418	2	construction	construction	NOUN
ajceb-9143	418	3	economics	economic	NOUN
ajceb-9143	418	4	and	and	CCONJ
ajceb-9143	418	5	building	building	NOUN
ajceb-9143	418	6	,	,	PUNCT
ajceb-9143	418	7	vol	vol	NOUN
ajceb-9143	418	8	.	.	PROPN
ajceb-9143	419	1	25	25	NUM
ajceb-9143	419	2	,	,	PUNCT
ajceb-9143	419	3	no	no	INTJ
ajceb-9143	419	4	.	.	NOUN
ajceb-9143	419	5	1	1	NUM
ajceb-9143	419	6	march	march	PROPN
ajceb-9143	419	7	2025166	2025166	NUM
ajceb-9143	419	8	conclusion	conclusion	NOUN
ajceb-9143	419	9	in	in	ADP
ajceb-9143	419	10	conclusion	conclusion	NOUN
ajceb-9143	419	11	,	,	PUNCT
ajceb-9143	419	12	this	this	DET
ajceb-9143	419	13	study	study	NOUN
ajceb-9143	419	14	systematically	systematically	ADV
ajceb-9143	419	15	investigated	investigate	VERB
ajceb-9143	419	16	the	the	DET
ajceb-9143	419	17	prediction	prediction	NOUN
ajceb-9143	419	18	of	of	ADP
ajceb-9143	419	19	longitudinal	longitudinal	ADJ
ajceb-9143	419	20	cracking	cracking	NOUN
ajceb-9143	419	21	in	in	ADP
ajceb-9143	419	22	crcp	crcp	NOUN
ajceb-9143	419	23	through	through	ADP
ajceb-9143	419	24	a	a	DET
ajceb-9143	419	25	multifaceted	multifaceted	ADJ
ajceb-9143	419	26	approach	approach	NOUN
ajceb-9143	419	27	encompassing	encompass	VERB
ajceb-9143	419	28	descriptive	descriptive	ADJ
ajceb-9143	419	29	statistics	statistic	NOUN
ajceb-9143	419	30	,	,	PUNCT
ajceb-9143	419	31	conventional	conventional	ADJ
ajceb-9143	419	32	regression	regression	NOUN
ajceb-9143	419	33	modeling	modeling	NOUN
ajceb-9143	419	34	,	,	PUNCT
ajceb-9143	419	35	and	and	CCONJ
ajceb-9143	419	36	diverse	diverse	ADJ
ajceb-9143	419	37	machine	machine	NOUN
ajceb-9143	419	38	learning	learn	VERB
ajceb-9143	419	39	algorithms	algorithm	NOUN
ajceb-9143	419	40	.	.	PUNCT
ajceb-9143	420	1	initial	initial	ADJ
ajceb-9143	420	2	exploration	exploration	NOUN
ajceb-9143	420	3	of	of	ADP
ajceb-9143	420	4	the	the	DET
ajceb-9143	420	5	ltpp	ltpp	NOUN
ajceb-9143	420	6	database	database	NOUN
ajceb-9143	420	7	yielded	yield	VERB
ajceb-9143	420	8	33	33	NUM
ajceb-9143	420	9	control	control	NOUN
ajceb-9143	420	10	asphalt	asphalt	NOUN
ajceb-9143	420	11	pavement	pavement	NOUN
ajceb-9143	420	12	sections	section	NOUN
ajceb-9143	420	13	,	,	PUNCT
ajceb-9143	420	14	forming	form	VERB
ajceb-9143	420	15	the	the	DET
ajceb-9143	420	16	basis	basis	NOUN
ajceb-9143	420	17	for	for	ADP
ajceb-9143	420	18	rigorous	rigorous	ADJ
ajceb-9143	420	19	analysis	analysis	NOUN
ajceb-9143	420	20	.	.	PUNCT
ajceb-9143	421	1	conventional	conventional	ADJ
ajceb-9143	421	2	regression	regression	NOUN
ajceb-9143	421	3	analysis	analysis	NOUN
ajceb-9143	421	4	identified	identify	VERB
ajceb-9143	421	5	significant	significant	ADJ
ajceb-9143	421	6	predictor	predictor	NOUN
ajceb-9143	421	7	variables	variable	NOUN
ajceb-9143	421	8	,	,	PUNCT
ajceb-9143	421	9	resulting	result	VERB
ajceb-9143	421	10	in	in	ADP
ajceb-9143	421	11	a	a	DET
ajceb-9143	421	12	regression	regression	NOUN
ajceb-9143	421	13	equation	equation	NOUN
ajceb-9143	421	14	with	with	ADP
ajceb-9143	421	15	coefficients	coefficient	NOUN
ajceb-9143	421	16	detailing	detail	VERB
ajceb-9143	421	17	the	the	DET
ajceb-9143	421	18	impact	impact	NOUN
ajceb-9143	421	19	of	of	ADP
ajceb-9143	421	20	factors	factor	NOUN
ajceb-9143	421	21	such	such	ADJ
ajceb-9143	421	22	as	as	ADP
ajceb-9143	421	23	age	age	NOUN
ajceb-9143	421	24	,	,	PUNCT
ajceb-9143	421	25	thickness	thickness	NOUN
ajceb-9143	421	26	,	,	PUNCT
ajceb-9143	421	27	and	and	CCONJ
ajceb-9143	421	28	climatic	climatic	ADJ
ajceb-9143	421	29	conditions	condition	NOUN
ajceb-9143	421	30	on	on	ADP
ajceb-9143	421	31	longitudinal	longitudinal	ADJ
ajceb-9143	421	32	cracking	cracking	NOUN
ajceb-9143	421	33	.	.	PUNCT
ajceb-9143	422	1	however	however	ADV
ajceb-9143	422	2	,	,	PUNCT
ajceb-9143	422	3	acknowledging	acknowledge	VERB
ajceb-9143	422	4	the	the	DET
ajceb-9143	422	5	potential	potential	ADJ
ajceb-9143	422	6	limitations	limitation	NOUN
ajceb-9143	422	7	of	of	ADP
ajceb-9143	422	8	conventional	conventional	ADJ
ajceb-9143	422	9	regression	regression	NOUN
ajceb-9143	422	10	models	model	NOUN
ajceb-9143	422	11	,	,	PUNCT
ajceb-9143	422	12	the	the	DET
ajceb-9143	422	13	study	study	NOUN
ajceb-9143	422	14	expanded	expand	VERB
ajceb-9143	422	15	its	its	PRON
ajceb-9143	422	16	scope	scope	NOUN
ajceb-9143	422	17	to	to	PART
ajceb-9143	422	18	include	include	VERB
ajceb-9143	422	19	machine	machine	NOUN
ajceb-9143	422	20	learning	learn	VERB
ajceb-9143	422	21	techniques	technique	NOUN
ajceb-9143	422	22	.	.	PUNCT
ajceb-9143	423	1	in	in	ADP
ajceb-9143	423	2	our	our	PRON
ajceb-9143	423	3	exploration	exploration	NOUN
ajceb-9143	423	4	of	of	ADP
ajceb-9143	423	5	machine	machine	NOUN
ajceb-9143	423	6	learning	learning	NOUN
ajceb-9143	423	7	algorithms	algorithm	NOUN
ajceb-9143	423	8	,	,	PUNCT
ajceb-9143	423	9	diverse	diverse	ADJ
ajceb-9143	423	10	performances	performance	NOUN
ajceb-9143	423	11	were	be	AUX
ajceb-9143	423	12	observed	observe	VERB
ajceb-9143	423	13	across	across	ADP
ajceb-9143	423	14	different	different	ADJ
ajceb-9143	423	15	models	model	NOUN
ajceb-9143	423	16	.	.	PUNCT
ajceb-9143	424	1	particularly	particularly	ADV
ajceb-9143	424	2	noteworthy	noteworthy	ADJ
ajceb-9143	424	3	was	be	AUX
ajceb-9143	424	4	the	the	DET
ajceb-9143	424	5	gpr	gpr	PROPN
ajceb-9143	424	6	utilizing	utilize	VERB
ajceb-9143	424	7	a	a	DET
ajceb-9143	424	8	squared	square	VERB
ajceb-9143	424	9	exponential	exponential	ADJ
ajceb-9143	424	10	kernel	kernel	NOUN
ajceb-9143	424	11	,	,	PUNCT
ajceb-9143	424	12	which	which	PRON
ajceb-9143	424	13	demonstrated	demonstrate	VERB
ajceb-9143	424	14	exceptional	exceptional	ADJ
ajceb-9143	424	15	accuracy	accuracy	NOUN
ajceb-9143	424	16	,	,	PUNCT
ajceb-9143	424	17	evident	evident	ADJ
ajceb-9143	424	18	from	from	ADP
ajceb-9143	424	19	its	its	PRON
ajceb-9143	424	20	low	low	ADJ
ajceb-9143	424	21	root	root	NOUN
ajceb-9143	424	22	mean	mean	NOUN
ajceb-9143	424	23	squared	square	VERB
ajceb-9143	424	24	error	error	NOUN
ajceb-9143	424	25	of	of	ADP
ajceb-9143	424	26	11.84	11.84	NUM
ajceb-9143	424	27	and	and	CCONJ
ajceb-9143	424	28	high	high	ADJ
ajceb-9143	424	29	r	r	NOUN
ajceb-9143	424	30	-	-	PUNCT
ajceb-9143	424	31	squared	square	VERB
ajceb-9143	424	32	value	value	NOUN
ajceb-9143	424	33	of	of	ADP
ajceb-9143	424	34	0.78	0.78	NUM
ajceb-9143	424	35	.	.	PUNCT
ajceb-9143	425	1	additionally	additionally	ADV
ajceb-9143	425	2	,	,	PUNCT
ajceb-9143	425	3	ensemble	ensemble	ADJ
ajceb-9143	425	4	tree	tree	NOUN
ajceb-9143	425	5	models	model	NOUN
ajceb-9143	425	6	,	,	PUNCT
ajceb-9143	425	7	notably	notably	ADV
ajceb-9143	425	8	boosted	boost	VERB
ajceb-9143	425	9	trees	tree	NOUN
ajceb-9143	425	10	,	,	PUNCT
ajceb-9143	425	11	exhibited	exhibit	VERB
ajceb-9143	425	12	competitive	competitive	ADJ
ajceb-9143	425	13	outcomes	outcome	NOUN
ajceb-9143	425	14	with	with	ADP
ajceb-9143	425	15	an	an	DET
ajceb-9143	425	16	rmse	rmse	NOUN
ajceb-9143	425	17	of	of	ADP
ajceb-9143	425	18	18.48	18.48	NUM
ajceb-9143	425	19	and	and	CCONJ
ajceb-9143	425	20	an	an	DET
ajceb-9143	425	21	r	r	NOUN
ajceb-9143	425	22	-	-	PUNCT
ajceb-9143	425	23	squared	square	VERB
ajceb-9143	425	24	value	value	NOUN
ajceb-9143	425	25	of	of	ADP
ajceb-9143	425	26	0.45	0.45	NUM
ajceb-9143	425	27	.	.	PUNCT
ajceb-9143	426	1	these	these	DET
ajceb-9143	426	2	quantitative	quantitative	ADJ
ajceb-9143	426	3	metrics	metric	NOUN
ajceb-9143	426	4	underscore	underscore	VERB
ajceb-9143	426	5	the	the	DET
ajceb-9143	426	6	superior	superior	ADJ
ajceb-9143	426	7	predictive	predictive	ADJ
ajceb-9143	426	8	prowess	prowess	NOUN
ajceb-9143	426	9	of	of	ADP
ajceb-9143	426	10	select	select	ADJ
ajceb-9143	426	11	machine	machine	NOUN
ajceb-9143	426	12	learning	learning	NOUN
ajceb-9143	426	13	models	model	NOUN
ajceb-9143	426	14	when	when	SCONJ
ajceb-9143	426	15	juxtaposed	juxtapose	VERB
ajceb-9143	426	16	with	with	ADP
ajceb-9143	426	17	conventional	conventional	ADJ
ajceb-9143	426	18	regression	regression	NOUN
ajceb-9143	426	19	techniques	technique	NOUN
ajceb-9143	426	20	.	.	PUNCT
ajceb-9143	427	1	this	this	DET
ajceb-9143	427	2	comparison	comparison	NOUN
ajceb-9143	427	3	elucidates	elucidate	VERB
ajceb-9143	427	4	the	the	DET
ajceb-9143	427	5	specific	specific	ADJ
ajceb-9143	427	6	limitations	limitation	NOUN
ajceb-9143	427	7	that	that	PRON
ajceb-9143	427	8	machine	machine	NOUN
ajceb-9143	427	9	learning	learn	VERB
ajceb-9143	427	10	approaches	approach	VERB
ajceb-9143	427	11	effectively	effectively	ADV
ajceb-9143	427	12	address	address	NOUN
ajceb-9143	427	13	,	,	PUNCT
ajceb-9143	427	14	outperforming	outperform	VERB
ajceb-9143	427	15	conventional	conventional	ADJ
ajceb-9143	427	16	regression	regression	NOUN
ajceb-9143	427	17	methodologies	methodology	NOUN
ajceb-9143	427	18	in	in	ADP
ajceb-9143	427	19	terms	term	NOUN
ajceb-9143	427	20	of	of	ADP
ajceb-9143	427	21	predictive	predictive	ADJ
ajceb-9143	427	22	accuracy	accuracy	NOUN
ajceb-9143	427	23	and	and	CCONJ
ajceb-9143	427	24	robustness	robustness	NOUN
ajceb-9143	427	25	.	.	PUNCT
ajceb-9143	428	1	feature	feature	NOUN
ajceb-9143	428	2	importance	importance	NOUN
ajceb-9143	428	3	analysis	analysis	NOUN
ajceb-9143	428	4	emphasized	emphasize	VERB
ajceb-9143	428	5	key	key	ADJ
ajceb-9143	428	6	variables	variable	NOUN
ajceb-9143	428	7	influencing	influence	VERB
ajceb-9143	428	8	longitudinal	longitudinal	ADJ
ajceb-9143	428	9	cracking	crack	VERB
ajceb-9143	428	10	predictions	prediction	NOUN
ajceb-9143	428	11	.	.	PUNCT
ajceb-9143	429	1	noteworthy	noteworthy	ADJ
ajceb-9143	429	2	contributors	contributor	NOUN
ajceb-9143	429	3	included	include	VERB
ajceb-9143	429	4	temperature	temperature	NOUN
ajceb-9143	429	5	,	,	PUNCT
ajceb-9143	429	6	average	average	ADJ
ajceb-9143	429	7	annual	annual	ADJ
ajceb-9143	429	8	daily	daily	ADJ
ajceb-9143	429	9	truck	truck	NOUN
ajceb-9143	429	10	traffic	traffic	NOUN
ajceb-9143	429	11	,	,	PUNCT
ajceb-9143	429	12	and	and	CCONJ
ajceb-9143	429	13	freeze	freeze	VERB
ajceb-9143	429	14	index	index	NOUN
ajceb-9143	429	15	,	,	PUNCT
ajceb-9143	429	16	among	among	ADP
ajceb-9143	429	17	others	other	NOUN
ajceb-9143	429	18	.	.	PUNCT
ajceb-9143	430	1	the	the	DET
ajceb-9143	430	2	correlation	correlation	NOUN
ajceb-9143	430	3	matrix	matrix	NOUN
ajceb-9143	430	4	provided	provide	VERB
ajceb-9143	430	5	further	further	ADJ
ajceb-9143	430	6	insights	insight	NOUN
ajceb-9143	430	7	into	into	ADP
ajceb-9143	430	8	relationships	relationship	NOUN
ajceb-9143	430	9	among	among	ADP
ajceb-9143	430	10	input	input	NOUN
ajceb-9143	430	11	features	feature	NOUN
ajceb-9143	430	12	,	,	PUNCT
ajceb-9143	430	13	enriching	enrich	VERB
ajceb-9143	430	14	the	the	DET
ajceb-9143	430	15	dataset	dataset	NOUN
ajceb-9143	430	16	’s	’s	PART
ajceb-9143	430	17	interpretability	interpretability	NOUN
ajceb-9143	430	18	.	.	PUNCT
ajceb-9143	431	1	the	the	DET
ajceb-9143	431	2	sensitivity	sensitivity	NOUN
ajceb-9143	431	3	analysis	analysis	NOUN
ajceb-9143	431	4	confirms	confirm	VERB
ajceb-9143	431	5	that	that	SCONJ
ajceb-9143	431	6	pavement	pavement	NOUN
ajceb-9143	431	7	age	age	NOUN
ajceb-9143	431	8	,	,	PUNCT
ajceb-9143	431	9	traffic	traffic	NOUN
ajceb-9143	431	10	loads	load	NOUN
ajceb-9143	431	11	,	,	PUNCT
ajceb-9143	431	12	and	and	CCONJ
ajceb-9143	431	13	environmental	environmental	ADJ
ajceb-9143	431	14	factors	factor	NOUN
ajceb-9143	431	15	such	such	ADJ
ajceb-9143	431	16	as	as	ADP
ajceb-9143	431	17	temperature	temperature	NOUN
ajceb-9143	431	18	and	and	CCONJ
ajceb-9143	431	19	precipitation	precipitation	NOUN
ajceb-9143	431	20	significantly	significantly	ADV
ajceb-9143	431	21	influence	influence	VERB
ajceb-9143	431	22	the	the	DET
ajceb-9143	431	23	development	development	NOUN
ajceb-9143	431	24	of	of	ADP
ajceb-9143	431	25	longitudinal	longitudinal	ADJ
ajceb-9143	431	26	cracking	cracking	NOUN
ajceb-9143	431	27	in	in	ADP
ajceb-9143	431	28	crcp	crcp	NOUN
ajceb-9143	431	29	.	.	PUNCT
ajceb-9143	432	1	these	these	DET
ajceb-9143	432	2	insights	insight	NOUN
ajceb-9143	432	3	are	be	AUX
ajceb-9143	432	4	crucial	crucial	ADJ
ajceb-9143	432	5	for	for	ADP
ajceb-9143	432	6	developing	develop	VERB
ajceb-9143	432	7	more	more	ADV
ajceb-9143	432	8	targeted	targeted	ADJ
ajceb-9143	432	9	and	and	CCONJ
ajceb-9143	432	10	effective	effective	ADJ
ajceb-9143	432	11	pavement	pavement	NOUN
ajceb-9143	432	12	maintenance	maintenance	NOUN
ajceb-9143	432	13	and	and	CCONJ
ajceb-9143	432	14	design	design	NOUN
ajceb-9143	432	15	strategies	strategy	NOUN
ajceb-9143	432	16	.	.	PUNCT
ajceb-9143	433	1	in	in	ADP
ajceb-9143	433	2	essence	essence	NOUN
ajceb-9143	433	3	,	,	PUNCT
ajceb-9143	433	4	this	this	DET
ajceb-9143	433	5	study	study	NOUN
ajceb-9143	433	6	presents	present	VERB
ajceb-9143	433	7	compelling	compelling	ADJ
ajceb-9143	433	8	quantitative	quantitative	ADJ
ajceb-9143	433	9	evidence	evidence	NOUN
ajceb-9143	433	10	affirming	affirm	VERB
ajceb-9143	433	11	the	the	DET
ajceb-9143	433	12	effectiveness	effectiveness	NOUN
ajceb-9143	433	13	of	of	ADP
ajceb-9143	433	14	machine	machine	NOUN
ajceb-9143	433	15	learning	learning	NOUN
ajceb-9143	433	16	models	model	NOUN
ajceb-9143	433	17	in	in	ADP
ajceb-9143	433	18	forecasting	forecast	VERB
ajceb-9143	433	19	longitudinal	longitudinal	ADJ
ajceb-9143	433	20	cracking	cracking	NOUN
ajceb-9143	433	21	in	in	ADP
ajceb-9143	433	22	crcp	crcp	NOUN
ajceb-9143	433	23	.	.	PUNCT
ajceb-9143	434	1	while	while	SCONJ
ajceb-9143	434	2	the	the	DET
ajceb-9143	434	3	accuracy	accuracy	NOUN
ajceb-9143	434	4	metrics	metric	NOUN
ajceb-9143	434	5	and	and	CCONJ
ajceb-9143	434	6	model	model	NOUN
ajceb-9143	434	7	performances	performance	NOUN
ajceb-9143	434	8	underscore	underscore	VERB
ajceb-9143	434	9	the	the	DET
ajceb-9143	434	10	potential	potential	ADJ
ajceb-9143	434	11	advantages	advantage	NOUN
ajceb-9143	434	12	of	of	ADP
ajceb-9143	434	13	advanced	advanced	ADJ
ajceb-9143	434	14	modeling	modeling	NOUN
ajceb-9143	434	15	techniques	technique	NOUN
ajceb-9143	434	16	over	over	ADP
ajceb-9143	434	17	traditional	traditional	ADJ
ajceb-9143	434	18	regression	regression	NOUN
ajceb-9143	434	19	approaches	approach	NOUN
ajceb-9143	434	20	,	,	PUNCT
ajceb-9143	434	21	it	it	PRON
ajceb-9143	434	22	is	be	AUX
ajceb-9143	434	23	imperative	imperative	ADJ
ajceb-9143	434	24	to	to	PART
ajceb-9143	434	25	delve	delve	VERB
ajceb-9143	434	26	deeper	deeply	ADV
ajceb-9143	434	27	into	into	ADP
ajceb-9143	434	28	understanding	understand	VERB
ajceb-9143	434	29	the	the	DET
ajceb-9143	434	30	inner	inner	ADJ
ajceb-9143	434	31	workings	working	NOUN
ajceb-9143	434	32	of	of	ADP
ajceb-9143	434	33	these	these	DET
ajceb-9143	434	34	models	model	NOUN
ajceb-9143	434	35	.	.	PUNCT
ajceb-9143	435	1	by	by	ADP
ajceb-9143	435	2	shedding	shed	VERB
ajceb-9143	435	3	light	light	NOUN
ajceb-9143	435	4	on	on	ADP
ajceb-9143	435	5	how	how	SCONJ
ajceb-9143	435	6	machine	machine	NOUN
ajceb-9143	435	7	learning	learn	VERB
ajceb-9143	435	8	algorithms	algorithm	NOUN
ajceb-9143	435	9	derive	derive	VERB
ajceb-9143	435	10	their	their	PRON
ajceb-9143	435	11	predictions	prediction	NOUN
ajceb-9143	435	12	,	,	PUNCT
ajceb-9143	435	13	and	and	CCONJ
ajceb-9143	435	14	elucidating	elucidate	VERB
ajceb-9143	435	15	how	how	SCONJ
ajceb-9143	435	16	these	these	DET
ajceb-9143	435	17	insights	insight	NOUN
ajceb-9143	435	18	can	can	AUX
ajceb-9143	435	19	inform	inform	VERB
ajceb-9143	435	20	decision	decision	NOUN
ajceb-9143	435	21	-	-	PUNCT
ajceb-9143	435	22	making	make	VERB
ajceb-9143	435	23	processes	process	NOUN
ajceb-9143	435	24	,	,	PUNCT
ajceb-9143	435	25	this	this	DET
ajceb-9143	435	26	research	research	NOUN
ajceb-9143	435	27	aims	aim	VERB
ajceb-9143	435	28	to	to	PART
ajceb-9143	435	29	bridge	bridge	VERB
ajceb-9143	435	30	the	the	DET
ajceb-9143	435	31	gap	gap	NOUN
ajceb-9143	435	32	between	between	ADP
ajceb-9143	435	33	predictive	predictive	ADJ
ajceb-9143	435	34	accuracy	accuracy	NOUN
ajceb-9143	435	35	and	and	CCONJ
ajceb-9143	435	36	interpretability	interpretability	NOUN
ajceb-9143	435	37	.	.	PUNCT
ajceb-9143	436	1	these	these	DET
ajceb-9143	436	2	findings	finding	NOUN
ajceb-9143	436	3	hold	hold	VERB
ajceb-9143	436	4	significant	significant	ADJ
ajceb-9143	436	5	practical	practical	ADJ
ajceb-9143	436	6	implications	implication	NOUN
ajceb-9143	436	7	for	for	ADP
ajceb-9143	436	8	pavement	pavement	NOUN
ajceb-9143	436	9	engineering	engineering	NOUN
ajceb-9143	436	10	,	,	PUNCT
ajceb-9143	436	11	providing	provide	VERB
ajceb-9143	436	12	a	a	DET
ajceb-9143	436	13	data	data	NOUN
ajceb-9143	436	14	-	-	PUNCT
ajceb-9143	436	15	driven	drive	VERB
ajceb-9143	436	16	framework	framework	NOUN
ajceb-9143	436	17	for	for	ADP
ajceb-9143	436	18	optimizing	optimize	VERB
ajceb-9143	436	19	maintenance	maintenance	NOUN
ajceb-9143	436	20	strategies	strategy	NOUN
ajceb-9143	436	21	and	and	CCONJ
ajceb-9143	436	22	enhancing	enhance	VERB
ajceb-9143	436	23	the	the	DET
ajceb-9143	436	24	longevity	longevity	NOUN
ajceb-9143	436	25	of	of	ADP
ajceb-9143	436	26	crcp	crcp	ADJ
ajceb-9143	436	27	infrastructure	infrastructure	NOUN
ajceb-9143	436	28	.	.	PUNCT
ajceb-9143	437	1	as	as	SCONJ
ajceb-9143	437	2	the	the	DET
ajceb-9143	437	3	field	field	NOUN
ajceb-9143	437	4	continues	continue	VERB
ajceb-9143	437	5	to	to	PART
ajceb-9143	437	6	evolve	evolve	VERB
ajceb-9143	437	7	with	with	ADP
ajceb-9143	437	8	a	a	DET
ajceb-9143	437	9	focus	focus	NOUN
ajceb-9143	437	10	on	on	ADP
ajceb-9143	437	11	numerical	numerical	ADJ
ajceb-9143	437	12	precision	precision	NOUN
ajceb-9143	437	13	,	,	PUNCT
ajceb-9143	437	14	elucidating	elucidate	VERB
ajceb-9143	437	15	the	the	DET
ajceb-9143	437	16	mechanisms	mechanism	NOUN
ajceb-9143	437	17	behind	behind	ADP
ajceb-9143	437	18	machine	machine	NOUN
ajceb-9143	437	19	learning	learning	NOUN
ajceb-9143	437	20	predictions	prediction	NOUN
ajceb-9143	437	21	adds	add	VERB
ajceb-9143	437	22	a	a	DET
ajceb-9143	437	23	layer	layer	NOUN
ajceb-9143	437	24	of	of	ADP
ajceb-9143	437	25	transparency	transparency	NOUN
ajceb-9143	437	26	and	and	CCONJ
ajceb-9143	437	27	depth	depth	NOUN
ajceb-9143	437	28	to	to	PART
ajceb-9143	437	29	pave	pave	VERB
ajceb-9143	437	30	the	the	DET
ajceb-9143	437	31	way	way	NOUN
ajceb-9143	437	32	for	for	ADP
ajceb-9143	437	33	informed	informed	ADJ
ajceb-9143	437	34	decision	decision	NOUN
ajceb-9143	437	35	-	-	PUNCT
ajceb-9143	437	36	making	making	NOUN
ajceb-9143	437	37	in	in	ADP
ajceb-9143	437	38	pavement	pavement	NOUN
ajceb-9143	437	39	management	management	NOUN
ajceb-9143	437	40	practices	practice	NOUN
ajceb-9143	437	41	.	.	PUNCT
ajceb-9143	438	1	limitations	limitation	NOUN
ajceb-9143	438	2	and	and	CCONJ
ajceb-9143	438	3	future	future	ADJ
ajceb-9143	438	4	work	work	NOUN
ajceb-9143	438	5	limitations	limitation	NOUN
ajceb-9143	438	6	1	1	NUM
ajceb-9143	438	7	.	.	PUNCT
ajceb-9143	438	8	limited	limited	ADJ
ajceb-9143	438	9	scope	scope	NOUN
ajceb-9143	438	10	of	of	ADP
ajceb-9143	438	11	machine	machine	NOUN
ajceb-9143	438	12	learning	learn	VERB
ajceb-9143	438	13	techniques	technique	NOUN
ajceb-9143	438	14	:	:	PUNCT
ajceb-9143	438	15	while	while	SCONJ
ajceb-9143	438	16	the	the	DET
ajceb-9143	438	17	study	study	NOUN
ajceb-9143	438	18	employs	employ	VERB
ajceb-9143	438	19	several	several	ADJ
ajceb-9143	438	20	advanced	advanced	ADJ
ajceb-9143	438	21	machine	machine	NOUN
ajceb-9143	438	22	learning	learn	VERB
ajceb-9143	438	23	techniques	technique	NOUN
ajceb-9143	438	24	,	,	PUNCT
ajceb-9143	438	25	it	it	PRON
ajceb-9143	438	26	does	do	AUX
ajceb-9143	438	27	not	not	PART
ajceb-9143	438	28	cover	cover	VERB
ajceb-9143	438	29	all	all	DET
ajceb-9143	438	30	possible	possible	ADJ
ajceb-9143	438	31	algorithms	algorithm	NOUN
ajceb-9143	438	32	or	or	CCONJ
ajceb-9143	438	33	hybrid	hybrid	NOUN
ajceb-9143	438	34	approaches	approach	NOUN
ajceb-9143	438	35	that	that	PRON
ajceb-9143	438	36	might	might	AUX
ajceb-9143	438	37	offer	offer	VERB
ajceb-9143	438	38	improved	improved	ADJ
ajceb-9143	438	39	performance	performance	NOUN
ajceb-9143	438	40	or	or	CCONJ
ajceb-9143	438	41	interpretability	interpretability	NOUN
ajceb-9143	438	42	.	.	PUNCT
ajceb-9143	439	1	alnaqbi	alnaqbi	ADJ
ajceb-9143	439	2	construction	construction	NOUN
ajceb-9143	439	3	economics	economic	NOUN
ajceb-9143	439	4	and	and	CCONJ
ajceb-9143	439	5	building	building	NOUN
ajceb-9143	439	6	,	,	PUNCT
ajceb-9143	439	7	vol	vol	NOUN
ajceb-9143	439	8	.	.	PROPN
ajceb-9143	440	1	25	25	NUM
ajceb-9143	440	2	,	,	PUNCT
ajceb-9143	440	3	no	no	INTJ
ajceb-9143	440	4	.	.	NOUN
ajceb-9143	440	5	1	1	NUM
ajceb-9143	440	6	march	march	PROPN
ajceb-9143	440	7	2025167	2025167	NUM
ajceb-9143	440	8	2	2	NUM
ajceb-9143	440	9	.	.	PUNCT
ajceb-9143	440	10	resource	resource	NOUN
ajceb-9143	440	11	-	-	PUNCT
ajceb-9143	440	12	intensive	intensive	ADJ
ajceb-9143	440	13	analysis	analysis	NOUN
ajceb-9143	440	14	:	:	PUNCT
ajceb-9143	440	15	the	the	DET
ajceb-9143	440	16	computational	computational	ADJ
ajceb-9143	440	17	resources	resource	NOUN
ajceb-9143	440	18	required	require	VERB
ajceb-9143	440	19	to	to	PART
ajceb-9143	440	20	train	train	VERB
ajceb-9143	440	21	and	and	CCONJ
ajceb-9143	440	22	validate	validate	VERB
ajceb-9143	440	23	advanced	advanced	ADJ
ajceb-9143	440	24	machine	machine	NOUN
ajceb-9143	440	25	learning	learning	NOUN
ajceb-9143	440	26	models	model	NOUN
ajceb-9143	440	27	are	be	AUX
ajceb-9143	440	28	significant	significant	ADJ
ajceb-9143	440	29	.	.	PUNCT
ajceb-9143	441	1	this	this	DET
ajceb-9143	441	2	limitation	limitation	NOUN
ajceb-9143	441	3	can	can	AUX
ajceb-9143	441	4	be	be	AUX
ajceb-9143	441	5	a	a	DET
ajceb-9143	441	6	barrier	barrier	NOUN
ajceb-9143	441	7	for	for	ADP
ajceb-9143	441	8	smaller	small	ADJ
ajceb-9143	441	9	agencies	agency	NOUN
ajceb-9143	441	10	or	or	CCONJ
ajceb-9143	441	11	practitioners	practitioner	NOUN
ajceb-9143	441	12	with	with	ADP
ajceb-9143	441	13	limited	limited	ADJ
ajceb-9143	441	14	access	access	NOUN
ajceb-9143	441	15	to	to	ADP
ajceb-9143	441	16	such	such	ADJ
ajceb-9143	441	17	resources	resource	NOUN
ajceb-9143	441	18	.	.	PUNCT
ajceb-9143	442	1	3	3	X
ajceb-9143	442	2	.	.	X
ajceb-9143	442	3	generalization	generalization	NOUN
ajceb-9143	442	4	across	across	ADP
ajceb-9143	442	5	pavement	pavement	NOUN
ajceb-9143	442	6	types	type	NOUN
ajceb-9143	442	7	:	:	PUNCT
ajceb-9143	442	8	the	the	DET
ajceb-9143	442	9	study	study	NOUN
ajceb-9143	442	10	focuses	focus	VERB
ajceb-9143	442	11	on	on	ADP
ajceb-9143	442	12	crcp	crcp	NOUN
ajceb-9143	442	13	,	,	PUNCT
ajceb-9143	442	14	and	and	CCONJ
ajceb-9143	442	15	the	the	DET
ajceb-9143	442	16	findings	finding	NOUN
ajceb-9143	442	17	may	may	AUX
ajceb-9143	442	18	not	not	PART
ajceb-9143	442	19	be	be	AUX
ajceb-9143	442	20	directly	directly	ADV
ajceb-9143	442	21	applicable	applicable	ADJ
ajceb-9143	442	22	to	to	ADP
ajceb-9143	442	23	other	other	ADJ
ajceb-9143	442	24	types	type	NOUN
ajceb-9143	442	25	of	of	ADP
ajceb-9143	442	26	pavements	pavement	NOUN
ajceb-9143	442	27	such	such	ADJ
ajceb-9143	442	28	as	as	ADP
ajceb-9143	442	29	flexible	flexible	ADJ
ajceb-9143	442	30	or	or	CCONJ
ajceb-9143	442	31	composite	composite	ADJ
ajceb-9143	442	32	pavements	pavement	NOUN
ajceb-9143	442	33	.	.	PUNCT
ajceb-9143	443	1	different	different	ADJ
ajceb-9143	443	2	pavement	pavement	NOUN
ajceb-9143	443	3	types	type	NOUN
ajceb-9143	443	4	may	may	AUX
ajceb-9143	443	5	require	require	VERB
ajceb-9143	443	6	distinct	distinct	ADJ
ajceb-9143	443	7	modeling	modeling	NOUN
ajceb-9143	443	8	approaches	approach	NOUN
ajceb-9143	443	9	.	.	PUNCT
ajceb-9143	444	1	future	future	ADJ
ajceb-9143	444	2	research	research	NOUN
ajceb-9143	444	3	•	•	NOUN
ajceb-9143	444	4	incorporation	incorporation	NOUN
ajceb-9143	444	5	of	of	ADP
ajceb-9143	444	6	additional	additional	ADJ
ajceb-9143	444	7	variables	variable	NOUN
ajceb-9143	444	8	:	:	PUNCT
ajceb-9143	444	9	future	future	ADJ
ajceb-9143	444	10	studies	study	NOUN
ajceb-9143	444	11	should	should	AUX
ajceb-9143	444	12	consider	consider	VERB
ajceb-9143	444	13	integrating	integrate	VERB
ajceb-9143	444	14	new	new	ADJ
ajceb-9143	444	15	variables	variable	NOUN
ajceb-9143	444	16	that	that	PRON
ajceb-9143	444	17	could	could	AUX
ajceb-9143	444	18	influence	influence	VERB
ajceb-9143	444	19	longitudinal	longitudinal	ADJ
ajceb-9143	444	20	cracking	cracking	NOUN
ajceb-9143	444	21	.	.	PUNCT
ajceb-9143	445	1	these	these	PRON
ajceb-9143	445	2	might	might	AUX
ajceb-9143	445	3	include	include	VERB
ajceb-9143	445	4	soil	soil	NOUN
ajceb-9143	445	5	properties	property	NOUN
ajceb-9143	445	6	,	,	PUNCT
ajceb-9143	445	7	pavement	pavement	NOUN
ajceb-9143	445	8	base	base	NOUN
ajceb-9143	445	9	and	and	CCONJ
ajceb-9143	445	10	subbase	subbase	NOUN
ajceb-9143	445	11	characteristics	characteristic	NOUN
ajceb-9143	445	12	,	,	PUNCT
ajceb-9143	445	13	and	and	CCONJ
ajceb-9143	445	14	more	more	ADV
ajceb-9143	445	15	detailed	detailed	ADJ
ajceb-9143	445	16	traffic	traffic	NOUN
ajceb-9143	445	17	load	load	NOUN
ajceb-9143	445	18	distributions	distribution	NOUN
ajceb-9143	445	19	.	.	PUNCT
ajceb-9143	446	1	by	by	ADP
ajceb-9143	446	2	expanding	expand	VERB
ajceb-9143	446	3	the	the	DET
ajceb-9143	446	4	range	range	NOUN
ajceb-9143	446	5	of	of	ADP
ajceb-9143	446	6	input	input	NOUN
ajceb-9143	446	7	variables	variable	NOUN
ajceb-9143	446	8	,	,	PUNCT
ajceb-9143	446	9	the	the	DET
ajceb-9143	446	10	predictive	predictive	ADJ
ajceb-9143	446	11	models	model	NOUN
ajceb-9143	446	12	can	can	AUX
ajceb-9143	446	13	be	be	AUX
ajceb-9143	446	14	refined	refine	VERB
ajceb-9143	446	15	to	to	PART
ajceb-9143	446	16	capture	capture	VERB
ajceb-9143	446	17	a	a	DET
ajceb-9143	446	18	broader	broad	ADJ
ajceb-9143	446	19	spectrum	spectrum	NOUN
ajceb-9143	446	20	of	of	ADP
ajceb-9143	446	21	influences	influence	NOUN
ajceb-9143	446	22	on	on	ADP
ajceb-9143	446	23	pavement	pavement	NOUN
ajceb-9143	446	24	performance	performance	NOUN
ajceb-9143	446	25	.	.	PUNCT
ajceb-9143	447	1	•	•	NUM
ajceb-9143	447	2	advanced	advanced	ADJ
ajceb-9143	447	3	machine	machine	NOUN
ajceb-9143	447	4	learning	learn	VERB
ajceb-9143	447	5	techniques	technique	NOUN
ajceb-9143	447	6	:	:	PUNCT
ajceb-9143	447	7	while	while	SCONJ
ajceb-9143	447	8	this	this	DET
ajceb-9143	447	9	study	study	NOUN
ajceb-9143	447	10	utilized	utilize	VERB
ajceb-9143	447	11	several	several	ADJ
ajceb-9143	447	12	machine	machine	NOUN
ajceb-9143	447	13	learning	learning	NOUN
ajceb-9143	447	14	models	model	NOUN
ajceb-9143	447	15	,	,	PUNCT
ajceb-9143	447	16	future	future	ADJ
ajceb-9143	447	17	research	research	NOUN
ajceb-9143	447	18	could	could	AUX
ajceb-9143	447	19	explore	explore	VERB
ajceb-9143	447	20	more	more	ADV
ajceb-9143	447	21	advanced	advanced	ADJ
ajceb-9143	447	22	techniques	technique	NOUN
ajceb-9143	447	23	such	such	ADJ
ajceb-9143	447	24	as	as	ADP
ajceb-9143	447	25	deep	deep	ADJ
ajceb-9143	447	26	learning	learning	NOUN
ajceb-9143	447	27	architectures	architecture	NOUN
ajceb-9143	447	28	,	,	PUNCT
ajceb-9143	447	29	hybrid	hybrid	NOUN
ajceb-9143	447	30	models	model	NOUN
ajceb-9143	447	31	,	,	PUNCT
ajceb-9143	447	32	and	and	CCONJ
ajceb-9143	447	33	meta	meta	ADJ
ajceb-9143	447	34	-	-	PUNCT
ajceb-9143	447	35	learning	learn	VERB
ajceb-9143	447	36	approaches	approach	NOUN
ajceb-9143	447	37	.	.	PUNCT
ajceb-9143	448	1	these	these	DET
ajceb-9143	448	2	advanced	advanced	ADJ
ajceb-9143	448	3	models	model	NOUN
ajceb-9143	448	4	have	have	VERB
ajceb-9143	448	5	the	the	DET
ajceb-9143	448	6	potential	potential	NOUN
ajceb-9143	448	7	to	to	PART
ajceb-9143	448	8	uncover	uncover	VERB
ajceb-9143	448	9	even	even	ADV
ajceb-9143	448	10	more	more	ADV
ajceb-9143	448	11	complex	complex	ADJ
ajceb-9143	448	12	patterns	pattern	NOUN
ajceb-9143	448	13	and	and	CCONJ
ajceb-9143	448	14	interactions	interaction	NOUN
ajceb-9143	448	15	within	within	ADP
ajceb-9143	448	16	the	the	DET
ajceb-9143	448	17	data	datum	NOUN
ajceb-9143	448	18	,	,	PUNCT
ajceb-9143	448	19	leading	lead	VERB
ajceb-9143	448	20	to	to	ADP
ajceb-9143	448	21	improved	improve	VERB
ajceb-9143	448	22	predictive	predictive	ADJ
ajceb-9143	448	23	accuracy	accuracy	NOUN
ajceb-9143	448	24	.	.	PUNCT
ajceb-9143	449	1	•	•	NUM
ajceb-9143	449	2	integration	integration	NOUN
ajceb-9143	449	3	with	with	ADP
ajceb-9143	449	4	pavement	pavement	NOUN
ajceb-9143	449	5	management	management	NOUN
ajceb-9143	449	6	systems	system	NOUN
ajceb-9143	449	7	:	:	PUNCT
ajceb-9143	449	8	future	future	ADJ
ajceb-9143	449	9	research	research	NOUN
ajceb-9143	449	10	could	could	AUX
ajceb-9143	449	11	focus	focus	VERB
ajceb-9143	449	12	on	on	ADP
ajceb-9143	449	13	integrating	integrate	VERB
ajceb-9143	449	14	predictive	predictive	ADJ
ajceb-9143	449	15	models	model	NOUN
ajceb-9143	449	16	with	with	ADP
ajceb-9143	449	17	existing	exist	VERB
ajceb-9143	449	18	pavement	pavement	NOUN
ajceb-9143	449	19	management	management	NOUN
ajceb-9143	449	20	systems	system	NOUN
ajceb-9143	449	21	(	(	PUNCT
ajceb-9143	449	22	pms	pms	PROPN
ajceb-9143	449	23	)	)	PUNCT
ajceb-9143	449	24	.	.	PUNCT
ajceb-9143	450	1	this	this	DET
ajceb-9143	450	2	integration	integration	NOUN
ajceb-9143	450	3	would	would	AUX
ajceb-9143	450	4	facilitate	facilitate	VERB
ajceb-9143	450	5	real	real	ADJ
ajceb-9143	450	6	-	-	PUNCT
ajceb-9143	450	7	time	time	NOUN
ajceb-9143	450	8	decision	decision	NOUN
ajceb-9143	450	9	-	-	PUNCT
ajceb-9143	450	10	making	make	VERB
ajceb-9143	450	11	and	and	CCONJ
ajceb-9143	450	12	optimize	optimize	VERB
ajceb-9143	450	13	maintenance	maintenance	NOUN
ajceb-9143	450	14	scheduling	scheduling	NOUN
ajceb-9143	450	15	based	base	VERB
ajceb-9143	450	16	on	on	ADP
ajceb-9143	450	17	predictive	predictive	ADJ
ajceb-9143	450	18	insights	insight	NOUN
ajceb-9143	450	19	,	,	PUNCT
ajceb-9143	450	20	ultimately	ultimately	ADV
ajceb-9143	450	21	leading	lead	VERB
ajceb-9143	450	22	to	to	ADP
ajceb-9143	450	23	more	more	ADV
ajceb-9143	450	24	efficient	efficient	ADJ
ajceb-9143	450	25	use	use	NOUN
ajceb-9143	450	26	of	of	ADP
ajceb-9143	450	27	resources	resource	NOUN
ajceb-9143	450	28	.	.	PUNCT
ajceb-9143	451	1	•	•	NUM
ajceb-9143	451	2	validation	validation	NOUN
ajceb-9143	451	3	with	with	ADP
ajceb-9143	451	4	field	field	NOUN
ajceb-9143	451	5	data	datum	NOUN
ajceb-9143	451	6	:	:	PUNCT
ajceb-9143	451	7	validating	validate	VERB
ajceb-9143	451	8	the	the	DET
ajceb-9143	451	9	predictive	predictive	ADJ
ajceb-9143	451	10	models	model	NOUN
ajceb-9143	451	11	with	with	ADP
ajceb-9143	451	12	real	real	ADJ
ajceb-9143	451	13	-	-	PUNCT
ajceb-9143	451	14	world	world	NOUN
ajceb-9143	451	15	field	field	NOUN
ajceb-9143	451	16	data	datum	NOUN
ajceb-9143	451	17	from	from	ADP
ajceb-9143	451	18	various	various	ADJ
ajceb-9143	451	19	ongoing	ongoing	ADJ
ajceb-9143	451	20	and	and	CCONJ
ajceb-9143	451	21	future	future	ADJ
ajceb-9143	451	22	pavement	pavement	NOUN
ajceb-9143	451	23	projects	project	NOUN
ajceb-9143	451	24	would	would	AUX
ajceb-9143	451	25	ensure	ensure	VERB
ajceb-9143	451	26	the	the	DET
ajceb-9143	451	27	reliability	reliability	NOUN
ajceb-9143	451	28	and	and	CCONJ
ajceb-9143	451	29	practical	practical	ADJ
ajceb-9143	451	30	applicability	applicability	NOUN
ajceb-9143	451	31	of	of	ADP
ajceb-9143	451	32	the	the	DET
ajceb-9143	451	33	models	model	NOUN
ajceb-9143	451	34	.	.	PUNCT
ajceb-9143	452	1	field	field	NOUN
ajceb-9143	452	2	validation	validation	NOUN
ajceb-9143	452	3	can	can	AUX
ajceb-9143	452	4	help	help	VERB
ajceb-9143	452	5	refine	refine	VERB
ajceb-9143	452	6	the	the	DET
ajceb-9143	452	7	models	model	NOUN
ajceb-9143	452	8	further	far	ADV
ajceb-9143	452	9	and	and	CCONJ
ajceb-9143	452	10	build	build	VERB
ajceb-9143	452	11	confidence	confidence	NOUN
ajceb-9143	452	12	in	in	ADP
ajceb-9143	452	13	their	their	PRON
ajceb-9143	452	14	use	use	NOUN
ajceb-9143	452	15	for	for	ADP
ajceb-9143	452	16	practical	practical	ADJ
ajceb-9143	452	17	applications	application	NOUN
ajceb-9143	452	18	.	.	PUNCT
ajceb-9143	453	1	references	reference	NOUN
ajceb-9143	453	2	abadin	abadin	PROPN
ajceb-9143	453	3	,	,	PUNCT
ajceb-9143	453	4	mj	mj	PROPN
ajceb-9143	453	5	,	,	PUNCT
ajceb-9143	453	6	kadir	kadir	PROPN
ajceb-9143	453	7	,	,	PUNCT
ajceb-9143	453	8	a	a	PRON
ajceb-9143	453	9	,	,	PUNCT
ajceb-9143	453	10	roy	roy	PROPN
ajceb-9143	453	11	,	,	PUNCT
ajceb-9143	453	12	sk	sk	PROPN
ajceb-9143	453	13	,	,	PUNCT
ajceb-9143	453	14	wei	wei	PROPN
ajceb-9143	453	15	,	,	PUNCT
ajceb-9143	453	16	zz	zz	PROPN
ajceb-9143	453	17	&	&	CCONJ
ajceb-9143	453	18	rahman	rahman	PROPN
ajceb-9143	453	19	,	,	PUNCT
ajceb-9143	453	20	mw	mw	X
ajceb-9143	453	21	2023	2023	NUM
ajceb-9143	453	22	,	,	PUNCT
ajceb-9143	453	23	‘	'	PUNCT
ajceb-9143	453	24	first	first	ADJ
ajceb-9143	453	25	experiences	experience	NOUN
ajceb-9143	453	26	with	with	ADP
ajceb-9143	453	27	continuously	continuously	ADV
ajceb-9143	453	28	reinforced	reinforce	VERB
ajceb-9143	453	29	concrete	concrete	ADJ
ajceb-9143	453	30	pavement	pavement	NOUN
ajceb-9143	453	31	in	in	ADP
ajceb-9143	453	32	the	the	DET
ajceb-9143	453	33	national	national	ADJ
ajceb-9143	453	34	highway	highway	NOUN
ajceb-9143	453	35	of	of	ADP
ajceb-9143	453	36	bangladesh	bangladesh	PROPN
ajceb-9143	453	37	’	'	PUNCT
ajceb-9143	453	38	,	,	PUNCT
ajceb-9143	453	39	international	international	ADJ
ajceb-9143	453	40	journal	journal	NOUN
ajceb-9143	453	41	of	of	ADP
ajceb-9143	453	42	pavement	pavement	NOUN
ajceb-9143	453	43	research	research	NOUN
ajceb-9143	453	44	and	and	CCONJ
ajceb-9143	453	45	technology	technology	NOUN
ajceb-9143	453	46	,	,	PUNCT
ajceb-9143	453	47	pp	pp	ADJ
ajceb-9143	453	48	.	.	PUNCT
ajceb-9143	454	1	1	1	NUM
ajceb-9143	454	2	-	-	SYM
ajceb-9143	454	3	28	28	NUM
ajceb-9143	454	4	.	.	PUNCT
ajceb-9143	455	1	https://doi.org/10.1007/s42947-023-00332-9	https://doi.org/10.1007/s42947-023-00332-9	NOUN
ajceb-9143	455	2	adlinge	adlinge	NOUN
ajceb-9143	455	3	,	,	PUNCT
ajceb-9143	455	4	ss	ss	PROPN
ajceb-9143	455	5	&	&	CCONJ
ajceb-9143	455	6	gupta	gupta	PROPN
ajceb-9143	455	7	,	,	PUNCT
ajceb-9143	455	8	ak	ak	PROPN
ajceb-9143	455	9	2013	2013	NUM
ajceb-9143	455	10	,	,	PUNCT
ajceb-9143	455	11	‘	'	PUNCT
ajceb-9143	455	12	pavement	pavement	NOUN
ajceb-9143	455	13	deterioration	deterioration	NOUN
ajceb-9143	455	14	and	and	CCONJ
ajceb-9143	455	15	its	its	PRON
ajceb-9143	455	16	causes	cause	NOUN
ajceb-9143	455	17	’	'	PUNCT
ajceb-9143	455	18	,	,	PUNCT
ajceb-9143	455	19	international	international	ADJ
ajceb-9143	455	20	journal	journal	NOUN
ajceb-9143	455	21	of	of	ADP
ajceb-9143	455	22	innovative	innovative	ADJ
ajceb-9143	455	23	research	research	NOUN
ajceb-9143	455	24	and	and	CCONJ
ajceb-9143	455	25	development	development	NOUN
ajceb-9143	455	26	,	,	PUNCT
ajceb-9143	455	27	vol	vol	NOUN
ajceb-9143	455	28	.	.	PROPN
ajceb-9143	455	29	2	2	NUM
ajceb-9143	455	30	,	,	PUNCT
ajceb-9143	455	31	no	no	INTJ
ajceb-9143	455	32	.	.	NOUN
ajceb-9143	455	33	4	4	NUM
ajceb-9143	455	34	,	,	PUNCT
ajceb-9143	455	35	pp	pp	ADJ
ajceb-9143	455	36	.	.	PUNCT
ajceb-9143	456	1	437	437	NUM
ajceb-9143	456	2	-	-	SYM
ajceb-9143	456	3	450	450	NUM
ajceb-9143	456	4	.	.	PUNCT
ajceb-9143	457	1	bansal	bansal	NOUN
ajceb-9143	457	2	,	,	PUNCT
ajceb-9143	457	3	l	l	PROPN
ajceb-9143	457	4	2019	2019	NUM
ajceb-9143	457	5	,	,	PUNCT
ajceb-9143	457	6	design	design	NOUN
ajceb-9143	457	7	and	and	CCONJ
ajceb-9143	457	8	economy	economy	NOUN
ajceb-9143	457	9	aspects	aspect	NOUN
ajceb-9143	457	10	of	of	ADP
ajceb-9143	457	11	continuously	continuously	ADV
ajceb-9143	457	12	reinforced	reinforce	VERB
ajceb-9143	457	13	concrete	concrete	ADJ
ajceb-9143	457	14	pavements	pavement	NOUN
ajceb-9143	457	15	,	,	PUNCT
ajceb-9143	457	16	phd	phd	NOUN
ajceb-9143	457	17	thesis	thesis	NOUN
ajceb-9143	457	18	,	,	PUNCT
ajceb-9143	457	19	national	national	PROPN
ajceb-9143	457	20	institute	institute	PROPN
ajceb-9143	457	21	of	of	ADP
ajceb-9143	457	22	technology	technology	PROPN
ajceb-9143	457	23	,	,	PUNCT
ajceb-9143	457	24	kurukshetra	kurukshetra	PROPN
ajceb-9143	457	25	.	.	PUNCT
ajceb-9143	458	1	benmokrane	benmokrane	PROPN
ajceb-9143	458	2	,	,	PUNCT
ajceb-9143	458	3	b	b	PROPN
ajceb-9143	458	4	,	,	PUNCT
ajceb-9143	458	5	sanni	sanni	PROPN
ajceb-9143	458	6	bakouregui	bakouregui	PROPN
ajceb-9143	458	7	,	,	PUNCT
ajceb-9143	458	8	a	a	PRON
ajceb-9143	458	9	,	,	PUNCT
ajceb-9143	458	10	mohamed	mohamed	ADJ
ajceb-9143	458	11	,	,	PUNCT
ajceb-9143	458	12	hm	hm	INTJ
ajceb-9143	458	13	,	,	PUNCT
ajceb-9143	458	14	thébeau	thébeau	PROPN
ajceb-9143	458	15	,	,	PUNCT
ajceb-9143	458	16	d	d	PROPN
ajceb-9143	458	17	&	&	CCONJ
ajceb-9143	458	18	abdelkarim	abdelkarim	PROPN
ajceb-9143	458	19	,	,	PUNCT
ajceb-9143	458	20	oi	oi	PROPN
ajceb-9143	458	21	2020	2020	NUM
ajceb-9143	458	22	,	,	PUNCT
ajceb-9143	458	23	‘	'	PUNCT
ajceb-9143	458	24	design	design	NOUN
ajceb-9143	458	25	,	,	PUNCT
ajceb-9143	458	26	construction	construction	NOUN
ajceb-9143	458	27	,	,	PUNCT
ajceb-9143	458	28	and	and	CCONJ
ajceb-9143	458	29	performance	performance	NOUN
ajceb-9143	458	30	of	of	ADP
ajceb-9143	458	31	continuously	continuously	ADV
ajceb-9143	458	32	reinforced	reinforce	VERB
ajceb-9143	458	33	concrete	concrete	ADJ
ajceb-9143	458	34	pavement	pavement	NOUN
ajceb-9143	458	35	reinforced	reinforce	VERB
ajceb-9143	458	36	with	with	ADP
ajceb-9143	458	37	gfrp	gfrp	PROPN
ajceb-9143	458	38	bars	bar	NOUN
ajceb-9143	458	39	:	:	PUNCT
ajceb-9143	458	40	case	case	NOUN
ajceb-9143	458	41	study	study	NOUN
ajceb-9143	458	42	’	'	PUNCT
ajceb-9143	458	43	,	,	PUNCT
ajceb-9143	458	44	journal	journal	NOUN
ajceb-9143	458	45	of	of	ADP
ajceb-9143	458	46	composites	composite	NOUN
ajceb-9143	458	47	for	for	ADP
ajceb-9143	458	48	construction	construction	NOUN
ajceb-9143	458	49	,	,	PUNCT
ajceb-9143	458	50	vol	vol	NOUN
ajceb-9143	458	51	.	.	PROPN
ajceb-9143	458	52	24	24	NUM
ajceb-9143	458	53	,	,	PUNCT
ajceb-9143	458	54	no	no	INTJ
ajceb-9143	458	55	.	.	NOUN
ajceb-9143	458	56	5	5	NUM
ajceb-9143	458	57	,	,	PUNCT
ajceb-9143	458	58	05020004	05020004	NUM
ajceb-9143	458	59	.	.	PUNCT
ajceb-9143	459	1	https://doi.org/10.1061/(asce)cc.1943-5614.0001021	https://doi.org/10.1061/(asce)cc.1943-5614.0001021	PROPN
ajceb-9143	459	2	chakroborty	chakroborty	PROPN
ajceb-9143	459	3	,	,	PUNCT
ajceb-9143	459	4	p	p	PROPN
ajceb-9143	459	5	&	&	CCONJ
ajceb-9143	459	6	das	das	PROPN
ajceb-9143	459	7	,	,	PUNCT
ajceb-9143	459	8	a	a	DET
ajceb-9143	459	9	2017	2017	NUM
ajceb-9143	459	10	,	,	PUNCT
ajceb-9143	459	11	principles	principle	NOUN
ajceb-9143	459	12	of	of	ADP
ajceb-9143	459	13	transportation	transportation	NOUN
ajceb-9143	459	14	engineering	engineering	NOUN
ajceb-9143	459	15	,	,	PUNCT
ajceb-9143	459	16	phi	phi	NOUN
ajceb-9143	459	17	learning	learning	PROPN
ajceb-9143	459	18	pvt	pvt	PROPN
ajceb-9143	459	19	.	.	PROPN
ajceb-9143	459	20	ltd	ltd	PROPN
ajceb-9143	459	21	.	.	PROPN
ajceb-9143	460	1	chang	chang	PROPN
ajceb-9143	460	2	,	,	PUNCT
ajceb-9143	460	3	jr	jr	PROPN
ajceb-9143	460	4	,	,	PUNCT
ajceb-9143	460	5	huang	huang	PROPN
ajceb-9143	460	6	,	,	PUNCT
ajceb-9143	460	7	ct	ct	PROPN
ajceb-9143	460	8	&	&	CCONJ
ajceb-9143	460	9	tseng	tseng	PROPN
ajceb-9143	460	10	,	,	PUNCT
ajceb-9143	460	11	pj	pj	PROPN
ajceb-9143	460	12	2016	2016	NUM
ajceb-9143	460	13	,	,	PUNCT
ajceb-9143	460	14	‘	'	PUNCT
ajceb-9143	460	15	preliminary	preliminary	ADJ
ajceb-9143	460	16	study	study	NOUN
ajceb-9143	460	17	on	on	ADP
ajceb-9143	460	18	the	the	DET
ajceb-9143	460	19	long	long	ADJ
ajceb-9143	460	20	-	-	PUNCT
ajceb-9143	460	21	term	term	NOUN
ajceb-9143	460	22	pavement	pavement	NOUN
ajceb-9143	460	23	performance	performance	NOUN
ajceb-9143	460	24	(	(	PUNCT
ajceb-9143	460	25	ltpp	ltpp	NOUN
ajceb-9143	460	26	)	)	PUNCT
ajceb-9143	460	27	program	program	NOUN
ajceb-9143	460	28	under	under	ADP
ajceb-9143	460	29	the	the	DET
ajceb-9143	460	30	big	big	ADJ
ajceb-9143	460	31	data	datum	NOUN
ajceb-9143	460	32	concept	concept	NOUN
ajceb-9143	460	33	’	'	PUNCT
ajceb-9143	460	34	,	,	PUNCT
ajceb-9143	460	35	16th	16th	ADJ
ajceb-9143	460	36	international	international	ADJ
ajceb-9143	460	37	conference	conference	NOUN
ajceb-9143	460	38	on	on	ADP
ajceb-9143	460	39	computing	compute	VERB
ajceb-9143	460	40	in	in	ADP
ajceb-9143	460	41	civil	civil	ADJ
ajceb-9143	460	42	and	and	CCONJ
ajceb-9143	460	43	building	building	NOUN
ajceb-9143	460	44	engineering	engineering	NOUN
ajceb-9143	460	45	(	(	PUNCT
ajceb-9143	460	46	icccbe2016	icccbe2016	PROPN
ajceb-9143	460	47	)	)	PUNCT
ajceb-9143	460	48	,	,	PUNCT
ajceb-9143	460	49	osaka	osaka	PROPN
ajceb-9143	460	50	,	,	PUNCT
ajceb-9143	460	51	japan	japan	PROPN
ajceb-9143	460	52	,	,	PUNCT
ajceb-9143	460	53	pp	pp	X
ajceb-9143	460	54	.	.	PUNCT
ajceb-9143	461	1	1867	1867	NUM
ajceb-9143	461	2	-	-	SYM
ajceb-9143	461	3	1872	1872	NUM
ajceb-9143	461	4	.	.	PUNCT
ajceb-9143	462	1	corley	corley	NOUN
ajceb-9143	462	2	-	-	PUNCT
ajceb-9143	462	3	lay	lay	PROPN
ajceb-9143	462	4	,	,	PUNCT
ajceb-9143	462	5	j	j	PROPN
ajceb-9143	462	6	&	&	CCONJ
ajceb-9143	462	7	mastin	mastin	PROPN
ajceb-9143	462	8	,	,	PUNCT
ajceb-9143	462	9	jn	jn	PROPN
ajceb-9143	462	10	2009	2009	NUM
ajceb-9143	462	11	,	,	PUNCT
ajceb-9143	462	12	‘	'	PUNCT
ajceb-9143	462	13	evaluation	evaluation	NOUN
ajceb-9143	462	14	of	of	ADP
ajceb-9143	462	15	long	long	ADJ
ajceb-9143	462	16	-	-	PUNCT
ajceb-9143	462	17	term	term	NOUN
ajceb-9143	462	18	pavement	pavement	NOUN
ajceb-9143	462	19	performance	performance	NOUN
ajceb-9143	462	20	profile	profile	NOUN
ajceb-9143	462	21	data	datum	NOUN
ajceb-9143	462	22	for	for	ADP
ajceb-9143	462	23	flexible	flexible	ADJ
ajceb-9143	462	24	pavements	pavement	NOUN
ajceb-9143	462	25	’	'	PUNCT
ajceb-9143	462	26	,	,	PUNCT
ajceb-9143	462	27	transportation	transportation	NOUN
ajceb-9143	462	28	research	research	NOUN
ajceb-9143	462	29	record	record	NOUN
ajceb-9143	462	30	,	,	PUNCT
ajceb-9143	462	31	vol	vol	NOUN
ajceb-9143	462	32	.	.	PROPN
ajceb-9143	462	33	2093	2093	NUM
ajceb-9143	462	34	,	,	PUNCT
ajceb-9143	462	35	no	no	INTJ
ajceb-9143	462	36	.	.	NOUN
ajceb-9143	462	37	1	1	NUM
ajceb-9143	462	38	,	,	PUNCT
ajceb-9143	462	39	pp	pp	ADJ
ajceb-9143	462	40	.	.	PUNCT
ajceb-9143	463	1	25	25	NUM
ajceb-9143	463	2	-	-	SYM
ajceb-9143	463	3	30	30	NUM
ajceb-9143	463	4	.	.	PUNCT
ajceb-9143	464	1	https://doi.org/10.3141/2093-03	https://doi.org/10.3141/2093-03	NOUN
ajceb-9143	464	2	alnaqbi	alnaqbi	ADJ
ajceb-9143	464	3	construction	construction	NOUN
ajceb-9143	464	4	economics	economic	NOUN
ajceb-9143	464	5	and	and	CCONJ
ajceb-9143	464	6	building	building	NOUN
ajceb-9143	464	7	,	,	PUNCT
ajceb-9143	464	8	vol	vol	NOUN
ajceb-9143	464	9	.	.	PROPN
ajceb-9143	464	10	25	25	NUM
ajceb-9143	464	11	,	,	PUNCT
ajceb-9143	464	12	no	no	INTJ
ajceb-9143	464	13	.	.	NOUN
ajceb-9143	464	14	1	1	NUM
ajceb-9143	464	15	march	march	PROPN
ajceb-9143	464	16	2025168	2025168	NUM
ajceb-9143	464	17	https://doi.org/10.1007/s42947-023-00332-9	https://doi.org/10.1007/s42947-023-00332-9	NOUN
ajceb-9143	464	18	https://doi.org/10.1061/(asce)cc.1943-5614.0001021	https://doi.org/10.1061/(asce)cc.1943-5614.0001021	PROPN
ajceb-9143	464	19	https://doi.org/10.3141/2093-03	https://doi.org/10.3141/2093-03	PROPN
ajceb-9143	464	20	elkins	elkins	PROPN
ajceb-9143	464	21	,	,	PUNCT
ajceb-9143	464	22	ge	ge	PROPN
ajceb-9143	464	23	&	&	CCONJ
ajceb-9143	464	24	ostrom	ostrom	PROPN
ajceb-9143	464	25	,	,	PUNCT
ajceb-9143	464	26	b	b	PROPN
ajceb-9143	464	27	2021	2021	NUM
ajceb-9143	464	28	,	,	PUNCT
ajceb-9143	464	29	long	long	ADJ
ajceb-9143	464	30	-	-	PUNCT
ajceb-9143	464	31	term	term	NOUN
ajceb-9143	464	32	pavement	pavement	NOUN
ajceb-9143	464	33	performance	performance	NOUN
ajceb-9143	464	34	information	information	NOUN
ajceb-9143	464	35	management	management	NOUN
ajceb-9143	464	36	system	system	NOUN
ajceb-9143	464	37	user	user	NOUN
ajceb-9143	464	38	guide	guide	NOUN
ajceb-9143	464	39	,	,	PUNCT
ajceb-9143	464	40	federal	federal	ADJ
ajceb-9143	464	41	highway	highway	NOUN
ajceb-9143	464	42	administration	administration	PROPN
ajceb-9143	464	43	,	,	PUNCT
ajceb-9143	464	44	office	office	NOUN
ajceb-9143	464	45	of	of	ADP
ajceb-9143	464	46	infrastructure	infrastructure	NOUN
ajceb-9143	464	47	research	research	NOUN
ajceb-9143	464	48	and	and	CCONJ
ajceb-9143	464	49	development	development	NOUN
ajceb-9143	464	50	,	,	PUNCT
ajceb-9143	464	51	fhwa	fhwa	PROPN
ajceb-9143	464	52	-	-	PUNCT
ajceb-9143	464	53	hrt-21	hrt-21	NOUN
ajceb-9143	464	54	-	-	PUNCT
ajceb-9143	464	55	038	038	NUM
ajceb-9143	464	56	.	.	PUNCT
ajceb-9143	465	1	guan	guan	PROPN
ajceb-9143	465	2	,	,	PUNCT
ajceb-9143	465	3	s	s	PROPN
ajceb-9143	465	4	,	,	PUNCT
ajceb-9143	465	5	liu	liu	PROPN
ajceb-9143	465	6	,	,	PUNCT
ajceb-9143	465	7	h	h	NOUN
ajceb-9143	465	8	,	,	PUNCT
ajceb-9143	465	9	pourreza	pourreza	NOUN
ajceb-9143	465	10	,	,	PUNCT
ajceb-9143	465	11	hr	hr	PROPN
ajceb-9143	465	12	&	&	CCONJ
ajceb-9143	465	13	mahyar	mahyar	PROPN
ajceb-9143	465	14	,	,	PUNCT
ajceb-9143	465	15	h	h	NOUN
ajceb-9143	465	16	2023	2023	NUM
ajceb-9143	465	17	,	,	PUNCT
ajceb-9143	465	18	‘	'	PUNCT
ajceb-9143	465	19	deep	deep	ADJ
ajceb-9143	465	20	learning	learning	NOUN
ajceb-9143	465	21	approaches	approach	NOUN
ajceb-9143	465	22	in	in	ADP
ajceb-9143	465	23	pavement	pavement	NOUN
ajceb-9143	465	24	distress	distress	NOUN
ajceb-9143	465	25	identification	identification	NOUN
ajceb-9143	465	26	:	:	PUNCT
ajceb-9143	465	27	a	a	DET
ajceb-9143	465	28	review	review	NOUN
ajceb-9143	465	29	’	'	PUNCT
ajceb-9143	465	30	,	,	PUNCT
ajceb-9143	465	31	arxiv	arxiv	PROPN
ajceb-9143	465	32	preprint	preprint	NOUN
ajceb-9143	465	33	,	,	PUNCT
ajceb-9143	465	34	arxiv:2308.00828	arxiv:2308.00828	PROPN
ajceb-9143	465	35	.	.	PUNCT
ajceb-9143	466	1	huang	huang	PROPN
ajceb-9143	466	2	,	,	PUNCT
ajceb-9143	466	3	y	y	PROPN
ajceb-9143	466	4	2023	2023	NUM
ajceb-9143	466	5	,	,	PUNCT
ajceb-9143	466	6	‘	'	PUNCT
ajceb-9143	466	7	machine	machine	NOUN
ajceb-9143	466	8	learning	learning	NOUN
ajceb-9143	466	9	applied	apply	VERB
ajceb-9143	466	10	to	to	ADP
ajceb-9143	466	11	prediction	prediction	NOUN
ajceb-9143	466	12	of	of	ADP
ajceb-9143	466	13	pavement	pavement	NOUN
ajceb-9143	466	14	performance	performance	NOUN
ajceb-9143	466	15	under	under	ADP
ajceb-9143	466	16	cold	cold	ADJ
ajceb-9143	466	17	conditions	condition	NOUN
ajceb-9143	466	18	’	'	PUNCT
ajceb-9143	466	19	,	,	PUNCT
ajceb-9143	466	20	international	international	ADJ
ajceb-9143	466	21	journal	journal	NOUN
ajceb-9143	466	22	of	of	ADP
ajceb-9143	466	23	pavement	pavement	NOUN
ajceb-9143	466	24	engineering	engineering	NOUN
ajceb-9143	466	25	,	,	PUNCT
ajceb-9143	466	26	in	in	ADP
ajceb-9143	466	27	press	press	NOUN
ajceb-9143	466	28	.	.	PUNCT
ajceb-9143	467	1	khahro	khahro	NOUN
ajceb-9143	467	2	,	,	PUNCT
ajceb-9143	467	3	sh	sh	PROPN
ajceb-9143	467	4	,	,	PUNCT
ajceb-9143	467	5	javed	javed	PROPN
ajceb-9143	467	6	,	,	PUNCT
ajceb-9143	467	7	y	y	PROPN
ajceb-9143	467	8	&	&	CCONJ
ajceb-9143	467	9	memon	memon	PROPN
ajceb-9143	467	10	,	,	PUNCT
ajceb-9143	467	11	za	za	PROPN
ajceb-9143	467	12	2021	2021	NUM
ajceb-9143	467	13	,	,	PUNCT
ajceb-9143	467	14	‘	'	PUNCT
ajceb-9143	467	15	low	low	ADJ
ajceb-9143	467	16	cost	cost	NOUN
ajceb-9143	467	17	road	road	NOUN
ajceb-9143	467	18	health	health	NOUN
ajceb-9143	467	19	monitoring	monitoring	NOUN
ajceb-9143	467	20	system	system	NOUN
ajceb-9143	467	21	:	:	PUNCT
ajceb-9143	467	22	a	a	DET
ajceb-9143	467	23	case	case	NOUN
ajceb-9143	467	24	of	of	ADP
ajceb-9143	467	25	flexible	flexible	ADJ
ajceb-9143	467	26	pavements	pavement	NOUN
ajceb-9143	467	27	’	'	PUNCT
ajceb-9143	467	28	,	,	PUNCT
ajceb-9143	467	29	sustainability	sustainability	NOUN
ajceb-9143	467	30	,	,	PUNCT
ajceb-9143	467	31	vol	vol	NOUN
ajceb-9143	467	32	.	.	PROPN
ajceb-9143	467	33	13	13	NUM
ajceb-9143	467	34	,	,	PUNCT
ajceb-9143	467	35	no	no	INTJ
ajceb-9143	467	36	.	.	NOUN
ajceb-9143	467	37	18	18	NUM
ajceb-9143	467	38	,	,	PUNCT
ajceb-9143	467	39	10272	10272	NUM
ajceb-9143	467	40	.	.	PUNCT
ajceb-9143	468	1	https://doi.org/10.3390/su131810272	https://doi.org/10.3390/su131810272	VERB
ajceb-9143	468	2	kim	kim	PROPN
ajceb-9143	468	3	,	,	PUNCT
ajceb-9143	468	4	k	k	PROPN
ajceb-9143	468	5	,	,	PUNCT
ajceb-9143	468	6	han	han	PROPN
ajceb-9143	468	7	,	,	PUNCT
ajceb-9143	468	8	s	s	PROPN
ajceb-9143	468	9	,	,	PUNCT
ajceb-9143	468	10	tia	tia	PROPN
ajceb-9143	468	11	,	,	PUNCT
ajceb-9143	468	12	m	m	PROPN
ajceb-9143	468	13	&	&	CCONJ
ajceb-9143	468	14	greene	greene	PROPN
ajceb-9143	468	15	,	,	PUNCT
ajceb-9143	468	16	j	j	PROPN
ajceb-9143	468	17	2019	2019	NUM
ajceb-9143	468	18	,	,	PUNCT
ajceb-9143	468	19	‘	'	PUNCT
ajceb-9143	468	20	optimization	optimization	NOUN
ajceb-9143	468	21	of	of	ADP
ajceb-9143	468	22	parameters	parameter	NOUN
ajceb-9143	468	23	affecting	affect	VERB
ajceb-9143	468	24	horizontal	horizontal	ADJ
ajceb-9143	468	25	cracking	cracking	NOUN
ajceb-9143	468	26	in	in	ADP
ajceb-9143	468	27	continuously	continuously	ADV
ajceb-9143	468	28	reinforced	reinforce	VERB
ajceb-9143	468	29	concrete	concrete	ADJ
ajceb-9143	468	30	pavement	pavement	NOUN
ajceb-9143	468	31	(	(	PUNCT
ajceb-9143	468	32	crcp	crcp	ADJ
ajceb-9143	468	33	)	)	PUNCT
ajceb-9143	468	34	’	'	PUNCT
ajceb-9143	468	35	,	,	PUNCT
ajceb-9143	468	36	canadian	canadian	ADJ
ajceb-9143	468	37	journal	journal	NOUN
ajceb-9143	468	38	of	of	ADP
ajceb-9143	468	39	civil	civil	ADJ
ajceb-9143	468	40	engineering	engineering	NOUN
ajceb-9143	468	41	,	,	PUNCT
ajceb-9143	468	42	vol	vol	NOUN
ajceb-9143	468	43	.	.	PROPN
ajceb-9143	468	44	46	46	NUM
ajceb-9143	468	45	,	,	PUNCT
ajceb-9143	468	46	no	no	INTJ
ajceb-9143	468	47	.	.	NOUN
ajceb-9143	468	48	7	7	NUM
ajceb-9143	468	49	,	,	PUNCT
ajceb-9143	468	50	pp	pp	ADJ
ajceb-9143	468	51	.	.	PUNCT
ajceb-9143	469	1	634	634	NUM
ajceb-9143	469	2	-	-	SYM
ajceb-9143	469	3	642	642	NUM
ajceb-9143	469	4	.	.	PUNCT
ajceb-9143	470	1	https://doi	https://doi	X
ajceb-9143	470	2	.	.	PUNCT
ajceb-9143	470	3	org/10.1139	org/10.1139	NOUN
ajceb-9143	470	4	/	/	SYM
ajceb-9143	470	5	cjce-2017	cjce-2017	NOUN
ajceb-9143	470	6	-	-	PUNCT
ajceb-9143	470	7	0679	0679	NUM
ajceb-9143	470	8	kohler	kohler	NOUN
ajceb-9143	470	9	,	,	PUNCT
ajceb-9143	470	10	e	e	NOUN
ajceb-9143	470	11	&	&	CCONJ
ajceb-9143	470	12	roesler	roesler	PROPN
ajceb-9143	470	13	,	,	PUNCT
ajceb-9143	470	14	j	j	PROPN
ajceb-9143	470	15	2006	2006	NUM
ajceb-9143	470	16	,	,	PUNCT
ajceb-9143	470	17	accelerated	accelerate	VERB
ajceb-9143	470	18	pavement	pavement	NOUN
ajceb-9143	470	19	testing	testing	NOUN
ajceb-9143	470	20	of	of	ADP
ajceb-9143	470	21	extended	extended	ADJ
ajceb-9143	470	22	life	life	NOUN
ajceb-9143	470	23	continuously	continuously	ADV
ajceb-9143	470	24	reinforced	reinforce	VERB
ajceb-9143	470	25	concrete	concrete	ADJ
ajceb-9143	470	26	pavement	pavement	NOUN
ajceb-9143	470	27	sections	section	NOUN
ajceb-9143	470	28	,	,	PUNCT
ajceb-9143	470	29	fhwa	fhwa	PROPN
ajceb-9143	470	30	-	-	PUNCT
ajceb-9143	470	31	il	il	PROPN
ajceb-9143	470	32	-	-	PUNCT
ajceb-9143	470	33	ui-289	ui-289	PROPN
ajceb-9143	470	34	.	.	PUNCT
ajceb-9143	471	1	lali	lali	PROPN
ajceb-9143	471	2	,	,	PUNCT
ajceb-9143	471	3	fa	fa	PROPN
ajceb-9143	471	4	2023	2023	NUM
ajceb-9143	471	5	,	,	PUNCT
ajceb-9143	471	6	comparison	comparison	NOUN
ajceb-9143	471	7	between	between	ADP
ajceb-9143	471	8	pavement	pavement	NOUN
ajceb-9143	471	9	mechanistic	mechanistic	ADJ
ajceb-9143	471	10	-	-	PUNCT
ajceb-9143	471	11	empirical	empirical	ADJ
ajceb-9143	471	12	design	design	NOUN
ajceb-9143	471	13	approaches	approach	NOUN
ajceb-9143	471	14	for	for	ADP
ajceb-9143	471	15	rubblized	rubblize	VERB
ajceb-9143	471	16	pavements	pavement	NOUN
ajceb-9143	471	17	in	in	ADP
ajceb-9143	471	18	michigan	michigan	PROPN
ajceb-9143	471	19	,	,	PUNCT
ajceb-9143	471	20	phd	phd	NOUN
ajceb-9143	471	21	thesis	thesis	PROPN
ajceb-9143	471	22	,	,	PUNCT
ajceb-9143	471	23	michigan	michigan	PROPN
ajceb-9143	471	24	state	state	PROPN
ajceb-9143	471	25	university	university	PROPN
ajceb-9143	471	26	.	.	PUNCT
ajceb-9143	472	1	liu	liu	PROPN
ajceb-9143	472	2	,	,	PUNCT
ajceb-9143	472	3	y	y	PROPN
ajceb-9143	472	4	,	,	PUNCT
ajceb-9143	472	5	yang	yang	PROPN
ajceb-9143	472	6	,	,	PUNCT
ajceb-9143	472	7	f	f	PROPN
ajceb-9143	472	8	,	,	PUNCT
ajceb-9143	472	9	zhou	zhou	PROPN
ajceb-9143	472	10	,	,	PUNCT
ajceb-9143	472	11	w	w	PROPN
ajceb-9143	472	12	,	,	PUNCT
ajceb-9143	472	13	chen	chen	PROPN
ajceb-9143	472	14	,	,	PUNCT
ajceb-9143	472	15	z	z	PROPN
ajceb-9143	472	16	&	&	CCONJ
ajceb-9143	472	17	bobaru	bobaru	PROPN
ajceb-9143	472	18	,	,	PUNCT
ajceb-9143	472	19	f	f	PROPN
ajceb-9143	472	20	2023	2023	NUM
ajceb-9143	472	21	,	,	PUNCT
ajceb-9143	472	22	‘	'	PUNCT
ajceb-9143	472	23	peridynamic	peridynamic	ADJ
ajceb-9143	472	24	modeling	modeling	NOUN
ajceb-9143	472	25	of	of	ADP
ajceb-9143	472	26	early	early	ADJ
ajceb-9143	472	27	-	-	PUNCT
ajceb-9143	472	28	age	age	NOUN
ajceb-9143	472	29	cracking	crack	VERB
ajceb-9143	472	30	behavior	behavior	NOUN
ajceb-9143	472	31	in	in	ADP
ajceb-9143	472	32	continuously	continuously	ADV
ajceb-9143	472	33	reinforced	reinforce	VERB
ajceb-9143	472	34	concrete	concrete	ADJ
ajceb-9143	472	35	pavement	pavement	NOUN
ajceb-9143	472	36	’	'	PUNCT
ajceb-9143	472	37	,	,	PUNCT
ajceb-9143	472	38	international	international	ADJ
ajceb-9143	472	39	journal	journal	NOUN
ajceb-9143	472	40	of	of	ADP
ajceb-9143	472	41	pavement	pavement	NOUN
ajceb-9143	472	42	engineering	engineering	NOUN
ajceb-9143	472	43	,	,	PUNCT
ajceb-9143	472	44	vol	vol	NOUN
ajceb-9143	472	45	.	.	PROPN
ajceb-9143	472	46	24	24	NUM
ajceb-9143	472	47	,	,	PUNCT
ajceb-9143	472	48	no	no	INTJ
ajceb-9143	472	49	.	.	NOUN
ajceb-9143	472	50	2	2	NUM
ajceb-9143	472	51	,	,	PUNCT
ajceb-9143	472	52	2111422	2111422	NUM
ajceb-9143	472	53	.	.	PUNCT
ajceb-9143	473	1	https://doi.org/10.1080/10298436.2022.2111422	https://doi.org/10.1080/10298436.2022.2111422	PROPN
ajceb-9143	473	2	love	love	PROPN
ajceb-9143	473	3	,	,	PUNCT
ajceb-9143	473	4	pe	pe	PROPN
ajceb-9143	473	5	&	&	CCONJ
ajceb-9143	473	6	ika	ika	PROPN
ajceb-9143	473	7	,	,	PUNCT
ajceb-9143	473	8	la	la	PROPN
ajceb-9143	473	9	2021	2021	NUM
ajceb-9143	473	10	,	,	PUNCT
ajceb-9143	473	11	‘	'	PUNCT
ajceb-9143	473	12	the	the	DET
ajceb-9143	473	13	context	context	NOUN
ajceb-9143	473	14	of	of	ADP
ajceb-9143	473	15	transport	transport	NOUN
ajceb-9143	473	16	project	project	NOUN
ajceb-9143	473	17	cost	cost	NOUN
ajceb-9143	473	18	performance	performance	NOUN
ajceb-9143	473	19	:	:	PUNCT
ajceb-9143	473	20	insights	insight	NOUN
ajceb-9143	473	21	from	from	ADP
ajceb-9143	473	22	contract	contract	NOUN
ajceb-9143	473	23	award	award	NOUN
ajceb-9143	473	24	to	to	ADP
ajceb-9143	473	25	final	final	ADJ
ajceb-9143	473	26	construction	construction	NOUN
ajceb-9143	473	27	costs	cost	NOUN
ajceb-9143	473	28	’	'	PUNCT
ajceb-9143	473	29	,	,	PUNCT
ajceb-9143	473	30	research	research	NOUN
ajceb-9143	473	31	in	in	ADP
ajceb-9143	473	32	transportation	transportation	NOUN
ajceb-9143	473	33	economics	economic	NOUN
ajceb-9143	473	34	,	,	PUNCT
ajceb-9143	473	35	vol	vol	NOUN
ajceb-9143	473	36	.	.	PROPN
ajceb-9143	473	37	90	90	NUM
ajceb-9143	473	38	,	,	PUNCT
ajceb-9143	473	39	101062	101062	NUM
ajceb-9143	473	40	.	.	PUNCT
ajceb-9143	474	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajceb-9143	474	2	.	.	PUNCT
ajceb-9143	475	1	retrec.2021.101062	retrec.2021.101062	PRON
ajceb-9143	475	2	martin	martin	PROPN
ajceb-9143	475	3	,	,	PUNCT
ajceb-9143	475	4	t	t	PROPN
ajceb-9143	475	5	&	&	CCONJ
ajceb-9143	475	6	choummanivong	choummanivong	PROPN
ajceb-9143	475	7	,	,	PUNCT
ajceb-9143	475	8	l	l	PROPN
ajceb-9143	475	9	2016	2016	NUM
ajceb-9143	475	10	,	,	PUNCT
ajceb-9143	475	11	‘	'	PUNCT
ajceb-9143	475	12	the	the	DET
ajceb-9143	475	13	benefits	benefit	NOUN
ajceb-9143	475	14	of	of	ADP
ajceb-9143	475	15	long	long	ADJ
ajceb-9143	475	16	-	-	PUNCT
ajceb-9143	475	17	term	term	NOUN
ajceb-9143	475	18	pavement	pavement	NOUN
ajceb-9143	475	19	performance	performance	NOUN
ajceb-9143	475	20	(	(	PUNCT
ajceb-9143	475	21	ltpp	ltpp	NOUN
ajceb-9143	475	22	)	)	PUNCT
ajceb-9143	475	23	research	research	NOUN
ajceb-9143	475	24	to	to	ADP
ajceb-9143	475	25	funders	funder	NOUN
ajceb-9143	475	26	’	'	PUNCT
ajceb-9143	475	27	,	,	PUNCT
ajceb-9143	475	28	transportation	transportation	NOUN
ajceb-9143	475	29	research	research	NOUN
ajceb-9143	475	30	procedia	procedia	PROPN
ajceb-9143	475	31	,	,	PUNCT
ajceb-9143	475	32	vol	vol	NOUN
ajceb-9143	475	33	.	.	PROPN
ajceb-9143	476	1	14	14	NUM
ajceb-9143	476	2	,	,	PUNCT
ajceb-9143	476	3	pp	pp	ADJ
ajceb-9143	476	4	.	.	PUNCT
ajceb-9143	477	1	2477	2477	NUM
ajceb-9143	477	2	-	-	SYM
ajceb-9143	477	3	2486	2486	NUM
ajceb-9143	477	4	.	.	PUNCT
ajceb-9143	478	1	https://doi.org/10.1016/j.trpro.2016.05.282	https://doi.org/10.1016/j.trpro.2016.05.282	NOUN
ajceb-9143	478	2	mokhtari	mokhtari	NOUN
ajceb-9143	478	3	,	,	PUNCT
ajceb-9143	478	4	s	s	NOUN
ajceb-9143	478	5	2015	2015	NUM
ajceb-9143	478	6	,	,	PUNCT
ajceb-9143	478	7	analytical	analytical	ADJ
ajceb-9143	478	8	study	study	NOUN
ajceb-9143	478	9	of	of	ADP
ajceb-9143	478	10	computer	computer	NOUN
ajceb-9143	478	11	vision	vision	NOUN
ajceb-9143	478	12	-	-	PUNCT
ajceb-9143	478	13	based	base	VERB
ajceb-9143	478	14	pavement	pavement	NOUN
ajceb-9143	478	15	crack	crack	VERB
ajceb-9143	478	16	quantification	quantification	NOUN
ajceb-9143	478	17	using	use	VERB
ajceb-9143	478	18	machine	machine	NOUN
ajceb-9143	478	19	learning	learning	NOUN
ajceb-9143	478	20	techniques	technique	NOUN
ajceb-9143	478	21	,	,	PUNCT
ajceb-9143	478	22	phd	phd	NOUN
ajceb-9143	478	23	thesis	thesis	NOUN
ajceb-9143	478	24	,	,	PUNCT
ajceb-9143	478	25	rmit	rmit	PROPN
ajceb-9143	478	26	university	university	PROPN
ajceb-9143	478	27	.	.	PUNCT
ajceb-9143	479	1	naeem	naeem	PROPN
ajceb-9143	479	2	,	,	PUNCT
ajceb-9143	479	3	m	m	PROPN
ajceb-9143	479	4	,	,	PUNCT
ajceb-9143	479	5	alotaibi	alotaibi	NOUN
ajceb-9143	479	6	,	,	PUNCT
ajceb-9143	479	7	e	e	PROPN
ajceb-9143	479	8	,	,	PUNCT
ajceb-9143	479	9	elbaz	elbaz	PROPN
ajceb-9143	479	10	,	,	PUNCT
ajceb-9143	479	11	y	y	PROPN
ajceb-9143	479	12	,	,	PUNCT
ajceb-9143	479	13	abuzwidah	abuzwidah	PROPN
ajceb-9143	479	14	,	,	PUNCT
ajceb-9143	479	15	m	m	PROPN
ajceb-9143	479	16	,	,	PUNCT
ajceb-9143	479	17	&	&	CCONJ
ajceb-9143	479	18	barakat	barakat	PROPN
ajceb-9143	479	19	,	,	PUNCT
ajceb-9143	479	20	s	s	PROPN
ajceb-9143	479	21	2023	2023	NUM
ajceb-9143	479	22	,	,	PUNCT
ajceb-9143	479	23	assessment	assessment	NOUN
ajceb-9143	479	24	of	of	ADP
ajceb-9143	479	25	drowsy	drowsy	NOUN
ajceb-9143	479	26	driving	drive	VERB
ajceb-9143	479	27	associated	associated	ADJ
ajceb-9143	479	28	characteristics	characteristic	NOUN
ajceb-9143	479	29	using	use	VERB
ajceb-9143	479	30	deep	deep	ADJ
ajceb-9143	479	31	learning	learning	NOUN
ajceb-9143	479	32	.	.	PUNCT
ajceb-9143	480	1	in	in	ADP
ajceb-9143	480	2	international	international	ADJ
ajceb-9143	480	3	symposium	symposium	NOUN
ajceb-9143	480	4	on	on	ADP
ajceb-9143	480	5	engineering	engineering	NOUN
ajceb-9143	480	6	and	and	CCONJ
ajceb-9143	480	7	business	business	NOUN
ajceb-9143	480	8	administration	administration	NOUN
ajceb-9143	480	9	.	.	PUNCT
ajceb-9143	481	1	international	international	ADJ
ajceb-9143	481	2	symposium	symposium	NOUN
ajceb-9143	481	3	on	on	ADP
ajceb-9143	481	4	engineering	engineering	NOUN
ajceb-9143	481	5	and	and	CCONJ
ajceb-9143	481	6	business	business	NOUN
ajceb-9143	481	7	administration	administration	NOUN
ajceb-9143	481	8	.	.	PUNCT
ajceb-9143	482	1	trans	trans	PROPN
ajceb-9143	482	2	tech	tech	PROPN
ajceb-9143	482	3	publications	publications	PROPN
ajceb-9143	482	4	ltd	ltd	PROPN
ajceb-9143	482	5	.	.	PUNCT
ajceb-9143	483	1	https://doi	https://doi	PROPN
ajceb-9143	483	2	.	.	PUNCT
ajceb-9143	483	3	org/10.4028	org/10.4028	PROPN
ajceb-9143	483	4	/	/	SYM
ajceb-9143	483	5	p	p	ADJ
ajceb-9143	483	6	-	-	PUNCT
ajceb-9143	483	7	vrat6i	vrat6i	NOUN
ajceb-9143	483	8	nash	nash	NOUN
ajceb-9143	483	9	,	,	PUNCT
ajceb-9143	483	10	w	w	PROPN
ajceb-9143	483	11	,	,	PUNCT
ajceb-9143	483	12	drummond	drummond	PROPN
ajceb-9143	483	13	,	,	PUNCT
ajceb-9143	483	14	t	t	PROPN
ajceb-9143	483	15	&	&	CCONJ
ajceb-9143	483	16	birbilis	birbilis	PROPN
ajceb-9143	483	17	,	,	PUNCT
ajceb-9143	483	18	n	n	PROPN
ajceb-9143	483	19	2018	2018	NUM
ajceb-9143	483	20	,	,	PUNCT
ajceb-9143	483	21	‘	'	PUNCT
ajceb-9143	483	22	a	a	DET
ajceb-9143	483	23	review	review	NOUN
ajceb-9143	483	24	of	of	ADP
ajceb-9143	483	25	deep	deep	ADJ
ajceb-9143	483	26	learning	learning	NOUN
ajceb-9143	483	27	in	in	ADP
ajceb-9143	483	28	the	the	DET
ajceb-9143	483	29	study	study	NOUN
ajceb-9143	483	30	of	of	ADP
ajceb-9143	483	31	materials	material	NOUN
ajceb-9143	483	32	degradation	degradation	NOUN
ajceb-9143	483	33	’	'	PUNCT
ajceb-9143	483	34	,	,	PUNCT
ajceb-9143	483	35	npj	npj	NOUN
ajceb-9143	483	36	materials	material	NOUN
ajceb-9143	483	37	degradation	degradation	NOUN
ajceb-9143	483	38	,	,	PUNCT
ajceb-9143	483	39	vol	vol	NOUN
ajceb-9143	483	40	.	.	PROPN
ajceb-9143	483	41	2	2	NUM
ajceb-9143	483	42	,	,	PUNCT
ajceb-9143	483	43	no	no	INTJ
ajceb-9143	483	44	.	.	NOUN
ajceb-9143	483	45	1	1	NUM
ajceb-9143	483	46	,	,	PUNCT
ajceb-9143	483	47	37	37	NUM
ajceb-9143	483	48	.	.	PUNCT
ajceb-9143	484	1	https://doi.org/10.1038/s41529-018-0058-x	https://doi.org/10.1038/s41529-018-0058-x	VERB
ajceb-9143	484	2	peraka	peraka	NOUN
ajceb-9143	484	3	,	,	PUNCT
ajceb-9143	484	4	nsp	nsp	PROPN
ajceb-9143	484	5	&	&	CCONJ
ajceb-9143	484	6	biligiri	biligiri	PROPN
ajceb-9143	484	7	,	,	PUNCT
ajceb-9143	484	8	kp	kp	PROPN
ajceb-9143	484	9	2020	2020	NUM
ajceb-9143	484	10	,	,	PUNCT
ajceb-9143	484	11	‘	'	PUNCT
ajceb-9143	484	12	pavement	pavement	NOUN
ajceb-9143	484	13	asset	asset	NOUN
ajceb-9143	484	14	management	management	NOUN
ajceb-9143	484	15	systems	system	NOUN
ajceb-9143	484	16	and	and	CCONJ
ajceb-9143	484	17	technologies	technology	NOUN
ajceb-9143	484	18	:	:	PUNCT
ajceb-9143	484	19	a	a	DET
ajceb-9143	484	20	review	review	NOUN
ajceb-9143	484	21	’	'	PUNCT
ajceb-9143	484	22	,	,	PUNCT
ajceb-9143	484	23	automation	automation	NOUN
ajceb-9143	484	24	in	in	ADP
ajceb-9143	484	25	construction	construction	NOUN
ajceb-9143	484	26	,	,	PUNCT
ajceb-9143	484	27	vol	vol	NOUN
ajceb-9143	484	28	.	.	PROPN
ajceb-9143	484	29	119	119	NUM
ajceb-9143	484	30	,	,	PUNCT
ajceb-9143	484	31	103336	103336	NUM
ajceb-9143	484	32	.	.	PUNCT
ajceb-9143	485	1	https://doi.org/10.1016/j.autcon.2020.103336	https://doi.org/10.1016/j.autcon.2020.103336	ADJ
ajceb-9143	485	2	roesler	roesler	NOUN
ajceb-9143	485	3	,	,	PUNCT
ajceb-9143	485	4	jr	jr	PROPN
ajceb-9143	485	5	,	,	PUNCT
ajceb-9143	485	6	huntley	huntley	PROPN
ajceb-9143	485	7	,	,	PUNCT
ajceb-9143	485	8	jg	jg	PROPN
ajceb-9143	485	9	&	&	CCONJ
ajceb-9143	485	10	amirkhanian	amirkhanian	PROPN
ajceb-9143	485	11	,	,	PUNCT
ajceb-9143	485	12	an	an	DET
ajceb-9143	485	13	2011	2011	NUM
ajceb-9143	485	14	,	,	PUNCT
ajceb-9143	485	15	‘	'	PUNCT
ajceb-9143	485	16	performance	performance	NOUN
ajceb-9143	485	17	of	of	ADP
ajceb-9143	485	18	continuously	continuously	ADV
ajceb-9143	485	19	reinforced	reinforce	VERB
ajceb-9143	485	20	concrete	concrete	ADJ
ajceb-9143	485	21	pavement	pavement	NOUN
ajceb-9143	485	22	containing	contain	VERB
ajceb-9143	485	23	recycled	recycle	VERB
ajceb-9143	485	24	concrete	concrete	ADJ
ajceb-9143	485	25	aggregates	aggregate	NOUN
ajceb-9143	485	26	’	'	PUNCT
ajceb-9143	485	27	,	,	PUNCT
ajceb-9143	485	28	transportation	transportation	NOUN
ajceb-9143	485	29	research	research	NOUN
ajceb-9143	485	30	record	record	NOUN
ajceb-9143	485	31	,	,	PUNCT
ajceb-9143	485	32	vol	vol	NOUN
ajceb-9143	485	33	.	.	PROPN
ajceb-9143	485	34	2253	2253	NUM
ajceb-9143	485	35	,	,	PUNCT
ajceb-9143	485	36	no	no	INTJ
ajceb-9143	485	37	.	.	NOUN
ajceb-9143	485	38	1	1	NUM
ajceb-9143	485	39	,	,	PUNCT
ajceb-9143	485	40	pp	pp	ADJ
ajceb-9143	485	41	.	.	PUNCT
ajceb-9143	486	1	32	32	NUM
ajceb-9143	486	2	-	-	SYM
ajceb-9143	486	3	39	39	NUM
ajceb-9143	486	4	.	.	PUNCT
ajceb-9143	487	1	https://doi	https://doi	PROPN
ajceb-9143	487	2	.	.	PUNCT
ajceb-9143	487	3	org/10.3141/2253	org/10.3141/2253	PROPN
ajceb-9143	487	4	-	-	PUNCT
ajceb-9143	487	5	04	04	NUM
ajceb-9143	487	6	selezneva	selezneva	NOUN
ajceb-9143	487	7	,	,	PUNCT
ajceb-9143	487	8	oi	oi	INTJ
ajceb-9143	487	9	,	,	PUNCT
ajceb-9143	487	10	hallenbeck	hallenbeck	NOUN
ajceb-9143	487	11	,	,	PUNCT
ajceb-9143	487	12	m	m	PROPN
ajceb-9143	487	13	&	&	CCONJ
ajceb-9143	487	14	walker	walker	PROPN
ajceb-9143	487	15	,	,	PUNCT
ajceb-9143	487	16	d	d	PROPN
ajceb-9143	487	17	2022	2022	NUM
ajceb-9143	487	18	,	,	PUNCT
ajceb-9143	487	19	‘	'	PUNCT
ajceb-9143	487	20	traffic	traffic	NOUN
ajceb-9143	487	21	data	datum	NOUN
ajceb-9143	487	22	and	and	CCONJ
ajceb-9143	487	23	summary	summary	NOUN
ajceb-9143	487	24	statistics	statistic	NOUN
ajceb-9143	487	25	available	available	ADJ
ajceb-9143	487	26	through	through	ADP
ajceb-9143	487	27	the	the	DET
ajceb-9143	487	28	long	long	ADJ
ajceb-9143	487	29	-	-	PUNCT
ajceb-9143	487	30	term	term	NOUN
ajceb-9143	487	31	pavement	pavement	NOUN
ajceb-9143	487	32	performance	performance	NOUN
ajceb-9143	487	33	program	program	NOUN
ajceb-9143	487	34	for	for	ADP
ajceb-9143	487	35	pavement	pavement	NOUN
ajceb-9143	487	36	modeling	modeling	NOUN
ajceb-9143	487	37	and	and	CCONJ
ajceb-9143	487	38	beyond	beyond	ADP
ajceb-9143	487	39	’	'	PUNCT
ajceb-9143	487	40	,	,	PUNCT
ajceb-9143	487	41	transportation	transportation	NOUN
ajceb-9143	487	42	research	research	NOUN
ajceb-9143	487	43	record	record	NOUN
ajceb-9143	487	44	,	,	PUNCT
ajceb-9143	487	45	vol	vol	NOUN
ajceb-9143	487	46	.	.	PROPN
ajceb-9143	487	47	2676	2676	NUM
ajceb-9143	487	48	,	,	PUNCT
ajceb-9143	487	49	no	no	INTJ
ajceb-9143	487	50	.	.	NOUN
ajceb-9143	487	51	10	10	NUM
ajceb-9143	487	52	,	,	PUNCT
ajceb-9143	487	53	pp	pp	ADJ
ajceb-9143	487	54	.	.	PUNCT
ajceb-9143	488	1	426	426	NUM
ajceb-9143	488	2	-	-	SYM
ajceb-9143	488	3	444	444	NUM
ajceb-9143	488	4	.	.	PUNCT
ajceb-9143	489	1	https://doi.org/10.1177/03611981221089943	https://doi.org/10.1177/03611981221089943	NOUN
ajceb-9143	489	2	shtayat	shtayat	PROPN
ajceb-9143	489	3	,	,	PUNCT
ajceb-9143	489	4	aaas	aaas	NOUN
ajceb-9143	489	5	2022	2022	NUM
ajceb-9143	489	6	,	,	PUNCT
ajceb-9143	489	7	dynamic	dynamic	ADJ
ajceb-9143	489	8	monitoring	monitoring	NOUN
ajceb-9143	489	9	and	and	CCONJ
ajceb-9143	489	10	prediction	prediction	NOUN
ajceb-9143	489	11	of	of	ADP
ajceb-9143	489	12	pavement	pavement	NOUN
ajceb-9143	489	13	degradation	degradation	NOUN
ajceb-9143	489	14	,	,	PUNCT
ajceb-9143	489	15	phd	phd	NOUN
ajceb-9143	489	16	thesis	thesis	NOUN
ajceb-9143	489	17	,	,	PUNCT
ajceb-9143	489	18	rmit	rmit	PROPN
ajceb-9143	489	19	university	university	PROPN
ajceb-9143	489	20	.	.	PUNCT
ajceb-9143	490	1	https://doi.org/10.1155/2022/7783588	https://doi.org/10.1155/2022/7783588	PROPN
ajceb-9143	490	2	alnaqbi	alnaqbi	ADJ
ajceb-9143	490	3	construction	construction	NOUN
ajceb-9143	490	4	economics	economic	NOUN
ajceb-9143	490	5	and	and	CCONJ
ajceb-9143	490	6	building	building	NOUN
ajceb-9143	490	7	,	,	PUNCT
ajceb-9143	490	8	vol	vol	NOUN
ajceb-9143	490	9	.	.	PROPN
ajceb-9143	491	1	25	25	NUM
ajceb-9143	491	2	,	,	PUNCT
ajceb-9143	491	3	no	no	INTJ
ajceb-9143	491	4	.	.	NOUN
ajceb-9143	491	5	1	1	NUM
ajceb-9143	491	6	march	march	PROPN
ajceb-9143	491	7	2025169	2025169	NUM
ajceb-9143	491	8	https://doi.org/10.3390/su131810272	https://doi.org/10.3390/su131810272	ADJ
ajceb-9143	491	9	https://doi.org/10.1139/cjce-2017-0679	https://doi.org/10.1139/cjce-2017-0679	NOUN
ajceb-9143	491	10	https://doi.org/10.1139/cjce-2017-0679	https://doi.org/10.1139/cjce-2017-0679	PUNCT
ajceb-9143	492	1	https://doi.org/10.1080/10298436.2022.2111422	https://doi.org/10.1080/10298436.2022.2111422	PROPN
ajceb-9143	492	2	https://doi.org/10.1016/j.retrec.2021.101062	https://doi.org/10.1016/j.retrec.2021.101062	PROPN
ajceb-9143	492	3	https://doi.org/10.1016/j.retrec.2021.101062	https://doi.org/10.1016/j.retrec.2021.101062	PROPN
ajceb-9143	492	4	https://doi.org/10.1016/j.trpro.2016.05.282	https://doi.org/10.1016/j.trpro.2016.05.282	PROPN
ajceb-9143	492	5	https://doi.org/10.4028/p-vrat6i	https://doi.org/10.4028/p-vrat6i	PROPN
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ajceb-9143	492	7	https://doi.org/10.1038/s41529-018-0058-x	https://doi.org/10.1038/s41529-018-0058-x	PROPN
ajceb-9143	492	8	https://doi.org/10.1016/j.autcon.2020.103336	https://doi.org/10.1016/j.autcon.2020.103336	NOUN
ajceb-9143	493	1	https://doi.org/10.3141/2253-04	https://doi.org/10.3141/2253-04	PROPN
ajceb-9143	493	2	https://doi.org/10.3141/2253-04	https://doi.org/10.3141/2253-04	PROPN
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ajceb-9143	493	4	https://doi.org/10.1155/2022/7783588	https://doi.org/10.1155/2022/7783588	PROPN
ajceb-9143	493	5	sudoi	sudoi	PROPN
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ajceb-9143	493	7	ek	ek	PROPN
ajceb-9143	493	8	2008	2008	NUM
ajceb-9143	493	9	,	,	PUNCT
ajceb-9143	493	10	factors	factor	NOUN
ajceb-9143	493	11	influencing	influence	VERB
ajceb-9143	493	12	horizontal	horizontal	ADJ
ajceb-9143	493	13	cracking	cracking	NOUN
ajceb-9143	493	14	in	in	ADP
ajceb-9143	493	15	continuously	continuously	ADV
ajceb-9143	493	16	reinforced	reinforce	VERB
ajceb-9143	493	17	concrete	concrete	ADJ
ajceb-9143	493	18	pavements	pavement	NOUN
ajceb-9143	493	19	(	(	PUNCT
ajceb-9143	493	20	crcp	crcp	ADJ
ajceb-9143	493	21	)	)	PUNCT
ajceb-9143	493	22	,	,	PUNCT
ajceb-9143	493	23	university	university	NOUN
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ajceb-9143	493	25	north	north	PROPN
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ajceb-9143	493	27	.	.	PUNCT
ajceb-9143	494	1	uddin	uddin	PROPN
ajceb-9143	494	2	,	,	PUNCT
ajceb-9143	494	3	mj	mj	PROPN
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ajceb-9143	494	5	,	,	PUNCT
ajceb-9143	494	6	pavement	pavement	NOUN
ajceb-9143	494	7	performance	performance	NOUN
ajceb-9143	494	8	measures	measure	NOUN
ajceb-9143	494	9	using	use	VERB
ajceb-9143	494	10	android	android	NOUN
ajceb-9143	494	11	-	-	PUNCT
ajceb-9143	494	12	based	base	VERB
ajceb-9143	494	13	smartphone	smartphone	NOUN
ajceb-9143	494	14	application	application	NOUN
ajceb-9143	494	15	,	,	PUNCT
ajceb-9143	494	16	deccan	deccan	PROPN
ajceb-9143	494	17	college	college	NOUN
ajceb-9143	494	18	of	of	ADP
ajceb-9143	494	19	engineering	engineering	NOUN
ajceb-9143	494	20	and	and	CCONJ
ajceb-9143	494	21	technology	technology	NOUN
ajceb-9143	494	22	.	.	PUNCT
ajceb-9143	495	1	won	won	PROPN
ajceb-9143	495	2	,	,	PUNCT
ajceb-9143	495	3	mc	mc	PROPN
ajceb-9143	495	4	2011	2011	NUM
ajceb-9143	495	5	,	,	PUNCT
ajceb-9143	495	6	‘	'	PUNCT
ajceb-9143	495	7	continuously	continuously	ADV
ajceb-9143	495	8	reinforced	reinforce	VERB
ajceb-9143	495	9	concrete	concrete	ADJ
ajceb-9143	495	10	pavement	pavement	NOUN
ajceb-9143	495	11	:	:	PUNCT
ajceb-9143	495	12	identification	identification	NOUN
ajceb-9143	495	13	of	of	ADP
ajceb-9143	495	14	distress	distress	NOUN
ajceb-9143	495	15	mechanisms	mechanism	NOUN
ajceb-9143	495	16	and	and	CCONJ
ajceb-9143	495	17	improvement	improvement	NOUN
ajceb-9143	495	18	of	of	ADP
ajceb-9143	495	19	mechanistic	mechanistic	ADJ
ajceb-9143	495	20	–	–	PUNCT
ajceb-9143	495	21	empirical	empirical	ADJ
ajceb-9143	495	22	design	design	NOUN
ajceb-9143	495	23	procedures	procedure	NOUN
ajceb-9143	495	24	’	'	PUNCT
ajceb-9143	495	25	,	,	PUNCT
ajceb-9143	495	26	transportation	transportation	NOUN
ajceb-9143	495	27	research	research	NOUN
ajceb-9143	495	28	record	record	NOUN
ajceb-9143	495	29	,	,	PUNCT
ajceb-9143	495	30	vol	vol	NOUN
ajceb-9143	495	31	.	.	PROPN
ajceb-9143	496	1	2226	2226	NUM
ajceb-9143	496	2	,	,	PUNCT
ajceb-9143	496	3	no	no	INTJ
ajceb-9143	496	4	.	.	NOUN
ajceb-9143	496	5	1	1	NUM
ajceb-9143	496	6	,	,	PUNCT
ajceb-9143	496	7	pp	pp	ADJ
ajceb-9143	496	8	.	.	PUNCT
ajceb-9143	497	1	51	51	NUM
ajceb-9143	497	2	-	-	SYM
ajceb-9143	497	3	59	59	NUM
ajceb-9143	497	4	.	.	PUNCT
ajceb-9143	498	1	https://doi	https://doi	PROPN
ajceb-9143	498	2	.	.	PUNCT
ajceb-9143	499	1	org/10.3141/2226	org/10.3141/2226	PROPN
ajceb-9143	499	2	-	-	PUNCT
ajceb-9143	499	3	06	06	NUM
ajceb-9143	499	4	xiao	xiao	PROPN
ajceb-9143	499	5	,	,	PUNCT
ajceb-9143	499	6	d	d	PROPN
ajceb-9143	499	7	x	x	SYM
ajceb-9143	499	8	wu	wu	PROPN
ajceb-9143	499	9	,	,	PUNCT
ajceb-9143	499	10	z	z	PROPN
ajceb-9143	499	11	2018	2018	NUM
ajceb-9143	499	12	,	,	PUNCT
ajceb-9143	499	13	longitudinal	longitudinal	ADJ
ajceb-9143	499	14	cracking	cracking	NOUN
ajceb-9143	499	15	of	of	ADP
ajceb-9143	499	16	jointed	jointed	ADJ
ajceb-9143	499	17	plain	plain	ADJ
ajceb-9143	499	18	concrete	concrete	ADJ
ajceb-9143	499	19	pavements	pavement	NOUN
ajceb-9143	499	20	in	in	ADP
ajceb-9143	499	21	louisiana	louisiana	PROPN
ajceb-9143	499	22	:	:	PUNCT
ajceb-9143	499	23	field	field	NOUN
ajceb-9143	499	24	investigation	investigation	NOUN
ajceb-9143	499	25	and	and	CCONJ
ajceb-9143	499	26	numerical	numerical	PROPN
ajceb-9143	499	27	simulation	simulation	PROPN
ajceb-9143	499	28	.	.	PUNCT
ajceb-9143	500	1	international	international	ADJ
ajceb-9143	500	2	journal	journal	PROPN
ajceb-9143	500	3	of	of	ADP
ajceb-9143	500	4	pavement	pavement	NOUN
ajceb-9143	500	5	research	research	NOUN
ajceb-9143	500	6	and	and	CCONJ
ajceb-9143	500	7	technology	technology	NOUN
ajceb-9143	500	8	.	.	PUNCT
ajceb-9143	501	1	https://doi.org/10.1016/j	https://doi.org/10.1016/j	NOUN
ajceb-9143	501	2	.	.	PUNCT
ajceb-9143	502	1	ijprt.2018.07.004	ijprt.2018.07.004	PROPN
ajceb-9143	502	2	xie	xie	PROPN
ajceb-9143	502	3	,	,	PUNCT
ajceb-9143	502	4	j	j	PROPN
ajceb-9143	502	5	,	,	PUNCT
ajceb-9143	502	6	huang	huang	PROPN
ajceb-9143	502	7	,	,	PUNCT
ajceb-9143	502	8	j	j	PROPN
ajceb-9143	502	9	,	,	PUNCT
ajceb-9143	502	10	zeng	zeng	PROPN
ajceb-9143	502	11	,	,	PUNCT
ajceb-9143	502	12	c	c	PROPN
ajceb-9143	502	13	,	,	PUNCT
ajceb-9143	502	14	jiang	jiang	PROPN
ajceb-9143	502	15	,	,	PUNCT
ajceb-9143	502	16	sh	sh	PROPN
ajceb-9143	502	17	&	&	CCONJ
ajceb-9143	502	18	podlich	podlich	PROPN
ajceb-9143	502	19	,	,	PUNCT
ajceb-9143	502	20	n	n	PROPN
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ajceb-9143	502	22	,	,	PUNCT
ajceb-9143	502	23	‘	'	PUNCT
ajceb-9143	502	24	systematic	systematic	ADJ
ajceb-9143	502	25	literature	literature	NOUN
ajceb-9143	502	26	review	review	NOUN
ajceb-9143	502	27	on	on	ADP
ajceb-9143	502	28	data	data	NOUN
ajceb-9143	502	29	-	-	PUNCT
ajceb-9143	502	30	driven	drive	VERB
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ajceb-9143	502	33	predictive	predictive	ADJ
ajceb-9143	502	34	maintenance	maintenance	NOUN
ajceb-9143	502	35	of	of	ADP
ajceb-9143	502	36	railway	railway	NOUN
ajceb-9143	502	37	track	track	NOUN
ajceb-9143	502	38	:	:	PUNCT
ajceb-9143	502	39	implications	implication	NOUN
ajceb-9143	502	40	in	in	ADP
ajceb-9143	502	41	geotechnical	geotechnical	ADJ
ajceb-9143	502	42	engineering	engineering	NOUN
ajceb-9143	502	43	’	'	PUNCT
ajceb-9143	502	44	,	,	PUNCT
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ajceb-9143	502	46	,	,	PUNCT
ajceb-9143	502	47	vol	vol	NOUN
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ajceb-9143	502	50	,	,	PUNCT
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ajceb-9143	502	53	11	11	NUM
ajceb-9143	502	54	,	,	PUNCT
ajceb-9143	502	55	425	425	NUM
ajceb-9143	502	56	.	.	PUNCT
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ajceb-9143	502	58	y.	y.	PROPN
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ajceb-9143	502	66	and	and	CCONJ
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ajceb-9143	502	70	“	"	PUNCT
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ajceb-9143	502	74	on	on	ADP
ajceb-9143	502	75	driver	driver	NOUN
ajceb-9143	502	76	performance	performance	NOUN
ajceb-9143	502	77	and	and	CCONJ
ajceb-9143	502	78	traffic	traffic	NOUN
ajceb-9143	502	79	safety	safety	NOUN
ajceb-9143	502	80	,	,	PUNCT
ajceb-9143	502	81	”	"	PUNCT
ajceb-9143	502	82	2020	2020	NUM
ajceb-9143	502	83	advances	advance	NOUN
ajceb-9143	502	84	in	in	ADP
ajceb-9143	502	85	science	science	NOUN
ajceb-9143	502	86	and	and	CCONJ
ajceb-9143	502	87	engineering	engineering	NOUN
ajceb-9143	502	88	technology	technology	NOUN
ajceb-9143	502	89	international	international	ADJ
ajceb-9143	502	90	conferences	conference	NOUN
ajceb-9143	502	91	(	(	PUNCT
ajceb-9143	502	92	aset	aset	NOUN
ajceb-9143	502	93	)	)	PUNCT
ajceb-9143	502	94	,	,	PUNCT
ajceb-9143	502	95	dubai	dubai	PROPN
ajceb-9143	502	96	,	,	PUNCT
ajceb-9143	502	97	united	united	PROPN
ajceb-9143	502	98	arab	arab	PROPN
ajceb-9143	502	99	emirates	emirates	PROPN
ajceb-9143	502	100	,	,	PUNCT
ajceb-9143	502	101	2020	2020	NUM
ajceb-9143	502	102	,	,	PUNCT
ajceb-9143	502	103	pp	pp	ADV
ajceb-9143	502	104	.	.	PUNCT
ajceb-9143	503	1	1	1	NUM
ajceb-9143	503	2	-	-	SYM
ajceb-9143	503	3	6	6	NUM
ajceb-9143	503	4	.	.	PUNCT
ajceb-9143	503	5	https://doi.org/10.1109/aset48392.2020.9118242	https://doi.org/10.1109/aset48392.2020.9118242	PROPN
ajceb-9143	503	6	alnaqbi	alnaqbi	ADJ
ajceb-9143	503	7	construction	construction	NOUN
ajceb-9143	503	8	economics	economic	NOUN
ajceb-9143	503	9	and	and	CCONJ
ajceb-9143	503	10	building	building	NOUN
ajceb-9143	503	11	,	,	PUNCT
ajceb-9143	503	12	vol	vol	NOUN
ajceb-9143	503	13	.	.	PROPN
ajceb-9143	504	1	25	25	NUM
ajceb-9143	504	2	,	,	PUNCT
ajceb-9143	504	3	no	no	INTJ
ajceb-9143	504	4	.	.	NOUN
ajceb-9143	504	5	1	1	NUM
ajceb-9143	504	6	march	march	PROPN
ajceb-9143	504	7	2025170	2025170	NUM
ajceb-9143	504	8	https://doi.org/10.3141/2226-06	https://doi.org/10.3141/2226-06	NOUN
ajceb-9143	504	9	https://doi.org/10.3141/2226-06	https://doi.org/10.3141/2226-06	NOUN
ajceb-9143	504	10	https://doi.org/10.1016/j.ijprt.2018.07.004	https://doi.org/10.1016/j.ijprt.2018.07.004	PROPN
ajceb-9143	504	11	https://doi.org/10.1016/j.ijprt.2018.07.004	https://doi.org/10.1016/j.ijprt.2018.07.004	PROPN
ajceb-9143	504	12	https://doi.org/10.3390/geosciences10110425	https://doi.org/10.3390/geosciences10110425	PROPN
ajceb-9143	504	13	https://doi.org/10.1109/aset48392.2020.9118242	https://doi.org/10.1109/aset48392.2020.9118242	PROPN