id	sid	tid	token	lemma	pos
easat-3348	1	1	edelweiss	edelweiss	PROPN
easat-3348	1	2	applied	apply	VERB
easat-3348	1	3	science	science	NOUN
easat-3348	1	4	and	and	CCONJ
easat-3348	1	5	technology	technology	NOUN
easat-3348	1	6	issn	issn	PROPN
easat-3348	1	7	:	:	PUNCT
easat-3348	1	8	2576	2576	NUM
easat-3348	1	9	-	-	SYM
easat-3348	1	10	8484	8484	NUM
easat-3348	1	11	vol	vol	NOUN
easat-3348	1	12	.	.	PROPN
easat-3348	1	13	8	8	NUM
easat-3348	1	14	,	,	PUNCT
easat-3348	1	15	no	no	INTJ
easat-3348	1	16	.	.	NOUN
easat-3348	1	17	6	6	NUM
easat-3348	1	18	,	,	PUNCT
easat-3348	1	19	6154	6154	NUM
easat-3348	1	20	-	-	SYM
easat-3348	1	21	6164	6164	NUM
easat-3348	1	22	2024	2024	NUM
easat-3348	1	23	publisher	publisher	NOUN
easat-3348	1	24	:	:	PUNCT
easat-3348	1	25	learning	learn	VERB
easat-3348	1	26	gate	gate	NOUN
easat-3348	1	27	doi	doi	PROPN
easat-3348	1	28	:	:	PUNCT
easat-3348	1	29	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	1	30	©	©	PROPN
easat-3348	1	31	2024	2024	NUM
easat-3348	1	32	by	by	ADP
easat-3348	1	33	the	the	DET
easat-3348	1	34	authors	author	NOUN
easat-3348	1	35	;	;	PUNCT
easat-3348	1	36	licensee	licensee	PROPN
easat-3348	1	37	learning	learning	NOUN
easat-3348	1	38	gate	gate	NOUN
easat-3348	1	39	©	©	PROPN
easat-3348	1	40	2024	2024	NUM
easat-3348	1	41	by	by	ADP
easat-3348	1	42	the	the	DET
easat-3348	1	43	authors	author	NOUN
easat-3348	1	44	;	;	PUNCT
easat-3348	1	45	licensee	licensee	PROPN
easat-3348	1	46	learning	learn	VERB
easat-3348	1	47	gate	gate	NOUN
easat-3348	1	48	*	*	PUNCT
easat-3348	1	49	correspondence	correspondence	NOUN
easat-3348	1	50	:	:	PUNCT
easat-3348	1	51	steven.oshoke@gmail.com	steven.oshoke@gmail.com	X
easat-3348	1	52	predictive	predictive	ADJ
easat-3348	1	53	modeling	modeling	NOUN
easat-3348	1	54	of	of	ADP
easat-3348	1	55	precast	precast	ADJ
easat-3348	1	56	concrete	concrete	ADJ
easat-3348	1	57	compressive	compressive	ADJ
easat-3348	1	58	strength	strength	NOUN
easat-3348	1	59	using	use	VERB
easat-3348	1	60	artificial	artificial	ADJ
easat-3348	1	61	neural	neural	ADJ
easat-3348	1	62	networks	network	NOUN
easat-3348	1	63	in	in	ADP
easat-3348	1	64	a	a	DET
easat-3348	1	65	data	data	NOUN
easat-3348	1	66	-	-	PUNCT
easat-3348	1	67	driven	drive	VERB
easat-3348	1	68	engineering	engineering	NOUN
easat-3348	1	69	framework	framework	NOUN
easat-3348	1	70	:	:	PUNCT
easat-3348	1	71	enhancing	enhance	VERB
easat-3348	1	72	structural	structural	ADJ
easat-3348	1	73	durability	durability	NOUN
easat-3348	1	74	and	and	CCONJ
easat-3348	1	75	sustainable	sustainable	ADJ
easat-3348	1	76	construction	construction	NOUN
easat-3348	1	77	iguza	iguza	NOUN
easat-3348	1	78	steven1	steven1	ADJ
easat-3348	1	79	*	*	PROPN
easat-3348	1	80	,	,	PUNCT
easat-3348	1	81	hanif	hanif	PROPN
easat-3348	1	82	adedotun1	adedotun1	PROPN
easat-3348	1	83	,	,	PUNCT
easat-3348	1	84	onyebuchi	onyebuchi	PROPN
easat-3348	1	85	mogbo2	mogbo2	PROPN
easat-3348	1	86	,	,	PUNCT
easat-3348	1	87	umar	umar	PROPN
easat-3348	1	88	adam2	adam2	PROPN
easat-3348	1	89	1,2nile	1,2nile	PROPN
easat-3348	1	90	university	university	PROPN
easat-3348	1	91	of	of	ADP
easat-3348	1	92	nigeria	nigeria	PROPN
easat-3348	1	93	,	,	PUNCT
easat-3348	1	94	plot	plot	VERB
easat-3348	1	95	681	681	NUM
easat-3348	1	96	,	,	PUNCT
easat-3348	1	97	cadastral	cadastral	ADJ
easat-3348	1	98	zone	zone	NOUN
easat-3348	1	99	c	c	X
easat-3348	1	100	-	-	PUNCT
easat-3348	1	101	oo	oo	ADJ
easat-3348	1	102	,	,	PUNCT
easat-3348	1	103	fct	fct	ADJ
easat-3348	1	104	abuja	abuja	PROPN
easat-3348	1	105	,	,	PUNCT
easat-3348	1	106	900001	900001	NUM
easat-3348	1	107	,	,	PUNCT
easat-3348	1	108	nigeria	nigeria	PRON
easat-3348	1	109	;	;	PUNCT
easat-3348	1	110	steven.oshoke@gmail.com	steven.oshoke@gmail.com	X
easat-3348	1	111	(	(	PUNCT
easat-3348	1	112	i.s	i.s	PROPN
easat-3348	1	113	.	.	PUNCT
easat-3348	1	114	)	)	PUNCT
easat-3348	2	1	abstract	abstract	NOUN
easat-3348	2	2	:	:	PUNCT
easat-3348	2	3	this	this	DET
easat-3348	2	4	study	study	NOUN
easat-3348	2	5	addresses	address	VERB
easat-3348	2	6	the	the	DET
easat-3348	2	7	critical	critical	ADJ
easat-3348	2	8	need	need	NOUN
easat-3348	2	9	for	for	ADP
easat-3348	2	10	sustainable	sustainable	ADJ
easat-3348	2	11	construction	construction	NOUN
easat-3348	2	12	by	by	ADP
easat-3348	2	13	developing	develop	VERB
easat-3348	2	14	a	a	DET
easat-3348	2	15	predictive	predictive	ADJ
easat-3348	2	16	model	model	NOUN
easat-3348	2	17	for	for	ADP
easat-3348	2	18	the	the	DET
easat-3348	2	19	compressive	compressive	ADJ
easat-3348	2	20	strength	strength	NOUN
easat-3348	2	21	of	of	ADP
easat-3348	2	22	grade	grade	NOUN
easat-3348	2	23	c40	c40	NOUN
easat-3348	2	24	precast	precast	NOUN
easat-3348	2	25	concrete	concrete	NOUN
easat-3348	2	26	using	use	VERB
easat-3348	2	27	artificial	artificial	ADJ
easat-3348	2	28	neural	neural	ADJ
easat-3348	2	29	networks	network	NOUN
easat-3348	2	30	(	(	PUNCT
easat-3348	2	31	ann	ann	PROPN
easat-3348	2	32	)	)	PUNCT
easat-3348	2	33	.	.	PUNCT
easat-3348	3	1	the	the	DET
easat-3348	3	2	purpose	purpose	NOUN
easat-3348	3	3	of	of	ADP
easat-3348	3	4	the	the	DET
easat-3348	3	5	research	research	NOUN
easat-3348	3	6	is	be	AUX
easat-3348	3	7	to	to	PART
easat-3348	3	8	enhance	enhance	VERB
easat-3348	3	9	construction	construction	NOUN
easat-3348	3	10	efficiency	efficiency	NOUN
easat-3348	3	11	,	,	PUNCT
easat-3348	3	12	reduce	reduce	VERB
easat-3348	3	13	material	material	NOUN
easat-3348	3	14	waste	waste	NOUN
easat-3348	3	15	,	,	PUNCT
easat-3348	3	16	and	and	CCONJ
easat-3348	3	17	promote	promote	VERB
easat-3348	3	18	sustainability	sustainability	NOUN
easat-3348	3	19	.	.	PUNCT
easat-3348	4	1	employing	employ	VERB
easat-3348	4	2	a	a	DET
easat-3348	4	3	dataset	dataset	NOUN
easat-3348	4	4	of	of	ADP
easat-3348	4	5	1503	1503	NUM
easat-3348	4	6	entries	entry	NOUN
easat-3348	4	7	,	,	PUNCT
easat-3348	4	8	the	the	DET
easat-3348	4	9	methodology	methodology	NOUN
easat-3348	4	10	involved	involve	VERB
easat-3348	4	11	analyzing	analyze	VERB
easat-3348	4	12	16	16	NUM
easat-3348	4	13	variables	variable	NOUN
easat-3348	4	14	—	—	PUNCT
easat-3348	4	15	such	such	ADJ
easat-3348	4	16	as	as	ADP
easat-3348	4	17	water	water	NOUN
easat-3348	4	18	-	-	PUNCT
easat-3348	4	19	to	to	ADP
easat-3348	4	20	-	-	PUNCT
easat-3348	4	21	cement	cement	NOUN
easat-3348	4	22	ratio	ratio	NOUN
easat-3348	4	23	,	,	PUNCT
easat-3348	4	24	aggregate	aggregate	ADJ
easat-3348	4	25	properties	property	NOUN
easat-3348	4	26	,	,	PUNCT
easat-3348	4	27	and	and	CCONJ
easat-3348	4	28	curing	cure	VERB
easat-3348	4	29	conditions	condition	NOUN
easat-3348	4	30	—	—	PUNCT
easat-3348	4	31	to	to	PART
easat-3348	4	32	account	account	VERB
easat-3348	4	33	for	for	ADP
easat-3348	4	34	the	the	DET
easat-3348	4	35	complex	complex	ADJ
easat-3348	4	36	interactions	interaction	NOUN
easat-3348	4	37	affecting	affect	VERB
easat-3348	4	38	concrete	concrete	ADJ
easat-3348	4	39	strength	strength	NOUN
easat-3348	4	40	.	.	PUNCT
easat-3348	5	1	the	the	DET
easat-3348	5	2	ann	ann	PROPN
easat-3348	5	3	model	model	NOUN
easat-3348	5	4	was	be	AUX
easat-3348	5	5	chosen	choose	VERB
easat-3348	5	6	for	for	ADP
easat-3348	5	7	its	its	PRON
easat-3348	5	8	superior	superior	ADJ
easat-3348	5	9	ability	ability	NOUN
easat-3348	5	10	to	to	PART
easat-3348	5	11	uncover	uncover	VERB
easat-3348	5	12	intricate	intricate	ADJ
easat-3348	5	13	,	,	PUNCT
easat-3348	5	14	nonlinear	nonlinear	ADJ
easat-3348	5	15	relationships	relationship	NOUN
easat-3348	5	16	between	between	ADP
easat-3348	5	17	input	input	NOUN
easat-3348	5	18	parameters	parameter	NOUN
easat-3348	5	19	and	and	CCONJ
easat-3348	5	20	outputs	output	NOUN
easat-3348	5	21	,	,	PUNCT
easat-3348	5	22	outperforming	outperform	VERB
easat-3348	5	23	other	other	ADJ
easat-3348	5	24	machine	machine	NOUN
easat-3348	5	25	learning	learning	NOUN
easat-3348	5	26	models	model	NOUN
easat-3348	5	27	like	like	ADP
easat-3348	5	28	xgboost	xgboost	NOUN
easat-3348	5	29	and	and	CCONJ
easat-3348	5	30	gradient	gradient	ADJ
easat-3348	5	31	boosting	boost	VERB
easat-3348	5	32	in	in	ADP
easat-3348	5	33	capturing	capture	VERB
easat-3348	5	34	these	these	DET
easat-3348	5	35	complexities	complexity	NOUN
easat-3348	5	36	.	.	PUNCT
easat-3348	6	1	key	key	ADJ
easat-3348	6	2	findings	finding	NOUN
easat-3348	6	3	highlight	highlight	VERB
easat-3348	6	4	the	the	DET
easat-3348	6	5	significant	significant	ADJ
easat-3348	6	6	influence	influence	NOUN
easat-3348	6	7	of	of	ADP
easat-3348	6	8	factors	factor	NOUN
easat-3348	6	9	like	like	ADP
easat-3348	6	10	ambient	ambient	NOUN
easat-3348	6	11	and	and	CCONJ
easat-3348	6	12	curing	cure	VERB
easat-3348	6	13	temperatures	temperature	NOUN
easat-3348	6	14	,	,	PUNCT
easat-3348	6	15	water	water	NOUN
easat-3348	6	16	content	content	NOUN
easat-3348	6	17	,	,	PUNCT
easat-3348	6	18	and	and	CCONJ
easat-3348	6	19	mix	mix	VERB
easat-3348	6	20	proportions	proportion	NOUN
easat-3348	6	21	,	,	PUNCT
easat-3348	6	22	with	with	ADP
easat-3348	6	23	gradient	gradient	ADJ
easat-3348	6	24	boosting	boost	VERB
easat-3348	6	25	achieving	achieve	VERB
easat-3348	6	26	the	the	DET
easat-3348	6	27	highest	high	ADJ
easat-3348	6	28	prediction	prediction	NOUN
easat-3348	6	29	accuracy	accuracy	NOUN
easat-3348	6	30	for	for	ADP
easat-3348	6	31	both	both	DET
easat-3348	6	32	7and	7and	PROPN
easat-3348	6	33	28	28	NUM
easat-3348	6	34	-	-	PUNCT
easat-3348	6	35	day	day	NOUN
easat-3348	6	36	compressive	compressive	ADJ
easat-3348	6	37	strengths	strength	NOUN
easat-3348	6	38	(	(	PUNCT
easat-3348	6	39	r²	r²	VERB
easat-3348	6	40	scores	score	NOUN
easat-3348	6	41	of	of	ADP
easat-3348	6	42	0.92	0.92	NUM
easat-3348	6	43	and	and	CCONJ
easat-3348	6	44	0.90	0.90	NUM
easat-3348	6	45	,	,	PUNCT
easat-3348	6	46	respectively	respectively	ADV
easat-3348	6	47	)	)	PUNCT
easat-3348	6	48	.	.	PUNCT
easat-3348	7	1	the	the	DET
easat-3348	7	2	ann	ann	PROPN
easat-3348	7	3	model	model	NOUN
easat-3348	7	4	contributed	contribute	VERB
easat-3348	7	5	nuanced	nuanced	ADJ
easat-3348	7	6	insights	insight	NOUN
easat-3348	7	7	into	into	ADP
easat-3348	7	8	these	these	DET
easat-3348	7	9	interactions	interaction	NOUN
easat-3348	7	10	,	,	PUNCT
easat-3348	7	11	making	make	VERB
easat-3348	7	12	it	it	PRON
easat-3348	7	13	indispensable	indispensable	ADJ
easat-3348	7	14	for	for	ADP
easat-3348	7	15	understanding	understand	VERB
easat-3348	7	16	concrete	concrete	ADJ
easat-3348	7	17	behavior	behavior	NOUN
easat-3348	7	18	under	under	ADP
easat-3348	7	19	varying	vary	VERB
easat-3348	7	20	conditions	condition	NOUN
easat-3348	7	21	.	.	PUNCT
easat-3348	8	1	practical	practical	ADJ
easat-3348	8	2	implications	implication	NOUN
easat-3348	8	3	of	of	ADP
easat-3348	8	4	the	the	DET
easat-3348	8	5	research	research	NOUN
easat-3348	8	6	are	be	AUX
easat-3348	8	7	profound	profound	ADJ
easat-3348	8	8	:	:	PUNCT
easat-3348	8	9	by	by	ADP
easat-3348	8	10	minimizing	minimize	VERB
easat-3348	8	11	reliance	reliance	NOUN
easat-3348	8	12	on	on	ADP
easat-3348	8	13	trial	trial	NOUN
easat-3348	8	14	-	-	PUNCT
easat-3348	8	15	and	and	CCONJ
easat-3348	8	16	-	-	PUNCT
easat-3348	8	17	error	error	NOUN
easat-3348	8	18	methods	method	NOUN
easat-3348	8	19	,	,	PUNCT
easat-3348	8	20	this	this	DET
easat-3348	8	21	approach	approach	NOUN
easat-3348	8	22	not	not	PART
easat-3348	8	23	only	only	ADV
easat-3348	8	24	reduces	reduce	VERB
easat-3348	8	25	costs	cost	NOUN
easat-3348	8	26	and	and	CCONJ
easat-3348	8	27	time	time	NOUN
easat-3348	8	28	but	but	CCONJ
easat-3348	8	29	also	also	ADV
easat-3348	8	30	supports	support	VERB
easat-3348	8	31	the	the	DET
easat-3348	8	32	development	development	NOUN
easat-3348	8	33	of	of	ADP
easat-3348	8	34	optimized	optimize	VERB
easat-3348	8	35	concrete	concrete	NOUN
easat-3348	8	36	mixes	mix	NOUN
easat-3348	8	37	,	,	PUNCT
easat-3348	8	38	thereby	thereby	ADV
easat-3348	8	39	decreasing	decrease	VERB
easat-3348	8	40	carbon	carbon	NOUN
easat-3348	8	41	emissions	emission	NOUN
easat-3348	8	42	and	and	CCONJ
easat-3348	8	43	material	material	NOUN
easat-3348	8	44	waste	waste	NOUN
easat-3348	8	45	.	.	PUNCT
easat-3348	9	1	the	the	DET
easat-3348	9	2	findings	finding	NOUN
easat-3348	9	3	align	align	VERB
easat-3348	9	4	with	with	ADP
easat-3348	9	5	the	the	DET
easat-3348	9	6	goals	goal	NOUN
easat-3348	9	7	of	of	ADP
easat-3348	9	8	sustainable	sustainable	ADJ
easat-3348	9	9	construction	construction	NOUN
easat-3348	9	10	and	and	CCONJ
easat-3348	9	11	climate	climate	NOUN
easat-3348	9	12	resilience	resilience	NOUN
easat-3348	9	13	,	,	PUNCT
easat-3348	9	14	enabling	enable	VERB
easat-3348	9	15	a	a	DET
easat-3348	9	16	shift	shift	NOUN
easat-3348	9	17	toward	toward	ADP
easat-3348	9	18	data	data	NOUN
easat-3348	9	19	-	-	PUNCT
easat-3348	9	20	driven	drive	VERB
easat-3348	9	21	,	,	PUNCT
easat-3348	9	22	resource	resource	NOUN
easat-3348	9	23	-	-	PUNCT
easat-3348	9	24	efficient	efficient	ADJ
easat-3348	9	25	practices	practice	NOUN
easat-3348	9	26	.	.	PUNCT
easat-3348	10	1	furthermore	furthermore	ADV
easat-3348	10	2	,	,	PUNCT
easat-3348	10	3	this	this	DET
easat-3348	10	4	model	model	NOUN
easat-3348	10	5	empowers	empower	VERB
easat-3348	10	6	local	local	ADJ
easat-3348	10	7	construction	construction	NOUN
easat-3348	10	8	industries	industry	NOUN
easat-3348	10	9	to	to	PART
easat-3348	10	10	adopt	adopt	VERB
easat-3348	10	11	autonomous	autonomous	ADJ
easat-3348	10	12	,	,	PUNCT
easat-3348	10	13	ai	ai	ADJ
easat-3348	10	14	-	-	PUNCT
easat-3348	10	15	driven	drive	VERB
easat-3348	10	16	frameworks	framework	NOUN
easat-3348	10	17	,	,	PUNCT
easat-3348	10	18	fostering	foster	VERB
easat-3348	10	19	both	both	CCONJ
easat-3348	10	20	technological	technological	ADJ
easat-3348	10	21	self	self	NOUN
easat-3348	10	22	-	-	PUNCT
easat-3348	10	23	reliance	reliance	NOUN
easat-3348	10	24	and	and	CCONJ
easat-3348	10	25	sustainable	sustainable	ADJ
easat-3348	10	26	infrastructure	infrastructure	NOUN
easat-3348	10	27	development	development	NOUN
easat-3348	10	28	.	.	PUNCT
easat-3348	11	1	keywords	keyword	NOUN
easat-3348	11	2	:	:	PUNCT
easat-3348	11	3	ai	ai	VERB
easat-3348	11	4	artificial	artificial	ADJ
easat-3348	11	5	intelligence	intelligence	NOUN
easat-3348	11	6	,	,	PUNCT
easat-3348	11	7	ann	ann	PROPN
easat-3348	11	8	artificial	artificial	ADJ
easat-3348	11	9	neural	neural	ADJ
easat-3348	11	10	network	network	NOUN
easat-3348	11	11	,	,	PUNCT
easat-3348	11	12	climate	climate	NOUN
easat-3348	11	13	change	change	NOUN
easat-3348	11	14	,	,	PUNCT
easat-3348	11	15	deep	deep	ADJ
easat-3348	11	16	learning	learning	NOUN
easat-3348	11	17	,	,	PUNCT
easat-3348	11	18	environmental	environmental	ADJ
easat-3348	11	19	sustainability	sustainability	NOUN
easat-3348	11	20	,	,	PUNCT
easat-3348	11	21	ml	ml	ADP
easat-3348	11	22	machine	machine	NOUN
easat-3348	11	23	learning	learning	NOUN
easat-3348	11	24	,	,	PUNCT
easat-3348	11	25	ndt	ndt	PROPN
easat-3348	11	26	non	non	ADJ
easat-3348	11	27	-	-	ADJ
easat-3348	11	28	destructive	destructive	ADJ
easat-3348	11	29	testing	testing	NOUN
easat-3348	11	30	,	,	PUNCT
easat-3348	11	31	precast	precast	NOUN
easat-3348	11	32	concrete	concrete	NOUN
easat-3348	11	33	,	,	PUNCT
easat-3348	11	34	sustainable	sustainable	ADJ
easat-3348	11	35	construction	construction	NOUN
easat-3348	11	36	.	.	PUNCT
easat-3348	12	1	1	1	X
easat-3348	12	2	.	.	X
easat-3348	12	3	introduction	introduction	NOUN
easat-3348	12	4	the	the	DET
easat-3348	12	5	construction	construction	NOUN
easat-3348	12	6	industry	industry	NOUN
easat-3348	12	7	stands	stand	VERB
easat-3348	12	8	at	at	ADP
easat-3348	12	9	the	the	DET
easat-3348	12	10	crossroads	crossroad	NOUN
easat-3348	12	11	of	of	ADP
easat-3348	12	12	technological	technological	ADJ
easat-3348	12	13	innovation	innovation	NOUN
easat-3348	12	14	and	and	CCONJ
easat-3348	12	15	traditional	traditional	ADJ
easat-3348	12	16	methods	method	NOUN
easat-3348	12	17	,	,	PUNCT
easat-3348	12	18	facing	face	VERB
easat-3348	12	19	an	an	DET
easat-3348	12	20	increasing	increase	VERB
easat-3348	12	21	demand	demand	NOUN
easat-3348	12	22	for	for	ADP
easat-3348	12	23	sustainable	sustainable	ADJ
easat-3348	12	24	construction	construction	NOUN
easat-3348	12	25	,	,	PUNCT
easat-3348	12	26	this	this	DET
easat-3348	12	27	study	study	NOUN
easat-3348	12	28	explores	explore	VERB
easat-3348	12	29	the	the	DET
easat-3348	12	30	use	use	NOUN
easat-3348	12	31	of	of	ADP
easat-3348	12	32	advanced	advanced	ADJ
easat-3348	12	33	machine	machine	NOUN
easat-3348	12	34	learning	learning	NOUN
easat-3348	12	35	models	model	NOUN
easat-3348	12	36	to	to	PART
easat-3348	12	37	accurately	accurately	ADV
easat-3348	12	38	predict	predict	VERB
easat-3348	12	39	the	the	DET
easat-3348	12	40	compressive	compressive	ADJ
easat-3348	12	41	strength	strength	NOUN
easat-3348	12	42	of	of	ADP
easat-3348	12	43	grade	grade	NOUN
easat-3348	12	44	c40	c40	NOUN
easat-3348	12	45	concrete	concrete	NOUN
easat-3348	12	46	.	.	PUNCT
easat-3348	13	1	by	by	ADP
easat-3348	13	2	validating	validate	VERB
easat-3348	13	3	with	with	ADP
easat-3348	13	4	real	real	ADJ
easat-3348	13	5	-	-	PUNCT
easat-3348	13	6	world	world	NOUN
easat-3348	13	7	environmental	environmental	ADJ
easat-3348	13	8	factors	factor	NOUN
easat-3348	13	9	,	,	PUNCT
easat-3348	13	10	such	such	ADJ
easat-3348	13	11	as	as	ADP
easat-3348	13	12	temperature	temperature	NOUN
easat-3348	13	13	and	and	CCONJ
easat-3348	13	14	curing	curing	NOUN
easat-3348	13	15	conditions	condition	NOUN
easat-3348	13	16	,	,	PUNCT
easat-3348	13	17	this	this	DET
easat-3348	13	18	research	research	NOUN
easat-3348	13	19	seeks	seek	VERB
easat-3348	13	20	to	to	PART
easat-3348	13	21	optimize	optimize	VERB
easat-3348	13	22	material	material	NOUN
easat-3348	13	23	use	use	NOUN
easat-3348	13	24	and	and	CCONJ
easat-3348	13	25	reduce	reduce	VERB
easat-3348	13	26	carbon	carbon	NOUN
easat-3348	13	27	emissions	emission	NOUN
easat-3348	13	28	,	,	PUNCT
easat-3348	13	29	aligning	align	VERB
easat-3348	13	30	with	with	ADP
easat-3348	13	31	sdg	sdg	NOUN
easat-3348	13	32	11	11	NUM
easat-3348	13	33	(	(	PUNCT
easat-3348	13	34	sustainable	sustainable	ADJ
easat-3348	13	35	cities	city	NOUN
easat-3348	13	36	and	and	CCONJ
easat-3348	13	37	communities	community	NOUN
easat-3348	13	38	)	)	PUNCT
easat-3348	13	39	.	.	PUNCT
easat-3348	14	1	ai	ai	VERB
easat-3348	14	2	-	-	PUNCT
easat-3348	14	3	driven	drive	VERB
easat-3348	14	4	solutions	solution	NOUN
easat-3348	14	5	that	that	PRON
easat-3348	14	6	enable	enable	VERB
easat-3348	14	7	construction	construction	NOUN
easat-3348	14	8	companies	company	NOUN
easat-3348	14	9	to	to	PART
easat-3348	14	10	maintain	maintain	VERB
easat-3348	14	11	control	control	NOUN
easat-3348	14	12	over	over	ADP
easat-3348	14	13	their	their	PRON
easat-3348	14	14	data	data	NOUN
easat-3348	14	15	and	and	CCONJ
easat-3348	14	16	technology	technology	NOUN
easat-3348	14	17	infrastructure	infrastructure	NOUN
easat-3348	14	18	.	.	PUNCT
easat-3348	15	1	this	this	DET
easat-3348	15	2	framework	framework	NOUN
easat-3348	15	3	not	not	PART
easat-3348	15	4	only	only	ADV
easat-3348	15	5	enhances	enhance	VERB
easat-3348	15	6	resource	resource	NOUN
easat-3348	15	7	efficiency	efficiency	NOUN
easat-3348	15	8	but	but	CCONJ
easat-3348	15	9	also	also	ADV
easat-3348	15	10	promotes	promote	VERB
easat-3348	15	11	resilient	resilient	ADJ
easat-3348	15	12	and	and	CCONJ
easat-3348	15	13	sustainable	sustainable	ADJ
easat-3348	15	14	infrastructure	infrastructure	NOUN
easat-3348	15	15	,	,	PUNCT
easat-3348	15	16	advancing	advance	VERB
easat-3348	15	17	global	global	ADJ
easat-3348	15	18	sustainability	sustainability	NOUN
easat-3348	15	19	goals	goal	NOUN
easat-3348	15	20	,	,	PUNCT
easat-3348	15	21	cost	cost	NOUN
easat-3348	15	22	-	-	PUNCT
easat-3348	15	23	efficient	efficient	ADJ
easat-3348	15	24	,	,	PUNCT
easat-3348	15	25	and	and	CCONJ
easat-3348	15	26	structurally	structurally	ADV
easat-3348	15	27	sound	sound	ADJ
easat-3348	15	28	practices	practice	NOUN
easat-3348	15	29	.	.	PUNCT
easat-3348	16	1	as	as	SCONJ
easat-3348	16	2	the	the	DET
easat-3348	16	3	urgency	urgency	NOUN
easat-3348	16	4	for	for	ADP
easat-3348	16	5	climate	climate	NOUN
easat-3348	16	6	-	-	PUNCT
easat-3348	16	7	resilient	resilient	ADJ
easat-3348	16	8	infrastructure	infrastructure	NOUN
easat-3348	16	9	grows	grow	VERB
easat-3348	16	10	,	,	PUNCT
easat-3348	16	11	it	it	PRON
easat-3348	16	12	is	be	AUX
easat-3348	16	13	vital	vital	ADJ
easat-3348	16	14	for	for	SCONJ
easat-3348	16	15	conventional	conventional	ADJ
easat-3348	16	16	construction	construction	NOUN
easat-3348	16	17	techniques	technique	NOUN
easat-3348	16	18	in	in	ADP
easat-3348	16	19	nigeria	nigeria	PROPN
easat-3348	16	20	to	to	PART
easat-3348	16	21	evolve	evolve	VERB
easat-3348	16	22	through	through	ADP
easat-3348	16	23	the	the	DET
easat-3348	16	24	integration	integration	NOUN
easat-3348	16	25	of	of	ADP
easat-3348	16	26	modern	modern	ADJ
easat-3348	16	27	technology	technology	NOUN
easat-3348	16	28	.	.	PUNCT
easat-3348	17	1	leveraging	leverage	VERB
easat-3348	17	2	advanced	advanced	ADJ
easat-3348	17	3	tools	tool	NOUN
easat-3348	17	4	can	can	AUX
easat-3348	17	5	improve	improve	VERB
easat-3348	17	6	construction	construction	NOUN
easat-3348	17	7	quality	quality	NOUN
easat-3348	17	8	,	,	PUNCT
easat-3348	17	9	optimize	optimize	VERB
easat-3348	17	10	resource	resource	NOUN
easat-3348	17	11	usages	usage	NOUN
easat-3348	17	12	such	such	ADJ
easat-3348	17	13	as	as	ADP
easat-3348	17	14	time	time	NOUN
easat-3348	17	15	,	,	PUNCT
easat-3348	17	16	cost	cost	NOUN
easat-3348	17	17	,	,	PUNCT
easat-3348	17	18	labour	labour	NOUN
easat-3348	17	19	,	,	PUNCT
easat-3348	17	20	and	and	CCONJ
easat-3348	17	21	materials	material	NOUN
easat-3348	17	22	—	—	PUNCT
easat-3348	17	23	and	and	CCONJ
easat-3348	17	24	support	support	VERB
easat-3348	17	25	environmentally	environmentally	ADV
easat-3348	17	26	sustainable	sustainable	ADJ
easat-3348	17	27	outcomes	outcome	NOUN
easat-3348	17	28	.	.	PUNCT
easat-3348	18	1	this	this	DET
easat-3348	18	2	research	research	NOUN
easat-3348	18	3	delves	delve	VERB
easat-3348	18	4	into	into	ADP
easat-3348	18	5	predictive	predictive	ADJ
easat-3348	18	6	modeling	modeling	NOUN
easat-3348	18	7	of	of	ADP
easat-3348	18	8	precast	precast	ADJ
easat-3348	18	9	concrete	concrete	NOUN
easat-3348	18	10	’s	’s	PART
easat-3348	18	11	compressive	compressive	ADJ
easat-3348	18	12	6155	6155	NUM
easat-3348	18	13	edelweiss	edelweiss	PROPN
easat-3348	18	14	applied	apply	VERB
easat-3348	18	15	science	science	NOUN
easat-3348	18	16	and	and	CCONJ
easat-3348	18	17	technology	technology	NOUN
easat-3348	18	18	issn	issn	PROPN
easat-3348	18	19	:	:	PUNCT
easat-3348	18	20	2576	2576	NUM
easat-3348	18	21	-	-	SYM
easat-3348	18	22	8484	8484	NUM
easat-3348	18	23	vol	vol	NOUN
easat-3348	18	24	.	.	PROPN
easat-3348	19	1	8	8	NUM
easat-3348	19	2	,	,	PUNCT
easat-3348	19	3	no	no	INTJ
easat-3348	19	4	.	.	NOUN
easat-3348	20	1	6	6	NUM
easat-3348	20	2	:	:	SYM
easat-3348	20	3	6154	6154	NUM
easat-3348	20	4	-	-	SYM
easat-3348	20	5	6164	6164	NUM
easat-3348	20	6	,	,	PUNCT
easat-3348	20	7	2024	2024	NUM
easat-3348	20	8	doi	doi	NOUN
easat-3348	20	9	:	:	PUNCT
easat-3348	20	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	20	11	©	©	PROPN
easat-3348	20	12	2024	2024	NUM
easat-3348	20	13	by	by	ADP
easat-3348	20	14	the	the	DET
easat-3348	20	15	authors	author	NOUN
easat-3348	20	16	;	;	PUNCT
easat-3348	21	1	licensee	licensee	PROPN
easat-3348	21	2	learning	learn	VERB
easat-3348	21	3	gate	gate	NOUN
easat-3348	21	4	strength	strength	NOUN
easat-3348	21	5	using	use	VERB
easat-3348	21	6	machine	machine	NOUN
easat-3348	21	7	learning	learning	NOUN
easat-3348	21	8	,	,	PUNCT
easat-3348	21	9	highlighting	highlight	VERB
easat-3348	21	10	the	the	DET
easat-3348	21	11	associated	associated	ADJ
easat-3348	21	12	challenges	challenge	NOUN
easat-3348	21	13	,	,	PUNCT
easat-3348	21	14	significance	significance	NOUN
easat-3348	21	15	,	,	PUNCT
easat-3348	21	16	purpose	purpose	NOUN
easat-3348	21	17	,	,	PUNCT
easat-3348	21	18	scope	scope	NOUN
easat-3348	21	19	,	,	PUNCT
easat-3348	21	20	limitations	limitation	NOUN
easat-3348	21	21	,	,	PUNCT
easat-3348	21	22	and	and	CCONJ
easat-3348	21	23	key	key	ADJ
easat-3348	21	24	terminology	terminology	NOUN
easat-3348	21	25	[	[	X
easat-3348	21	26	1	1	NUM
easat-3348	21	27	]	]	PUNCT
easat-3348	21	28	.	.	PUNCT
easat-3348	22	1	concrete	concrete	NOUN
easat-3348	22	2	,	,	PUNCT
easat-3348	22	3	a	a	DET
easat-3348	22	4	cornerstone	cornerstone	NOUN
easat-3348	22	5	of	of	ADP
easat-3348	22	6	global	global	ADJ
easat-3348	22	7	construction	construction	NOUN
easat-3348	22	8	for	for	ADP
easat-3348	22	9	nearly	nearly	ADV
easat-3348	22	10	two	two	NUM
easat-3348	22	11	centuries	century	NOUN
easat-3348	22	12	,	,	PUNCT
easat-3348	22	13	remains	remain	VERB
easat-3348	22	14	indispensable	indispensable	ADJ
easat-3348	22	15	due	due	ADP
easat-3348	22	16	to	to	ADP
easat-3348	22	17	its	its	PRON
easat-3348	22	18	cost	cost	NOUN
easat-3348	22	19	-	-	PUNCT
easat-3348	22	20	effectiveness	effectiveness	NOUN
easat-3348	22	21	,	,	PUNCT
easat-3348	22	22	abundant	abundant	ADJ
easat-3348	22	23	raw	raw	ADJ
easat-3348	22	24	materials	material	NOUN
easat-3348	22	25	,	,	PUNCT
easat-3348	22	26	environmental	environmental	ADJ
easat-3348	22	27	adaptability	adaptability	NOUN
easat-3348	22	28	,	,	PUNCT
easat-3348	22	29	and	and	CCONJ
easat-3348	22	30	strength	strength	NOUN
easat-3348	22	31	.	.	PUNCT
easat-3348	23	1	its	its	PRON
easat-3348	23	2	widespread	widespread	ADJ
easat-3348	23	3	use	use	NOUN
easat-3348	23	4	—	—	PUNCT
easat-3348	23	5	second	second	ADJ
easat-3348	23	6	only	only	ADV
easat-3348	23	7	to	to	ADP
easat-3348	23	8	water	water	NOUN
easat-3348	23	9	—	—	PUNCT
easat-3348	23	10	reflects	reflect	VERB
easat-3348	23	11	its	its	PRON
easat-3348	23	12	critical	critical	ADJ
easat-3348	23	13	role	role	NOUN
easat-3348	23	14	in	in	ADP
easat-3348	23	15	infrastructure	infrastructure	NOUN
easat-3348	23	16	,	,	PUNCT
easat-3348	23	17	with	with	SCONJ
easat-3348	23	18	global	global	ADJ
easat-3348	23	19	concrete	concrete	ADJ
easat-3348	23	20	consumption	consumption	NOUN
easat-3348	23	21	surpassing	surpass	VERB
easat-3348	23	22	that	that	PRON
easat-3348	23	23	of	of	ADP
easat-3348	23	24	steel	steel	NOUN
easat-3348	23	25	,	,	PUNCT
easat-3348	23	26	wood	wood	NOUN
easat-3348	23	27	,	,	PUNCT
easat-3348	23	28	plastics	plastic	NOUN
easat-3348	23	29	,	,	PUNCT
easat-3348	23	30	and	and	CCONJ
easat-3348	23	31	aluminum	aluminum	NOUN
easat-3348	23	32	combined	combine	VERB
easat-3348	23	33	[	[	X
easat-3348	23	34	2	2	NUM
easat-3348	23	35	]	]	PUNCT
easat-3348	23	36	.	.	PUNCT
easat-3348	24	1	concrete	concrete	ADJ
easat-3348	24	2	mix	mix	NOUN
easat-3348	24	3	designs	design	NOUN
easat-3348	24	4	continue	continue	VERB
easat-3348	24	5	to	to	PART
easat-3348	24	6	evolve	evolve	VERB
easat-3348	24	7	,	,	PUNCT
easat-3348	24	8	especially	especially	ADV
easat-3348	24	9	as	as	SCONJ
easat-3348	24	10	new	new	ADJ
easat-3348	24	11	materials	material	NOUN
easat-3348	24	12	and	and	CCONJ
easat-3348	24	13	sustainability	sustainability	NOUN
easat-3348	24	14	-	-	PUNCT
easat-3348	24	15	driven	drive	VERB
easat-3348	24	16	innovations	innovation	NOUN
easat-3348	24	17	emerge	emerge	VERB
easat-3348	24	18	.	.	PUNCT
easat-3348	25	1	however	however	ADV
easat-3348	25	2	,	,	PUNCT
easat-3348	25	3	the	the	DET
easat-3348	25	4	traditional	traditional	ADJ
easat-3348	25	5	trial	trial	NOUN
easat-3348	25	6	-	-	PUNCT
easat-3348	25	7	and	and	CCONJ
easat-3348	25	8	-	-	PUNCT
easat-3348	25	9	error	error	NOUN
easat-3348	25	10	approach	approach	NOUN
easat-3348	25	11	to	to	ADP
easat-3348	25	12	developing	develop	VERB
easat-3348	25	13	and	and	CCONJ
easat-3348	25	14	testing	testing	NOUN
easat-3348	25	15	concrete	concrete	ADJ
easat-3348	25	16	mixes	mix	NOUN
easat-3348	25	17	is	be	AUX
easat-3348	25	18	both	both	PRON
easat-3348	25	19	time	time	NOUN
easat-3348	25	20	-	-	PUNCT
easat-3348	25	21	intensive	intensive	ADJ
easat-3348	25	22	and	and	CCONJ
easat-3348	25	23	resource	resource	NOUN
easat-3348	25	24	-	-	PUNCT
easat-3348	25	25	draining	drain	VERB
easat-3348	25	26	.	.	PUNCT
easat-3348	26	1	this	this	PRON
easat-3348	26	2	calls	call	VERB
easat-3348	26	3	for	for	ADP
easat-3348	26	4	the	the	DET
easat-3348	26	5	development	development	NOUN
easat-3348	26	6	of	of	ADP
easat-3348	26	7	predictive	predictive	ADJ
easat-3348	26	8	models	model	NOUN
easat-3348	26	9	that	that	PRON
easat-3348	26	10	can	can	AUX
easat-3348	26	11	estimate	estimate	VERB
easat-3348	26	12	concrete	concrete	ADJ
easat-3348	26	13	strength	strength	NOUN
easat-3348	26	14	based	base	VERB
easat-3348	26	15	on	on	ADP
easat-3348	26	16	mixed	mixed	ADJ
easat-3348	26	17	designs	design	NOUN
easat-3348	26	18	.	.	PUNCT
easat-3348	27	1	these	these	DET
easat-3348	27	2	models	model	NOUN
easat-3348	27	3	minimize	minimize	VERB
easat-3348	27	4	the	the	DET
easat-3348	27	5	need	need	NOUN
easat-3348	27	6	for	for	ADP
easat-3348	27	7	extensive	extensive	ADJ
easat-3348	27	8	physical	physical	ADJ
easat-3348	27	9	testing	testing	NOUN
easat-3348	27	10	,	,	PUNCT
easat-3348	27	11	reducing	reduce	VERB
easat-3348	27	12	material	material	NOUN
easat-3348	27	13	waste	waste	NOUN
easat-3348	27	14	and	and	CCONJ
easat-3348	27	15	energy	energy	NOUN
easat-3348	27	16	consumption	consumption	NOUN
easat-3348	27	17	,	,	PUNCT
easat-3348	27	18	thereby	thereby	ADV
easat-3348	27	19	contributing	contribute	VERB
easat-3348	27	20	to	to	ADP
easat-3348	27	21	the	the	DET
easat-3348	27	22	economic	economic	ADJ
easat-3348	27	23	and	and	CCONJ
easat-3348	27	24	environmental	environmental	ADJ
easat-3348	27	25	sustainability	sustainability	NOUN
easat-3348	27	26	of	of	ADP
easat-3348	27	27	construction	construction	NOUN
easat-3348	27	28	projects	project	NOUN
easat-3348	27	29	.	.	PUNCT
easat-3348	28	1	the	the	DET
easat-3348	28	2	integration	integration	NOUN
easat-3348	28	3	of	of	ADP
easat-3348	28	4	machine	machine	NOUN
easat-3348	28	5	learning	learn	VERB
easat-3348	28	6	into	into	ADP
easat-3348	28	7	concrete	concrete	ADJ
easat-3348	28	8	mix	mix	NOUN
easat-3348	28	9	design	design	NOUN
easat-3348	28	10	has	have	AUX
easat-3348	28	11	opened	open	VERB
easat-3348	28	12	new	new	ADJ
easat-3348	28	13	avenues	avenue	NOUN
easat-3348	28	14	for	for	ADP
easat-3348	28	15	enhancing	enhance	VERB
easat-3348	28	16	construction	construction	NOUN
easat-3348	28	17	efficiency	efficiency	NOUN
easat-3348	28	18	and	and	CCONJ
easat-3348	28	19	accuracy	accuracy	NOUN
easat-3348	28	20	.	.	PUNCT
easat-3348	29	1	machine	machine	NOUN
easat-3348	29	2	learning	learning	PROPN
easat-3348	29	3	’s	’s	PART
easat-3348	29	4	ability	ability	NOUN
easat-3348	29	5	to	to	PART
easat-3348	29	6	predict	predict	VERB
easat-3348	29	7	the	the	DET
easat-3348	29	8	compressive	compressive	ADJ
easat-3348	29	9	strength	strength	NOUN
easat-3348	29	10	of	of	ADP
easat-3348	29	11	concrete	concrete	NOUN
easat-3348	29	12	,	,	PUNCT
easat-3348	29	13	based	base	VERB
easat-3348	29	14	on	on	ADP
easat-3348	29	15	a	a	DET
easat-3348	29	16	variety	variety	NOUN
easat-3348	29	17	of	of	ADP
easat-3348	29	18	factors	factor	NOUN
easat-3348	29	19	,	,	PUNCT
easat-3348	29	20	can	can	AUX
easat-3348	29	21	revolutionize	revolutionize	VERB
easat-3348	29	22	the	the	DET
easat-3348	29	23	construction	construction	NOUN
easat-3348	29	24	industry	industry	NOUN
easat-3348	29	25	by	by	ADP
easat-3348	29	26	offering	offer	VERB
easat-3348	29	27	faster	fast	ADJ
easat-3348	29	28	,	,	PUNCT
easat-3348	29	29	more	more	ADV
easat-3348	29	30	precise	precise	ADJ
easat-3348	29	31	,	,	PUNCT
easat-3348	29	32	and	and	CCONJ
easat-3348	29	33	economically	economically	ADV
easat-3348	29	34	viable	viable	ADJ
easat-3348	29	35	solutions	solution	NOUN
easat-3348	29	36	.	.	PUNCT
easat-3348	30	1	by	by	ADP
easat-3348	30	2	analysing	analyse	VERB
easat-3348	30	3	complex	complex	ADJ
easat-3348	30	4	datasets	dataset	NOUN
easat-3348	30	5	,	,	PUNCT
easat-3348	30	6	these	these	DET
easat-3348	30	7	models	model	NOUN
easat-3348	30	8	can	can	AUX
easat-3348	30	9	identify	identify	VERB
easat-3348	30	10	patterns	pattern	NOUN
easat-3348	30	11	that	that	PRON
easat-3348	30	12	influence	influence	VERB
easat-3348	30	13	concrete	concrete	ADJ
easat-3348	30	14	strength	strength	NOUN
easat-3348	30	15	,	,	PUNCT
easat-3348	30	16	accounting	account	VERB
easat-3348	30	17	for	for	ADP
easat-3348	30	18	variables	variable	NOUN
easat-3348	30	19	such	such	ADJ
easat-3348	30	20	as	as	ADP
easat-3348	30	21	aggregate	aggregate	ADJ
easat-3348	30	22	quality	quality	NOUN
easat-3348	30	23	,	,	PUNCT
easat-3348	30	24	cement	cement	NOUN
easat-3348	30	25	composition	composition	NOUN
easat-3348	30	26	,	,	PUNCT
easat-3348	30	27	curing	cure	VERB
easat-3348	30	28	temperatures	temperature	NOUN
easat-3348	30	29	,	,	PUNCT
easat-3348	30	30	and	and	CCONJ
easat-3348	30	31	water	water	NOUN
easat-3348	30	32	-	-	PUNCT
easat-3348	30	33	to	to	ADP
easat-3348	30	34	-	-	PUNCT
easat-3348	30	35	cement	cement	NOUN
easat-3348	30	36	ratios	ratio	NOUN
easat-3348	30	37	—	—	PUNCT
easat-3348	30	38	factors	factor	NOUN
easat-3348	30	39	increasingly	increasingly	ADV
easat-3348	30	40	impacted	impact	VERB
easat-3348	30	41	by	by	ADP
easat-3348	30	42	climate	climate	NOUN
easat-3348	30	43	change	change	NOUN
easat-3348	30	44	.	.	PUNCT
easat-3348	31	1	this	this	DET
easat-3348	31	2	data	data	NOUN
easat-3348	31	3	-	-	PUNCT
easat-3348	31	4	driven	drive	VERB
easat-3348	31	5	approach	approach	NOUN
easat-3348	31	6	allows	allow	VERB
easat-3348	31	7	for	for	ADP
easat-3348	31	8	more	more	ADJ
easat-3348	31	9	refined	refined	ADJ
easat-3348	31	10	concrete	concrete	ADJ
easat-3348	31	11	mixtures	mixture	NOUN
easat-3348	31	12	,	,	PUNCT
easat-3348	31	13	optimizing	optimize	VERB
easat-3348	31	14	material	material	NOUN
easat-3348	31	15	use	use	NOUN
easat-3348	31	16	while	while	SCONJ
easat-3348	31	17	lowering	lower	VERB
easat-3348	31	18	the	the	DET
easat-3348	31	19	carbon	carbon	NOUN
easat-3348	31	20	footprint	footprint	NOUN
easat-3348	31	21	of	of	ADP
easat-3348	31	22	construction	construction	NOUN
easat-3348	31	23	.	.	PUNCT
easat-3348	32	1	in	in	ADP
easat-3348	32	2	practice	practice	NOUN
easat-3348	32	3	,	,	PUNCT
easat-3348	32	4	concrete	concrete	ADJ
easat-3348	32	5	strength	strength	NOUN
easat-3348	32	6	is	be	AUX
easat-3348	32	7	typically	typically	ADV
easat-3348	32	8	assessed	assess	VERB
easat-3348	32	9	at	at	ADP
easat-3348	32	10	intervals	interval	NOUN
easat-3348	32	11	of	of	ADP
easat-3348	32	12	7	7	NUM
easat-3348	32	13	,	,	PUNCT
easat-3348	32	14	14	14	NUM
easat-3348	32	15	,	,	PUNCT
easat-3348	32	16	and	and	CCONJ
easat-3348	32	17	28	28	NUM
easat-3348	32	18	days	day	NOUN
easat-3348	32	19	.	.	PUNCT
easat-3348	33	1	machine	machine	NOUN
easat-3348	33	2	learning	learning	NOUN
easat-3348	33	3	models	model	NOUN
easat-3348	33	4	can	can	AUX
easat-3348	33	5	predict	predict	VERB
easat-3348	33	6	strength	strength	NOUN
easat-3348	33	7	at	at	ADP
easat-3348	33	8	these	these	DET
easat-3348	33	9	intervals	interval	NOUN
easat-3348	33	10	based	base	VERB
easat-3348	33	11	on	on	ADP
easat-3348	33	12	initial	initial	ADJ
easat-3348	33	13	mix	mix	NOUN
easat-3348	33	14	parameters	parameter	NOUN
easat-3348	33	15	,	,	PUNCT
easat-3348	33	16	reducing	reduce	VERB
easat-3348	33	17	the	the	DET
easat-3348	33	18	risk	risk	NOUN
easat-3348	33	19	of	of	ADP
easat-3348	33	20	overdesign	overdesign	NOUN
easat-3348	33	21	,	,	PUNCT
easat-3348	33	22	material	material	NOUN
easat-3348	33	23	wastage	wastage	NOUN
easat-3348	33	24	,	,	PUNCT
easat-3348	33	25	and	and	CCONJ
easat-3348	33	26	project	project	NOUN
easat-3348	33	27	delays	delay	NOUN
easat-3348	33	28	.	.	PUNCT
easat-3348	34	1	waste	waste	NOUN
easat-3348	34	2	reduction	reduction	NOUN
easat-3348	34	3	is	be	AUX
easat-3348	34	4	especially	especially	ADV
easat-3348	34	5	critical	critical	ADJ
easat-3348	34	6	for	for	ADP
easat-3348	34	7	sustainable	sustainable	ADJ
easat-3348	34	8	construction	construction	NOUN
easat-3348	34	9	,	,	PUNCT
easat-3348	34	10	as	as	SCONJ
easat-3348	34	11	excessive	excessive	ADJ
easat-3348	34	12	use	use	NOUN
easat-3348	34	13	of	of	ADP
easat-3348	34	14	resources	resource	NOUN
easat-3348	34	15	not	not	PART
easat-3348	34	16	only	only	ADV
easat-3348	34	17	increases	increase	VERB
easat-3348	34	18	costs	cost	NOUN
easat-3348	34	19	but	but	CCONJ
easat-3348	34	20	also	also	ADV
easat-3348	34	21	contributes	contribute	VERB
easat-3348	34	22	to	to	ADP
easat-3348	34	23	environmental	environmental	ADJ
easat-3348	34	24	degradation	degradation	NOUN
easat-3348	34	25	.	.	PUNCT
easat-3348	35	1	by	by	ADP
easat-3348	35	2	accumulating	accumulate	VERB
easat-3348	35	3	large	large	ADJ
easat-3348	35	4	datasets	dataset	NOUN
easat-3348	35	5	and	and	CCONJ
easat-3348	35	6	refining	refine	VERB
easat-3348	35	7	these	these	DET
easat-3348	35	8	predictive	predictive	ADJ
easat-3348	35	9	models	model	NOUN
easat-3348	35	10	,	,	PUNCT
easat-3348	35	11	construction	construction	NOUN
easat-3348	35	12	companies	company	NOUN
easat-3348	35	13	can	can	AUX
easat-3348	35	14	customize	customize	VERB
easat-3348	35	15	their	their	PRON
easat-3348	35	16	concrete	concrete	ADJ
easat-3348	35	17	mix	mix	NOUN
easat-3348	35	18	designs	design	NOUN
easat-3348	35	19	based	base	VERB
easat-3348	35	20	on	on	ADP
easat-3348	35	21	local	local	ADJ
easat-3348	35	22	material	material	NOUN
easat-3348	35	23	availability	availability	NOUN
easat-3348	35	24	,	,	PUNCT
easat-3348	35	25	such	such	ADJ
easat-3348	35	26	as	as	ADP
easat-3348	35	27	stone	stone	NOUN
easat-3348	35	28	dust	dust	NOUN
easat-3348	35	29	,	,	PUNCT
easat-3348	35	30	sand	sand	NOUN
easat-3348	35	31	,	,	PUNCT
easat-3348	35	32	and	and	CCONJ
easat-3348	35	33	aggregates	aggregate	NOUN
easat-3348	35	34	,	,	PUNCT
easat-3348	35	35	rather	rather	ADV
easat-3348	35	36	than	than	ADP
easat-3348	35	37	relying	rely	VERB
easat-3348	35	38	solely	solely	ADV
easat-3348	35	39	on	on	ADP
easat-3348	35	40	standardized	standardized	ADJ
easat-3348	35	41	formulas	formula	NOUN
easat-3348	35	42	.	.	PUNCT
easat-3348	36	1	this	this	DET
easat-3348	36	2	flexibility	flexibility	NOUN
easat-3348	36	3	promotes	promote	VERB
easat-3348	36	4	the	the	DET
easat-3348	36	5	efficient	efficient	ADJ
easat-3348	36	6	use	use	NOUN
easat-3348	36	7	of	of	ADP
easat-3348	36	8	materials	material	NOUN
easat-3348	36	9	,	,	PUNCT
easat-3348	36	10	minimizing	minimize	VERB
easat-3348	36	11	the	the	DET
easat-3348	36	12	environmental	environmental	ADJ
easat-3348	36	13	impact	impact	NOUN
easat-3348	36	14	associated	associate	VERB
easat-3348	36	15	with	with	ADP
easat-3348	36	16	cement	cement	NOUN
easat-3348	36	17	production	production	NOUN
easat-3348	36	18	,	,	PUNCT
easat-3348	36	19	which	which	PRON
easat-3348	36	20	is	be	AUX
easat-3348	36	21	one	one	NUM
easat-3348	36	22	of	of	ADP
easat-3348	36	23	the	the	DET
easat-3348	36	24	largest	large	ADJ
easat-3348	36	25	contributors	contributor	NOUN
easat-3348	36	26	to	to	ADP
easat-3348	36	27	global	global	ADJ
easat-3348	36	28	co₂	co₂	PROPN
easat-3348	36	29	emissions	emission	NOUN
easat-3348	36	30	.	.	PUNCT
easat-3348	37	1	precast	precast	NOUN
easat-3348	37	2	concrete	concrete	NOUN
easat-3348	37	3	offers	offer	VERB
easat-3348	37	4	a	a	DET
easat-3348	37	5	range	range	NOUN
easat-3348	37	6	of	of	ADP
easat-3348	37	7	sustainability	sustainability	NOUN
easat-3348	37	8	benefits	benefit	NOUN
easat-3348	37	9	,	,	PUNCT
easat-3348	37	10	including	include	VERB
easat-3348	37	11	reduced	reduce	VERB
easat-3348	37	12	construction	construction	NOUN
easat-3348	37	13	times	time	NOUN
easat-3348	37	14	,	,	PUNCT
easat-3348	37	15	improved	improve	VERB
easat-3348	37	16	quality	quality	NOUN
easat-3348	37	17	control	control	NOUN
easat-3348	37	18	,	,	PUNCT
easat-3348	37	19	and	and	CCONJ
easat-3348	37	20	environmentally	environmentally	ADV
easat-3348	37	21	friendly	friendly	ADJ
easat-3348	37	22	production	production	NOUN
easat-3348	37	23	methods	method	NOUN
easat-3348	37	24	.	.	PUNCT
easat-3348	38	1	however	however	ADV
easat-3348	38	2	,	,	PUNCT
easat-3348	38	3	to	to	PART
easat-3348	38	4	fully	fully	ADV
easat-3348	38	5	leverage	leverage	VERB
easat-3348	38	6	these	these	DET
easat-3348	38	7	advantages	advantage	NOUN
easat-3348	38	8	,	,	PUNCT
easat-3348	38	9	accurately	accurately	ADV
easat-3348	38	10	predicting	predict	VERB
easat-3348	38	11	the	the	DET
easat-3348	38	12	compressive	compressive	ADJ
easat-3348	38	13	strength	strength	NOUN
easat-3348	38	14	of	of	ADP
easat-3348	38	15	precast	precast	ADJ
easat-3348	38	16	concrete	concrete	NOUN
easat-3348	38	17	is	be	AUX
easat-3348	38	18	essential	essential	ADJ
easat-3348	38	19	.	.	PUNCT
easat-3348	39	1	a	a	DET
easat-3348	39	2	reliable	reliable	ADJ
easat-3348	39	3	predictive	predictive	ADJ
easat-3348	39	4	model	model	NOUN
easat-3348	39	5	aids	aid	NOUN
easat-3348	39	6	in	in	ADP
easat-3348	39	7	the	the	DET
easat-3348	39	8	development	development	NOUN
easat-3348	39	9	of	of	ADP
easat-3348	39	10	optimized	optimize	VERB
easat-3348	39	11	mix	mix	NOUN
easat-3348	39	12	designs	design	NOUN
easat-3348	39	13	that	that	PRON
easat-3348	39	14	reduce	reduce	VERB
easat-3348	39	15	raw	raw	ADJ
easat-3348	39	16	material	material	NOUN
easat-3348	39	17	usage	usage	NOUN
easat-3348	39	18	,	,	PUNCT
easat-3348	39	19	enhance	enhance	VERB
easat-3348	39	20	structural	structural	ADJ
easat-3348	39	21	resilience	resilience	NOUN
easat-3348	39	22	,	,	PUNCT
easat-3348	39	23	and	and	CCONJ
easat-3348	39	24	contribute	contribute	VERB
easat-3348	39	25	to	to	ADP
easat-3348	39	26	sustainable	sustainable	ADJ
easat-3348	39	27	building	building	NOUN
easat-3348	39	28	practices	practice	NOUN
easat-3348	39	29	.	.	PUNCT
easat-3348	40	1	such	such	ADJ
easat-3348	40	2	models	model	NOUN
easat-3348	40	3	also	also	ADV
easat-3348	40	4	support	support	VERB
easat-3348	40	5	the	the	DET
easat-3348	40	6	broader	broad	ADJ
easat-3348	40	7	goals	goal	NOUN
easat-3348	40	8	of	of	ADP
easat-3348	40	9	mitigating	mitigate	VERB
easat-3348	40	10	the	the	DET
easat-3348	40	11	construction	construction	NOUN
easat-3348	40	12	industry	industry	NOUN
easat-3348	40	13	’s	’s	PART
easat-3348	40	14	environmental	environmental	ADJ
easat-3348	40	15	impact	impact	NOUN
easat-3348	40	16	,	,	PUNCT
easat-3348	40	17	addressing	address	VERB
easat-3348	40	18	climate	climate	NOUN
easat-3348	40	19	change	change	NOUN
easat-3348	40	20	,	,	PUNCT
easat-3348	40	21	and	and	CCONJ
easat-3348	40	22	advancing	advance	VERB
easat-3348	40	23	sustainable	sustainable	ADJ
easat-3348	40	24	infrastructure	infrastructure	NOUN
easat-3348	40	25	development	development	NOUN
easat-3348	40	26	[	[	X
easat-3348	40	27	3	3	NUM
easat-3348	40	28	]	]	PUNCT
easat-3348	40	29	.	.	PUNCT
easat-3348	41	1	as	as	SCONJ
easat-3348	41	2	the	the	DET
easat-3348	41	3	construction	construction	NOUN
easat-3348	41	4	industry	industry	NOUN
easat-3348	41	5	adapts	adapt	VERB
easat-3348	41	6	to	to	ADP
easat-3348	41	7	technological	technological	ADJ
easat-3348	41	8	advancements	advancement	NOUN
easat-3348	41	9	,	,	PUNCT
easat-3348	41	10	this	this	DET
easat-3348	41	11	research	research	NOUN
easat-3348	41	12	aligns	align	VERB
easat-3348	41	13	with	with	ADP
easat-3348	41	14	the	the	DET
easat-3348	41	15	trend	trend	NOUN
easat-3348	41	16	of	of	ADP
easat-3348	41	17	embracing	embrace	VERB
easat-3348	41	18	digital	digital	ADJ
easat-3348	41	19	transformation	transformation	NOUN
easat-3348	41	20	and	and	CCONJ
easat-3348	41	21	data	data	NOUN
easat-3348	41	22	-	-	PUNCT
easat-3348	41	23	driven	drive	VERB
easat-3348	41	24	decision	decision	NOUN
easat-3348	41	25	-	-	PUNCT
easat-3348	41	26	making	making	NOUN
easat-3348	41	27	.	.	PUNCT
easat-3348	42	1	it	it	PRON
easat-3348	42	2	serves	serve	VERB
easat-3348	42	3	as	as	ADP
easat-3348	42	4	a	a	DET
easat-3348	42	5	bridge	bridge	NOUN
easat-3348	42	6	between	between	ADP
easat-3348	42	7	traditional	traditional	ADJ
easat-3348	42	8	construction	construction	NOUN
easat-3348	42	9	methods	method	NOUN
easat-3348	42	10	and	and	CCONJ
easat-3348	42	11	the	the	DET
easat-3348	42	12	rapidly	rapidly	ADV
easat-3348	42	13	emerging	emerge	VERB
easat-3348	42	14	field	field	NOUN
easat-3348	42	15	of	of	ADP
easat-3348	42	16	construction	construction	NOUN
easat-3348	42	17	informatics	informatic	NOUN
easat-3348	42	18	,	,	PUNCT
easat-3348	42	19	which	which	PRON
easat-3348	42	20	integrates	integrate	VERB
easat-3348	42	21	computational	computational	ADJ
easat-3348	42	22	techniques	technique	NOUN
easat-3348	42	23	and	and	CCONJ
easat-3348	42	24	sustainability	sustainability	NOUN
easat-3348	42	25	principles	principle	NOUN
easat-3348	42	26	into	into	ADP
easat-3348	42	27	modern	modern	ADJ
easat-3348	42	28	building	building	NOUN
easat-3348	42	29	processes	process	NOUN
easat-3348	42	30	.	.	PUNCT
easat-3348	43	1	by	by	ADP
easat-3348	43	2	adopting	adopt	VERB
easat-3348	43	3	these	these	DET
easat-3348	43	4	predictive	predictive	ADJ
easat-3348	43	5	models	model	NOUN
easat-3348	43	6	,	,	PUNCT
easat-3348	43	7	the	the	DET
easat-3348	43	8	construction	construction	NOUN
easat-3348	43	9	sector	sector	NOUN
easat-3348	43	10	can	can	AUX
easat-3348	43	11	move	move	VERB
easat-3348	43	12	towards	towards	ADP
easat-3348	43	13	more	more	ADV
easat-3348	43	14	sustainable	sustainable	ADJ
easat-3348	43	15	,	,	PUNCT
easat-3348	43	16	economically	economically	ADV
easat-3348	43	17	viable	viable	ADJ
easat-3348	43	18	,	,	PUNCT
easat-3348	43	19	and	and	CCONJ
easat-3348	43	20	climate	climate	NOUN
easat-3348	43	21	-	-	PUNCT
easat-3348	43	22	resilient	resilient	ADJ
easat-3348	43	23	practices	practice	NOUN
easat-3348	43	24	,	,	PUNCT
easat-3348	43	25	ensuring	ensure	VERB
easat-3348	43	26	a	a	DET
easat-3348	43	27	better	well	ADJ
easat-3348	43	28	balance	balance	NOUN
easat-3348	43	29	between	between	ADP
easat-3348	43	30	technological	technological	ADJ
easat-3348	43	31	progress	progress	NOUN
easat-3348	43	32	and	and	CCONJ
easat-3348	43	33	environmental	environmental	ADJ
easat-3348	43	34	stewardship	stewardship	NOUN
easat-3348	43	35	.	.	PUNCT
easat-3348	44	1	this	this	DET
easat-3348	44	2	rewrite	rewrite	PROPN
easat-3348	44	3	emphasizes	emphasize	VERB
easat-3348	44	4	sustainability	sustainability	NOUN
easat-3348	44	5	,	,	PUNCT
easat-3348	44	6	economic	economic	ADJ
easat-3348	44	7	factors	factor	NOUN
easat-3348	44	8	,	,	PUNCT
easat-3348	44	9	and	and	CCONJ
easat-3348	44	10	the	the	DET
easat-3348	44	11	impact	impact	NOUN
easat-3348	44	12	of	of	ADP
easat-3348	44	13	climate	climate	NOUN
easat-3348	44	14	change	change	NOUN
easat-3348	44	15	while	while	SCONJ
easat-3348	44	16	maintaining	maintain	VERB
easat-3348	44	17	the	the	DET
easat-3348	44	18	technical	technical	ADJ
easat-3348	44	19	details	detail	NOUN
easat-3348	44	20	and	and	CCONJ
easat-3348	44	21	objectives	objective	NOUN
easat-3348	44	22	of	of	ADP
easat-3348	44	23	your	your	PRON
easat-3348	44	24	original	original	ADJ
easat-3348	44	25	text	text	NOUN
easat-3348	44	26	.	.	PUNCT
easat-3348	45	1	it	it	PRON
easat-3348	45	2	integrates	integrate	VERB
easat-3348	45	3	themes	theme	NOUN
easat-3348	45	4	of	of	ADP
easat-3348	45	5	resource	resource	NOUN
easat-3348	45	6	optimization	optimization	NOUN
easat-3348	45	7	,	,	PUNCT
easat-3348	45	8	waste	waste	NOUN
easat-3348	45	9	reduction	reduction	NOUN
easat-3348	45	10	,	,	PUNCT
easat-3348	45	11	and	and	CCONJ
easat-3348	45	12	environmental	environmental	ADJ
easat-3348	45	13	impact	impact	NOUN
easat-3348	45	14	to	to	PART
easat-3348	45	15	enhance	enhance	VERB
easat-3348	45	16	the	the	DET
easat-3348	45	17	relevance	relevance	NOUN
easat-3348	45	18	of	of	ADP
easat-3348	45	19	machine	machine	NOUN
easat-3348	45	20	learning	learn	VERB
easat-3348	45	21	in	in	ADP
easat-3348	45	22	sustainable	sustainable	ADJ
easat-3348	45	23	construction	construction	NOUN
easat-3348	45	24	.	.	PUNCT
easat-3348	46	1	1.1	1.1	NUM
easat-3348	46	2	.	.	PUNCT
easat-3348	46	3	statement	statement	NOUN
easat-3348	46	4	of	of	ADP
easat-3348	46	5	the	the	DET
easat-3348	46	6	research	research	NOUN
easat-3348	46	7	problem	problem	NOUN
easat-3348	46	8	research	research	NOUN
easat-3348	46	9	problems	problem	NOUN
easat-3348	46	10	and	and	CCONJ
easat-3348	46	11	questions	question	NOUN
easat-3348	46	12	that	that	PRON
easat-3348	46	13	were	be	AUX
easat-3348	46	14	investigated	investigate	VERB
easat-3348	46	15	.	.	PUNCT
easat-3348	47	1	•	•	NUM
easat-3348	47	2	a	a	DET
easat-3348	47	3	need	need	NOUN
easat-3348	47	4	to	to	PART
easat-3348	47	5	address	address	VERB
easat-3348	47	6	critical	critical	ADJ
easat-3348	47	7	construction	construction	NOUN
easat-3348	47	8	uncertainty	uncertainty	NOUN
easat-3348	47	9	.	.	PUNCT
easat-3348	48	1	•	•	NUM
easat-3348	48	2	to	to	PART
easat-3348	48	3	enhance	enhance	VERB
easat-3348	48	4	construction	construction	NOUN
easat-3348	48	5	sustainability	sustainability	NOUN
easat-3348	48	6	and	and	CCONJ
easat-3348	48	7	safety	safety	NOUN
easat-3348	48	8	.	.	PUNCT
easat-3348	49	1	6156	6156	PROPN
easat-3348	49	2	edelweiss	edelweiss	PROPN
easat-3348	49	3	applied	apply	VERB
easat-3348	49	4	science	science	NOUN
easat-3348	49	5	and	and	CCONJ
easat-3348	49	6	technology	technology	NOUN
easat-3348	49	7	issn	issn	PROPN
easat-3348	49	8	:	:	PUNCT
easat-3348	49	9	2576	2576	NUM
easat-3348	49	10	-	-	SYM
easat-3348	49	11	8484	8484	NUM
easat-3348	49	12	vol	vol	NOUN
easat-3348	49	13	.	.	PROPN
easat-3348	49	14	8	8	NUM
easat-3348	49	15	,	,	PUNCT
easat-3348	49	16	no	no	INTJ
easat-3348	49	17	.	.	NOUN
easat-3348	49	18	6	6	NUM
easat-3348	49	19	:	:	SYM
easat-3348	49	20	6154	6154	NUM
easat-3348	49	21	-	-	SYM
easat-3348	49	22	6164	6164	NUM
easat-3348	49	23	,	,	PUNCT
easat-3348	49	24	2024	2024	NUM
easat-3348	49	25	doi	doi	NOUN
easat-3348	49	26	:	:	PUNCT
easat-3348	49	27	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	49	28	©	©	PROPN
easat-3348	49	29	2024	2024	NUM
easat-3348	49	30	by	by	ADP
easat-3348	49	31	the	the	DET
easat-3348	49	32	authors	author	NOUN
easat-3348	49	33	;	;	PUNCT
easat-3348	49	34	licensee	licensee	PROPN
easat-3348	49	35	learning	learning	NOUN
easat-3348	49	36	gate	gate	NOUN
easat-3348	49	37	•	•	ADP
easat-3348	49	38	to	to	PART
easat-3348	49	39	bridge	bridge	VERB
easat-3348	49	40	the	the	DET
easat-3348	49	41	gap	gap	NOUN
easat-3348	49	42	to	to	ADP
easat-3348	49	43	a	a	DET
easat-3348	49	44	data	data	NOUN
easat-3348	49	45	driven	drive	VERB
easat-3348	49	46	construction	construction	NOUN
easat-3348	49	47	era	era	NOUN
easat-3348	49	48	.	.	PUNCT
easat-3348	50	1	addressing	address	VERB
easat-3348	50	2	critical	critical	ADJ
easat-3348	50	3	construction	construction	NOUN
easat-3348	50	4	uncertainty	uncertainty	NOUN
easat-3348	50	5	:	:	PUNCT
easat-3348	50	6	this	this	DET
easat-3348	50	7	study	study	NOUN
easat-3348	50	8	aims	aim	VERB
easat-3348	50	9	to	to	PART
easat-3348	50	10	resolve	resolve	VERB
easat-3348	50	11	the	the	DET
easat-3348	50	12	longstanding	longstanding	ADJ
easat-3348	50	13	challenge	challenge	NOUN
easat-3348	50	14	of	of	ADP
easat-3348	50	15	accurately	accurately	ADV
easat-3348	50	16	predicting	predict	VERB
easat-3348	50	17	the	the	DET
easat-3348	50	18	compressive	compressive	ADJ
easat-3348	50	19	strength	strength	NOUN
easat-3348	50	20	of	of	ADP
easat-3348	50	21	precast	precast	ADJ
easat-3348	50	22	concrete	concrete	NOUN
easat-3348	50	23	.	.	PUNCT
easat-3348	51	1	variability	variability	NOUN
easat-3348	51	2	in	in	ADP
easat-3348	51	3	concrete	concrete	ADJ
easat-3348	51	4	mixes	mix	NOUN
easat-3348	51	5	,	,	PUNCT
easat-3348	51	6	curing	cure	VERB
easat-3348	51	7	conditions	condition	NOUN
easat-3348	51	8	,	,	PUNCT
easat-3348	51	9	and	and	CCONJ
easat-3348	51	10	design	design	NOUN
easat-3348	51	11	parameters	parameter	NOUN
easat-3348	51	12	introduces	introduce	VERB
easat-3348	51	13	uncertainty	uncertainty	NOUN
easat-3348	51	14	that	that	SCONJ
easat-3348	51	15	this	this	DET
easat-3348	51	16	predictive	predictive	ADJ
easat-3348	51	17	model	model	NOUN
easat-3348	51	18	will	will	AUX
easat-3348	51	19	address	address	VERB
easat-3348	51	20	.	.	PUNCT
easat-3348	52	1	bridge	bridge	NOUN
easat-3348	52	2	to	to	ADP
easat-3348	52	3	a	a	DET
easat-3348	52	4	data	data	NOUN
easat-3348	52	5	-	-	PUNCT
easat-3348	52	6	driven	drive	VERB
easat-3348	52	7	construction	construction	NOUN
easat-3348	52	8	era	era	NOUN
easat-3348	52	9	:	:	PUNCT
easat-3348	52	10	this	this	DET
easat-3348	52	11	research	research	NOUN
easat-3348	52	12	underscores	underscore	VERB
easat-3348	52	13	the	the	DET
easat-3348	52	14	transformation	transformation	NOUN
easat-3348	52	15	of	of	ADP
easat-3348	52	16	construction	construction	NOUN
easat-3348	52	17	practices	practice	NOUN
easat-3348	52	18	,	,	PUNCT
easat-3348	52	19	merging	merge	VERB
easat-3348	52	20	tradition	tradition	NOUN
easat-3348	52	21	with	with	ADP
easat-3348	52	22	technology	technology	NOUN
easat-3348	52	23	.	.	PUNCT
easat-3348	53	1	it	it	PRON
easat-3348	53	2	holds	hold	VERB
easat-3348	53	3	the	the	DET
easat-3348	53	4	potential	potential	NOUN
easat-3348	53	5	to	to	PART
easat-3348	53	6	set	set	VERB
easat-3348	53	7	a	a	DET
easat-3348	53	8	new	new	ADJ
easat-3348	53	9	industry	industry	NOUN
easat-3348	53	10	standard	standard	NOUN
easat-3348	53	11	by	by	ADP
easat-3348	53	12	leveraging	leverage	VERB
easat-3348	53	13	data	datum	NOUN
easat-3348	53	14	and	and	CCONJ
easat-3348	53	15	simulations	simulation	NOUN
easat-3348	53	16	to	to	PART
easat-3348	53	17	meet	meet	VERB
easat-3348	53	18	the	the	DET
easat-3348	53	19	demands	demand	NOUN
easat-3348	53	20	of	of	ADP
easat-3348	53	21	modern	modern	ADJ
easat-3348	53	22	construction	construction	NOUN
easat-3348	53	23	.	.	PUNCT
easat-3348	54	1	1.2	1.2	NUM
easat-3348	54	2	.	.	PUNCT
easat-3348	54	3	aim	aim	VERB
easat-3348	54	4	to	to	PART
easat-3348	54	5	develop	develop	VERB
easat-3348	54	6	a	a	DET
easat-3348	54	7	comprehensive	comprehensive	ADJ
easat-3348	54	8	predictive	predictive	ADJ
easat-3348	54	9	modeling	modeling	NOUN
easat-3348	54	10	of	of	ADP
easat-3348	54	11	compressive	compressive	ADJ
easat-3348	54	12	strength	strength	NOUN
easat-3348	54	13	of	of	ADP
easat-3348	54	14	precast	precast	ADJ
easat-3348	54	15	concrete	concrete	ADJ
easat-3348	54	16	using	use	VERB
easat-3348	54	17	machine	machine	NOUN
easat-3348	54	18	learning	learning	NOUN
easat-3348	54	19	(	(	PUNCT
easat-3348	54	20	ann	ann	PROPN
easat-3348	54	21	)	)	PUNCT
easat-3348	54	22	in	in	ADP
easat-3348	54	23	a	a	DET
easat-3348	54	24	data	data	NOUN
easat-3348	54	25	-	-	PUNCT
easat-3348	54	26	driven	drive	VERB
easat-3348	54	27	engineering	engineering	NOUN
easat-3348	54	28	framework	framework	NOUN
easat-3348	54	29	to	to	PART
easat-3348	54	30	enhance	enhance	VERB
easat-3348	54	31	structural	structural	ADJ
easat-3348	54	32	durability	durability	NOUN
easat-3348	54	33	and	and	CCONJ
easat-3348	54	34	sustainable	sustainable	ADJ
easat-3348	54	35	construction	construction	NOUN
easat-3348	54	36	.	.	PUNCT
easat-3348	55	1	1.3	1.3	NUM
easat-3348	55	2	.	.	PUNCT
easat-3348	55	3	significance	significance	NOUN
easat-3348	55	4	of	of	ADP
easat-3348	55	5	the	the	DET
easat-3348	55	6	study	study	NOUN
easat-3348	55	7	this	this	DET
easat-3348	55	8	work	work	NOUN
easat-3348	55	9	on	on	ADP
easat-3348	55	10	predictive	predictive	ADJ
easat-3348	55	11	modeling	modeling	NOUN
easat-3348	55	12	of	of	ADP
easat-3348	55	13	precast	precast	ADJ
easat-3348	55	14	concrete	concrete	ADJ
easat-3348	55	15	features	feature	NOUN
easat-3348	55	16	strength	strength	NOUN
easat-3348	55	17	using	use	VERB
easat-3348	55	18	machine	machine	NOUN
easat-3348	55	19	learning	learning	NOUN
easat-3348	55	20	has	have	AUX
easat-3348	55	21	profound	profound	ADJ
easat-3348	55	22	and	and	CCONJ
easat-3348	55	23	wide	wide	ADV
easat-3348	55	24	-	-	PUNCT
easat-3348	55	25	ranging	range	VERB
easat-3348	55	26	consequences	consequence	NOUN
easat-3348	55	27	,	,	PUNCT
easat-3348	55	28	embracing	embrace	VERB
easat-3348	55	29	numerous	numerous	ADJ
easat-3348	55	30	elements	element	NOUN
easat-3348	55	31	of	of	ADP
easat-3348	55	32	the	the	DET
easat-3348	55	33	construction	construction	NOUN
easat-3348	55	34	industry	industry	NOUN
easat-3348	55	35	and	and	CCONJ
easat-3348	55	36	beyond	beyond	ADP
easat-3348	55	37	.	.	PUNCT
easat-3348	56	1	the	the	DET
easat-3348	56	2	significance	significance	NOUN
easat-3348	56	3	of	of	ADP
easat-3348	56	4	this	this	DET
easat-3348	56	5	study	study	NOUN
easat-3348	56	6	lies	lie	VERB
easat-3348	56	7	in	in	ADP
easat-3348	56	8	its	its	PRON
easat-3348	56	9	mission	mission	NOUN
easat-3348	56	10	to	to	PART
easat-3348	56	11	address	address	VERB
easat-3348	56	12	the	the	DET
easat-3348	56	13	longstanding	longstanding	ADJ
easat-3348	56	14	challenge	challenge	NOUN
easat-3348	56	15	in	in	ADP
easat-3348	56	16	construction	construction	NOUN
easat-3348	56	17	by	by	ADP
easat-3348	56	18	accurately	accurately	ADV
easat-3348	56	19	predicting	predict	VERB
easat-3348	56	20	the	the	DET
easat-3348	56	21	compressive	compressive	ADJ
easat-3348	56	22	strength	strength	NOUN
easat-3348	56	23	of	of	ADP
easat-3348	56	24	precast	precast	ADJ
easat-3348	56	25	concrete	concrete	NOUN
easat-3348	56	26	.	.	PUNCT
easat-3348	57	1	this	this	DET
easat-3348	57	2	challenge	challenge	NOUN
easat-3348	57	3	stems	stem	VERB
easat-3348	57	4	from	from	ADP
easat-3348	57	5	the	the	DET
easat-3348	57	6	inherent	inherent	ADJ
easat-3348	57	7	variability	variability	NOUN
easat-3348	57	8	in	in	ADP
easat-3348	57	9	concrete	concrete	ADJ
easat-3348	57	10	mixes	mix	NOUN
easat-3348	57	11	,	,	PUNCT
easat-3348	57	12	curing	cure	VERB
easat-3348	57	13	conditions	condition	NOUN
easat-3348	57	14	,	,	PUNCT
easat-3348	57	15	and	and	CCONJ
easat-3348	57	16	design	design	NOUN
easat-3348	57	17	parameters	parameter	NOUN
easat-3348	57	18	,	,	PUNCT
easat-3348	57	19	which	which	PRON
easat-3348	57	20	introduce	introduce	VERB
easat-3348	57	21	uncertainty	uncertainty	NOUN
easat-3348	57	22	into	into	ADP
easat-3348	57	23	construction	construction	NOUN
easat-3348	57	24	processes	process	NOUN
easat-3348	57	25	.	.	PUNCT
easat-3348	58	1	by	by	ADP
easat-3348	58	2	deploying	deploy	VERB
easat-3348	58	3	an	an	DET
easat-3348	58	4	innovative	innovative	ADJ
easat-3348	58	5	methodology	methodology	NOUN
easat-3348	58	6	that	that	PRON
easat-3348	58	7	uses	use	VERB
easat-3348	58	8	machine	machine	NOUN
easat-3348	58	9	learning	learning	NOUN
easat-3348	58	10	,	,	PUNCT
easat-3348	58	11	this	this	DET
easat-3348	58	12	research	research	NOUN
easat-3348	58	13	offers	offer	VERB
easat-3348	58	14	a	a	DET
easat-3348	58	15	forward	forward	ADV
easat-3348	58	16	-	-	PUNCT
easat-3348	58	17	thinking	think	VERB
easat-3348	58	18	approach	approach	NOUN
easat-3348	58	19	to	to	ADP
easat-3348	58	20	predictive	predictive	ADJ
easat-3348	58	21	modeling	modeling	NOUN
easat-3348	58	22	,	,	PUNCT
easat-3348	58	23	customtailored	customtailore	VERB
easat-3348	58	24	to	to	ADP
easat-3348	58	25	the	the	DET
easat-3348	58	26	unique	unique	ADJ
easat-3348	58	27	complexities	complexity	NOUN
easat-3348	58	28	of	of	ADP
easat-3348	58	29	precast	precast	ADJ
easat-3348	58	30	concrete	concrete	NOUN
easat-3348	58	31	.	.	PUNCT
easat-3348	59	1	the	the	DET
easat-3348	59	2	commitment	commitment	NOUN
easat-3348	59	3	to	to	ADP
easat-3348	59	4	data	data	NOUN
easat-3348	59	5	-	-	PUNCT
easat-3348	59	6	driven	drive	VERB
easat-3348	59	7	precision	precision	NOUN
easat-3348	59	8	not	not	PART
easat-3348	59	9	only	only	ADV
easat-3348	59	10	enhances	enhance	VERB
easat-3348	59	11	construction	construction	NOUN
easat-3348	59	12	efficiency	efficiency	NOUN
easat-3348	59	13	but	but	CCONJ
easat-3348	59	14	also	also	ADV
easat-3348	59	15	promotes	promote	VERB
easat-3348	59	16	sustainability	sustainability	NOUN
easat-3348	59	17	by	by	ADP
easat-3348	59	18	reducing	reduce	VERB
easat-3348	59	19	over	over	ADP
easat-3348	59	20	-	-	PUNCT
easat-3348	59	21	design	design	NOUN
easat-3348	59	22	and	and	CCONJ
easat-3348	59	23	material	material	NOUN
easat-3348	59	24	waste	waste	NOUN
easat-3348	59	25	.	.	PUNCT
easat-3348	60	1	furthermore	furthermore	ADV
easat-3348	60	2	,	,	PUNCT
easat-3348	60	3	this	this	DET
easat-3348	60	4	project	project	NOUN
easat-3348	60	5	signifies	signify	VERB
easat-3348	60	6	a	a	DET
easat-3348	60	7	pivotal	pivotal	ADJ
easat-3348	60	8	bridge	bridge	NOUN
easat-3348	60	9	to	to	ADP
easat-3348	60	10	a	a	DET
easat-3348	60	11	data	data	NOUN
easat-3348	60	12	-	-	PUNCT
easat-3348	60	13	driven	drive	VERB
easat-3348	60	14	era	era	NOUN
easat-3348	60	15	in	in	ADP
easat-3348	60	16	construction	construction	NOUN
easat-3348	60	17	.	.	PUNCT
easat-3348	61	1	it	it	PRON
easat-3348	61	2	reflects	reflect	VERB
easat-3348	61	3	the	the	DET
easat-3348	61	4	transformation	transformation	NOUN
easat-3348	61	5	of	of	ADP
easat-3348	61	6	construction	construction	NOUN
easat-3348	61	7	practices	practice	NOUN
easat-3348	61	8	,	,	PUNCT
easat-3348	61	9	blending	blend	VERB
easat-3348	61	10	tradition	tradition	NOUN
easat-3348	61	11	with	with	ADP
easat-3348	61	12	technology	technology	NOUN
easat-3348	61	13	,	,	PUNCT
easat-3348	61	14	and	and	CCONJ
easat-3348	61	15	has	have	VERB
easat-3348	61	16	the	the	DET
easat-3348	61	17	potential	potential	NOUN
easat-3348	61	18	to	to	PART
easat-3348	61	19	set	set	VERB
easat-3348	61	20	a	a	DET
easat-3348	61	21	new	new	ADJ
easat-3348	61	22	industry	industry	NOUN
easat-3348	61	23	standard	standard	NOUN
easat-3348	61	24	.	.	PUNCT
easat-3348	62	1	by	by	ADP
easat-3348	62	2	leveraging	leverage	VERB
easat-3348	62	3	data	datum	NOUN
easat-3348	62	4	analysis	analysis	NOUN
easat-3348	62	5	,	,	PUNCT
easat-3348	62	6	this	this	DET
easat-3348	62	7	study	study	NOUN
easat-3348	62	8	is	be	AUX
easat-3348	62	9	poised	poise	VERB
easat-3348	62	10	to	to	PART
easat-3348	62	11	meet	meet	VERB
easat-3348	62	12	the	the	DET
easat-3348	62	13	demands	demand	NOUN
easat-3348	62	14	of	of	ADP
easat-3348	62	15	modern	modern	ADJ
easat-3348	62	16	construction	construction	NOUN
easat-3348	62	17	,	,	PUNCT
easat-3348	62	18	ensuring	ensure	VERB
easat-3348	62	19	structural	structural	ADJ
easat-3348	62	20	safety	safety	NOUN
easat-3348	62	21	,	,	PUNCT
easat-3348	62	22	and	and	CCONJ
easat-3348	62	23	fostering	foster	VERB
easat-3348	62	24	more	more	ADV
easat-3348	62	25	efficient	efficient	ADJ
easat-3348	62	26	,	,	PUNCT
easat-3348	62	27	sustainable	sustainable	ADJ
easat-3348	62	28	,	,	PUNCT
easat-3348	62	29	and	and	CCONJ
easat-3348	62	30	precise	precise	ADJ
easat-3348	62	31	construction	construction	NOUN
easat-3348	62	32	practices	practice	NOUN
easat-3348	62	33	.	.	PUNCT
easat-3348	63	1	1.4	1.4	NUM
easat-3348	63	2	.	.	PUNCT
easat-3348	63	3	review	review	NOUN
easat-3348	63	4	attempts	attempt	NOUN
easat-3348	63	5	at	at	ADP
easat-3348	63	6	predicting	predict	VERB
easat-3348	63	7	concrete	concrete	ADJ
easat-3348	63	8	strength	strength	NOUN
easat-3348	63	9	in	in	ADP
easat-3348	63	10	pre	pre	ADJ
easat-3348	63	11	-	-	ADJ
easat-3348	63	12	cast	cast	ADJ
easat-3348	63	13	concrete	concrete	NOUN
easat-3348	63	14	using	use	VERB
easat-3348	63	15	machine	machine	NOUN
easat-3348	63	16	learning	learning	NOUN
easat-3348	63	17	approaches	approach	NOUN
easat-3348	63	18	have	have	AUX
easat-3348	63	19	faced	face	VERB
easat-3348	63	20	difficulties	difficulty	NOUN
easat-3348	63	21	,	,	PUNCT
easat-3348	63	22	owing	owe	VERB
easat-3348	63	23	largely	largely	ADV
easat-3348	63	24	to	to	ADP
easat-3348	63	25	the	the	DET
easat-3348	63	26	delicate	delicate	ADJ
easat-3348	63	27	interaction	interaction	NOUN
easat-3348	63	28	of	of	ADP
easat-3348	63	29	components	component	NOUN
easat-3348	63	30	(	(	PUNCT
easat-3348	63	31	sand	sand	NOUN
easat-3348	63	32	,	,	PUNCT
easat-3348	63	33	cement	cement	NOUN
easat-3348	63	34	,	,	PUNCT
easat-3348	63	35	gravel	gravel	NOUN
easat-3348	63	36	and	and	CCONJ
easat-3348	63	37	water	water	NOUN
easat-3348	63	38	)	)	PUNCT
easat-3348	63	39	,	,	PUNCT
easat-3348	63	40	and	and	CCONJ
easat-3348	63	41	these	these	DET
easat-3348	63	42	components	component	NOUN
easat-3348	63	43	may	may	AUX
easat-3348	63	44	have	have	VERB
easat-3348	63	45	different	different	ADJ
easat-3348	63	46	physical	physical	ADJ
easat-3348	63	47	or	or	CCONJ
easat-3348	63	48	chemical	chemical	NOUN
easat-3348	63	49	properties	property	NOUN
easat-3348	63	50	and	and	CCONJ
easat-3348	63	51	complex	complex	ADJ
easat-3348	63	52	manufacturing	manufacturing	NOUN
easat-3348	63	53	procedures	procedure	NOUN
easat-3348	63	54	inherent	inherent	ADJ
easat-3348	63	55	in	in	ADP
easat-3348	63	56	pre	pre	ADJ
easat-3348	63	57	-	-	ADJ
easat-3348	63	58	cast	cast	ADJ
easat-3348	63	59	concrete	concrete	ADJ
easat-3348	63	60	manufacture	manufacture	NOUN
easat-3348	63	61	.	.	PUNCT
easat-3348	64	1	even	even	ADV
easat-3348	64	2	though	though	SCONJ
easat-3348	64	3	there	there	PRON
easat-3348	64	4	are	be	VERB
easat-3348	64	5	only	only	ADV
easat-3348	64	6	a	a	DET
easat-3348	64	7	few	few	ADJ
easat-3348	64	8	academics	academic	NOUN
easat-3348	64	9	working	work	VERB
easat-3348	64	10	in	in	ADP
easat-3348	64	11	this	this	DET
easat-3348	64	12	field	field	NOUN
easat-3348	64	13	,	,	PUNCT
easat-3348	64	14	present	present	ADJ
easat-3348	64	15	studies	study	NOUN
easat-3348	64	16	mostly	mostly	ADV
easat-3348	64	17	focus	focus	VERB
easat-3348	64	18	on	on	ADP
easat-3348	64	19	plain	plain	ADJ
easat-3348	64	20	concrete	concrete	NOUN
easat-3348	64	21	,	,	PUNCT
easat-3348	64	22	ignoring	ignore	VERB
easat-3348	64	23	the	the	DET
easat-3348	64	24	examination	examination	NOUN
easat-3348	64	25	of	of	ADP
easat-3348	64	26	unknown	unknown	ADJ
easat-3348	64	27	data	datum	NOUN
easat-3348	64	28	sources	source	NOUN
easat-3348	64	29	for	for	ADP
easat-3348	64	30	estimating	estimate	VERB
easat-3348	64	31	concrete	concrete	ADJ
easat-3348	64	32	compressive	compressive	ADJ
easat-3348	64	33	strength	strength	NOUN
easat-3348	64	34	.	.	PUNCT
easat-3348	65	1	to	to	PART
easat-3348	65	2	fill	fill	VERB
easat-3348	65	3	this	this	DET
easat-3348	65	4	need	need	NOUN
easat-3348	65	5	,	,	PUNCT
easat-3348	65	6	this	this	DET
easat-3348	65	7	study	study	NOUN
easat-3348	65	8	will	will	AUX
easat-3348	65	9	examine	examine	VERB
easat-3348	65	10	the	the	DET
easat-3348	65	11	effectiveness	effectiveness	NOUN
easat-3348	65	12	of	of	ADP
easat-3348	65	13	using	use	VERB
easat-3348	65	14	data	datum	NOUN
easat-3348	65	15	from	from	ADP
easat-3348	65	16	precisely	precisely	ADV
easat-3348	65	17	specified	specified	ADJ
easat-3348	65	18	sources	source	NOUN
easat-3348	65	19	(	(	PUNCT
easat-3348	65	20	primary	primary	ADJ
easat-3348	65	21	dataset	dataset	NOUN
easat-3348	65	22	)	)	PUNCT
easat-3348	65	23	,	,	PUNCT
easat-3348	65	24	including	include	VERB
easat-3348	65	25	the	the	DET
easat-3348	65	26	compressive	compressive	ADJ
easat-3348	65	27	strength	strength	NOUN
easat-3348	65	28	of	of	ADP
easat-3348	65	29	plain	plain	NOUN
easat-3348	65	30	,	,	PUNCT
easat-3348	65	31	with	with	ADP
easat-3348	65	32	the	the	DET
easat-3348	65	33	goal	goal	NOUN
easat-3348	65	34	of	of	ADP
easat-3348	65	35	authenticating	authenticate	VERB
easat-3348	65	36	and	and	CCONJ
easat-3348	65	37	refining	refine	VERB
easat-3348	65	38	the	the	DET
easat-3348	65	39	prediction	prediction	NOUN
easat-3348	65	40	output	output	NOUN
easat-3348	65	41	.	.	PUNCT
easat-3348	66	1	artificial	artificial	ADJ
easat-3348	66	2	intelligence	intelligence	NOUN
easat-3348	66	3	algorithms	algorithm	NOUN
easat-3348	66	4	to	to	PART
easat-3348	66	5	accurately	accurately	ADV
easat-3348	66	6	estimate	estimate	VERB
easat-3348	66	7	the	the	DET
easat-3348	66	8	strength	strength	NOUN
easat-3348	66	9	of	of	ADP
easat-3348	66	10	concrete	concrete	NOUN
easat-3348	66	11	.	.	PUNCT
easat-3348	67	1	recently	recently	ADV
easat-3348	67	2	,	,	PUNCT
easat-3348	67	3	a	a	DET
easat-3348	67	4	boost	boost	NOUN
easat-3348	67	5	in	in	ADP
easat-3348	67	6	machine	machine	NOUN
easat-3348	67	7	-	-	PUNCT
easat-3348	67	8	learning	learn	VERB
easat-3348	67	9	algorithm	algorithm	NOUN
easat-3348	67	10	involvement	involvement	NOUN
easat-3348	67	11	has	have	AUX
easat-3348	67	12	been	be	AUX
easat-3348	67	13	witnessed	witness	VERB
easat-3348	67	14	in	in	ADP
easat-3348	67	15	various	various	ADJ
easat-3348	67	16	civil	civil	ADJ
easat-3348	67	17	engineering	engineering	NOUN
easat-3348	67	18	applications	application	NOUN
easat-3348	67	19	,	,	PUNCT
easat-3348	67	20	such	such	ADJ
easat-3348	67	21	as	as	ADP
easat-3348	67	22	smart	smart	ADJ
easat-3348	67	23	cities	city	NOUN
easat-3348	67	24	,	,	PUNCT
easat-3348	67	25	green	green	ADJ
easat-3348	67	26	buildings	building	NOUN
easat-3348	67	27	,	,	PUNCT
easat-3348	67	28	high	high	ADJ
easat-3348	67	29	-	-	PUNCT
easat-3348	67	30	performance	performance	NOUN
easat-3348	67	31	concrete	concrete	NOUN
easat-3348	67	32	,	,	PUNCT
easat-3348	67	33	etc	etc	X
easat-3348	67	34	.	.	X
easat-3348	68	1	the	the	DET
easat-3348	68	2	high	high	ADJ
easat-3348	68	3	volume	volume	NOUN
easat-3348	68	4	of	of	ADP
easat-3348	68	5	the	the	DET
easat-3348	68	6	experimental	experimental	ADJ
easat-3348	68	7	databank	databank	NOUN
easat-3348	68	8	in	in	ADP
easat-3348	68	9	structural	structural	ADJ
easat-3348	68	10	engineering	engineering	NOUN
easat-3348	68	11	helps	help	VERB
easat-3348	68	12	the	the	DET
easat-3348	68	13	structural	structural	ADJ
easat-3348	68	14	engineers	engineer	NOUN
easat-3348	68	15	to	to	PART
easat-3348	68	16	build	build	VERB
easat-3348	68	17	sophisticated	sophisticated	ADJ
easat-3348	68	18	algorithms	algorithm	NOUN
easat-3348	68	19	that	that	PRON
easat-3348	68	20	learn	learn	VERB
easat-3348	68	21	from	from	ADP
easat-3348	68	22	the	the	DET
easat-3348	68	23	experimental	experimental	ADJ
easat-3348	68	24	database	database	NOUN
easat-3348	68	25	,	,	PUNCT
easat-3348	68	26	while	while	SCONJ
easat-3348	68	27	satisfying	satisfy	VERB
easat-3348	68	28	a	a	DET
easat-3348	68	29	certain	certain	ADJ
easat-3348	68	30	statistical	statistical	ADJ
easat-3348	68	31	performance	performance	NOUN
easat-3348	68	32	to	to	PART
easat-3348	68	33	predict	predict	VERB
easat-3348	68	34	the	the	DET
easat-3348	68	35	desired	desire	VERB
easat-3348	68	36	outputs	output	NOUN
easat-3348	68	37	for	for	ADP
easat-3348	68	38	certain	certain	ADJ
easat-3348	68	39	problem	problem	NOUN
easat-3348	68	40	input	input	NOUN
easat-3348	68	41	parameters	parameter	NOUN
easat-3348	68	42	accurately	accurately	ADV
easat-3348	68	43	[	[	X
easat-3348	68	44	4	4	NUM
easat-3348	68	45	]	]	PUNCT
easat-3348	68	46	.	.	PUNCT
easat-3348	69	1	[	[	X
easat-3348	69	2	5	5	NUM
easat-3348	69	3	]	]	PUNCT
easat-3348	69	4	ml	ml	PROPN
easat-3348	69	5	(	(	PUNCT
easat-3348	69	6	machine	machine	NOUN
easat-3348	69	7	learning	learning	NOUN
easat-3348	69	8	)	)	PUNCT
easat-3348	69	9	techniques	technique	NOUN
easat-3348	69	10	have	have	AUX
easat-3348	69	11	often	often	ADV
easat-3348	69	12	been	be	AUX
easat-3348	69	13	used	use	VERB
easat-3348	69	14	to	to	PART
easat-3348	69	15	model	model	VERB
easat-3348	69	16	structural	structural	ADJ
easat-3348	69	17	engineering	engineering	NOUN
easat-3348	69	18	problems	problem	NOUN
easat-3348	69	19	.	.	PUNCT
easat-3348	70	1	they	they	PRON
easat-3348	70	2	also	also	ADV
easat-3348	70	3	extend	extend	VERB
easat-3348	70	4	to	to	ADP
easat-3348	70	5	assessments	assessment	NOUN
easat-3348	70	6	in	in	ADP
easat-3348	70	7	the	the	DET
easat-3348	70	8	structural	structural	ADJ
easat-3348	70	9	reliability	reliability	NOUN
easat-3348	70	10	realm	realm	NOUN
easat-3348	70	11	,	,	PUNCT
easat-3348	70	12	such	such	ADJ
easat-3348	70	13	as	as	ADP
easat-3348	70	14	downscaling	downscale	VERB
easat-3348	70	15	the	the	DET
easat-3348	70	16	computing	computing	NOUN
easat-3348	70	17	effort	effort	NOUN
easat-3348	70	18	of	of	ADP
easat-3348	70	19	stochastic	stochastic	ADJ
easat-3348	70	20	simulations	simulation	NOUN
easat-3348	70	21	and	and	CCONJ
easat-3348	70	22	performance	performance	NOUN
easat-3348	70	23	evaluating	evaluating	NOUN
easat-3348	70	24	of	of	ADP
easat-3348	70	25	structural	structural	ADJ
easat-3348	70	26	systems	system	NOUN
easat-3348	70	27	of	of	ADP
easat-3348	70	28	high	high	ADJ
easat-3348	70	29	complexity	complexity	NOUN
easat-3348	70	30	.	.	PUNCT
easat-3348	71	1	some	some	PRON
easat-3348	71	2	of	of	ADP
easat-3348	71	3	these	these	DET
easat-3348	71	4	studies	study	NOUN
easat-3348	71	5	have	have	AUX
easat-3348	71	6	delivered	deliver	VERB
easat-3348	71	7	interesting	interesting	ADJ
easat-3348	71	8	results	result	NOUN
easat-3348	71	9	on	on	ADP
easat-3348	71	10	the	the	DET
easat-3348	71	11	application	application	NOUN
easat-3348	71	12	of	of	ADP
easat-3348	71	13	ml	ml	NOUN
easat-3348	71	14	and	and	CCONJ
easat-3348	71	15	other	other	ADJ
easat-3348	71	16	soft	soft	ADJ
easat-3348	71	17	computing	computing	NOUN
easat-3348	71	18	techniques	technique	NOUN
easat-3348	71	19	to	to	PART
easat-3348	71	20	model	model	VERB
easat-3348	71	21	concrete	concrete	ADJ
easat-3348	71	22	engineering	engineering	NOUN
easat-3348	71	23	problems	problem	NOUN
easat-3348	71	24	.	.	PUNCT
easat-3348	72	1	6157	6157	NUM
easat-3348	72	2	edelweiss	edelweiss	PROPN
easat-3348	72	3	applied	apply	VERB
easat-3348	72	4	science	science	NOUN
easat-3348	72	5	and	and	CCONJ
easat-3348	72	6	technology	technology	NOUN
easat-3348	72	7	issn	issn	PROPN
easat-3348	72	8	:	:	PUNCT
easat-3348	72	9	2576	2576	NUM
easat-3348	72	10	-	-	SYM
easat-3348	72	11	8484	8484	NUM
easat-3348	72	12	vol	vol	NOUN
easat-3348	72	13	.	.	PROPN
easat-3348	72	14	8	8	NUM
easat-3348	72	15	,	,	PUNCT
easat-3348	72	16	no	no	INTJ
easat-3348	72	17	.	.	NOUN
easat-3348	73	1	6	6	NUM
easat-3348	73	2	:	:	SYM
easat-3348	73	3	6154	6154	NUM
easat-3348	73	4	-	-	SYM
easat-3348	73	5	6164	6164	NUM
easat-3348	73	6	,	,	PUNCT
easat-3348	73	7	2024	2024	NUM
easat-3348	73	8	doi	doi	NOUN
easat-3348	73	9	:	:	PUNCT
easat-3348	73	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	73	11	©	©	PROPN
easat-3348	73	12	2024	2024	NUM
easat-3348	73	13	by	by	ADP
easat-3348	73	14	the	the	DET
easat-3348	73	15	authors	author	NOUN
easat-3348	73	16	;	;	PUNCT
easat-3348	73	17	licensee	licensee	PROPN
easat-3348	73	18	learning	learn	VERB
easat-3348	73	19	gate	gate	PROPN
easat-3348	73	20	below	below	ADV
easat-3348	73	21	are	be	AUX
easat-3348	73	22	the	the	DET
easat-3348	73	23	diverse	diverse	ADJ
easat-3348	73	24	machine	machine	NOUN
easat-3348	73	25	learning	learning	NOUN
easat-3348	73	26	models	model	NOUN
easat-3348	73	27	(	(	PUNCT
easat-3348	73	28	mld	mld	PROPN
easat-3348	73	29	)	)	PUNCT
easat-3348	73	30	,	,	PUNCT
easat-3348	73	31	where	where	SCONJ
easat-3348	73	32	algorithms	algorithm	NOUN
easat-3348	73	33	and	and	CCONJ
easat-3348	73	34	data	datum	NOUN
easat-3348	73	35	converge	converge	VERB
easat-3348	73	36	to	to	PART
easat-3348	73	37	empower	empower	VERB
easat-3348	73	38	systems	system	NOUN
easat-3348	73	39	with	with	ADP
easat-3348	73	40	the	the	DET
easat-3348	73	41	ability	ability	NOUN
easat-3348	73	42	to	to	PART
easat-3348	73	43	learn	learn	VERB
easat-3348	73	44	and	and	CCONJ
easat-3348	73	45	make	make	VERB
easat-3348	73	46	predictions	prediction	NOUN
easat-3348	73	47	or	or	CCONJ
easat-3348	73	48	decisions	decision	NOUN
easat-3348	73	49	●	●	NUM
easat-3348	73	50	linear	linear	ADJ
easat-3348	73	51	regression	regression	NOUN
easat-3348	73	52	:	:	PUNCT
easat-3348	73	53	linear	linear	ADJ
easat-3348	73	54	regression	regression	NOUN
easat-3348	73	55	is	be	AUX
easat-3348	73	56	a	a	DET
easat-3348	73	57	supervised	supervised	ADJ
easat-3348	73	58	learning	learning	NOUN
easat-3348	73	59	algorithm	algorithm	NOUN
easat-3348	73	60	used	use	VERB
easat-3348	73	61	for	for	ADP
easat-3348	73	62	regression	regression	NOUN
easat-3348	73	63	tasks	task	NOUN
easat-3348	73	64	.	.	PUNCT
easat-3348	74	1	its	its	PRON
easat-3348	74	2	objective	objective	NOUN
easat-3348	74	3	is	be	AUX
easat-3348	74	4	to	to	PART
easat-3348	74	5	predict	predict	VERB
easat-3348	74	6	a	a	DET
easat-3348	74	7	continuous	continuous	ADJ
easat-3348	74	8	output	output	NOUN
easat-3348	74	9	variable	variable	NOUN
easat-3348	74	10	based	base	VERB
easat-3348	74	11	on	on	ADP
easat-3348	74	12	one	one	NUM
easat-3348	74	13	or	or	CCONJ
easat-3348	74	14	more	more	ADJ
easat-3348	74	15	input	input	NOUN
easat-3348	74	16	features	feature	NOUN
easat-3348	74	17	.	.	PUNCT
easat-3348	75	1	the	the	DET
easat-3348	75	2	algorithm	algorithm	NOUN
easat-3348	75	3	assumes	assume	VERB
easat-3348	75	4	a	a	DET
easat-3348	75	5	linear	linear	ADJ
easat-3348	75	6	relationship	relationship	NOUN
easat-3348	75	7	between	between	ADP
easat-3348	75	8	the	the	DET
easat-3348	75	9	input	input	NOUN
easat-3348	75	10	features	feature	NOUN
easat-3348	75	11	and	and	CCONJ
easat-3348	75	12	the	the	DET
easat-3348	75	13	output	output	NOUN
easat-3348	75	14	variable	variable	NOUN
easat-3348	75	15	.	.	PUNCT
easat-3348	76	1	it	it	PRON
easat-3348	76	2	finds	find	VERB
easat-3348	76	3	the	the	DET
easat-3348	76	4	best	well	ADV
easat-3348	76	5	-	-	PUNCT
easat-3348	76	6	fitting	fit	VERB
easat-3348	76	7	line	line	NOUN
easat-3348	76	8	that	that	PRON
easat-3348	76	9	minimizes	minimize	VERB
easat-3348	76	10	the	the	DET
easat-3348	76	11	sum	sum	NOUN
easat-3348	76	12	of	of	ADP
easat-3348	76	13	squared	square	VERB
easat-3348	76	14	differences	difference	NOUN
easat-3348	76	15	between	between	ADP
easat-3348	76	16	the	the	DET
easat-3348	76	17	predicted	predict	VERB
easat-3348	76	18	and	and	CCONJ
easat-3348	76	19	actual	actual	ADJ
easat-3348	76	20	values	value	NOUN
easat-3348	76	21	[	[	X
easat-3348	76	22	6	6	NUM
easat-3348	76	23	]	]	PUNCT
easat-3348	76	24	.	.	PUNCT
easat-3348	77	1	●	●	PUNCT
easat-3348	77	2	decision	decision	NOUN
easat-3348	77	3	trees	tree	NOUN
easat-3348	77	4	are	be	AUX
easat-3348	77	5	versatile	versatile	ADJ
easat-3348	77	6	models	model	NOUN
easat-3348	77	7	applicable	applicable	ADJ
easat-3348	77	8	to	to	ADP
easat-3348	77	9	both	both	CCONJ
easat-3348	77	10	classification	classification	NOUN
easat-3348	77	11	and	and	CCONJ
easat-3348	77	12	regression	regression	NOUN
easat-3348	77	13	tasks	task	NOUN
easat-3348	77	14	.	.	PUNCT
easat-3348	78	1	they	they	PRON
easat-3348	78	2	represent	represent	VERB
easat-3348	78	3	a	a	DET
easat-3348	78	4	tree	tree	NOUN
easat-3348	78	5	-	-	PUNCT
easat-3348	78	6	like	like	ADJ
easat-3348	78	7	structure	structure	NOUN
easat-3348	78	8	where	where	SCONJ
easat-3348	78	9	each	each	DET
easat-3348	78	10	internal	internal	ADJ
easat-3348	78	11	node	node	NOUN
easat-3348	78	12	signifies	signify	VERB
easat-3348	78	13	a	a	DET
easat-3348	78	14	decision	decision	NOUN
easat-3348	78	15	based	base	VERB
easat-3348	78	16	on	on	ADP
easat-3348	78	17	an	an	DET
easat-3348	78	18	attribute	attribute	NOUN
easat-3348	78	19	,	,	PUNCT
easat-3348	78	20	branches	branch	NOUN
easat-3348	78	21	represent	represent	VERB
easat-3348	78	22	decision	decision	NOUN
easat-3348	78	23	outcomes	outcome	NOUN
easat-3348	78	24	,	,	PUNCT
easat-3348	78	25	and	and	CCONJ
easat-3348	78	26	leaves	leave	NOUN
easat-3348	78	27	denote	denote	VERB
easat-3348	78	28	final	final	ADJ
easat-3348	78	29	predicted	predict	VERB
easat-3348	78	30	outputs	output	NOUN
easat-3348	78	31	.	.	PUNCT
easat-3348	79	1	decision	decision	NOUN
easat-3348	79	2	trees	tree	NOUN
easat-3348	79	3	are	be	AUX
easat-3348	79	4	known	know	VERB
easat-3348	79	5	for	for	ADP
easat-3348	79	6	their	their	PRON
easat-3348	79	7	interpretability	interpretability	NOUN
easat-3348	79	8	and	and	CCONJ
easat-3348	79	9	ability	ability	NOUN
easat-3348	79	10	to	to	PART
easat-3348	79	11	handle	handle	VERB
easat-3348	79	12	non	non	ADJ
easat-3348	79	13	-	-	ADJ
easat-3348	79	14	linear	linear	ADJ
easat-3348	79	15	relationships	relationship	NOUN
easat-3348	79	16	[	[	X
easat-3348	79	17	7	7	NUM
easat-3348	79	18	]	]	PUNCT
easat-3348	79	19	.	.	PUNCT
easat-3348	80	1	●	●	PUNCT
easat-3348	80	2	random	random	ADJ
easat-3348	80	3	forest	forest	NOUN
easat-3348	80	4	is	be	AUX
easat-3348	80	5	an	an	DET
easat-3348	80	6	ensemble	ensemble	ADJ
easat-3348	80	7	learning	learning	NOUN
easat-3348	80	8	method	method	NOUN
easat-3348	80	9	that	that	PRON
easat-3348	80	10	builds	build	VERB
easat-3348	80	11	multiple	multiple	ADJ
easat-3348	80	12	decision	decision	NOUN
easat-3348	80	13	trees	tree	NOUN
easat-3348	80	14	and	and	CCONJ
easat-3348	80	15	combines	combine	VERB
easat-3348	80	16	their	their	PRON
easat-3348	80	17	predictions	prediction	NOUN
easat-3348	80	18	.	.	PUNCT
easat-3348	81	1	each	each	DET
easat-3348	81	2	tree	tree	NOUN
easat-3348	81	3	is	be	AUX
easat-3348	81	4	trained	train	VERB
easat-3348	81	5	on	on	ADP
easat-3348	81	6	a	a	DET
easat-3348	81	7	random	random	ADJ
easat-3348	81	8	subset	subset	NOUN
easat-3348	81	9	of	of	ADP
easat-3348	81	10	the	the	DET
easat-3348	81	11	training	training	NOUN
easat-3348	81	12	data	datum	NOUN
easat-3348	81	13	,	,	PUNCT
easat-3348	81	14	providing	provide	VERB
easat-3348	81	15	diversity	diversity	NOUN
easat-3348	81	16	.	.	PUNCT
easat-3348	82	1	the	the	DET
easat-3348	82	2	final	final	ADJ
easat-3348	82	3	prediction	prediction	NOUN
easat-3348	82	4	is	be	AUX
easat-3348	82	5	obtained	obtain	VERB
easat-3348	82	6	by	by	ADP
easat-3348	82	7	aggregating	aggregate	VERB
easat-3348	82	8	the	the	DET
easat-3348	82	9	outputs	output	NOUN
easat-3348	82	10	of	of	ADP
easat-3348	82	11	individual	individual	ADJ
easat-3348	82	12	trees	tree	NOUN
easat-3348	82	13	.	.	PUNCT
easat-3348	83	1	random	random	ADJ
easat-3348	83	2	forests	forest	NOUN
easat-3348	83	3	enhance	enhance	VERB
easat-3348	83	4	accuracy	accuracy	NOUN
easat-3348	83	5	and	and	CCONJ
easat-3348	83	6	robustness	robustness	NOUN
easat-3348	83	7	and	and	CCONJ
easat-3348	83	8	are	be	AUX
easat-3348	83	9	resilient	resilient	ADJ
easat-3348	83	10	to	to	ADP
easat-3348	83	11	overfitting	overfitte	VERB
easat-3348	83	12	[	[	X
easat-3348	83	13	8	8	NUM
easat-3348	83	14	]	]	X
easat-3348	83	15	.	.	PUNCT
easat-3348	84	1	●	●	PUNCT
easat-3348	84	2	k	k	X
easat-3348	84	3	-	-	PUNCT
easat-3348	84	4	nearest	near	ADJ
easat-3348	84	5	neighbours	neighbour	NOUN
easat-3348	84	6	(	(	PUNCT
easat-3348	84	7	knn	knn	PROPN
easat-3348	84	8	):	):	PUNCT
easat-3348	84	9	knn	knn	PROPN
easat-3348	84	10	is	be	AUX
easat-3348	84	11	an	an	DET
easat-3348	84	12	instance	instance	NOUN
easat-3348	84	13	-	-	PUNCT
easat-3348	84	14	based	base	VERB
easat-3348	84	15	learning	learning	NOUN
easat-3348	84	16	algorithm	algorithm	NOUN
easat-3348	84	17	for	for	ADP
easat-3348	84	18	classification	classification	NOUN
easat-3348	84	19	and	and	CCONJ
easat-3348	84	20	regression	regression	NOUN
easat-3348	84	21	tasks	task	NOUN
easat-3348	84	22	.	.	PUNCT
easat-3348	85	1	it	it	PRON
easat-3348	85	2	makes	make	VERB
easat-3348	85	3	predictions	prediction	NOUN
easat-3348	85	4	based	base	VERB
easat-3348	85	5	on	on	ADP
easat-3348	85	6	the	the	DET
easat-3348	85	7	majority	majority	NOUN
easat-3348	85	8	class	class	NOUN
easat-3348	85	9	or	or	CCONJ
easat-3348	85	10	average	average	ADJ
easat-3348	85	11	value	value	NOUN
easat-3348	85	12	of	of	ADP
easat-3348	85	13	the	the	DET
easat-3348	85	14	knearest	knearest	NOUN
easat-3348	85	15	data	datum	NOUN
easat-3348	85	16	points	point	NOUN
easat-3348	85	17	in	in	ADP
easat-3348	85	18	the	the	DET
easat-3348	85	19	feature	feature	NOUN
easat-3348	85	20	space	space	NOUN
easat-3348	85	21	.	.	PUNCT
easat-3348	86	1	while	while	SCONJ
easat-3348	86	2	simple	simple	ADJ
easat-3348	86	3	and	and	CCONJ
easat-3348	86	4	intuitive	intuitive	ADJ
easat-3348	86	5	,	,	PUNCT
easat-3348	86	6	knn	knn	PROPN
easat-3348	86	7	can	can	AUX
easat-3348	86	8	be	be	AUX
easat-3348	86	9	computationally	computationally	ADV
easat-3348	86	10	expensive	expensive	ADJ
easat-3348	86	11	for	for	ADP
easat-3348	86	12	large	large	ADJ
easat-3348	86	13	datasets	dataset	NOUN
easat-3348	86	14	due	due	ADP
easat-3348	86	15	to	to	ADP
easat-3348	86	16	its	its	PRON
easat-3348	86	17	lazy	lazy	ADJ
easat-3348	86	18	learning	learning	NOUN
easat-3348	86	19	approach	approach	NOUN
easat-3348	86	20	.	.	PUNCT
easat-3348	87	1	neural	neural	ADJ
easat-3348	87	2	networks	network	NOUN
easat-3348	87	3	,	,	PUNCT
easat-3348	87	4	a	a	DET
easat-3348	87	5	core	core	NOUN
easat-3348	87	6	component	component	NOUN
easat-3348	87	7	of	of	ADP
easat-3348	87	8	deep	deep	ADJ
easat-3348	87	9	learning	learning	NOUN
easat-3348	87	10	,	,	PUNCT
easat-3348	87	11	consist	consist	VERB
easat-3348	87	12	of	of	ADP
easat-3348	87	13	layers	layer	NOUN
easat-3348	87	14	of	of	ADP
easat-3348	87	15	interconnected	interconnected	ADJ
easat-3348	87	16	nodes	node	NOUN
easat-3348	87	17	capable	capable	ADJ
easat-3348	87	18	of	of	ADP
easat-3348	87	19	learning	learn	VERB
easat-3348	87	20	complex	complex	ADJ
easat-3348	87	21	patterns	pattern	NOUN
easat-3348	87	22	.	.	PUNCT
easat-3348	88	1	they	they	PRON
easat-3348	88	2	excel	excel	VERB
easat-3348	88	3	in	in	ADP
easat-3348	88	4	various	various	ADJ
easat-3348	88	5	tasks	task	NOUN
easat-3348	88	6	,	,	PUNCT
easat-3348	88	7	including	include	VERB
easat-3348	88	8	image	image	NOUN
easat-3348	88	9	recognition	recognition	NOUN
easat-3348	88	10	and	and	CCONJ
easat-3348	88	11	natural	natural	ADJ
easat-3348	88	12	language	language	NOUN
easat-3348	88	13	processing	processing	NOUN
easat-3348	88	14	.	.	PUNCT
easat-3348	89	1	deep	deep	ADJ
easat-3348	89	2	neural	neural	ADJ
easat-3348	89	3	networks	network	NOUN
easat-3348	89	4	,	,	PUNCT
easat-3348	89	5	with	with	ADP
easat-3348	89	6	multiple	multiple	ADJ
easat-3348	89	7	layers	layer	NOUN
easat-3348	89	8	,	,	PUNCT
easat-3348	89	9	have	have	AUX
easat-3348	89	10	proven	prove	VERB
easat-3348	89	11	successful	successful	ADJ
easat-3348	89	12	in	in	ADP
easat-3348	89	13	solving	solve	VERB
easat-3348	89	14	intricate	intricate	ADJ
easat-3348	89	15	problems	problem	NOUN
easat-3348	89	16	by	by	ADP
easat-3348	89	17	automatically	automatically	ADV
easat-3348	89	18	extracting	extract	VERB
easat-3348	89	19	hierarchical	hierarchical	ADJ
easat-3348	89	20	features	feature	NOUN
easat-3348	89	21	.	.	PUNCT
easat-3348	90	1	gradient	gradient	ADJ
easat-3348	90	2	boosting	boost	VERB
easat-3348	90	3	machines	machine	NOUN
easat-3348	90	4	(	(	PUNCT
easat-3348	90	5	e.g.	e.g.	ADV
easat-3348	90	6	,	,	PUNCT
easat-3348	90	7	xgboost	xgboost	ADV
easat-3348	90	8	,	,	PUNCT
easat-3348	90	9	lightgbm	lightgbm	ADJ
easat-3348	90	10	):	):	PUNCT
easat-3348	90	11	gradient	gradient	NOUN
easat-3348	90	12	boosting	boosting	NOUN
easat-3348	90	13	is	be	AUX
easat-3348	90	14	an	an	DET
easat-3348	90	15	ensemble	ensemble	ADJ
easat-3348	90	16	learning	learning	NOUN
easat-3348	90	17	method	method	NOUN
easat-3348	90	18	that	that	PRON
easat-3348	90	19	builds	build	VERB
easat-3348	90	20	a	a	DET
easat-3348	90	21	series	series	NOUN
easat-3348	90	22	of	of	ADP
easat-3348	90	23	weak	weak	ADJ
easat-3348	90	24	learners	learner	NOUN
easat-3348	90	25	(	(	PUNCT
easat-3348	90	26	typically	typically	ADV
easat-3348	90	27	decision	decision	NOUN
easat-3348	90	28	trees	tree	NOUN
easat-3348	90	29	)	)	PUNCT
easat-3348	90	30	sequentially	sequentially	ADV
easat-3348	90	31	.	.	PUNCT
easat-3348	91	1	each	each	DET
easat-3348	91	2	tree	tree	NOUN
easat-3348	91	3	corrects	correct	VERB
easat-3348	91	4	errors	error	NOUN
easat-3348	91	5	of	of	ADP
easat-3348	91	6	the	the	DET
easat-3348	91	7	previous	previous	ADJ
easat-3348	91	8	one	one	NUM
easat-3348	91	9	,	,	PUNCT
easat-3348	91	10	and	and	CCONJ
easat-3348	91	11	their	their	PRON
easat-3348	91	12	predictions	prediction	NOUN
easat-3348	91	13	are	be	AUX
easat-3348	91	14	combined	combine	VERB
easat-3348	91	15	to	to	PART
easat-3348	91	16	form	form	VERB
easat-3348	91	17	a	a	DET
easat-3348	91	18	robust	robust	ADJ
easat-3348	91	19	model	model	NOUN
easat-3348	91	20	.	.	PUNCT
easat-3348	92	1	algorithms	algorithm	NOUN
easat-3348	92	2	like	like	ADP
easat-3348	92	3	xgboost	xgboost	ADV
easat-3348	92	4	and	and	CCONJ
easat-3348	92	5	lightgbm	lightgbm	NOUN
easat-3348	92	6	are	be	AUX
easat-3348	92	7	popular	popular	ADJ
easat-3348	92	8	implementations	implementation	NOUN
easat-3348	92	9	known	know	VERB
easat-3348	92	10	for	for	ADP
easat-3348	92	11	their	their	PRON
easat-3348	92	12	high	high	ADJ
easat-3348	92	13	predictive	predictive	ADJ
easat-3348	92	14	accuracy	accuracy	NOUN
easat-3348	92	15	and	and	CCONJ
easat-3348	92	16	efficiency	efficiency	NOUN
easat-3348	92	17	.	.	PUNCT
easat-3348	93	1	this	this	DET
easat-3348	93	2	in	in	ADP
easat-3348	93	3	-	-	PUNCT
easat-3348	93	4	depth	depth	NOUN
easat-3348	93	5	review	review	NOUN
easat-3348	93	6	focuses	focus	VERB
easat-3348	93	7	on	on	ADP
easat-3348	93	8	the	the	DET
easat-3348	93	9	important	important	ADJ
easat-3348	93	10	topic	topic	NOUN
easat-3348	93	11	of	of	ADP
easat-3348	93	12	predicting	predict	VERB
easat-3348	93	13	concrete	concrete	ADJ
easat-3348	93	14	compressive	compressive	ADJ
easat-3348	93	15	strength	strength	NOUN
easat-3348	93	16	for	for	ADP
easat-3348	93	17	industrial	industrial	ADJ
easat-3348	93	18	applications	application	NOUN
easat-3348	93	19	,	,	PUNCT
easat-3348	93	20	putting	put	VERB
easat-3348	93	21	light	light	NOUN
easat-3348	93	22	on	on	ADP
easat-3348	93	23	this	this	DET
easat-3348	93	24	domain	domain	NOUN
easat-3348	93	25	's	's	PART
easat-3348	93	26	critical	critical	ADJ
easat-3348	93	27	relevance	relevance	NOUN
easat-3348	93	28	.	.	PUNCT
easat-3348	94	1	it	it	PRON
easat-3348	94	2	highlights	highlight	VERB
easat-3348	94	3	the	the	DET
easat-3348	94	4	limits	limit	NOUN
easat-3348	94	5	of	of	ADP
easat-3348	94	6	previous	previous	ADJ
easat-3348	94	7	investigations	investigation	NOUN
easat-3348	94	8	,	,	PUNCT
easat-3348	94	9	which	which	PRON
easat-3348	94	10	were	be	AUX
easat-3348	94	11	mostly	mostly	ADV
easat-3348	94	12	due	due	ADJ
easat-3348	94	13	to	to	ADP
easat-3348	94	14	their	their	PRON
easat-3348	94	15	dependence	dependence	NOUN
easat-3348	94	16	on	on	ADP
easat-3348	94	17	small	small	ADJ
easat-3348	94	18	-	-	PUNCT
easat-3348	94	19	scale	scale	NOUN
easat-3348	94	20	,	,	PUNCT
easat-3348	94	21	laboratory	laboratory	NOUN
easat-3348	94	22	-	-	PUNCT
easat-3348	94	23	derived	derive	VERB
easat-3348	94	24	datasets	dataset	NOUN
easat-3348	94	25	.	.	PUNCT
easat-3348	95	1	to	to	PART
easat-3348	95	2	overcome	overcome	VERB
easat-3348	95	3	these	these	DET
easat-3348	95	4	constraints	constraint	NOUN
easat-3348	95	5	,	,	PUNCT
easat-3348	95	6	this	this	DET
easat-3348	95	7	paper	paper	NOUN
easat-3348	95	8	suggests	suggest	VERB
easat-3348	95	9	and	and	CCONJ
easat-3348	95	10	promotes	promote	VERB
easat-3348	95	11	the	the	DET
easat-3348	95	12	use	use	NOUN
easat-3348	95	13	of	of	ADP
easat-3348	95	14	statistical	statistical	ADJ
easat-3348	95	15	and	and	CCONJ
easat-3348	95	16	machine	machine	NOUN
easat-3348	95	17	learning	learning	NOUN
easat-3348	95	18	models	model	NOUN
easat-3348	95	19	,	,	PUNCT
easat-3348	95	20	with	with	ADP
easat-3348	95	21	a	a	DET
easat-3348	95	22	focus	focus	NOUN
easat-3348	95	23	on	on	ADP
easat-3348	95	24	compressive	compressive	ADJ
easat-3348	95	25	strength	strength	NOUN
easat-3348	95	26	prediction	prediction	NOUN
easat-3348	95	27	using	use	VERB
easat-3348	95	28	significantly	significantly	ADV
easat-3348	95	29	bigger	big	ADJ
easat-3348	95	30	datasets	dataset	NOUN
easat-3348	95	31	,	,	PUNCT
easat-3348	95	32	frequently	frequently	ADV
easat-3348	95	33	reaching	reach	VERB
easat-3348	95	34	10,000	10,000	NUM
easat-3348	95	35	observations	observation	NOUN
easat-3348	95	36	derived	derive	VERB
easat-3348	95	37	from	from	ADP
easat-3348	95	38	job	job	NOUN
easat-3348	95	39	-	-	PUNCT
easat-3348	95	40	site	site	NOUN
easat-3348	95	41	data	datum	NOUN
easat-3348	95	42	.	.	PUNCT
easat-3348	96	1	this	this	DET
easat-3348	96	2	transition	transition	NOUN
easat-3348	96	3	to	to	ADP
easat-3348	96	4	largescale	largescale	NOUN
easat-3348	96	5	,	,	PUNCT
easat-3348	96	6	real	real	ADJ
easat-3348	96	7	-	-	PUNCT
easat-3348	96	8	world	world	NOUN
easat-3348	96	9	data	datum	NOUN
easat-3348	96	10	intends	intend	VERB
easat-3348	96	11	to	to	PART
easat-3348	96	12	address	address	VERB
easat-3348	96	13	the	the	DET
easat-3348	96	14	drawbacks	drawback	NOUN
easat-3348	96	15	of	of	ADP
easat-3348	96	16	previous	previous	ADJ
easat-3348	96	17	studies	study	NOUN
easat-3348	96	18	,	,	PUNCT
easat-3348	96	19	highlighting	highlight	VERB
easat-3348	96	20	the	the	DET
easat-3348	96	21	potential	potential	ADJ
easat-3348	96	22	gains	gain	NOUN
easat-3348	96	23	feasible	feasible	ADJ
easat-3348	96	24	through	through	ADP
easat-3348	96	25	this	this	DET
easat-3348	96	26	new	new	ADJ
easat-3348	96	27	technique	technique	NOUN
easat-3348	96	28	in	in	ADP
easat-3348	96	29	the	the	DET
easat-3348	96	30	field	field	NOUN
easat-3348	96	31	of	of	ADP
easat-3348	96	32	concrete	concrete	ADJ
easat-3348	96	33	compressive	compressive	ADJ
easat-3348	96	34	strength	strength	NOUN
easat-3348	96	35	prediction.[9	prediction.[9	NOUN
easat-3348	96	36	]	]	PUNCT
easat-3348	96	37	.	.	PUNCT
easat-3348	97	1	the	the	DET
easat-3348	97	2	study	study	NOUN
easat-3348	97	3	addresses	address	VERB
easat-3348	97	4	the	the	DET
easat-3348	97	5	difficult	difficult	ADJ
easat-3348	97	6	challenge	challenge	NOUN
easat-3348	97	7	of	of	ADP
easat-3348	97	8	estimating	estimate	VERB
easat-3348	97	9	concrete	concrete	ADJ
easat-3348	97	10	compressive	compressive	ADJ
easat-3348	97	11	strength	strength	NOUN
easat-3348	97	12	by	by	ADP
easat-3348	97	13	considering	consider	VERB
easat-3348	97	14	variables	variable	NOUN
easat-3348	97	15	such	such	ADJ
easat-3348	97	16	as	as	ADP
easat-3348	97	17	aggregate	aggregate	ADJ
easat-3348	97	18	size	size	NOUN
easat-3348	97	19	,	,	PUNCT
easat-3348	97	20	water	water	NOUN
easat-3348	97	21	-	-	PUNCT
easat-3348	97	22	cement	cement	NOUN
easat-3348	97	23	ratio	ratio	NOUN
easat-3348	97	24	,	,	PUNCT
easat-3348	97	25	and	and	CCONJ
easat-3348	97	26	the	the	DET
easat-3348	97	27	addition	addition	NOUN
easat-3348	97	28	of	of	ADP
easat-3348	97	29	industrial	industrial	ADJ
easat-3348	97	30	waste	waste	NOUN
easat-3348	97	31	such	such	ADJ
easat-3348	97	32	as	as	ADP
easat-3348	97	33	fly	fly	NOUN
easat-3348	97	34	ash	ash	NOUN
easat-3348	97	35	.	.	PUNCT
easat-3348	98	1	it	it	PRON
easat-3348	98	2	describes	describe	VERB
easat-3348	98	3	how	how	SCONJ
easat-3348	98	4	to	to	PART
easat-3348	98	5	use	use	VERB
easat-3348	98	6	machine	machine	NOUN
easat-3348	98	7	learning	learn	VERB
easat-3348	98	8	algorithms	algorithm	NOUN
easat-3348	98	9	to	to	PART
easat-3348	98	10	estimate	estimate	VERB
easat-3348	98	11	compressive	compressive	ADJ
easat-3348	98	12	strength	strength	NOUN
easat-3348	98	13	using	use	VERB
easat-3348	98	14	critical	critical	ADJ
easat-3348	98	15	input	input	NOUN
easat-3348	98	16	factors	factor	NOUN
easat-3348	98	17	like	like	ADP
easat-3348	98	18	as	as	ADP
easat-3348	98	19	cement	cement	NOUN
easat-3348	98	20	,	,	PUNCT
easat-3348	98	21	fine	fine	ADJ
easat-3348	98	22	aggregate	aggregate	NOUN
easat-3348	98	23	,	,	PUNCT
easat-3348	98	24	coarse	coarse	ADJ
easat-3348	98	25	aggregates	aggregate	NOUN
easat-3348	98	26	,	,	PUNCT
easat-3348	98	27	fly	fly	VERB
easat-3348	98	28	ash	ash	NOUN
easat-3348	98	29	,	,	PUNCT
easat-3348	98	30	water	water	NOUN
easat-3348	98	31	content	content	NOUN
easat-3348	98	32	,	,	PUNCT
easat-3348	98	33	superplasticizer	superplasticizer	NOUN
easat-3348	98	34	%	%	NOUN
easat-3348	98	35	,	,	PUNCT
easat-3348	98	36	and	and	CCONJ
easat-3348	98	37	curing	cure	VERB
easat-3348	98	38	days.[10	days.[10	NOUN
easat-3348	98	39	]	]	PUNCT
easat-3348	98	40	.	.	PUNCT
easat-3348	99	1	the	the	DET
easat-3348	99	2	argument	argument	NOUN
easat-3348	99	3	over	over	ADP
easat-3348	99	4	concrete	concrete	ADJ
easat-3348	99	5	mixture	mixture	NOUN
easat-3348	99	6	design	design	NOUN
easat-3348	99	7	optimization	optimization	NOUN
easat-3348	99	8	falls	fall	VERB
easat-3348	99	9	into	into	ADP
easat-3348	99	10	its	its	PRON
easat-3348	99	11	inspiration	inspiration	NOUN
easat-3348	99	12	,	,	PUNCT
easat-3348	99	13	which	which	PRON
easat-3348	99	14	is	be	AUX
easat-3348	99	15	motivated	motivate	VERB
easat-3348	99	16	by	by	ADP
easat-3348	99	17	the	the	DET
easat-3348	99	18	need	need	NOUN
easat-3348	99	19	to	to	PART
easat-3348	99	20	achieve	achieve	VERB
easat-3348	99	21	a	a	DET
easat-3348	99	22	wide	wide	ADJ
easat-3348	99	23	range	range	NOUN
easat-3348	99	24	of	of	ADP
easat-3348	99	25	performance	performance	NOUN
easat-3348	99	26	requirements	requirement	NOUN
easat-3348	99	27	,	,	PUNCT
easat-3348	99	28	including	include	VERB
easat-3348	99	29	costeffectiveness	costeffectiveness	NOUN
easat-3348	99	30	,	,	PUNCT
easat-3348	99	31	workability	workability	NOUN
easat-3348	99	32	,	,	PUNCT
easat-3348	99	33	mechanical	mechanical	ADJ
easat-3348	99	34	properties	property	NOUN
easat-3348	99	35	,	,	PUNCT
easat-3348	99	36	durability	durability	NOUN
easat-3348	99	37	,	,	PUNCT
easat-3348	99	38	and	and	CCONJ
easat-3348	99	39	sustainability	sustainability	NOUN
easat-3348	99	40	.	.	PUNCT
easat-3348	100	1	it	it	PRON
easat-3348	100	2	explains	explain	VERB
easat-3348	100	3	how	how	SCONJ
easat-3348	100	4	design	design	NOUN
easat-3348	100	5	decision	decision	NOUN
easat-3348	100	6	-	-	PUNCT
easat-3348	100	7	making	making	NOUN
easat-3348	100	8	has	have	AUX
easat-3348	100	9	shifted	shift	VERB
easat-3348	100	10	from	from	ADP
easat-3348	100	11	obtaining	obtain	VERB
easat-3348	100	12	certain	certain	ADJ
easat-3348	100	13	tangible	tangible	ADJ
easat-3348	100	14	attributes	attribute	NOUN
easat-3348	100	15	to	to	ADP
easat-3348	100	16	the	the	DET
easat-3348	100	17	more	more	ADV
easat-3348	100	18	complex	complex	ADJ
easat-3348	100	19	skill	skill	NOUN
easat-3348	100	20	of	of	ADP
easat-3348	100	21	modifying	modify	VERB
easat-3348	100	22	and	and	CCONJ
easat-3348	100	23	enhancing	enhance	VERB
easat-3348	100	24	these	these	DET
easat-3348	100	25	properties	property	NOUN
easat-3348	100	26	using	use	VERB
easat-3348	100	27	computer	computer	NOUN
easat-3348	100	28	tools	tool	NOUN
easat-3348	100	29	and	and	CCONJ
easat-3348	100	30	methodologies	methodology	NOUN
easat-3348	100	31	[	[	X
easat-3348	100	32	11	11	NUM
easat-3348	100	33	]	]	PUNCT
easat-3348	100	34	.	.	PUNCT
easat-3348	101	1	investigate	investigate	VERB
easat-3348	101	2	the	the	DET
easat-3348	101	3	use	use	NOUN
easat-3348	101	4	of	of	ADP
easat-3348	101	5	machine	machine	NOUN
easat-3348	101	6	learning	learning	NOUN
easat-3348	101	7	(	(	PUNCT
easat-3348	101	8	ml	ml	NOUN
easat-3348	101	9	)	)	PUNCT
easat-3348	101	10	models	model	NOUN
easat-3348	101	11	to	to	PART
easat-3348	101	12	forecast	forecast	VERB
easat-3348	101	13	the	the	DET
easat-3348	101	14	compressive	compressive	ADJ
easat-3348	101	15	strength	strength	NOUN
easat-3348	101	16	of	of	ADP
easat-3348	101	17	selfcompacting	selfcompacte	VERB
easat-3348	101	18	concrete	concrete	NOUN
easat-3348	101	19	(	(	PUNCT
easat-3348	101	20	scc	scc	NOUN
easat-3348	101	21	)	)	PUNCT
easat-3348	101	22	with	with	ADP
easat-3348	101	23	supplementary	supplementary	ADJ
easat-3348	101	24	cementitious	cementitious	ADJ
easat-3348	101	25	materials	material	NOUN
easat-3348	101	26	(	(	PUNCT
easat-3348	101	27	scms	scms	PROPN
easat-3348	101	28	)	)	PUNCT
easat-3348	101	29	and	and	CCONJ
easat-3348	101	30	recycled	recycle	VERB
easat-3348	101	31	coarse	coarse	NOUN
easat-3348	101	32	aggregate	aggregate	NOUN
easat-3348	101	33	(	(	PUNCT
easat-3348	101	34	rca	rca	PROPN
easat-3348	101	35	)	)	PUNCT
easat-3348	101	36	.	.	PUNCT
easat-3348	102	1	traditional	traditional	ADJ
easat-3348	102	2	experimental	experimental	ADJ
easat-3348	102	3	techniques	technique	NOUN
easat-3348	102	4	to	to	PART
easat-3348	102	5	forecasting	forecast	VERB
easat-3348	102	6	concrete	concrete	ADJ
easat-3348	102	7	strength	strength	NOUN
easat-3348	102	8	are	be	AUX
easat-3348	102	9	inefficient	inefficient	ADJ
easat-3348	102	10	,	,	PUNCT
easat-3348	102	11	time	time	NOUN
easat-3348	102	12	-	-	PUNCT
easat-3348	102	13	consuming	consume	VERB
easat-3348	102	14	,	,	PUNCT
easat-3348	102	15	and	and	CCONJ
easat-3348	102	16	expensive	expensive	ADJ
easat-3348	102	17	,	,	PUNCT
easat-3348	102	18	according	accord	VERB
easat-3348	102	19	to	to	ADP
easat-3348	102	20	the	the	DET
easat-3348	102	21	study	study	NOUN
easat-3348	102	22	.	.	PUNCT
easat-3348	103	1	the	the	DET
easat-3348	103	2	research	research	NOUN
easat-3348	103	3	provides	provide	VERB
easat-3348	103	4	a	a	DET
easat-3348	103	5	core	core	NOUN
easat-3348	103	6	understanding	understanding	NOUN
easat-3348	103	7	of	of	ADP
easat-3348	103	8	scc	scc	ADJ
easat-3348	103	9	properties	property	NOUN
easat-3348	103	10	critical	critical	ADJ
easat-3348	103	11	for	for	ADP
easat-3348	103	12	predictive	predictive	ADJ
easat-3348	103	13	modeling	modeling	NOUN
easat-3348	103	14	by	by	ADP
easat-3348	103	15	building	build	VERB
easat-3348	103	16	a	a	DET
easat-3348	103	17	complete	complete	ADJ
easat-3348	103	18	database	database	NOUN
easat-3348	103	19	of	of	ADP
easat-3348	103	20	337	337	NUM
easat-3348	103	21	samples	sample	NOUN
easat-3348	103	22	with	with	ADP
easat-3348	103	23	10	10	NUM
easat-3348	103	24	attributes	attribute	NOUN
easat-3348	103	25	,	,	PUNCT
easat-3348	103	26	including	include	VERB
easat-3348	103	27	varied	varied	ADJ
easat-3348	103	28	material	material	NOUN
easat-3348	103	29	compositions	composition	NOUN
easat-3348	103	30	and	and	CCONJ
easat-3348	103	31	curing	cure	VERB
easat-3348	103	32	ages	age	NOUN
easat-3348	103	33	.	.	PUNCT
easat-3348	104	1	this	this	DET
easat-3348	104	2	technique	technique	NOUN
easat-3348	104	3	is	be	AUX
easat-3348	104	4	consistent	consistent	ADJ
easat-3348	104	5	with	with	ADP
easat-3348	104	6	the	the	DET
easat-3348	104	7	6158	6158	NUM
easat-3348	104	8	edelweiss	edelweiss	PROPN
easat-3348	104	9	applied	apply	VERB
easat-3348	104	10	science	science	NOUN
easat-3348	104	11	and	and	CCONJ
easat-3348	104	12	technology	technology	NOUN
easat-3348	104	13	issn	issn	PROPN
easat-3348	104	14	:	:	PUNCT
easat-3348	104	15	2576	2576	NUM
easat-3348	104	16	-	-	SYM
easat-3348	104	17	8484	8484	NUM
easat-3348	104	18	vol	vol	NOUN
easat-3348	104	19	.	.	PROPN
easat-3348	104	20	8	8	NUM
easat-3348	104	21	,	,	PUNCT
easat-3348	104	22	no	no	INTJ
easat-3348	104	23	.	.	NOUN
easat-3348	105	1	6	6	NUM
easat-3348	105	2	:	:	SYM
easat-3348	105	3	6154	6154	NUM
easat-3348	105	4	-	-	SYM
easat-3348	105	5	6164	6164	NUM
easat-3348	105	6	,	,	PUNCT
easat-3348	105	7	2024	2024	NUM
easat-3348	105	8	doi	doi	NOUN
easat-3348	105	9	:	:	PUNCT
easat-3348	105	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	105	11	©	©	PROPN
easat-3348	105	12	2024	2024	NUM
easat-3348	105	13	by	by	ADP
easat-3348	105	14	the	the	DET
easat-3348	105	15	authors	author	NOUN
easat-3348	105	16	;	;	PUNCT
easat-3348	105	17	licensee	licensee	PROPN
easat-3348	105	18	learning	learn	VERB
easat-3348	105	19	gate	gate	VERB
easat-3348	105	20	conceptual	conceptual	ADJ
easat-3348	105	21	framework	framework	NOUN
easat-3348	105	22	in	in	ADP
easat-3348	105	23	that	that	SCONJ
easat-3348	105	24	it	it	PRON
easat-3348	105	25	investigates	investigate	VERB
easat-3348	105	26	ml	ml	NOUN
easat-3348	105	27	's	's	PART
easat-3348	105	28	capacity	capacity	NOUN
easat-3348	105	29	to	to	PART
easat-3348	105	30	overcome	overcome	VERB
easat-3348	105	31	limits	limit	NOUN
easat-3348	105	32	in	in	ADP
easat-3348	105	33	forecasting	forecast	VERB
easat-3348	105	34	concrete	concrete	ADJ
easat-3348	105	35	strength	strength	NOUN
easat-3348	105	36	in	in	ADP
easat-3348	105	37	the	the	DET
easat-3348	105	38	context	context	NOUN
easat-3348	105	39	of	of	ADP
easat-3348	105	40	complex	complex	ADJ
easat-3348	105	41	material	material	NOUN
easat-3348	105	42	interactions	interaction	NOUN
easat-3348	105	43	inside	inside	ADP
easat-3348	105	44	scc.[12	scc.[12	NOUN
easat-3348	105	45	]	]	PUNCT
easat-3348	105	46	.	.	PUNCT
easat-3348	106	1	the	the	DET
easat-3348	106	2	research	research	NOUN
easat-3348	106	3	focuses	focus	VERB
easat-3348	106	4	on	on	ADP
easat-3348	106	5	the	the	DET
easat-3348	106	6	transition	transition	NOUN
easat-3348	106	7	from	from	ADP
easat-3348	106	8	traditional	traditional	ADJ
easat-3348	106	9	empirical	empirical	ADJ
easat-3348	106	10	and	and	CCONJ
easat-3348	106	11	statistical	statistical	ADJ
easat-3348	106	12	models	model	NOUN
easat-3348	106	13	to	to	ADP
easat-3348	106	14	the	the	DET
easat-3348	106	15	examination	examination	NOUN
easat-3348	106	16	of	of	ADP
easat-3348	106	17	machine	machine	NOUN
easat-3348	106	18	learning	learning	NOUN
easat-3348	106	19	(	(	PUNCT
easat-3348	106	20	ml	ml	NOUN
easat-3348	106	21	)	)	PUNCT
easat-3348	106	22	models	model	NOUN
easat-3348	106	23	for	for	ADP
easat-3348	106	24	predicting	predict	VERB
easat-3348	106	25	concrete	concrete	ADJ
easat-3348	106	26	mechanical	mechanical	ADJ
easat-3348	106	27	characteristics	characteristic	NOUN
easat-3348	106	28	.	.	PUNCT
easat-3348	107	1	the	the	DET
easat-3348	107	2	constraints	constraint	NOUN
easat-3348	107	3	of	of	ADP
easat-3348	107	4	previous	previous	ADJ
easat-3348	107	5	models	model	NOUN
easat-3348	107	6	,	,	PUNCT
easat-3348	107	7	which	which	PRON
easat-3348	107	8	require	require	VERB
easat-3348	107	9	substantial	substantial	ADJ
easat-3348	107	10	experimental	experimental	ADJ
easat-3348	107	11	labour	labour	NOUN
easat-3348	107	12	and	and	CCONJ
easat-3348	107	13	might	might	AUX
easat-3348	107	14	yield	yield	VERB
easat-3348	107	15	erroneous	erroneous	ADJ
easat-3348	107	16	findings	finding	NOUN
easat-3348	107	17	for	for	ADP
easat-3348	107	18	complicated	complicated	ADJ
easat-3348	107	19	concrete	concrete	ADJ
easat-3348	107	20	mixtures	mixture	NOUN
easat-3348	107	21	,	,	PUNCT
easat-3348	107	22	have	have	AUX
easat-3348	107	23	spurred	spur	VERB
easat-3348	107	24	this	this	DET
easat-3348	107	25	transition	transition	NOUN
easat-3348	107	26	.	.	PUNCT
easat-3348	108	1	the	the	DET
easat-3348	108	2	study	study	NOUN
easat-3348	108	3	serves	serve	VERB
easat-3348	108	4	as	as	ADP
easat-3348	108	5	a	a	DET
easat-3348	108	6	conceptual	conceptual	ADJ
easat-3348	108	7	foundation	foundation	NOUN
easat-3348	108	8	by	by	ADP
easat-3348	108	9	emphasizing	emphasize	VERB
easat-3348	108	10	the	the	DET
easat-3348	108	11	necessity	necessity	NOUN
easat-3348	108	12	for	for	ADP
easat-3348	108	13	different	different	ADJ
easat-3348	108	14	techniques	technique	NOUN
easat-3348	108	15	to	to	PART
easat-3348	108	16	properly	properly	ADV
easat-3348	108	17	estimate	estimate	VERB
easat-3348	108	18	concrete	concrete	ADJ
easat-3348	108	19	strength	strength	NOUN
easat-3348	108	20	[	[	X
easat-3348	108	21	13	13	NUM
easat-3348	108	22	]	]	PUNCT
easat-3348	108	23	.	.	PUNCT
easat-3348	109	1	the	the	DET
easat-3348	109	2	paper	paper	NOUN
easat-3348	109	3	develops	develop	VERB
easat-3348	109	4	a	a	DET
easat-3348	109	5	conceptual	conceptual	ADJ
easat-3348	109	6	framework	framework	NOUN
easat-3348	109	7	by	by	ADP
easat-3348	109	8	questioning	question	VERB
easat-3348	109	9	the	the	DET
easat-3348	109	10	widespread	widespread	ADJ
easat-3348	109	11	reliance	reliance	NOUN
easat-3348	109	12	on	on	ADP
easat-3348	109	13	laboratory	laboratory	NOUN
easat-3348	109	14	data	datum	NOUN
easat-3348	109	15	to	to	PART
easat-3348	109	16	predict	predict	VERB
easat-3348	109	17	concrete	concrete	ADJ
easat-3348	109	18	performance	performance	NOUN
easat-3348	109	19	.	.	PUNCT
easat-3348	110	1	the	the	DET
easat-3348	110	2	study	study	NOUN
easat-3348	110	3	advocates	advocate	VERB
easat-3348	110	4	a	a	DET
easat-3348	110	5	move	move	NOUN
easat-3348	110	6	toward	toward	ADP
easat-3348	110	7	leveraging	leverage	VERB
easat-3348	110	8	industrial	industrial	ADJ
easat-3348	110	9	data	datum	NOUN
easat-3348	110	10	for	for	ADP
easat-3348	110	11	ml	ml	NOUN
easat-3348	110	12	model	model	NOUN
easat-3348	110	13	development	development	NOUN
easat-3348	110	14	,	,	PUNCT
easat-3348	110	15	highlighting	highlight	VERB
easat-3348	110	16	the	the	DET
easat-3348	110	17	uncertainties	uncertainty	NOUN
easat-3348	110	18	in	in	ADP
easat-3348	110	19	industrial	industrial	ADJ
easat-3348	110	20	contexts	context	NOUN
easat-3348	110	21	and	and	CCONJ
easat-3348	110	22	significant	significant	ADJ
easat-3348	110	23	differences	difference	NOUN
easat-3348	110	24	between	between	ADP
easat-3348	110	25	laboratory	laboratory	NOUN
easat-3348	110	26	and	and	CCONJ
easat-3348	110	27	industrial	industrial	ADJ
easat-3348	110	28	concrete	concrete	NOUN
easat-3348	110	29	.	.	PUNCT
easat-3348	111	1	this	this	DET
easat-3348	111	2	conceptual	conceptual	ADJ
easat-3348	111	3	change	change	NOUN
easat-3348	111	4	reflects	reflect	VERB
easat-3348	111	5	the	the	DET
easat-3348	111	6	study	study	NOUN
easat-3348	111	7	's	's	PART
easat-3348	111	8	primary	primary	ADJ
easat-3348	111	9	goal	goal	NOUN
easat-3348	111	10	of	of	ADP
easat-3348	111	11	investigating	investigate	VERB
easat-3348	111	12	the	the	DET
easat-3348	111	13	use	use	NOUN
easat-3348	111	14	of	of	ADP
easat-3348	111	15	ml	ml	NOUN
easat-3348	111	16	models	model	NOUN
easat-3348	111	17	specifically	specifically	ADV
easat-3348	111	18	on	on	ADP
easat-3348	111	19	industrially	industrially	ADV
easat-3348	111	20	produced	produce	VERB
easat-3348	111	21	concrete	concrete	NOUN
easat-3348	111	22	,	,	PUNCT
easat-3348	111	23	while	while	SCONJ
easat-3348	111	24	admitting	admit	VERB
easat-3348	111	25	the	the	DET
easat-3348	111	26	limits	limit	NOUN
easat-3348	111	27	of	of	ADP
easat-3348	111	28	previous	previous	ADJ
easat-3348	111	29	research	research	NOUN
easat-3348	111	30	that	that	PRON
easat-3348	111	31	relied	rely	VERB
easat-3348	111	32	mostly	mostly	ADV
easat-3348	111	33	on	on	ADP
easat-3348	111	34	laboratory	laboratory	NOUN
easat-3348	111	35	-	-	PUNCT
easat-3348	111	36	derived	derive	VERB
easat-3348	111	37	models	model	NOUN
easat-3348	111	38	[	[	X
easat-3348	111	39	14	14	NUM
easat-3348	111	40	]	]	PUNCT
easat-3348	111	41	.	.	PUNCT
easat-3348	112	1	[	[	X
easat-3348	112	2	15	15	NUM
easat-3348	112	3	]	]	PUNCT
easat-3348	112	4	the	the	DET
easat-3348	112	5	conceptual	conceptual	ADJ
easat-3348	112	6	framework	framework	NOUN
easat-3348	112	7	of	of	ADP
easat-3348	112	8	the	the	DET
easat-3348	112	9	study	study	NOUN
easat-3348	112	10	combines	combine	VERB
easat-3348	112	11	ndt	ndt	ADJ
easat-3348	112	12	methods	method	NOUN
easat-3348	112	13	with	with	ADP
easat-3348	112	14	ml	ml	ADP
easat-3348	112	15	algorithms	algorithm	NOUN
easat-3348	112	16	to	to	PART
easat-3348	112	17	forecast	forecast	VERB
easat-3348	112	18	concrete	concrete	ADJ
easat-3348	112	19	strength	strength	NOUN
easat-3348	112	20	,	,	PUNCT
easat-3348	112	21	challenging	challenge	VERB
easat-3348	112	22	the	the	DET
easat-3348	112	23	conventional	conventional	ADJ
easat-3348	112	24	dependence	dependence	NOUN
easat-3348	112	25	on	on	ADP
easat-3348	112	26	time	time	NOUN
easat-3348	112	27	-	-	PUNCT
easat-3348	112	28	consuming	consume	VERB
easat-3348	112	29	and	and	CCONJ
easat-3348	112	30	costly	costly	ADJ
easat-3348	112	31	laboratory	laboratory	NOUN
easat-3348	112	32	procedures	procedure	NOUN
easat-3348	112	33	.	.	PUNCT
easat-3348	113	1	the	the	DET
easat-3348	113	2	study	study	NOUN
easat-3348	113	3	proposes	propose	VERB
easat-3348	113	4	a	a	DET
easat-3348	113	5	paradigm	paradigm	NOUN
easat-3348	113	6	shift	shift	NOUN
easat-3348	113	7	toward	toward	ADP
easat-3348	113	8	time	time	NOUN
easat-3348	113	9	-	-	PUNCT
easat-3348	113	10	efficient	efficient	ADJ
easat-3348	113	11	and	and	CCONJ
easat-3348	113	12	cost	cost	NOUN
easat-3348	113	13	-	-	PUNCT
easat-3348	113	14	effective	effective	ADJ
easat-3348	113	15	prediction	prediction	NOUN
easat-3348	113	16	models	model	NOUN
easat-3348	113	17	for	for	ADP
easat-3348	113	18	concrete	concrete	ADJ
easat-3348	113	19	strength	strength	NOUN
easat-3348	113	20	evaluation	evaluation	NOUN
easat-3348	113	21	by	by	ADP
easat-3348	113	22	highlighting	highlight	VERB
easat-3348	113	23	the	the	DET
easat-3348	113	24	utilization	utilization	NOUN
easat-3348	113	25	of	of	ADP
easat-3348	113	26	ndt	ndt	PROPN
easat-3348	113	27	data	data	PROPN
easat-3348	113	28	—	—	PUNCT
easat-3348	113	29	schmidt	schmidt	PROPN
easat-3348	113	30	hardness	hardness	NOUN
easat-3348	113	31	,	,	PUNCT
easat-3348	113	32	ultrasonic	ultrasonic	ADJ
easat-3348	113	33	velocities	velocity	NOUN
easat-3348	113	34	—	—	PUNCT
easat-3348	113	35	along	along	ADP
easat-3348	113	36	with	with	ADP
easat-3348	113	37	curing	cure	VERB
easat-3348	113	38	durations	duration	NOUN
easat-3348	113	39	and	and	CCONJ
easat-3348	113	40	moisture	moisture	NOUN
easat-3348	113	41	conditions	condition	NOUN
easat-3348	113	42	.	.	PUNCT
easat-3348	114	1	conceptually	conceptually	ADV
easat-3348	114	2	,	,	PUNCT
easat-3348	114	3	the	the	DET
easat-3348	114	4	study	study	NOUN
easat-3348	114	5	focuses	focus	VERB
easat-3348	114	6	on	on	ADP
easat-3348	114	7	leveraging	leverage	VERB
easat-3348	114	8	machine	machine	NOUN
easat-3348	114	9	learning	learning	NOUN
easat-3348	114	10	,	,	PUNCT
easat-3348	114	11	specifically	specifically	ADV
easat-3348	114	12	ann	ann	PROPN
easat-3348	114	13	,	,	PUNCT
easat-3348	114	14	to	to	PART
easat-3348	114	15	establish	establish	VERB
easat-3348	114	16	a	a	DET
easat-3348	114	17	predictive	predictive	ADJ
easat-3348	114	18	model	model	NOUN
easat-3348	114	19	for	for	ADP
easat-3348	114	20	concrete	concrete	ADJ
easat-3348	114	21	compressive	compressive	ADJ
easat-3348	114	22	strength	strength	NOUN
easat-3348	114	23	.	.	PUNCT
easat-3348	115	1	it	it	PRON
easat-3348	115	2	emphasizes	emphasize	VERB
easat-3348	115	3	the	the	DET
easat-3348	115	4	utilization	utilization	NOUN
easat-3348	115	5	of	of	ADP
easat-3348	115	6	previously	previously	ADV
easat-3348	115	7	published	publish	VERB
easat-3348	115	8	data	datum	NOUN
easat-3348	115	9	and	and	CCONJ
easat-3348	115	10	the	the	DET
easat-3348	115	11	selection	selection	NOUN
easat-3348	115	12	of	of	ADP
easat-3348	115	13	key	key	ADJ
easat-3348	115	14	input	input	NOUN
easat-3348	115	15	variables	variable	NOUN
easat-3348	115	16	to	to	PART
easat-3348	115	17	accurately	accurately	ADV
easat-3348	115	18	predict	predict	VERB
easat-3348	115	19	the	the	DET
easat-3348	115	20	28	28	NUM
easat-3348	115	21	-	-	PUNCT
easat-3348	115	22	day	day	NOUN
easat-3348	115	23	compressive	compressive	ADJ
easat-3348	115	24	strength	strength	NOUN
easat-3348	115	25	of	of	ADP
easat-3348	115	26	concrete	concrete	NOUN
easat-3348	116	1	[	[	X
easat-3348	116	2	16	16	NUM
easat-3348	116	3	]	]	PUNCT
easat-3348	116	4	.	.	PUNCT
easat-3348	117	1	to	to	PART
easat-3348	117	2	verify	verify	VERB
easat-3348	117	3	the	the	DET
easat-3348	117	4	machine	machine	NOUN
easat-3348	117	5	learning	learning	NOUN
easat-3348	117	6	models	model	NOUN
easat-3348	117	7	,	,	PUNCT
easat-3348	117	8	the	the	DET
easat-3348	117	9	study	study	NOUN
easat-3348	117	10	uses	use	VERB
easat-3348	117	11	a	a	DET
easat-3348	117	12	dataset	dataset	NOUN
easat-3348	117	13	of	of	ADP
easat-3348	117	14	638	638	NUM
easat-3348	117	15	rac	rac	NOUN
easat-3348	117	16	combinations	combination	NOUN
easat-3348	117	17	.	.	PUNCT
easat-3348	118	1	it	it	PRON
easat-3348	118	2	focuses	focus	VERB
easat-3348	118	3	on	on	ADP
easat-3348	118	4	the	the	DET
easat-3348	118	5	actual	actual	ADJ
easat-3348	118	6	use	use	NOUN
easat-3348	118	7	and	and	CCONJ
easat-3348	118	8	efficacy	efficacy	NOUN
easat-3348	118	9	of	of	ADP
easat-3348	118	10	ensemble	ensemble	ADJ
easat-3348	118	11	machine	machine	NOUN
easat-3348	118	12	learning	learn	VERB
easat-3348	118	13	algorithms	algorithm	NOUN
easat-3348	118	14	in	in	ADP
easat-3348	118	15	estimating	estimate	VERB
easat-3348	118	16	rac	rac	PROPN
easat-3348	118	17	compressive	compressive	PROPN
easat-3348	118	18	and	and	CCONJ
easat-3348	118	19	flexural	flexural	ADJ
easat-3348	118	20	strengths	strength	NOUN
easat-3348	118	21	.	.	PUNCT
easat-3348	119	1	the	the	DET
easat-3348	119	2	empirical	empirical	ADJ
easat-3348	119	3	component	component	NOUN
easat-3348	119	4	emphasizes	emphasize	VERB
easat-3348	119	5	the	the	DET
easat-3348	119	6	models	model	NOUN
easat-3348	119	7	'	'	PART
easat-3348	119	8	precision	precision	NOUN
easat-3348	119	9	and	and	CCONJ
easat-3348	119	10	accuracy	accuracy	NOUN
easat-3348	119	11	in	in	ADP
easat-3348	119	12	estimating	estimate	VERB
easat-3348	119	13	rac	rac	PROPN
easat-3348	119	14	strengths	strength	NOUN
easat-3348	119	15	[	[	X
easat-3348	119	16	17	17	NUM
easat-3348	119	17	]	]	PUNCT
easat-3348	119	18	.	.	PUNCT
easat-3348	120	1	[	[	X
easat-3348	120	2	18	18	NUM
easat-3348	120	3	]	]	PUNCT
easat-3348	120	4	this	this	DET
easat-3348	120	5	paper	paper	NOUN
easat-3348	120	6	focuses	focus	VERB
easat-3348	120	7	on	on	ADP
easat-3348	120	8	the	the	DET
easat-3348	120	9	impact	impact	NOUN
easat-3348	120	10	of	of	ADP
easat-3348	120	11	training	training	NOUN
easat-3348	120	12	data	datum	NOUN
easat-3348	120	13	amount	amount	NOUN
easat-3348	120	14	on	on	ADP
easat-3348	120	15	the	the	DET
easat-3348	120	16	accuracy	accuracy	NOUN
easat-3348	120	17	of	of	ADP
easat-3348	120	18	machine	machine	NOUN
easat-3348	120	19	learning	learning	NOUN
easat-3348	120	20	(	(	PUNCT
easat-3348	120	21	ml	ml	NOUN
easat-3348	120	22	)	)	PUNCT
easat-3348	120	23	models	model	NOUN
easat-3348	120	24	,	,	PUNCT
easat-3348	120	25	proposing	propose	VERB
easat-3348	120	26	a	a	DET
easat-3348	120	27	unique	unique	ADJ
easat-3348	120	28	strategy	strategy	NOUN
easat-3348	120	29	for	for	ADP
easat-3348	120	30	decreasing	decrease	VERB
easat-3348	120	31	bias	bias	NOUN
easat-3348	120	32	and	and	CCONJ
easat-3348	120	33	improving	improve	VERB
easat-3348	120	34	predictions	prediction	NOUN
easat-3348	120	35	.	.	PUNCT
easat-3348	121	1	it	it	PRON
easat-3348	121	2	underlines	underline	VERB
easat-3348	121	3	the	the	DET
easat-3348	121	4	critical	critical	ADJ
easat-3348	121	5	relevance	relevance	NOUN
easat-3348	121	6	of	of	ADP
easat-3348	121	7	training	training	NOUN
easat-3348	121	8	data	datum	NOUN
easat-3348	121	9	size	size	NOUN
easat-3348	121	10	in	in	ADP
easat-3348	121	11	improving	improve	VERB
easat-3348	121	12	the	the	DET
easat-3348	121	13	precision	precision	NOUN
easat-3348	121	14	of	of	ADP
easat-3348	121	15	ml	ml	NOUN
easat-3348	121	16	models	model	NOUN
easat-3348	121	17	by	by	ADP
easat-3348	121	18	promoting	promote	VERB
easat-3348	121	19	the	the	DET
easat-3348	121	20	use	use	NOUN
easat-3348	121	21	of	of	ADP
easat-3348	121	22	separate	separate	ADJ
easat-3348	121	23	datasets	dataset	NOUN
easat-3348	121	24	for	for	ADP
easat-3348	121	25	training	training	NOUN
easat-3348	121	26	and	and	CCONJ
easat-3348	121	27	testing	testing	NOUN
easat-3348	121	28	.	.	PUNCT
easat-3348	122	1	after	after	ADP
easat-3348	122	2	an	an	DET
easat-3348	122	3	extensive	extensive	ADJ
easat-3348	122	4	review	review	NOUN
easat-3348	122	5	of	of	ADP
easat-3348	122	6	multiple	multiple	ADJ
easat-3348	122	7	papers	paper	NOUN
easat-3348	122	8	exploring	explore	VERB
easat-3348	122	9	the	the	DET
easat-3348	122	10	intersection	intersection	NOUN
easat-3348	122	11	of	of	ADP
easat-3348	122	12	machine	machine	NOUN
easat-3348	122	13	learning	learn	VERB
easat-3348	122	14	for	for	ADP
easat-3348	122	15	determining	determine	VERB
easat-3348	122	16	the	the	DET
easat-3348	122	17	characteristic	characteristic	ADJ
easat-3348	122	18	compressive	compressive	ADJ
easat-3348	122	19	strength	strength	NOUN
easat-3348	122	20	of	of	ADP
easat-3348	122	21	precast	precast	NOUN
easat-3348	122	22	concrete	concrete	NOUN
easat-3348	122	23	,	,	PUNCT
easat-3348	122	24	the	the	DET
easat-3348	122	25	research	research	NOUN
easat-3348	122	26	findings	finding	NOUN
easat-3348	122	27	are	be	AUX
easat-3348	122	28	notably	notably	ADV
easat-3348	122	29	positive	positive	ADJ
easat-3348	122	30	.	.	PUNCT
easat-3348	123	1	while	while	SCONJ
easat-3348	123	2	the	the	DET
easat-3348	123	3	literature	literature	NOUN
easat-3348	123	4	generally	generally	ADV
easat-3348	123	5	showcases	showcase	VERB
easat-3348	123	6	encouraging	encourage	VERB
easat-3348	123	7	results	result	NOUN
easat-3348	123	8	in	in	ADP
easat-3348	123	9	predicting	predict	VERB
easat-3348	123	10	concrete	concrete	ADJ
easat-3348	123	11	strength	strength	NOUN
easat-3348	123	12	,	,	PUNCT
easat-3348	123	13	there	there	PRON
easat-3348	123	14	are	be	VERB
easat-3348	123	15	discernible	discernible	ADJ
easat-3348	123	16	gaps	gap	NOUN
easat-3348	123	17	.	.	PUNCT
easat-3348	124	1	many	many	ADJ
easat-3348	124	2	papers	paper	NOUN
easat-3348	124	3	rely	rely	VERB
easat-3348	124	4	on	on	ADP
easat-3348	124	5	datasets	dataset	NOUN
easat-3348	124	6	from	from	ADP
easat-3348	124	7	external	external	ADJ
easat-3348	124	8	sources	source	NOUN
easat-3348	124	9	,	,	PUNCT
easat-3348	124	10	posing	pose	VERB
easat-3348	124	11	uncertainties	uncertainty	NOUN
easat-3348	124	12	about	about	ADP
easat-3348	124	13	real	real	ADJ
easat-3348	124	14	-	-	PUNCT
easat-3348	124	15	world	world	NOUN
easat-3348	124	16	applicability	applicability	NOUN
easat-3348	124	17	.	.	PUNCT
easat-3348	125	1	some	some	PRON
easat-3348	125	2	utilize	utilize	VERB
easat-3348	125	3	industrial	industrial	ADJ
easat-3348	125	4	datasets	dataset	NOUN
easat-3348	125	5	but	but	CCONJ
easat-3348	125	6	face	face	VERB
easat-3348	125	7	limitations	limitation	NOUN
easat-3348	125	8	in	in	ADP
easat-3348	125	9	training	training	NOUN
easat-3348	125	10	due	due	ADP
easat-3348	125	11	to	to	ADP
easat-3348	125	12	a	a	DET
easat-3348	125	13	restricted	restrict	VERB
easat-3348	125	14	amount	amount	NOUN
easat-3348	125	15	of	of	ADP
easat-3348	125	16	input	input	NOUN
easat-3348	125	17	data	datum	NOUN
easat-3348	125	18	,	,	PUNCT
easat-3348	125	19	while	while	SCONJ
easat-3348	125	20	others	other	NOUN
easat-3348	125	21	with	with	ADP
easat-3348	125	22	extensive	extensive	ADJ
easat-3348	125	23	datasets	dataset	NOUN
easat-3348	125	24	fail	fail	VERB
easat-3348	125	25	to	to	PART
easat-3348	125	26	adequately	adequately	ADV
easat-3348	125	27	represent	represent	VERB
easat-3348	125	28	the	the	DET
easat-3348	125	29	diverse	diverse	ADJ
easat-3348	125	30	range	range	NOUN
easat-3348	125	31	of	of	ADP
easat-3348	125	32	concrete	concrete	ADJ
easat-3348	125	33	grades	grade	NOUN
easat-3348	125	34	.	.	PUNCT
easat-3348	126	1	notably	notably	ADV
easat-3348	126	2	,	,	PUNCT
easat-3348	126	3	authors	author	NOUN
easat-3348	126	4	like	like	ADP
easat-3348	126	5	[	[	X
easat-3348	126	6	19	19	NUM
easat-3348	126	7	]	]	PUNCT
easat-3348	126	8	and	and	CCONJ
easat-3348	126	9	[	[	X
easat-3348	126	10	20	20	NUM
easat-3348	126	11	]	]	PUNCT
easat-3348	126	12	employ	employ	VERB
easat-3348	126	13	various	various	ADJ
easat-3348	126	14	machine	machine	NOUN
easat-3348	126	15	learning	learning	NOUN
easat-3348	126	16	models	model	NOUN
easat-3348	126	17	,	,	PUNCT
easat-3348	126	18	including	include	VERB
easat-3348	126	19	ann	ann	PROPN
easat-3348	126	20	,	,	PUNCT
easat-3348	126	21	xgboost	xgboost	PROPN
easat-3348	126	22	,	,	PUNCT
easat-3348	126	23	and	and	CCONJ
easat-3348	126	24	knn	knn	PROPN
easat-3348	126	25	,	,	PUNCT
easat-3348	126	26	yet	yet	ADV
easat-3348	126	27	often	often	ADV
easat-3348	126	28	draw	draw	VERB
easat-3348	126	29	data	datum	NOUN
easat-3348	126	30	from	from	ADP
easat-3348	126	31	multiple	multiple	ADJ
easat-3348	126	32	external	external	ADJ
easat-3348	126	33	sources	source	NOUN
easat-3348	126	34	.	.	PUNCT
easat-3348	127	1	on	on	ADP
easat-3348	127	2	the	the	DET
easat-3348	127	3	other	other	ADJ
easat-3348	127	4	hand	hand	NOUN
easat-3348	127	5	,	,	PUNCT
easat-3348	127	6	contributions	contribution	NOUN
easat-3348	127	7	from	from	ADP
easat-3348	127	8	[	[	X
easat-3348	127	9	21	21	NUM
easat-3348	127	10	]	]	PUNCT
easat-3348	127	11	.	.	PUNCT
easat-3348	128	1	in	in	ADP
easat-3348	128	2	contrast	contrast	NOUN
easat-3348	128	3	to	to	ADP
easat-3348	128	4	existing	exist	VERB
easat-3348	128	5	studies	study	NOUN
easat-3348	128	6	,	,	PUNCT
easat-3348	128	7	the	the	DET
easat-3348	128	8	study	study	NOUN
easat-3348	128	9	emphasis	emphasis	NOUN
easat-3348	128	10	remains	remain	VERB
easat-3348	128	11	on	on	ADP
easat-3348	128	12	a	a	DET
easat-3348	128	13	controlled	control	VERB
easat-3348	128	14	environment	environment	NOUN
easat-3348	128	15	,	,	PUNCT
easat-3348	128	16	concentrating	concentrate	VERB
easat-3348	128	17	on	on	ADP
easat-3348	128	18	precast	precast	ADJ
easat-3348	128	19	concrete	concrete	NOUN
easat-3348	128	20	where	where	SCONJ
easat-3348	128	21	vigilant	vigilant	ADJ
easat-3348	128	22	monitoring	monitoring	NOUN
easat-3348	128	23	and	and	CCONJ
easat-3348	128	24	proper	proper	ADJ
easat-3348	128	25	curing	curing	NOUN
easat-3348	128	26	are	be	AUX
easat-3348	128	27	ensured	ensure	VERB
easat-3348	128	28	postproduction	postproduction	NOUN
easat-3348	128	29	before	before	ADP
easat-3348	128	30	delivery	delivery	NOUN
easat-3348	128	31	.	.	PUNCT
easat-3348	129	1	a	a	DET
easat-3348	129	2	significant	significant	ADJ
easat-3348	129	3	observation	observation	NOUN
easat-3348	129	4	from	from	ADP
easat-3348	129	5	the	the	DET
easat-3348	129	6	literature	literature	NOUN
easat-3348	129	7	is	be	AUX
easat-3348	129	8	the	the	DET
easat-3348	129	9	frequent	frequent	ADJ
easat-3348	129	10	use	use	NOUN
easat-3348	129	11	and	and	CCONJ
easat-3348	129	12	promising	promise	VERB
easat-3348	129	13	results	result	NOUN
easat-3348	129	14	of	of	ADP
easat-3348	129	15	artificial	artificial	ADJ
easat-3348	129	16	neural	neural	ADJ
easat-3348	129	17	networks	network	NOUN
easat-3348	129	18	(	(	PUNCT
easat-3348	129	19	ann	ann	PROPN
easat-3348	129	20	)	)	PUNCT
easat-3348	129	21	,	,	PUNCT
easat-3348	129	22	which	which	PRON
easat-3348	129	23	plan	plan	VERB
easat-3348	129	24	to	to	PART
easat-3348	129	25	adapt	adapt	VERB
easat-3348	129	26	in	in	ADP
easat-3348	129	27	this	this	DET
easat-3348	129	28	study	study	NOUN
easat-3348	129	29	.	.	PUNCT
easat-3348	130	1	ultimately	ultimately	ADV
easat-3348	130	2	,	,	PUNCT
easat-3348	130	3	to	to	PART
easat-3348	130	4	enhance	enhance	VERB
easat-3348	130	5	the	the	DET
easat-3348	130	6	robustness	robustness	NOUN
easat-3348	130	7	of	of	ADP
easat-3348	130	8	the	the	DET
easat-3348	130	9	algorithm	algorithm	NOUN
easat-3348	130	10	,	,	PUNCT
easat-3348	130	11	i	i	PRON
easat-3348	130	12	intend	intend	VERB
easat-3348	130	13	to	to	PART
easat-3348	130	14	validate	validate	VERB
easat-3348	130	15	the	the	DET
easat-3348	130	16	ml	ml	ADV
easat-3348	130	17	predicted	predict	VERB
easat-3348	130	18	result	result	NOUN
easat-3348	130	19	with	with	ADP
easat-3348	130	20	real	real	ADJ
easat-3348	130	21	life	life	NOUN
easat-3348	130	22	concrete	concrete	ADJ
easat-3348	130	23	test	test	NOUN
easat-3348	130	24	.	.	PUNCT
easat-3348	131	1	this	this	DET
easat-3348	131	2	holistic	holistic	ADJ
easat-3348	131	3	approach	approach	NOUN
easat-3348	131	4	aims	aim	VERB
easat-3348	131	5	to	to	PART
easat-3348	131	6	contribute	contribute	VERB
easat-3348	131	7	comprehensively	comprehensively	ADV
easat-3348	131	8	to	to	ADP
easat-3348	131	9	the	the	DET
easat-3348	131	10	field	field	NOUN
easat-3348	131	11	,	,	PUNCT
easat-3348	131	12	offering	offer	VERB
easat-3348	131	13	insights	insight	NOUN
easat-3348	131	14	into	into	ADP
easat-3348	131	15	both	both	CCONJ
easat-3348	131	16	theoretical	theoretical	ADJ
easat-3348	131	17	predictions	prediction	NOUN
easat-3348	131	18	and	and	CCONJ
easat-3348	131	19	practical	practical	ADJ
easat-3348	131	20	applications	application	NOUN
easat-3348	131	21	in	in	ADP
easat-3348	131	22	the	the	DET
easat-3348	131	23	realm	realm	NOUN
easat-3348	131	24	of	of	ADP
easat-3348	131	25	concrete	concrete	ADJ
easat-3348	131	26	strength	strength	NOUN
easat-3348	131	27	determination	determination	NOUN
easat-3348	131	28	.	.	PUNCT
easat-3348	132	1	6159	6159	NUM
easat-3348	132	2	edelweiss	edelweiss	PROPN
easat-3348	132	3	applied	apply	VERB
easat-3348	132	4	science	science	NOUN
easat-3348	132	5	and	and	CCONJ
easat-3348	132	6	technology	technology	NOUN
easat-3348	132	7	issn	issn	PROPN
easat-3348	132	8	:	:	PUNCT
easat-3348	132	9	2576	2576	NUM
easat-3348	132	10	-	-	SYM
easat-3348	132	11	8484	8484	NUM
easat-3348	132	12	vol	vol	NOUN
easat-3348	132	13	.	.	PROPN
easat-3348	132	14	8	8	NUM
easat-3348	132	15	,	,	PUNCT
easat-3348	132	16	no	no	INTJ
easat-3348	132	17	.	.	NOUN
easat-3348	132	18	6	6	NUM
easat-3348	132	19	:	:	SYM
easat-3348	132	20	6154	6154	NUM
easat-3348	132	21	-	-	SYM
easat-3348	132	22	6164	6164	NUM
easat-3348	132	23	,	,	PUNCT
easat-3348	132	24	2024	2024	NUM
easat-3348	132	25	doi	doi	NOUN
easat-3348	132	26	:	:	PUNCT
easat-3348	132	27	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	132	28	©	©	PROPN
easat-3348	132	29	2024	2024	NUM
easat-3348	132	30	by	by	ADP
easat-3348	132	31	the	the	DET
easat-3348	132	32	authors	author	NOUN
easat-3348	132	33	;	;	PUNCT
easat-3348	132	34	licensee	licensee	PROPN
easat-3348	132	35	learning	learning	NOUN
easat-3348	132	36	gate	gate	NOUN
easat-3348	132	37	1.5	1.5	NUM
easat-3348	132	38	.	.	PUNCT
easat-3348	133	1	research	research	NOUN
easat-3348	133	2	design	design	NOUN
easat-3348	133	3	and	and	CCONJ
easat-3348	133	4	methodology	methodology	NOUN
easat-3348	133	5	this	this	DET
easat-3348	133	6	study	study	NOUN
easat-3348	133	7	employs	employ	VERB
easat-3348	133	8	a	a	DET
easat-3348	133	9	predictive	predictive	ADJ
easat-3348	133	10	modeling	modeling	NOUN
easat-3348	133	11	approach	approach	NOUN
easat-3348	133	12	to	to	PART
easat-3348	133	13	assess	assess	VERB
easat-3348	133	14	precast	precast	ADJ
easat-3348	133	15	concrete	concrete	NOUN
easat-3348	133	16	's	's	PART
easat-3348	133	17	compressive	compressive	ADJ
easat-3348	133	18	strength	strength	NOUN
easat-3348	133	19	using	use	VERB
easat-3348	133	20	machine	machine	NOUN
easat-3348	133	21	learning	learning	NOUN
easat-3348	133	22	.	.	PUNCT
easat-3348	134	1	data	datum	NOUN
easat-3348	134	2	is	be	AUX
easat-3348	134	3	gathered	gather	VERB
easat-3348	134	4	from	from	ADP
easat-3348	134	5	a	a	DET
easat-3348	134	6	vip	vip	NOUN
easat-3348	134	7	company	company	NOUN
easat-3348	134	8	specializing	specialize	VERB
easat-3348	134	9	in	in	ADP
easat-3348	134	10	concrete	concrete	ADJ
easat-3348	134	11	production	production	NOUN
easat-3348	134	12	.	.	PUNCT
easat-3348	135	1	essential	essential	ADJ
easat-3348	135	2	parameters	parameter	NOUN
easat-3348	135	3	such	such	ADJ
easat-3348	135	4	as	as	ADP
easat-3348	135	5	sand	sand	NOUN
easat-3348	135	6	and	and	CCONJ
easat-3348	135	7	water	water	NOUN
easat-3348	135	8	content	content	NOUN
easat-3348	135	9	,	,	PUNCT
easat-3348	135	10	aggregate	aggregate	ADJ
easat-3348	135	11	compositions	composition	NOUN
easat-3348	135	12	,	,	PUNCT
easat-3348	135	13	cube	cube	NOUN
easat-3348	135	14	sample	sample	NOUN
easat-3348	135	15	weight	weight	NOUN
easat-3348	135	16	,	,	PUNCT
easat-3348	135	17	water	water	NOUN
easat-3348	135	18	-	-	PUNCT
easat-3348	135	19	cement	cement	NOUN
easat-3348	135	20	ratio	ratio	NOUN
easat-3348	135	21	,	,	PUNCT
easat-3348	135	22	and	and	CCONJ
easat-3348	135	23	additives	additive	NOUN
easat-3348	135	24	are	be	AUX
easat-3348	135	25	collected	collect	VERB
easat-3348	135	26	,	,	PUNCT
easat-3348	135	27	focusing	focus	VERB
easat-3348	135	28	on	on	ADP
easat-3348	135	29	7and	7and	PROPN
easat-3348	135	30	28	28	NUM
easat-3348	135	31	-	-	PUNCT
easat-3348	135	32	day	day	NOUN
easat-3348	135	33	strength	strength	NOUN
easat-3348	135	34	values	value	NOUN
easat-3348	135	35	.	.	PUNCT
easat-3348	136	1	machine	machine	NOUN
easat-3348	136	2	learning	learn	VERB
easat-3348	136	3	algorithms	algorithm	NOUN
easat-3348	136	4	,	,	PUNCT
easat-3348	136	5	notably	notably	ADV
easat-3348	136	6	artificial	artificial	ADJ
easat-3348	136	7	neural	neural	ADJ
easat-3348	136	8	networks	network	NOUN
easat-3348	136	9	(	(	PUNCT
easat-3348	136	10	ann	ann	PROPN
easat-3348	136	11	)	)	PUNCT
easat-3348	136	12	,	,	PUNCT
easat-3348	136	13	analyse	analyse	VERB
easat-3348	136	14	this	this	DET
easat-3348	136	15	dataset	dataset	NOUN
easat-3348	136	16	to	to	PART
easat-3348	136	17	predict	predict	VERB
easat-3348	136	18	compressive	compressive	ADJ
easat-3348	136	19	strength	strength	NOUN
easat-3348	136	20	.	.	PUNCT
easat-3348	137	1	the	the	DET
easat-3348	137	2	methodology	methodology	NOUN
easat-3348	137	3	includes	include	VERB
easat-3348	137	4	data	datum	NOUN
easat-3348	137	5	cleaning	clean	VERB
easat-3348	137	6	with	with	ADP
easat-3348	137	7	a	a	DET
easat-3348	137	8	customized	customize	VERB
easat-3348	137	9	excel	excel	NOUN
easat-3348	137	10	template	template	NOUN
easat-3348	137	11	,	,	PUNCT
easat-3348	137	12	filtering	filter	VERB
easat-3348	137	13	incomplete	incomplete	ADJ
easat-3348	137	14	or	or	CCONJ
easat-3348	137	15	erroneous	erroneous	ADJ
easat-3348	137	16	entries	entry	NOUN
easat-3348	137	17	to	to	PART
easat-3348	137	18	ensure	ensure	VERB
easat-3348	137	19	a	a	DET
easat-3348	137	20	robust	robust	ADJ
easat-3348	137	21	dataset	dataset	NOUN
easat-3348	137	22	.	.	PUNCT
easat-3348	138	1	site	site	NOUN
easat-3348	138	2	observations	observation	NOUN
easat-3348	138	3	and	and	CCONJ
easat-3348	138	4	consultations	consultation	NOUN
easat-3348	138	5	with	with	ADP
easat-3348	138	6	industry	industry	NOUN
easat-3348	138	7	experts	expert	NOUN
easat-3348	138	8	provide	provide	VERB
easat-3348	138	9	qualitative	qualitative	ADJ
easat-3348	138	10	insights	insight	NOUN
easat-3348	138	11	.	.	PUNCT
easat-3348	139	1	ann	ann	PROPN
easat-3348	139	2	's	's	PART
easat-3348	139	3	strength	strength	NOUN
easat-3348	139	4	lies	lie	VERB
easat-3348	139	5	in	in	ADP
easat-3348	139	6	its	its	PRON
easat-3348	139	7	ability	ability	NOUN
easat-3348	139	8	to	to	PART
easat-3348	139	9	learn	learn	VERB
easat-3348	139	10	from	from	ADP
easat-3348	139	11	empirical	empirical	ADJ
easat-3348	139	12	data	datum	NOUN
easat-3348	139	13	,	,	PUNCT
easat-3348	139	14	refining	refining	NOUN
easat-3348	139	15	predictions	prediction	NOUN
easat-3348	139	16	over	over	ADP
easat-3348	139	17	time	time	NOUN
easat-3348	139	18	.	.	PUNCT
easat-3348	140	1	validation	validation	NOUN
easat-3348	140	2	involves	involve	VERB
easat-3348	140	3	testing	test	VERB
easat-3348	140	4	the	the	DET
easat-3348	140	5	model	model	NOUN
easat-3348	140	6	against	against	ADP
easat-3348	140	7	actual	actual	ADJ
easat-3348	140	8	data	datum	NOUN
easat-3348	140	9	.	.	PUNCT
easat-3348	141	1	the	the	DET
easat-3348	141	2	study	study	NOUN
easat-3348	141	3	integrates	integrate	VERB
easat-3348	141	4	both	both	PRON
easat-3348	141	5	quantitative	quantitative	ADJ
easat-3348	141	6	(	(	PUNCT
easat-3348	141	7	algorithm	algorithm	NOUN
easat-3348	141	8	analysis	analysis	NOUN
easat-3348	141	9	)	)	PUNCT
easat-3348	141	10	and	and	CCONJ
easat-3348	141	11	qualitative	qualitative	NOUN
easat-3348	141	12	(	(	PUNCT
easat-3348	141	13	industry	industry	NOUN
easat-3348	141	14	observations	observation	NOUN
easat-3348	141	15	)	)	PUNCT
easat-3348	141	16	methods	method	NOUN
easat-3348	141	17	for	for	ADP
easat-3348	141	18	comprehensive	comprehensive	ADJ
easat-3348	141	19	research	research	NOUN
easat-3348	141	20	into	into	ADP
easat-3348	141	21	precast	precast	ADJ
easat-3348	141	22	concrete	concrete	ADJ
easat-3348	141	23	characteristics	characteristic	NOUN
easat-3348	141	24	.	.	PUNCT
easat-3348	142	1	figure	figure	NOUN
easat-3348	142	2	1	1	NUM
easat-3348	142	3	.	.	PUNCT
easat-3348	143	1	flowchart	flowchart	NOUN
easat-3348	143	2	of	of	ADP
easat-3348	143	3	data	datum	NOUN
easat-3348	143	4	collection	collection	NOUN
easat-3348	143	5	and	and	CCONJ
easat-3348	143	6	processing	processing	NOUN
easat-3348	143	7	.	.	PUNCT
easat-3348	144	1	2	2	X
easat-3348	144	2	.	.	X
easat-3348	144	3	results	result	VERB
easat-3348	144	4	the	the	DET
easat-3348	144	5	dataset	dataset	NOUN
easat-3348	144	6	collected	collect	VERB
easat-3348	144	7	has	have	VERB
easat-3348	144	8	several	several	ADJ
easat-3348	144	9	missing	missing	ADJ
easat-3348	144	10	values	value	NOUN
easat-3348	144	11	,	,	PUNCT
easat-3348	144	12	in	in	ADP
easat-3348	144	13	columns	column	NOUN
easat-3348	144	14	of	of	ADP
easat-3348	144	15	high	high	ADJ
easat-3348	144	16	correspondence	correspondence	NOUN
easat-3348	144	17	to	to	ADP
easat-3348	144	18	the	the	DET
easat-3348	144	19	output	output	NOUN
easat-3348	144	20	,	,	PUNCT
easat-3348	144	21	which	which	PRON
easat-3348	144	22	was	be	AUX
easat-3348	144	23	then	then	ADV
easat-3348	144	24	fixed	fix	VERB
easat-3348	144	25	using	use	VERB
easat-3348	144	26	k	k	PROPN
easat-3348	144	27	-	-	PUNCT
easat-3348	144	28	nearest	near	ADJ
easat-3348	144	29	neighbours	neighbour	NOUN
easat-3348	144	30	(	(	PUNCT
easat-3348	144	31	knn	knn	NOUN
easat-3348	144	32	)	)	PUNCT
easat-3348	144	33	imputation	imputation	NOUN
easat-3348	144	34	,	,	PUNCT
easat-3348	144	35	to	to	PART
easat-3348	144	36	fill	fill	VERB
easat-3348	144	37	in	in	ADP
easat-3348	144	38	the	the	DET
easat-3348	144	39	gaps	gap	NOUN
easat-3348	144	40	within	within	ADP
easat-3348	144	41	the	the	DET
easat-3348	144	42	dataset	dataset	NOUN
easat-3348	144	43	.	.	PUNCT
easat-3348	145	1	knn	knn	PROPN
easat-3348	145	2	is	be	AUX
easat-3348	145	3	a	a	DET
easat-3348	145	4	non	non	ADJ
easat-3348	145	5	-	-	ADJ
easat-3348	145	6	parametric	parametric	ADJ
easat-3348	145	7	algorithm	algorithm	NOUN
easat-3348	145	8	used	use	VERB
easat-3348	145	9	or	or	CCONJ
easat-3348	145	10	classification	classification	NOUN
easat-3348	145	11	and	and	CCONJ
easat-3348	145	12	regression	regression	NOUN
easat-3348	145	13	tasks	task	NOUN
easat-3348	145	14	,	,	PUNCT
easat-3348	145	15	and	and	CCONJ
easat-3348	145	16	its	its	PRON
easat-3348	145	17	prediction	prediction	NOUN
easat-3348	145	18	is	be	AUX
easat-3348	145	19	based	base	VERB
easat-3348	145	20	on	on	ADP
easat-3348	145	21	the	the	DET
easat-3348	145	22	similarity	similarity	NOUN
easat-3348	145	23	of	of	ADP
easat-3348	145	24	data	datum	NOUN
easat-3348	145	25	points	point	NOUN
easat-3348	145	26	.	.	PUNCT
easat-3348	146	1	for	for	ADP
easat-3348	146	2	a	a	DET
easat-3348	146	3	given	give	VERB
easat-3348	146	4	data	data	NOUN
easat-3348	146	5	point	point	NOUN
easat-3348	146	6	xq	xq	PROPN
easat-3348	146	7	,	,	PUNCT
easat-3348	146	8	find	find	VERB
easat-3348	146	9	its	its	PRON
easat-3348	146	10	k	k	PROPN
easat-3348	146	11	nearest	near	ADJ
easat-3348	146	12	neighbours	neighbour	NOUN
easat-3348	146	13	from	from	ADP
easat-3348	146	14	the	the	DET
easat-3348	146	15	training	training	NOUN
easat-3348	146	16	set	set	NOUN
easat-3348	146	17	based	base	VERB
easat-3348	146	18	on	on	ADP
easat-3348	146	19	a	a	DET
easat-3348	146	20	distance	distance	NOUN
easat-3348	146	21	metric	metric	ADJ
easat-3348	146	22	d	d	PROPN
easat-3348	146	23	(	(	PUNCT
easat-3348	146	24	𝑥𝑖	𝑥𝑖	PROPN
easat-3348	146	25	,	,	PUNCT
easat-3348	146	26	𝑥𝑞	𝑥𝑞	PRON
easat-3348	146	27	,	,	PUNCT
easat-3348	146	28	)	)	PUNCT
easat-3348	146	29	(	(	PUNCT
easat-3348	146	30	2.1	2.1	NUM
easat-3348	146	31	)	)	PUNCT
easat-3348	146	32	for	for	ADP
easat-3348	146	33	regression	regression	NOUN
easat-3348	146	34	:	:	PUNCT
easat-3348	146	35	y1	y1	NOUN
easat-3348	146	36	,	,	PUNCT
easat-3348	146	37	y2	y2	PROPN
easat-3348	146	38	,	,	PUNCT
easat-3348	146	39	…	…	PUNCT
easat-3348	146	40	,	,	PUNCT
easat-3348	146	41	yk	yk	PROPN
easat-3348	146	42	are	be	AUX
easat-3348	146	43	the	the	DET
easat-3348	146	44	output	output	NOUN
easat-3348	146	45	values	value	NOUN
easat-3348	146	46	of	of	ADP
easat-3348	146	47	the	the	DET
easat-3348	146	48	k	k	PROPN
easat-3348	146	49	nearest	near	ADJ
easat-3348	146	50	neighbours	neighbour	NOUN
easat-3348	146	51	,	,	PUNCT
easat-3348	146	52	then	then	ADV
easat-3348	146	53	the	the	DET
easat-3348	146	54	predicted	predict	VERB
easat-3348	146	55	output	output	NOUN
easat-3348	146	56	yq	yq	PROPN
easat-3348	146	57	for	for	ADP
easat-3348	146	58	xq	xq	PROPN
easat-3348	146	59	was	be	AUX
easat-3348	146	60	calculated	calculate	VERB
easat-3348	146	61	as	as	ADP
easat-3348	146	62	the	the	DET
easat-3348	146	63	mean	mean	NOUN
easat-3348	146	64	and	and	CCONJ
easat-3348	146	65	weighted	weight	VERB
easat-3348	146	66	mean	mean	NOUN
easat-3348	146	67	of	of	ADP
easat-3348	146	68	𝑦1	𝑦1	PROPN
easat-3348	146	69	,	,	PUNCT
easat-3348	146	70	𝑦2	𝑦2	NOUN
easat-3348	146	71	,	,	PUNCT
easat-3348	146	72	…	…	PUNCT
easat-3348	146	73	,	,	PUNCT
easat-3348	146	74	𝑦𝑘.	𝑦𝑘.	PROPN
easat-3348	146	75	(	(	PUNCT
easat-3348	146	76	2.2	2.2	NUM
easat-3348	146	77	)	)	PUNCT
easat-3348	146	78	.	.	PUNCT
easat-3348	147	1	6160	6160	NUM
easat-3348	147	2	edelweiss	edelweiss	PROPN
easat-3348	147	3	applied	apply	VERB
easat-3348	147	4	science	science	NOUN
easat-3348	147	5	and	and	CCONJ
easat-3348	147	6	technology	technology	NOUN
easat-3348	147	7	issn	issn	PROPN
easat-3348	147	8	:	:	PUNCT
easat-3348	147	9	2576	2576	NUM
easat-3348	147	10	-	-	SYM
easat-3348	147	11	8484	8484	NUM
easat-3348	147	12	vol	vol	NOUN
easat-3348	147	13	.	.	PROPN
easat-3348	147	14	8	8	NUM
easat-3348	147	15	,	,	PUNCT
easat-3348	147	16	no	no	INTJ
easat-3348	147	17	.	.	NOUN
easat-3348	148	1	6	6	NUM
easat-3348	148	2	:	:	SYM
easat-3348	148	3	6154	6154	NUM
easat-3348	148	4	-	-	SYM
easat-3348	148	5	6164	6164	NUM
easat-3348	148	6	,	,	PUNCT
easat-3348	148	7	2024	2024	NUM
easat-3348	148	8	doi	doi	NOUN
easat-3348	148	9	:	:	PUNCT
easat-3348	148	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	148	11	©	©	PROPN
easat-3348	148	12	2024	2024	NUM
easat-3348	148	13	by	by	ADP
easat-3348	148	14	the	the	DET
easat-3348	148	15	authors	author	NOUN
easat-3348	148	16	;	;	PUNCT
easat-3348	148	17	licensee	licensee	PROPN
easat-3348	148	18	learning	learn	VERB
easat-3348	148	19	gate	gate	NOUN
easat-3348	148	20	figure	figure	NOUN
easat-3348	148	21	2	2	NUM
easat-3348	148	22	.	.	PUNCT
easat-3348	148	23	correlation	correlation	NOUN
easat-3348	148	24	matrix	matrix	NOUN
easat-3348	148	25	using	use	VERB
easat-3348	148	26	heat	heat	NOUN
easat-3348	148	27	map	map	NOUN
easat-3348	148	28	of	of	ADP
easat-3348	148	29	independent	independent	ADJ
easat-3348	148	30	variables	variable	NOUN
easat-3348	148	31	and	and	CCONJ
easat-3348	148	32	dependent	dependent	ADJ
easat-3348	148	33	variables	variable	NOUN
easat-3348	148	34	before	before	ADV
easat-3348	148	35	and	and	CCONJ
easat-3348	148	36	after	after	ADP
easat-3348	148	37	filling	fill	VERB
easat-3348	148	38	in	in	ADP
easat-3348	148	39	missing	miss	VERB
easat-3348	148	40	values	value	NOUN
easat-3348	148	41	.	.	PUNCT
easat-3348	149	1	⁠after	⁠after	ADP
easat-3348	149	2	using	use	VERB
easat-3348	149	3	knn	knn	PROPN
easat-3348	149	4	model	model	NOUN
easat-3348	149	5	to	to	ADP
easat-3348	149	6	input	input	NOUN
easat-3348	149	7	missing	missing	ADJ
easat-3348	149	8	,	,	PUNCT
easat-3348	149	9	a	a	DET
easat-3348	149	10	check	check	NOUN
easat-3348	149	11	was	be	AUX
easat-3348	149	12	done	do	VERB
easat-3348	149	13	for	for	ADP
easat-3348	149	14	the	the	DET
easat-3348	149	15	correlation	correlation	NOUN
easat-3348	149	16	again	again	ADV
easat-3348	149	17	to	to	PART
easat-3348	149	18	make	make	VERB
easat-3348	149	19	sure	sure	ADJ
easat-3348	149	20	there	there	PRON
easat-3348	149	21	was	be	VERB
easat-3348	149	22	no	no	DET
easat-3348	149	23	risk	risk	NOUN
easat-3348	149	24	having	have	VERB
easat-3348	149	25	collinearity	collinearity	NOUN
easat-3348	149	26	or	or	CCONJ
easat-3348	149	27	multi	multi	NOUN
easat-3348	149	28	-	-	NOUN
easat-3348	149	29	collinearity	collinearity	NOUN
easat-3348	149	30	.	.	PUNCT
easat-3348	150	1	table	table	NOUN
easat-3348	150	2	1	1	NUM
easat-3348	150	3	.	.	PUNCT
easat-3348	150	4	statical	statical	ADJ
easat-3348	150	5	analysis	analysis	NOUN
easat-3348	150	6	of	of	ADP
easat-3348	150	7	1503	1503	NUM
easat-3348	150	8	dataset	dataset	NOUN
easat-3348	150	9	.	.	PUNCT
easat-3348	151	1	unit	unit	NOUN
easat-3348	151	2	mean	mean	VERB
easat-3348	151	3	std	std	PROPN
easat-3348	151	4	.	.	PROPN
easat-3348	152	1	min	min	PROPN
easat-3348	152	2	.	.	PROPN
easat-3348	152	3	25	25	NUM
easat-3348	152	4	%	%	NOUN
easat-3348	152	5	50	50	NUM
easat-3348	152	6	%	%	NOUN
easat-3348	152	7	75	75	NUM
easat-3348	152	8	%	%	NOUN
easat-3348	152	9	max	max	PROPN
easat-3348	152	10	.	.	PUNCT
easat-3348	153	1	water	water	NOUN
easat-3348	153	2	(	(	PUNCT
easat-3348	153	3	kg/𝑚3	kg/𝑚3	PROPN
easat-3348	153	4	)	)	PUNCT
easat-3348	153	5	148.76	148.76	NUM
easat-3348	153	6	12.21	12.21	NUM
easat-3348	153	7	122.00	122.00	NUM
easat-3348	153	8	142.64	142.64	NUM
easat-3348	153	9	149.17	149.17	NUM
easat-3348	153	10	157.79	157.79	NUM
easat-3348	153	11	169.96	169.96	NUM
easat-3348	153	12	w	w	NOUN
easat-3348	153	13	/	/	SYM
easat-3348	153	14	c	c	NOUN
easat-3348	153	15	ratio	ratio	NOUN
easat-3348	153	16	0.35	0.35	NUM
easat-3348	153	17	0.03	0.03	NUM
easat-3348	153	18	0.28	0.28	NUM
easat-3348	153	19	0.33	0.33	NUM
easat-3348	153	20	0.35	0.35	NUM
easat-3348	153	21	0.37	0.37	NUM
easat-3348	153	22	0.40	0.40	NUM
easat-3348	153	23	river	river	NOUN
easat-3348	153	24	sand	sand	NOUN
easat-3348	153	25	(	(	PUNCT
easat-3348	153	26	kg/𝑚3	kg/𝑚3	PROPN
easat-3348	153	27	)	)	PUNCT
easat-3348	153	28	840.43	840.43	NUM
easat-3348	153	29	23.63	23.63	NUM
easat-3348	153	30	801.89	801.89	NUM
easat-3348	153	31	829.79	829.79	NUM
easat-3348	153	32	840.31	840.31	NUM
easat-3348	153	33	848.87	848.87	NUM
easat-3348	153	34	998.22	998.22	NUM
easat-3348	153	35	aggregate	aggregate	ADJ
easat-3348	153	36	3/8	3/8	NUM
easat-3348	153	37	’’	’'	PUNCT
easat-3348	153	38	(	(	PUNCT
easat-3348	153	39	kg/𝑚3	kg/𝑚3	PROPN
easat-3348	153	40	)	)	PUNCT
easat-3348	153	41	464.72	464.72	NUM
easat-3348	153	42	12.87	12.87	NUM
easat-3348	153	43	451.00	451.00	NUM
easat-3348	153	44	457.47	457.47	NUM
easat-3348	153	45	465.42	465.42	NUM
easat-3348	153	46	469.72	469.72	NUM
easat-3348	153	47	557.11	557.11	NUM
easat-3348	153	48	aggregate	aggregate	ADJ
easat-3348	153	49	½	½	NOUN
easat-3348	153	50	’’	’'	PUNCT
easat-3348	153	51	(	(	PUNCT
easat-3348	153	52	kg/𝑚3	kg/𝑚3	PROPN
easat-3348	153	53	)	)	PUNCT
easat-3348	153	54	553.62	553.62	NUM
easat-3348	153	55	15.34	15.34	NUM
easat-3348	153	56	540.57	540.57	NUM
easat-3348	153	57	542.96	542.96	NUM
easat-3348	153	58	554.53	554.53	NUM
easat-3348	153	59	558.86	558.86	NUM
easat-3348	153	60	665.33	665.33	NUM
easat-3348	153	61	plasticizer	plasticizer	NOUN
easat-3348	153	62	(	(	PUNCT
easat-3348	153	63	kg/𝑚3	kg/𝑚3	PROPN
easat-3348	153	64	)	)	PUNCT
easat-3348	153	65	4.00	4.00	NUM
easat-3348	153	66	0.01	0.01	NUM
easat-3348	153	67	4.00	4.00	NUM
easat-3348	153	68	4.00	4.00	NUM
easat-3348	153	69	4.00	4.00	NUM
easat-3348	153	70	4.00	4.00	NUM
easat-3348	153	71	4.13	4.13	NUM
easat-3348	153	72	cement	cement	NOUN
easat-3348	153	73	(	(	PUNCT
easat-3348	153	74	kg/𝑚3	kg/𝑚3	PROPN
easat-3348	153	75	)	)	PUNCT
easat-3348	153	76	428.32	428.32	NUM
easat-3348	153	77	8.28	8.28	NUM
easat-3348	153	78	375.56	375.56	NUM
easat-3348	153	79	428.09	428.09	NUM
easat-3348	153	80	430.00	430.00	NUM
easat-3348	153	81	431.75	431.75	NUM
easat-3348	153	82	444.40	444.40	NUM
easat-3348	153	83	7	7	NUM
easat-3348	153	84	-	-	PUNCT
easat-3348	153	85	day	day	NOUN
easat-3348	153	86	curing	curing	NOUN
easat-3348	153	87	(	(	PUNCT
easat-3348	153	88	°	°	PROPN
easat-3348	153	89	𝐶	𝐶	PROPN
easat-3348	153	90	)	)	PUNCT
easat-3348	153	91	18.55	18.55	NUM
easat-3348	153	92	0.92	0.92	NUM
easat-3348	153	93	17.00	17.00	NUM
easat-3348	153	94	18.00	18.00	NUM
easat-3348	153	95	18.00	18.00	NUM
easat-3348	153	96	19.20	19.20	NUM
easat-3348	153	97	20.00	20.00	NUM
easat-3348	153	98	28	28	NUM
easat-3348	153	99	-	-	PUNCT
easat-3348	153	100	day	day	NOUN
easat-3348	153	101	curing	curing	NOUN
easat-3348	153	102	(	(	PUNCT
easat-3348	153	103	°	°	PROPN
easat-3348	153	104	𝐶	𝐶	PROPN
easat-3348	153	105	)	)	PUNCT
easat-3348	153	106	18.77	18.77	NUM
easat-3348	153	107	0.97	0.97	NUM
easat-3348	153	108	17.00	17.00	NUM
easat-3348	153	109	18.00	18.00	NUM
easat-3348	153	110	18.70	18.70	NUM
easat-3348	153	111	20.00	20.00	NUM
easat-3348	153	112	22.00	22.00	NUM
easat-3348	153	113	ambient	ambient	NOUN
easat-3348	153	114	(	(	PUNCT
easat-3348	153	115	°	°	PROPN
easat-3348	153	116	𝐶	𝐶	PROPN
easat-3348	153	117	)	)	PUNCT
easat-3348	153	118	29.23	29.23	NUM
easat-3348	153	119	3.09	3.09	NUM
easat-3348	153	120	24.00	24.00	NUM
easat-3348	153	121	26.75	26.75	NUM
easat-3348	153	122	29.10	29.10	NUM
easat-3348	153	123	31.80	31.80	NUM
easat-3348	153	124	35.00	35.00	NUM
easat-3348	153	125	concrete	concrete	NOUN
easat-3348	153	126	(	(	PUNCT
easat-3348	153	127	°	°	PROPN
easat-3348	153	128	𝐶	𝐶	PROPN
easat-3348	153	129	)	)	PUNCT
easat-3348	153	130	30.48	30.48	NUM
easat-3348	153	131	1.31	1.31	NUM
easat-3348	153	132	28.00	28.00	NUM
easat-3348	153	133	30.00	30.00	NUM
easat-3348	153	134	30.00	30.00	NUM
easat-3348	153	135	31.00	31.00	NUM
easat-3348	153	136	34.00	34.00	NUM
easat-3348	153	137	𝑓𝑐	𝑓𝑐	ADP
easat-3348	153	138	7	7	NUM
easat-3348	153	139	days	day	NOUN
easat-3348	153	140	n/𝑚𝑚2	n/𝑚𝑚2	ADP
easat-3348	153	141	42.59	42.59	NUM
easat-3348	153	142	3.11	3.11	NUM
easat-3348	153	143	31.00	31.00	NUM
easat-3348	153	144	40.00	40.00	NUM
easat-3348	153	145	43.00	43.00	NUM
easat-3348	153	146	44.20	44.20	NUM
easat-3348	153	147	50.00	50.00	NUM
easat-3348	153	148	𝑓𝑐	𝑓𝑐	ADP
easat-3348	153	149	28	28	NUM
easat-3348	153	150	days	day	NOUN
easat-3348	153	151	n/𝑚𝑚2	n/𝑚𝑚2	ADP
easat-3348	153	152	50.91	50.91	NUM
easat-3348	153	153	3.60	3.60	NUM
easat-3348	153	154	39.00	39.00	NUM
easat-3348	153	155	49.00	49.00	NUM
easat-3348	153	156	52.00	52.00	NUM
easat-3348	153	157	53.00	53.00	NUM
easat-3348	153	158	60.00	60.00	NUM
easat-3348	153	159	6161	6161	NUM
easat-3348	153	160	edelweiss	edelweiss	PROPN
easat-3348	153	161	applied	apply	VERB
easat-3348	153	162	science	science	NOUN
easat-3348	153	163	and	and	CCONJ
easat-3348	153	164	technology	technology	NOUN
easat-3348	153	165	issn	issn	PROPN
easat-3348	153	166	:	:	PUNCT
easat-3348	153	167	2576	2576	NUM
easat-3348	153	168	-	-	SYM
easat-3348	153	169	8484	8484	NUM
easat-3348	153	170	vol	vol	NOUN
easat-3348	153	171	.	.	PROPN
easat-3348	154	1	8	8	NUM
easat-3348	154	2	,	,	PUNCT
easat-3348	154	3	no	no	INTJ
easat-3348	154	4	.	.	NOUN
easat-3348	155	1	6	6	NUM
easat-3348	155	2	:	:	SYM
easat-3348	155	3	6154	6154	NUM
easat-3348	155	4	-	-	SYM
easat-3348	155	5	6164	6164	NUM
easat-3348	155	6	,	,	PUNCT
easat-3348	155	7	2024	2024	NUM
easat-3348	155	8	doi	doi	NOUN
easat-3348	155	9	:	:	PUNCT
easat-3348	155	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	155	11	©	©	PROPN
easat-3348	155	12	2024	2024	NUM
easat-3348	155	13	by	by	ADP
easat-3348	155	14	the	the	DET
easat-3348	155	15	authors	author	NOUN
easat-3348	155	16	;	;	PUNCT
easat-3348	155	17	licensee	licensee	PROPN
easat-3348	155	18	learning	learning	NOUN
easat-3348	155	19	gate	gate	NOUN
easat-3348	155	20	2.1	2.1	NUM
easat-3348	155	21	.	.	PUNCT
easat-3348	156	1	model	model	NOUN
easat-3348	156	2	selection	selection	NOUN
easat-3348	156	3	we	we	PRON
easat-3348	156	4	evaluated	evaluate	VERB
easat-3348	156	5	several	several	ADJ
easat-3348	156	6	models	model	NOUN
easat-3348	156	7	and	and	CCONJ
easat-3348	156	8	utilized	utilize	VERB
easat-3348	156	9	comparative	comparative	ADJ
easat-3348	156	10	analysis	analysis	NOUN
easat-3348	156	11	to	to	PART
easat-3348	156	12	identify	identify	VERB
easat-3348	156	13	the	the	DET
easat-3348	156	14	most	most	ADV
easat-3348	156	15	optimal	optimal	ADJ
easat-3348	156	16	model	model	NOUN
easat-3348	156	17	architecture	architecture	NOUN
easat-3348	156	18	,	,	PUNCT
easat-3348	156	19	xgboost	xgboost	ADV
easat-3348	156	20	,	,	PUNCT
easat-3348	156	21	support	support	NOUN
easat-3348	156	22	vector	vector	NOUN
easat-3348	156	23	machine	machine	NOUN
easat-3348	156	24	(	(	PUNCT
easat-3348	156	25	svm	svm	PROPN
easat-3348	156	26	)	)	PUNCT
easat-3348	156	27	,	,	PUNCT
easat-3348	156	28	gradient	gradient	NOUN
easat-3348	156	29	boosting	boosting	NOUN
easat-3348	156	30	,	,	PUNCT
easat-3348	156	31	linear	linear	ADJ
easat-3348	156	32	regression	regression	NOUN
easat-3348	156	33	,	,	PUNCT
easat-3348	156	34	and	and	CCONJ
easat-3348	156	35	random	random	ADJ
easat-3348	156	36	forest	forest	NOUN
easat-3348	156	37	.	.	PUNCT
easat-3348	157	1	using	use	VERB
easat-3348	157	2	cross	cross	ADJ
easat-3348	157	3	-	-	ADJ
easat-3348	157	4	validation	validation	ADJ
easat-3348	157	5	and	and	CCONJ
easat-3348	157	6	performance	performance	NOUN
easat-3348	157	7	metrics	metric	NOUN
easat-3348	157	8	such	such	ADJ
easat-3348	157	9	as	as	ADP
easat-3348	157	10	mean	mean	NOUN
easat-3348	157	11	absolute	absolute	ADJ
easat-3348	157	12	error	error	NOUN
easat-3348	157	13	(	(	PUNCT
easat-3348	157	14	mae	mae	PROPN
easat-3348	157	15	)	)	PUNCT
easat-3348	157	16	and	and	CCONJ
easat-3348	157	17	root	root	NOUN
easat-3348	157	18	mean	mean	ADJ
easat-3348	157	19	square	square	ADJ
easat-3348	157	20	error	error	NOUN
easat-3348	157	21	(	(	PUNCT
easat-3348	157	22	rmse	rmse	NOUN
easat-3348	157	23	)	)	PUNCT
easat-3348	157	24	,	,	PUNCT
easat-3348	157	25	evaluate	evaluate	VERB
easat-3348	157	26	each	each	DET
easat-3348	157	27	candidate	candidate	NOUN
easat-3348	157	28	model	model	NOUN
easat-3348	157	29	's	's	PART
easat-3348	157	30	ability	ability	NOUN
easat-3348	157	31	to	to	PART
easat-3348	157	32	accurately	accurately	ADV
easat-3348	157	33	predict	predict	VERB
easat-3348	157	34	7	7	NUM
easat-3348	157	35	-	-	PUNCT
easat-3348	157	36	day	day	NOUN
easat-3348	157	37	and	and	CCONJ
easat-3348	157	38	28	28	NUM
easat-3348	157	39	-	-	PUNCT
easat-3348	157	40	day	day	NOUN
easat-3348	157	41	compressive	compressive	ADJ
easat-3348	157	42	strength	strength	NOUN
easat-3348	157	43	,	,	PUNCT
easat-3348	157	44	●	●	NUM
easat-3348	157	45	mean	mean	NOUN
easat-3348	157	46	absolute	absolute	ADJ
easat-3348	157	47	error	error	NOUN
easat-3348	157	48	–	–	PUNCT
easat-3348	157	49	mean	mean	VERB
easat-3348	157	50	absolute	absolute	ADJ
easat-3348	157	51	error	error	NOUN
easat-3348	157	52	(	(	PUNCT
easat-3348	157	53	mae	mae	PROPN
easat-3348	157	54	)	)	PUNCT
easat-3348	157	55	is	be	AUX
easat-3348	157	56	the	the	DET
easat-3348	157	57	mean	mean	NOUN
easat-3348	157	58	of	of	ADP
easat-3348	157	59	the	the	DET
easat-3348	157	60	distance	distance	NOUN
easat-3348	157	61	between	between	ADP
easat-3348	157	62	the	the	DET
easat-3348	157	63	target	target	NOUN
easat-3348	157	64	variable	variable	NOUN
easat-3348	157	65	and	and	CCONJ
easat-3348	157	66	predicted	predict	VERB
easat-3348	157	67	value	value	NOUN
easat-3348	157	68	.	.	PUNCT
easat-3348	158	1	mae	mae	PROPN
easat-3348	158	2	can	can	AUX
easat-3348	158	3	be	be	AUX
easat-3348	158	4	computed	compute	VERB
easat-3348	158	5	by	by	ADP
easat-3348	158	6	mae	mae	PROPN
easat-3348	158	7	=	=	PROPN
easat-3348	158	8	∑𝑛	∑𝑛	PROPN
easat-3348	158	9	𝑖=1	𝑖=1	PROPN
easat-3348	158	10	|𝑦𝑖	|𝑦𝑖	NUM
easat-3348	158	11	−	−	PROPN
easat-3348	158	12	𝑥𝑖|	𝑥𝑖|	NOUN
easat-3348	158	13	𝑛	𝑛	ADP
easat-3348	158	14	where	where	SCONJ
easat-3348	158	15	yˆi	yˆi	NOUN
easat-3348	158	16	is	be	AUX
easat-3348	158	17	the	the	DET
easat-3348	158	18	predicted	predict	VERB
easat-3348	158	19	value	value	NOUN
easat-3348	158	20	for	for	ADP
easat-3348	158	21	training	training	NOUN
easat-3348	158	22	example	example	NOUN
easat-3348	159	1	i	i	PRON
easat-3348	159	2	,	,	PUNCT
easat-3348	159	3	yi	yi	PROPN
easat-3348	159	4	is	be	AUX
easat-3348	159	5	the	the	DET
easat-3348	159	6	target	target	NOUN
easat-3348	159	7	variable	variable	NOUN
easat-3348	159	8	for	for	ADP
easat-3348	159	9	training	training	NOUN
easat-3348	159	10	example	example	NOUN
easat-3348	159	11	i.	i.	NOUN
easat-3348	159	12	●	●	PUNCT
easat-3348	159	13	root	root	NOUN
easat-3348	159	14	-	-	PUNCT
easat-3348	159	15	mean	mean	NOUN
easat-3348	159	16	-	-	PUNCT
easat-3348	159	17	square	square	ADJ
easat-3348	159	18	(	(	PUNCT
easat-3348	159	19	rmse	rmse	NOUN
easat-3348	159	20	)	)	PUNCT
easat-3348	159	21	the	the	DET
easat-3348	159	22	sum	sum	NOUN
easat-3348	159	23	of	of	ADP
easat-3348	159	24	the	the	DET
easat-3348	159	25	squared	square	VERB
easat-3348	159	26	differences	difference	NOUN
easat-3348	159	27	between	between	ADP
easat-3348	159	28	the	the	DET
easat-3348	159	29	predicted	predict	VERB
easat-3348	159	30	and	and	CCONJ
easat-3348	159	31	observed	observed	ADJ
easat-3348	159	32	values	value	NOUN
easat-3348	159	33	is	be	AUX
easat-3348	159	34	divided	divide	VERB
easat-3348	159	35	by	by	ADP
easat-3348	159	36	the	the	DET
easat-3348	159	37	number	number	NOUN
easat-3348	159	38	of	of	ADP
easat-3348	159	39	observations	observation	NOUN
easat-3348	159	40	,	,	PUNCT
easat-3348	159	41	and	and	CCONJ
easat-3348	159	42	the	the	DET
easat-3348	159	43	square	square	ADJ
easat-3348	159	44	root	root	NOUN
easat-3348	159	45	of	of	ADP
easat-3348	159	46	the	the	DET
easat-3348	159	47	result	result	NOUN
easat-3348	159	48	is	be	AUX
easat-3348	159	49	taken	take	VERB
easat-3348	159	50	to	to	PART
easat-3348	159	51	yield	yield	VERB
easat-3348	159	52	the	the	DET
easat-3348	159	53	rmse	rmse	NOUN
easat-3348	159	54	.	.	PUNCT
easat-3348	160	1	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	PROPN
easat-3348	160	2	=	=	PUNCT
easat-3348	160	3	√∑	√∑	NOUN
easat-3348	160	4	𝑛	𝑛	X
easat-3348	160	5	𝑖=1	𝑖=1	PROPN
easat-3348	160	6	(	(	PUNCT
easat-3348	160	7	𝑦	𝑦	NOUN
easat-3348	160	8	�	�	NOUN
easat-3348	160	9	̂	̂	SYM
easat-3348	160	10	�	�	PROPN
easat-3348	160	11	−	−	PROPN
easat-3348	160	12	𝑦𝑖)2	𝑦𝑖)2	PROPN
easat-3348	160	13	𝑛	𝑛	PROPN
easat-3348	160	14	where	where	SCONJ
easat-3348	160	15	𝑦	𝑦	NOUN
easat-3348	160	16	�	�	NOUN
easat-3348	160	17	̂	̂	VERB
easat-3348	160	18	�	�	NOUN
easat-3348	160	19	are	be	AUX
easat-3348	160	20	predicted	predict	VERB
easat-3348	160	21	values	value	NOUN
easat-3348	161	1	,	,	PUNCT
easat-3348	161	2	𝑦𝑖	𝑦𝑖	PROPN
easat-3348	161	3	are	be	AUX
easat-3348	161	4	observed	observed	ADJ
easat-3348	161	5	values	value	NOUN
easat-3348	161	6	,	,	PUNCT
easat-3348	161	7	and	and	CCONJ
easat-3348	161	8	n	n	PRON
easat-3348	161	9	is	be	AUX
easat-3348	161	10	the	the	DET
easat-3348	161	11	number	number	NOUN
easat-3348	161	12	of	of	ADP
easat-3348	161	13	observations	observation	NOUN
easat-3348	161	14	2.1.1	2.1.1	NUM
easat-3348	161	15	.	.	PUNCT
easat-3348	162	1	xgboost	xgboost	PROPN
easat-3348	162	2	(	(	PUNCT
easat-3348	162	3	extreme	extreme	ADJ
easat-3348	162	4	gradient	gradient	NOUN
easat-3348	162	5	boosting	boosting	NOUN
easat-3348	162	6	):	):	PUNCT
easat-3348	163	1	obj	obj	PROPN
easat-3348	163	2	=	=	PROPN
easat-3348	163	3	∑𝑛	∑𝑛	PROPN
easat-3348	163	4	𝑖=1	𝑖=1	PROPN
easat-3348	163	5	𝐿(𝑥𝑖	𝐿(𝑥𝑖	PROPN
easat-3348	163	6	,	,	PUNCT
easat-3348	163	7	𝑦𝑖	𝑦𝑖	PROPN
easat-3348	163	8	)	)	PUNCT
easat-3348	163	9	+	+	CCONJ
easat-3348	163	10	∑𝐾	∑𝐾	PROPN
easat-3348	163	11	𝑘=1	𝑘=1	PROPN
easat-3348	163	12	ω(𝑓𝑘	ω(𝑓𝑘	PROPN
easat-3348	163	13	)	)	PUNCT
easat-3348	163	14	(	(	PUNCT
easat-3348	163	15	4.3	4.3	NUM
easat-3348	163	16	)	)	PUNCT
easat-3348	163	17	where	where	SCONJ
easat-3348	163	18	lxi	lxi	PROPN
easat-3348	163	19	,	,	PUNCT
easat-3348	163	20	yi	yi	PROPN
easat-3348	163	21	is	be	AUX
easat-3348	163	22	the	the	DET
easat-3348	163	23	loss	loss	NOUN
easat-3348	163	24	function	function	NOUN
easat-3348	163	25	measuring	measure	VERB
easat-3348	163	26	the	the	DET
easat-3348	163	27	difference	difference	NOUN
easat-3348	163	28	between	between	ADP
easat-3348	163	29	the	the	DET
easat-3348	163	30	true	true	ADJ
easat-3348	163	31	label	label	NOUN
easat-3348	163	32	xi	xi	X
easat-3348	164	1	and	and	CCONJ
easat-3348	164	2	the	the	DET
easat-3348	164	3	predicted	predict	VERB
easat-3348	164	4	label	label	NOUN
easat-3348	164	5	yi	yi	PROPN
easat-3348	164	6	,	,	PUNCT
easat-3348	164	7	ω	ω	PROPN
easat-3348	164	8	(	(	PUNCT
easat-3348	164	9	fk	fk	INTJ
easat-3348	164	10	)	)	PUNCT
easat-3348	164	11	is	be	AUX
easat-3348	164	12	the	the	DET
easat-3348	164	13	regularization	regularization	NOUN
easat-3348	164	14	term	term	NOUN
easat-3348	164	15	,	,	PUNCT
easat-3348	164	16	which	which	PRON
easat-3348	164	17	penalizes	penalize	VERB
easat-3348	164	18	the	the	DET
easat-3348	164	19	complexity	complexity	NOUN
easat-3348	164	20	of	of	ADP
easat-3348	164	21	individual	individual	ADJ
easat-3348	164	22	trees	tree	NOUN
easat-3348	164	23	to	to	PART
easat-3348	164	24	prevent	prevent	VERB
easat-3348	164	25	overfitting	overfitting	NOUN
easat-3348	164	26	,	,	PUNCT
easat-3348	164	27	fk	fk	INTJ
easat-3348	164	28	represents	represent	VERB
easat-3348	164	29	the	the	DET
easat-3348	164	30	k	k	PROPN
easat-3348	164	31	-	-	PUNCT
easat-3348	164	32	th	th	VERB
easat-3348	164	33	tree	tree	NOUN
easat-3348	164	34	in	in	ADP
easat-3348	164	35	the	the	DET
easat-3348	164	36	ensemble	ensemble	ADJ
easat-3348	164	37	.	.	PUNCT
easat-3348	165	1	model	model	NOUN
easat-3348	165	2	prediction	prediction	NOUN
easat-3348	165	3	is	be	AUX
easat-3348	165	4	the	the	DET
easat-3348	165	5	sum	sum	NOUN
easat-3348	165	6	of	of	ADP
easat-3348	165	7	predictions	prediction	NOUN
easat-3348	165	8	from	from	ADP
easat-3348	165	9	all	all	DET
easat-3348	165	10	trees	tree	NOUN
easat-3348	165	11	y	y	NOUN
easat-3348	165	12	=	=	SYM
easat-3348	165	13	∑𝐾	∑𝐾	PROPN
easat-3348	166	1	𝑘=1	𝑘=1	PUNCT
easat-3348	166	2	ƞ	ƞ	X
easat-3348	166	3	·	·	PUNCT
easat-3348	166	4	𝑓𝑘(𝑥	𝑓𝑘(𝑥	NUM
easat-3348	166	5	)	)	PUNCT
easat-3348	166	6	(	(	PUNCT
easat-3348	166	7	4.4	4.4	NUM
easat-3348	166	8	)	)	PUNCT
easat-3348	166	9	2.1.2	2.1.2	NUM
easat-3348	166	10	.	.	PUNCT
easat-3348	167	1	support	support	NOUN
easat-3348	167	2	vector	vector	NOUN
easat-3348	167	3	machine	machine	NOUN
easat-3348	167	4	(	(	PUNCT
easat-3348	167	5	svm	svm	PROPN
easat-3348	167	6	):	):	PUNCT
easat-3348	167	7	given	give	VERB
easat-3348	167	8	training	training	NOUN
easat-3348	167	9	data	datum	NOUN
easat-3348	167	10	(	(	PUNCT
easat-3348	167	11	𝑥𝑖	𝑥𝑖	PROPN
easat-3348	167	12	,	,	PUNCT
easat-3348	167	13	𝑦𝑖	𝑦𝑖	PROPN
easat-3348	167	14	)	)	PUNCT
easat-3348	167	15	where	where	SCONJ
easat-3348	167	16	(	(	PUNCT
easat-3348	167	17	𝑥𝑖	𝑥𝑖	PROPN
easat-3348	167	18	,	,	PUNCT
easat-3348	167	19	)	)	PUNCT
easat-3348	167	20	is	be	AUX
easat-3348	167	21	the	the	DET
easat-3348	167	22	feature	feature	NOUN
easat-3348	167	23	vector	vector	NOUN
easat-3348	167	24	and	and	CCONJ
easat-3348	167	25	(	(	PUNCT
easat-3348	167	26	𝑦𝑖	𝑦𝑖	INTJ
easat-3348	167	27	,	,	PUNCT
easat-3348	167	28	)	)	PUNCT
easat-3348	167	29	is	be	AUX
easat-3348	167	30	the	the	DET
easat-3348	167	31	class	class	NOUN
easat-3348	167	32	label	label	NOUN
easat-3348	167	33	(	(	PUNCT
easat-3348	167	34	𝑦𝑖	𝑦𝑖	PROPN
easat-3348	167	35	∈	∈	PROPN
easat-3348	167	36	{	{	PUNCT
easat-3348	167	37	−1	−1	NOUN
easat-3348	167	38	,	,	PUNCT
easat-3348	167	39	1	1	NUM
easat-3348	167	40	}	}	PUNCT
easat-3348	167	41	)	)	PUNCT
easat-3348	167	42	(	(	PUNCT
easat-3348	167	43	4.5	4.5	NUM
easat-3348	167	44	)	)	PUNCT
easat-3348	167	45	𝑚𝑖𝑛𝑤,𝑏	𝑚𝑖𝑛𝑤,𝑏	NUM
easat-3348	167	46	1	1	NUM
easat-3348	167	47	2	2	NUM
easat-3348	167	48	||𝑤||2	||𝑤||2	NOUN
easat-3348	167	49	(	(	PUNCT
easat-3348	167	50	4.6	4.6	NUM
easat-3348	167	51	)	)	PUNCT
easat-3348	167	52	subject	subject	NOUN
easat-3348	167	53	to	to	ADP
easat-3348	167	54	:	:	PUNCT
easat-3348	167	55	𝑦𝑖	𝑦𝑖	PROPN
easat-3348	167	56	(	(	PUNCT
easat-3348	167	57	𝑤	𝑤	PART
easat-3348	167	58	·	·	PUNCT
easat-3348	167	59	𝑥𝑖	𝑥𝑖	PROPN
easat-3348	168	1	+	+	CCONJ
easat-3348	168	2	𝑏	𝑏	NOUN
easat-3348	168	3	)	)	PUNCT
easat-3348	168	4	≥	≥	NOUN
easat-3348	168	5	1	1	NUM
easat-3348	168	6	for	for	ADP
easat-3348	168	7	i	i	PRON
easat-3348	168	8	=	=	SYM
easat-3348	168	9	1,2	1,2	NUM
easat-3348	168	10	,	,	PUNCT
easat-3348	168	11	…	…	PUNCT
easat-3348	168	12	,	,	PUNCT
easat-3348	168	13	n	n	CCONJ
easat-3348	168	14	the	the	DET
easat-3348	168	15	decision	decision	NOUN
easat-3348	168	16	function	function	NOUN
easat-3348	168	17	is	be	AUX
easat-3348	168	18	f(x	f(x	PROPN
easat-3348	168	19	)	)	PUNCT
easat-3348	169	1	=	=	PUNCT
easat-3348	170	1	w	w	PROPN
easat-3348	170	2	·	·	PUNCT
easat-3348	170	3	x	x	PUNCT
easat-3348	171	1	+	+	NUM
easat-3348	171	2	b	b	X
easat-3348	171	3	(	(	PUNCT
easat-3348	171	4	4.7	4.7	NUM
easat-3348	171	5	)	)	PUNCT
easat-3348	171	6	2.1.3	2.1.3	NUM
easat-3348	171	7	.	.	PUNCT
easat-3348	171	8	gradient	gradient	NOUN
easat-3348	171	9	boosting	boost	VERB
easat-3348	171	10	at	at	ADP
easat-3348	171	11	each	each	DET
easat-3348	171	12	iteration	iteration	NOUN
easat-3348	171	13	m	m	PRON
easat-3348	171	14	,	,	PUNCT
easat-3348	171	15	the	the	DET
easat-3348	171	16	model	model	NOUN
easat-3348	171	17	fits	fit	VERB
easat-3348	171	18	a	a	DET
easat-3348	171	19	weak	weak	ADJ
easat-3348	171	20	learner	learner	NOUN
easat-3348	171	21	to	to	ADP
easat-3348	171	22	the	the	DET
easat-3348	171	23	negative	negative	ADJ
easat-3348	171	24	gradient	gradient	NOUN
easat-3348	171	25	of	of	ADP
easat-3348	171	26	the	the	DET
easat-3348	171	27	loss	loss	NOUN
easat-3348	171	28	function	function	NOUN
easat-3348	171	29	:	:	PUNCT
easat-3348	171	30	ℎ𝑚(x	ℎ𝑚(x	PUNCT
easat-3348	171	31	)	)	PUNCT
easat-3348	172	1	=	=	PUNCT
easat-3348	172	2	arg	arg	NOUN
easat-3348	172	3	𝑚𝑖𝑛ℎ	𝑚𝑖𝑛ℎ	PROPN
easat-3348	172	4	∑𝑀	∑𝑀	PROPN
easat-3348	172	5	𝑚=1	𝑚=1	PROPN
easat-3348	172	6	(	(	PUNCT
easat-3348	172	7	ð𝐿(𝑥𝑖,𝑦𝑖	ð𝐿(𝑥𝑖,𝑦𝑖	PROPN
easat-3348	172	8	)	)	PUNCT
easat-3348	172	9	ð𝑦𝑖	ð𝑦𝑖	NOUN
easat-3348	172	10	)	)	PUNCT
easat-3348	172	11	]	]	SYM
easat-3348	172	12	2	2	NUM
easat-3348	172	13	(	(	PUNCT
easat-3348	172	14	4.8	4.8	NUM
easat-3348	172	15	)	)	PUNCT
easat-3348	172	16	final	final	ADJ
easat-3348	172	17	prediction	prediction	NOUN
easat-3348	172	18	:	:	PUNCT
easat-3348	172	19	y	y	PROPN
easat-3348	172	20	=	=	PUNCT
easat-3348	172	21	∑𝑀	∑𝑀	PROPN
easat-3348	172	22	𝑚=1	𝑚=1	X
easat-3348	172	23	ƞ	ƞ	X
easat-3348	172	24	·	·	PUNCT
easat-3348	172	25	ℎ𝑚(𝑥	ℎ𝑚(𝑥	NUM
easat-3348	172	26	)	)	PUNCT
easat-3348	172	27	(	(	PUNCT
easat-3348	172	28	4.9	4.9	NUM
easat-3348	172	29	)	)	PUNCT
easat-3348	172	30	2.1.4	2.1.4	NUM
easat-3348	172	31	.	.	PUNCT
easat-3348	173	1	linear	linear	PROPN
easat-3348	173	2	regression	regression	PROPN
easat-3348	173	3	model	model	NOUN
easat-3348	173	4	equation	equation	NOUN
easat-3348	173	5	:	:	PUNCT
easat-3348	173	6	y	y	PROPN
easat-3348	173	7	=	=	SYM
easat-3348	173	8	𝛽0	𝛽0	PROPN
easat-3348	173	9	+	+	CCONJ
easat-3348	173	10	𝛽1𝑥1	𝛽1𝑥1	X
easat-3348	173	11	+	+	CCONJ
easat-3348	173	12	𝜖	𝜖	X
easat-3348	173	13	(	(	PUNCT
easat-3348	173	14	4.10	4.10	NUM
easat-3348	173	15	)	)	PUNCT
easat-3348	173	16	where	where	SCONJ
easat-3348	173	17	y	y	PROPN
easat-3348	173	18	is	be	AUX
easat-3348	173	19	the	the	DET
easat-3348	173	20	dependent	dependent	ADJ
easat-3348	173	21	variable	variable	NOUN
easat-3348	173	22	,	,	PUNCT
easat-3348	173	23	𝑥1	𝑥1	NOUN
easat-3348	173	24	is	be	AUX
easat-3348	173	25	the	the	DET
easat-3348	173	26	independent	independent	ADJ
easat-3348	173	27	variable	variable	NOUN
easat-3348	173	28	,	,	PUNCT
easat-3348	173	29	𝛽0	𝛽0	PROPN
easat-3348	173	30	is	be	AUX
easat-3348	173	31	the	the	DET
easat-3348	173	32	intercept	intercept	NOUN
easat-3348	173	33	,	,	PUNCT
easat-3348	173	34	𝛽1	𝛽1	NOUN
easat-3348	173	35	is	be	AUX
easat-3348	173	36	the	the	DET
easat-3348	173	37	coefficient	coefficient	NOUN
easat-3348	173	38	for	for	ADP
easat-3348	173	39	𝑥1	𝑥1	NOUN
easat-3348	173	40	,	,	PUNCT
easat-3348	173	41	and	and	CCONJ
easat-3348	173	42	𝜖	𝜖	PROPN
easat-3348	173	43	is	be	AUX
easat-3348	173	44	the	the	DET
easat-3348	173	45	error	error	NOUN
easat-3348	173	46	term	term	NOUN
easat-3348	173	47	.	.	PUNCT
easat-3348	174	1	6162	6162	NUM
easat-3348	174	2	edelweiss	edelweiss	PROPN
easat-3348	174	3	applied	apply	VERB
easat-3348	174	4	science	science	NOUN
easat-3348	174	5	and	and	CCONJ
easat-3348	174	6	technology	technology	NOUN
easat-3348	174	7	issn	issn	PROPN
easat-3348	174	8	:	:	PUNCT
easat-3348	174	9	2576	2576	NUM
easat-3348	174	10	-	-	SYM
easat-3348	174	11	8484	8484	NUM
easat-3348	174	12	vol	vol	NOUN
easat-3348	174	13	.	.	PROPN
easat-3348	174	14	8	8	NUM
easat-3348	174	15	,	,	PUNCT
easat-3348	174	16	no	no	INTJ
easat-3348	174	17	.	.	NOUN
easat-3348	175	1	6	6	NUM
easat-3348	175	2	:	:	SYM
easat-3348	175	3	6154	6154	NUM
easat-3348	175	4	-	-	SYM
easat-3348	175	5	6164	6164	NUM
easat-3348	175	6	,	,	PUNCT
easat-3348	175	7	2024	2024	NUM
easat-3348	175	8	doi	doi	NOUN
easat-3348	175	9	:	:	PUNCT
easat-3348	175	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	175	11	©	©	PROPN
easat-3348	175	12	2024	2024	NUM
easat-3348	175	13	by	by	ADP
easat-3348	175	14	the	the	DET
easat-3348	175	15	authors	author	NOUN
easat-3348	175	16	;	;	PUNCT
easat-3348	175	17	licensee	licensee	PROPN
easat-3348	175	18	learning	learn	VERB
easat-3348	175	19	gate	gate	NOUN
easat-3348	175	20	table	table	NOUN
easat-3348	175	21	2	2	NUM
easat-3348	175	22	.	.	PUNCT
easat-3348	175	23	average	average	ADJ
easat-3348	175	24	results	result	NOUN
easat-3348	175	25	of	of	ADP
easat-3348	175	26	performance	performance	NOUN
easat-3348	175	27	evaluation	evaluation	NOUN
easat-3348	175	28	of	of	ADP
easat-3348	175	29	ml	ml	NOUN
easat-3348	175	30	of	of	ADP
easat-3348	175	31	7	7	NUM
easat-3348	175	32	-	-	PUNCT
easat-3348	175	33	day	day	NOUN
easat-3348	175	34	𝑓𝑐	𝑓𝑐	ADP
easat-3348	175	35	.	.	PUNCT
easat-3348	176	1	model	model	PROPN
easat-3348	176	2	𝑹𝟐	𝑹𝟐	PROPN
easat-3348	176	3	mae	mae	PROPN
easat-3348	176	4	rmse	rmse	PROPN
easat-3348	176	5	mse	mse	PROPN
easat-3348	176	6	0	0	NUM
easat-3348	176	7	gradientboosingregressor	gradientboosingregressor	NOUN
easat-3348	176	8	0.920	0.920	NUM
easat-3348	176	9	0.53	0.53	NUM
easat-3348	176	10	0.93	0.93	NUM
easat-3348	176	11	0.87	0.87	NUM
easat-3348	176	12	1	1	NUM
easat-3348	176	13	svr	svr	PROPN
easat-3348	176	14	-0.061	-0.061	NUM
easat-3348	176	15	2.31	2.31	NUM
easat-3348	176	16	3.39	3.39	NUM
easat-3348	176	17	11.52	11.52	NUM
easat-3348	176	18	2	2	NUM
easat-3348	176	19	xgbrfregressor	xgbrfregressor	NOUN
easat-3348	176	20	0.855	0.855	NUM
easat-3348	176	21	0.84	0.84	NUM
easat-3348	176	22	1.26	1.26	NUM
easat-3348	176	23	1.58	1.58	NUM
easat-3348	176	24	3	3	NUM
easat-3348	176	25	linearregression	linearregression	NOUN
easat-3348	176	26	0.643	0.643	NUM
easat-3348	176	27	1.56	1.56	NUM
easat-3348	176	28	1.97	1.97	NUM
easat-3348	176	29	3.88	3.88	NUM
easat-3348	176	30	4	4	NUM
easat-3348	176	31	randomforestregressor	randomforestregressor	NOUN
easat-3348	176	32	0.897	0.897	NUM
easat-3348	176	33	0.72	0.72	NUM
easat-3348	176	34	1.06	1.06	NUM
easat-3348	176	35	1.12	1.12	NUM
easat-3348	176	36	5	5	NUM
easat-3348	176	37	ann	ann	PROPN
easat-3348	176	38	0.795	0.795	NUM
easat-3348	176	39	1.64	1.64	NUM
easat-3348	176	40	2.35	2.35	NUM
easat-3348	176	41	5.52	5.52	NUM
easat-3348	176	42	table	table	NOUN
easat-3348	176	43	3	3	NUM
easat-3348	176	44	.	.	PUNCT
easat-3348	176	45	average	average	ADJ
easat-3348	176	46	results	result	NOUN
easat-3348	176	47	of	of	ADP
easat-3348	176	48	performance	performance	NOUN
easat-3348	176	49	evaluation	evaluation	NOUN
easat-3348	176	50	of	of	ADP
easat-3348	176	51	ml	ml	NOUN
easat-3348	176	52	of	of	ADP
easat-3348	176	53	28	28	NUM
easat-3348	176	54	-	-	PUNCT
easat-3348	176	55	day	day	NOUN
easat-3348	176	56	𝑓𝑐	𝑓𝑐	ADP
easat-3348	176	57	.	.	PUNCT
easat-3348	177	1	model	model	PROPN
easat-3348	177	2	𝑹𝟐	𝑹𝟐	PROPN
easat-3348	177	3	mae	mae	PROPN
easat-3348	177	4	rmse	rmse	PROPN
easat-3348	177	5	mse	mse	PROPN
easat-3348	177	6	0	0	NUM
easat-3348	177	7	gradientboosingregressor	gradientboosingregressor	NOUN
easat-3348	177	8	0.908	0.908	NUM
easat-3348	177	9	0.76	0.76	NUM
easat-3348	177	10	1.18	1.18	NUM
easat-3348	177	11	1.39	1.39	NUM
easat-3348	177	12	1	1	NUM
easat-3348	177	13	svr	svr	PROPN
easat-3348	177	14	-0.165	-0.165	NUM
easat-3348	177	15	3.10	3.10	NUM
easat-3348	177	16	4.20	4.20	NUM
easat-3348	177	17	17.66	17.66	NUM
easat-3348	177	18	2	2	NUM
easat-3348	177	19	xgbrfregressor	xgbrfregressor	NOUN
easat-3348	177	20	0.903	0.903	NUM
easat-3348	177	21	0.86	0.86	NUM
easat-3348	177	22	1.21	1.21	NUM
easat-3348	177	23	1.46	1.46	NUM
easat-3348	177	24	3	3	NUM
easat-3348	177	25	linearregression	linearregression	NOUN
easat-3348	177	26	0.766	0.766	NUM
easat-3348	177	27	1.41	1.41	NUM
easat-3348	177	28	1.88	1.88	NUM
easat-3348	177	29	3.55	3.55	NUM
easat-3348	177	30	4	4	NUM
easat-3348	177	31	randomforestregressor	randomforestregressor	NOUN
easat-3348	177	32	0.891	0.891	NUM
easat-3348	177	33	0.83	0.83	NUM
easat-3348	177	34	1.29	1.29	NUM
easat-3348	177	35	1.65	1.65	NUM
easat-3348	177	36	5	5	NUM
easat-3348	177	37	ann	ann	PROPN
easat-3348	177	38	0.198	0.198	NUM
easat-3348	177	39	1.37	1.37	NUM
easat-3348	177	40	1.78	1.78	NUM
easat-3348	177	41	3.19	3.19	NUM
easat-3348	177	42	2.1.5	2.1.5	NUM
easat-3348	177	43	.	.	PUNCT
easat-3348	178	1	neural	neural	ADJ
easat-3348	178	2	network	network	PROPN
easat-3348	178	3	neural	neural	ADJ
easat-3348	178	4	networks	network	NOUN
easat-3348	178	5	can	can	AUX
easat-3348	178	6	implicitly	implicitly	ADV
easat-3348	178	7	detect	detect	VERB
easat-3348	178	8	complex	complex	ADJ
easat-3348	178	9	nonlinear	nonlinear	ADJ
easat-3348	178	10	relationships	relationship	NOUN
easat-3348	178	11	between	between	ADP
easat-3348	178	12	dependent	dependent	ADJ
easat-3348	178	13	and	and	CCONJ
easat-3348	178	14	independent	independent	ADJ
easat-3348	178	15	variables	variable	NOUN
easat-3348	178	16	and	and	CCONJ
easat-3348	178	17	the	the	DET
easat-3348	178	18	ability	ability	NOUN
easat-3348	178	19	to	to	PART
easat-3348	178	20	detect	detect	VERB
easat-3348	178	21	all	all	DET
easat-3348	178	22	possible	possible	ADJ
easat-3348	178	23	interactions	interaction	NOUN
easat-3348	178	24	between	between	ADP
easat-3348	178	25	predictor	predictor	NOUN
easat-3348	178	26	variables	variable	NOUN
easat-3348	178	27	.	.	PUNCT
easat-3348	179	1	the	the	DET
easat-3348	179	2	machine	machine	NOUN
easat-3348	179	3	learning	learning	NOUN
easat-3348	179	4	models	model	NOUN
easat-3348	179	5	above	above	ADV
easat-3348	179	6	performed	perform	VERB
easat-3348	179	7	quite	quite	ADV
easat-3348	179	8	alright	alright	ADV
easat-3348	179	9	,	,	PUNCT
easat-3348	179	10	but	but	CCONJ
easat-3348	179	11	to	to	PART
easat-3348	179	12	extract	extract	VERB
easat-3348	179	13	more	more	ADV
easat-3348	179	14	nuanced	nuanced	ADJ
easat-3348	179	15	relationships	relationship	NOUN
easat-3348	179	16	of	of	ADP
easat-3348	179	17	each	each	PRON
easat-3348	179	18	of	of	ADP
easat-3348	179	19	the	the	DET
easat-3348	179	20	dependent	dependent	ADJ
easat-3348	179	21	variables	variable	NOUN
easat-3348	179	22	,	,	PUNCT
easat-3348	179	23	a	a	DET
easat-3348	179	24	neural	neural	ADJ
easat-3348	179	25	network	network	NOUN
easat-3348	179	26	with	with	ADP
easat-3348	179	27	8	8	NUM
easat-3348	179	28	hidden	hidden	ADJ
easat-3348	179	29	layers	layer	NOUN
easat-3348	179	30	,	,	PUNCT
easat-3348	179	31	and	and	CCONJ
easat-3348	179	32	2	2	NUM
easat-3348	179	33	output	output	NOUN
easat-3348	179	34	layers	layer	NOUN
easat-3348	179	35	was	be	AUX
easat-3348	179	36	used	use	VERB
easat-3348	179	37	to	to	PART
easat-3348	179	38	predict	predict	VERB
easat-3348	179	39	7	7	NUM
easat-3348	179	40	days	day	NOUN
easat-3348	179	41	and	and	CCONJ
easat-3348	179	42	28	28	NUM
easat-3348	179	43	days	day	NOUN
easat-3348	179	44	and	and	CCONJ
easat-3348	179	45	was	be	AUX
easat-3348	179	46	trained	train	VERB
easat-3348	179	47	over	over	ADP
easat-3348	179	48	1000	1000	NUM
easat-3348	179	49	epochs	epoch	NOUN
easat-3348	179	50	.	.	PUNCT
easat-3348	180	1	figure	figure	NOUN
easat-3348	180	2	3	3	NUM
easat-3348	180	3	.	.	PUNCT
easat-3348	181	1	ann	ann	PROPN
easat-3348	181	2	model	model	NOUN
easat-3348	181	3	of	of	ADP
easat-3348	181	4	8	8	NUM
easat-3348	181	5	hidden	hide	VERB
easat-3348	181	6	layers	layer	NOUN
easat-3348	181	7	comparison	comparison	NOUN
easat-3348	181	8	of	of	ADP
easat-3348	181	9	predicted	predict	VERB
easat-3348	181	10	and	and	CCONJ
easat-3348	181	11	actual	actual	ADJ
easat-3348	181	12	value	value	NOUN
easat-3348	181	13	for	for	ADP
easat-3348	181	14	28	28	NUM
easat-3348	181	15	days	day	NOUN
easat-3348	181	16	in	in	ADP
easat-3348	181	17	relation	relation	NOUN
easat-3348	181	18	to	to	ADP
easat-3348	181	19	7	7	NUM
easat-3348	181	20	days	day	NOUN
easat-3348	181	21	.	.	PUNCT
easat-3348	182	1	3	3	X
easat-3348	182	2	.	.	X
easat-3348	182	3	conclusion	conclusion	NOUN
easat-3348	182	4	this	this	DET
easat-3348	182	5	study	study	NOUN
easat-3348	182	6	employed	employ	VERB
easat-3348	182	7	the	the	DET
easat-3348	182	8	development	development	NOUN
easat-3348	182	9	of	of	ADP
easat-3348	182	10	a	a	DET
easat-3348	182	11	predictive	predictive	ADJ
easat-3348	182	12	model	model	NOUN
easat-3348	182	13	using	use	VERB
easat-3348	182	14	machine	machine	NOUN
easat-3348	182	15	learning	learn	VERB
easat-3348	182	16	with	with	ADP
easat-3348	182	17	the	the	DET
easat-3348	182	18	findings	finding	NOUN
easat-3348	182	19	offer	offer	VERB
easat-3348	182	20	valuable	valuable	ADJ
easat-3348	182	21	insights	insight	NOUN
easat-3348	182	22	into	into	ADP
easat-3348	182	23	the	the	DET
easat-3348	182	24	critical	critical	ADJ
easat-3348	182	25	role	role	NOUN
easat-3348	182	26	of	of	ADP
easat-3348	182	27	curing	cure	VERB
easat-3348	182	28	conditions	condition	NOUN
easat-3348	182	29	and	and	CCONJ
easat-3348	182	30	temperature	temperature	NOUN
easat-3348	182	31	on	on	ADP
easat-3348	182	32	the	the	DET
easat-3348	182	33	performance	performance	NOUN
easat-3348	182	34	of	of	ADP
easat-3348	182	35	concrete	concrete	NOUN
easat-3348	182	36	,	,	PUNCT
easat-3348	182	37	and	and	CCONJ
easat-3348	182	38	to	to	PART
easat-3348	182	39	simulate	simulate	VERB
easat-3348	182	40	real	real	ADJ
easat-3348	182	41	-	-	PUNCT
easat-3348	182	42	world	world	NOUN
easat-3348	182	43	conditions	condition	NOUN
easat-3348	182	44	,	,	PUNCT
easat-3348	182	45	curing	cure	VERB
easat-3348	182	46	took	take	VERB
easat-3348	182	47	place	place	NOUN
easat-3348	182	48	in	in	ADP
easat-3348	182	49	a	a	DET
easat-3348	182	50	curing	cure	VERB
easat-3348	182	51	tank	tank	NOUN
easat-3348	182	52	at	at	ADP
easat-3348	182	53	a	a	DET
easat-3348	182	54	controlled	control	VERB
easat-3348	182	55	temperature	temperature	NOUN
easat-3348	182	56	of	of	ADP
easat-3348	182	57	12–18	12–18	NUM
easat-3348	182	58	°	°	NOUN
easat-3348	182	59	c	c	NOUN
easat-3348	182	60	.	.	PUNCT
easat-3348	183	1	to	to	PART
easat-3348	183	2	verify	verify	VERB
easat-3348	183	3	accuracy	accuracy	NOUN
easat-3348	183	4	,	,	PUNCT
easat-3348	183	5	the	the	DET
easat-3348	183	6	study	study	NOUN
easat-3348	183	7	matched	match	VERB
easat-3348	183	8	the	the	DET
easat-3348	183	9	fea	fea	NOUN
easat-3348	183	10	results	result	NOUN
easat-3348	183	11	with	with	ADP
easat-3348	183	12	experimental	experimental	ADJ
easat-3348	183	13	data	datum	NOUN
easat-3348	183	14	on	on	ADP
easat-3348	183	15	crushed	crushed	ADJ
easat-3348	183	16	concrete	concrete	ADJ
easat-3348	183	17	cubes	cube	NOUN
easat-3348	183	18	.	.	PUNCT
easat-3348	184	1	beyond	beyond	ADP
easat-3348	184	2	improving	improve	VERB
easat-3348	184	3	accuracy	accuracy	NOUN
easat-3348	184	4	in	in	ADP
easat-3348	184	5	predicting	predict	VERB
easat-3348	184	6	concrete	concrete	ADJ
easat-3348	184	7	performance	performance	NOUN
easat-3348	184	8	,	,	PUNCT
easat-3348	184	9	this	this	DET
easat-3348	184	10	research	research	NOUN
easat-3348	184	11	has	have	VERB
easat-3348	184	12	important	important	ADJ
easat-3348	184	13	implications	implication	NOUN
easat-3348	184	14	for	for	ADP
easat-3348	184	15	environmental	environmental	ADJ
easat-3348	184	16	sustainability	sustainability	NOUN
easat-3348	184	17	.	.	PUNCT
easat-3348	185	1	by	by	ADP
easat-3348	185	2	providing	provide	VERB
easat-3348	185	3	reliable	reliable	ADJ
easat-3348	185	4	predictions	prediction	NOUN
easat-3348	185	5	of	of	ADP
easat-3348	185	6	compressive	compressive	ADJ
easat-3348	185	7	strength	strength	NOUN
easat-3348	185	8	,	,	PUNCT
easat-3348	185	9	it	it	PRON
easat-3348	185	10	minimizes	minimize	VERB
easat-3348	185	11	the	the	DET
easat-3348	185	12	need	need	NOUN
easat-3348	185	13	for	for	ADP
easat-3348	185	14	trial	trial	NOUN
easat-3348	185	15	-	-	PUNCT
easat-3348	185	16	and	and	CCONJ
easat-3348	185	17	-	-	PUNCT
easat-3348	185	18	error	error	NOUN
easat-3348	185	19	in	in	ADP
easat-3348	185	20	concrete	concrete	ADJ
easat-3348	185	21	mix	mix	NOUN
easat-3348	185	22	designs	design	NOUN
easat-3348	185	23	,	,	PUNCT
easat-3348	185	24	thereby	thereby	ADV
easat-3348	185	25	reducing	reduce	VERB
easat-3348	185	26	material	material	NOUN
easat-3348	185	27	waste	waste	NOUN
easat-3348	185	28	,	,	PUNCT
easat-3348	185	29	lowering	lower	VERB
easat-3348	185	30	carbon	carbon	NOUN
easat-3348	185	31	emissions	emission	NOUN
easat-3348	185	32	,	,	PUNCT
easat-3348	185	33	and	and	CCONJ
easat-3348	185	34	optimizing	optimize	VERB
easat-3348	185	35	resource	resource	NOUN
easat-3348	185	36	use	use	NOUN
easat-3348	185	37	[	[	X
easat-3348	185	38	23	23	NUM
easat-3348	185	39	]	]	PUNCT
easat-3348	185	40	.	.	PUNCT
easat-3348	186	1	this	this	PRON
easat-3348	186	2	aligns	align	VERB
easat-3348	186	3	with	with	ADP
easat-3348	186	4	sdg	sdg	NOUN
easat-3348	186	5	11	11	NUM
easat-3348	186	6	(	(	PUNCT
easat-3348	186	7	sustainable	sustainable	ADJ
easat-3348	186	8	cities	city	NOUN
easat-3348	186	9	and	and	CCONJ
easat-3348	186	10	communities	community	NOUN
easat-3348	186	11	)	)	PUNCT
easat-3348	186	12	,	,	PUNCT
easat-3348	186	13	as	as	SCONJ
easat-3348	186	14	it	it	PRON
easat-3348	186	15	supports	support	VERB
easat-3348	186	16	the	the	DET
easat-3348	186	17	development	development	NOUN
easat-3348	186	18	of	of	ADP
easat-3348	186	19	more	more	ADV
easat-3348	186	20	resilient	resilient	ADJ
easat-3348	186	21	infrastructure	infrastructure	NOUN
easat-3348	186	22	while	while	SCONJ
easat-3348	186	23	promoting	promote	VERB
easat-3348	186	24	sustainable	sustainable	ADJ
easat-3348	186	25	construction	construction	NOUN
easat-3348	186	26	practices	practice	NOUN
easat-3348	186	27	[	[	X
easat-3348	186	28	24	24	NUM
easat-3348	186	29	]	]	PUNCT
easat-3348	186	30	.	.	PUNCT
easat-3348	187	1	by	by	ADP
easat-3348	187	2	utilizing	utilize	VERB
easat-3348	187	3	locally	locally	ADV
easat-3348	187	4	6163	6163	NUM
easat-3348	187	5	edelweiss	edelweiss	PROPN
easat-3348	187	6	applied	apply	VERB
easat-3348	187	7	science	science	NOUN
easat-3348	187	8	and	and	CCONJ
easat-3348	187	9	technology	technology	NOUN
easat-3348	187	10	issn	issn	PROPN
easat-3348	187	11	:	:	PUNCT
easat-3348	187	12	2576	2576	NUM
easat-3348	187	13	-	-	SYM
easat-3348	187	14	8484	8484	NUM
easat-3348	187	15	vol	vol	NOUN
easat-3348	187	16	.	.	PROPN
easat-3348	187	17	8	8	NUM
easat-3348	187	18	,	,	PUNCT
easat-3348	187	19	no	no	INTJ
easat-3348	187	20	.	.	NOUN
easat-3348	187	21	6	6	NUM
easat-3348	187	22	:	:	SYM
easat-3348	187	23	6154	6154	NUM
easat-3348	187	24	-	-	SYM
easat-3348	187	25	6164	6164	NUM
easat-3348	187	26	,	,	PUNCT
easat-3348	187	27	2024	2024	NUM
easat-3348	187	28	doi	doi	NOUN
easat-3348	187	29	:	:	PUNCT
easat-3348	187	30	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	187	31	©	©	PROPN
easat-3348	187	32	2024	2024	NUM
easat-3348	187	33	by	by	ADP
easat-3348	187	34	the	the	DET
easat-3348	187	35	authors	author	NOUN
easat-3348	187	36	;	;	PUNCT
easat-3348	187	37	licensee	licensee	PROPN
easat-3348	187	38	learning	learning	NOUN
easat-3348	187	39	gate	gate	NOUN
easat-3348	187	40	developed	develop	VERB
easat-3348	187	41	ai	ai	PROPN
easat-3348	187	42	-	-	PUNCT
easat-3348	187	43	driven	drive	VERB
easat-3348	187	44	predictive	predictive	ADJ
easat-3348	187	45	models	model	NOUN
easat-3348	187	46	,	,	PUNCT
easat-3348	187	47	construction	construction	NOUN
easat-3348	187	48	companies	company	NOUN
easat-3348	187	49	can	can	AUX
easat-3348	187	50	reduce	reduce	VERB
easat-3348	187	51	their	their	PRON
easat-3348	187	52	reliance	reliance	NOUN
easat-3348	187	53	on	on	ADP
easat-3348	187	54	external	external	ADJ
easat-3348	187	55	technologies	technology	NOUN
easat-3348	187	56	,	,	PUNCT
easat-3348	187	57	enhancing	enhance	VERB
easat-3348	187	58	self	self	NOUN
easat-3348	187	59	-	-	PUNCT
easat-3348	187	60	reliance	reliance	NOUN
easat-3348	187	61	in	in	ADP
easat-3348	187	62	managing	manage	VERB
easat-3348	187	63	and	and	CCONJ
easat-3348	187	64	optimizing	optimize	VERB
easat-3348	187	65	their	their	PRON
easat-3348	187	66	resources	resource	NOUN
easat-3348	187	67	[	[	X
easat-3348	187	68	25	25	NUM
easat-3348	187	69	]	]	PUNCT
easat-3348	187	70	.	.	PUNCT
easat-3348	188	1	this	this	PRON
easat-3348	188	2	promotes	promote	VERB
easat-3348	188	3	a	a	DET
easat-3348	188	4	more	more	ADV
easat-3348	188	5	autonomous	autonomous	ADJ
easat-3348	188	6	digital	digital	ADJ
easat-3348	188	7	framework	framework	NOUN
easat-3348	188	8	,	,	PUNCT
easat-3348	188	9	where	where	SCONJ
easat-3348	188	10	local	local	ADJ
easat-3348	188	11	contractors	contractor	NOUN
easat-3348	188	12	can	can	AUX
easat-3348	188	13	maintain	maintain	VERB
easat-3348	188	14	control	control	NOUN
easat-3348	188	15	over	over	ADP
easat-3348	188	16	their	their	PRON
easat-3348	188	17	data	data	NOUN
easat-3348	188	18	and	and	CCONJ
easat-3348	188	19	simulation	simulation	NOUN
easat-3348	188	20	tools	tool	NOUN
easat-3348	188	21	,	,	PUNCT
easat-3348	188	22	advancing	advance	VERB
easat-3348	188	23	both	both	CCONJ
easat-3348	188	24	technological	technological	ADJ
easat-3348	188	25	independence	independence	NOUN
easat-3348	188	26	and	and	CCONJ
easat-3348	188	27	environmental	environmental	ADJ
easat-3348	188	28	sustainability	sustainability	NOUN
easat-3348	188	29	in	in	ADP
easat-3348	188	30	the	the	DET
easat-3348	188	31	industry	industry	NOUN
easat-3348	188	32	.	.	PUNCT
easat-3348	189	1	future	future	ADJ
easat-3348	189	2	research	research	NOUN
easat-3348	189	3	should	should	AUX
easat-3348	189	4	explore	explore	VERB
easat-3348	189	5	the	the	DET
easat-3348	189	6	inclusion	inclusion	NOUN
easat-3348	189	7	of	of	ADP
easat-3348	189	8	additional	additional	ADJ
easat-3348	189	9	material	material	NOUN
easat-3348	189	10	properties	property	NOUN
easat-3348	189	11	and	and	CCONJ
easat-3348	189	12	expanded	expand	VERB
easat-3348	189	13	simulation	simulation	NOUN
easat-3348	189	14	scenarios	scenario	NOUN
easat-3348	189	15	,	,	PUNCT
easat-3348	189	16	particularly	particularly	ADV
easat-3348	189	17	focusing	focus	VERB
easat-3348	189	18	on	on	ADP
easat-3348	189	19	the	the	DET
easat-3348	189	20	impacts	impact	NOUN
easat-3348	189	21	of	of	ADP
easat-3348	189	22	climate	climate	NOUN
easat-3348	189	23	change	change	NOUN
easat-3348	189	24	on	on	ADP
easat-3348	189	25	curing	cure	VERB
easat-3348	189	26	conditions	condition	NOUN
easat-3348	189	27	.	.	PUNCT
easat-3348	190	1	by	by	ADP
easat-3348	190	2	integrating	integrate	VERB
easat-3348	190	3	more	more	ADV
easat-3348	190	4	advanced	advanced	ADJ
easat-3348	190	5	predictive	predictive	ADJ
easat-3348	190	6	models	model	NOUN
easat-3348	190	7	with	with	ADP
easat-3348	190	8	digitally	digitally	ADV
easat-3348	190	9	sovereign	sovereign	ADJ
easat-3348	190	10	technologies	technology	NOUN
easat-3348	190	11	,	,	PUNCT
easat-3348	190	12	the	the	DET
easat-3348	190	13	construction	construction	NOUN
easat-3348	190	14	industry	industry	NOUN
easat-3348	190	15	can	can	AUX
easat-3348	190	16	continue	continue	VERB
easat-3348	190	17	to	to	PART
easat-3348	190	18	advance	advance	VERB
easat-3348	190	19	toward	toward	ADP
easat-3348	190	20	more	more	ADV
easat-3348	190	21	sustainable	sustainable	ADJ
easat-3348	190	22	and	and	CCONJ
easat-3348	190	23	resilient	resilient	ADJ
easat-3348	190	24	infrastructure	infrastructure	NOUN
easat-3348	190	25	,	,	PUNCT
easat-3348	190	26	contributing	contribute	VERB
easat-3348	190	27	to	to	ADP
easat-3348	190	28	the	the	DET
easat-3348	190	29	broader	broad	ADJ
easat-3348	190	30	goals	goal	NOUN
easat-3348	190	31	of	of	ADP
easat-3348	190	32	global	global	ADJ
easat-3348	190	33	sustainability	sustainability	NOUN
easat-3348	190	34	.	.	PUNCT
easat-3348	191	1	copyright	copyright	NOUN
easat-3348	191	2	:	:	PUNCT
easat-3348	191	3	©	©	PROPN
easat-3348	191	4	2024	2024	NUM
easat-3348	191	5	by	by	ADP
easat-3348	191	6	the	the	DET
easat-3348	191	7	authors	author	NOUN
easat-3348	191	8	.	.	PUNCT
easat-3348	192	1	this	this	DET
easat-3348	192	2	article	article	NOUN
easat-3348	192	3	is	be	AUX
easat-3348	192	4	an	an	DET
easat-3348	192	5	open	open	ADJ
easat-3348	192	6	access	access	NOUN
easat-3348	192	7	article	article	NOUN
easat-3348	192	8	distributed	distribute	VERB
easat-3348	192	9	under	under	ADP
easat-3348	192	10	the	the	DET
easat-3348	192	11	terms	term	NOUN
easat-3348	192	12	and	and	CCONJ
easat-3348	192	13	conditions	condition	NOUN
easat-3348	192	14	of	of	ADP
easat-3348	192	15	the	the	DET
easat-3348	192	16	creative	creative	ADJ
easat-3348	192	17	commons	common	NOUN
easat-3348	192	18	attribution	attribution	NOUN
easat-3348	192	19	(	(	PUNCT
easat-3348	192	20	cc	cc	NOUN
easat-3348	192	21	by	by	ADP
easat-3348	192	22	)	)	PUNCT
easat-3348	192	23	license	license	NOUN
easat-3348	192	24	(	(	PUNCT
easat-3348	192	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3348	192	26	)	)	PUNCT
easat-3348	192	27	.	.	PUNCT
easat-3348	193	1	references	reference	NOUN
easat-3348	193	2	[	[	X
easat-3348	193	3	1	1	NUM
easat-3348	193	4	]	]	PUNCT
easat-3348	193	5	k.	k.	PROPN
easat-3348	193	6	ibrahim	ibrahim	PROPN
easat-3348	193	7	,	,	PUNCT
easat-3348	193	8	“	"	PUNCT
easat-3348	193	9	assessment	assessment	NOUN
easat-3348	193	10	of	of	ADP
easat-3348	193	11	sustainable	sustainable	ADJ
easat-3348	193	12	construction	construction	NOUN
easat-3348	193	13	practices	practice	NOUN
easat-3348	193	14	in	in	ADP
easat-3348	193	15	nigerian	nigerian	ADJ
easat-3348	193	16	construction	construction	NOUN
easat-3348	193	17	industry	industry	NOUN
easat-3348	193	18	(	(	PUNCT
easat-3348	193	19	abuja	abuja	PROPN
easat-3348	193	20	)	)	PUNCT
easat-3348	193	21	,	,	PUNCT
easat-3348	193	22	”	"	PUNCT
easat-3348	193	23	international	international	ADJ
easat-3348	193	24	journal	journal	NOUN
easat-3348	193	25	of	of	ADP
easat-3348	193	26	advances	advance	NOUN
easat-3348	193	27	in	in	ADP
easat-3348	193	28	engineering	engineering	NOUN
easat-3348	193	29	and	and	CCONJ
easat-3348	193	30	management	management	NOUN
easat-3348	193	31	(	(	PUNCT
easat-3348	193	32	ijaem	ijaem	NOUN
easat-3348	193	33	)	)	PUNCT
easat-3348	193	34	,	,	PUNCT
easat-3348	193	35	vol	vol	NOUN
easat-3348	193	36	.	.	PROPN
easat-3348	194	1	3	3	NUM
easat-3348	194	2	,	,	PUNCT
easat-3348	194	3	no	no	INTJ
easat-3348	194	4	.	.	NOUN
easat-3348	194	5	6	6	NUM
easat-3348	194	6	,	,	PUNCT
easat-3348	194	7	p.	p.	NOUN
easat-3348	194	8	1675	1675	NUM
easat-3348	194	9	,	,	PUNCT
easat-3348	194	10	2021	2021	NUM
easat-3348	194	11	,	,	PUNCT
easat-3348	194	12	doi	doi	NOUN
easat-3348	194	13	:	:	PUNCT
easat-3348	194	14	10.35629/5252	10.35629/5252	NUM
easat-3348	194	15	-	-	SYM
easat-3348	194	16	030616751684	030616751684	NUM
easat-3348	194	17	.	.	PUNCT
easat-3348	195	1	[	[	X
easat-3348	195	2	2	2	NUM
easat-3348	195	3	]	]	PUNCT
easat-3348	195	4	cement	cement	NOUN
easat-3348	195	5	:	:	PUNCT
easat-3348	195	6	background	background	NOUN
easat-3348	195	7	and	and	CCONJ
easat-3348	195	8	low	low	ADJ
easat-3348	195	9	-	-	PUNCT
easat-3348	195	10	carbon	carbon	NOUN
easat-3348	195	11	production	production	NOUN
easat-3348	195	12	,	,	PUNCT
easat-3348	195	13	”	"	PUNCT
easat-3348	195	14	2023	2023	NUM
easat-3348	195	15	.	.	PUNCT
easat-3348	196	1	[	[	X
easat-3348	196	2	online	online	X
easat-3348	196	3	]	]	X
easat-3348	196	4	.	.	PUNCT
easat-3348	197	1	available	available	ADJ
easat-3348	197	2	:	:	PUNCT
easat-3348	197	3	https://crsreports.congress.gov	https://crsreports.congress.gov	X
easat-3348	198	1	[	[	X
easat-3348	198	2	3	3	NUM
easat-3348	198	3	]	]	PUNCT
easat-3348	198	4	r.	r.	PROPN
easat-3348	198	5	w.	w.	PROPN
easat-3348	198	6	m.	m.	PROPN
easat-3348	198	7	wong	wong	PROPN
easat-3348	198	8	and	and	CCONJ
easat-3348	198	9	b.	b.	PROPN
easat-3348	198	10	p.	p.	PROPN
easat-3348	198	11	y.	y.	PROPN
easat-3348	198	12	loo	loo	PROPN
easat-3348	198	13	,	,	PUNCT
easat-3348	198	14	“	"	PUNCT
easat-3348	198	15	sustainability	sustainability	NOUN
easat-3348	198	16	implications	implication	NOUN
easat-3348	198	17	of	of	ADP
easat-3348	198	18	using	use	VERB
easat-3348	198	19	precast	precast	ADJ
easat-3348	198	20	concrete	concrete	NOUN
easat-3348	198	21	in	in	ADP
easat-3348	198	22	construction	construction	NOUN
easat-3348	198	23	:	:	PUNCT
easat-3348	198	24	an	an	DET
easat-3348	198	25	in	in	ADP
easat-3348	198	26	-	-	PUNCT
easat-3348	198	27	depth	depth	NOUN
easat-3348	198	28	project	project	NOUN
easat-3348	198	29	-	-	PUNCT
easat-3348	198	30	level	level	NOUN
easat-3348	198	31	analysis	analysis	NOUN
easat-3348	198	32	spanning	span	VERB
easat-3348	198	33	two	two	NUM
easat-3348	198	34	decades	decade	NOUN
easat-3348	198	35	,	,	PUNCT
easat-3348	198	36	”	"	PUNCT
easat-3348	198	37	j	j	PROPN
easat-3348	198	38	clean	clean	ADJ
easat-3348	198	39	prod	prod	NOUN
easat-3348	198	40	,	,	PUNCT
easat-3348	198	41	vol	vol	NOUN
easat-3348	198	42	.	.	PROPN
easat-3348	198	43	378	378	NUM
easat-3348	198	44	,	,	PUNCT
easat-3348	198	45	dec	dec	PROPN
easat-3348	198	46	.	.	PROPN
easat-3348	198	47	2022	2022	NUM
easat-3348	198	48	,	,	PUNCT
easat-3348	198	49	doi	doi	NOUN
easat-3348	198	50	:	:	PUNCT
easat-3348	198	51	10.1016	10.1016	NUM
easat-3348	198	52	/	/	SYM
easat-3348	198	53	j.jclepro.2022.134486	j.jclepro.2022.134486	ADJ
easat-3348	199	1	[	[	X
easat-3348	199	2	4	4	X
easat-3348	199	3	]	]	X
easat-3348	199	4	o.	o.	PROPN
easat-3348	199	5	alshboul	alshboul	PROPN
easat-3348	199	6	,	,	PUNCT
easat-3348	199	7	g.	g.	PROPN
easat-3348	199	8	almasabha	almasabha	PROPN
easat-3348	199	9	,	,	PUNCT
easat-3348	199	10	a.	a.	NOUN
easat-3348	199	11	shehadeh	shehadeh	PROPN
easat-3348	199	12	,	,	PUNCT
easat-3348	199	13	r.	r.	PROPN
easat-3348	199	14	e.	e.	PROPN
easat-3348	199	15	al	al	PROPN
easat-3348	199	16	mamlook	mamlook	PROPN
easat-3348	199	17	,	,	PUNCT
easat-3348	199	18	a.	a.	PROPN
easat-3348	199	19	s.	s.	PROPN
easat-3348	199	20	almuflih	almuflih	PROPN
easat-3348	199	21	,	,	PUNCT
easat-3348	199	22	and	and	CCONJ
easat-3348	199	23	n.	n.	PROPN
easat-3348	199	24	almakayeel	almakayeel	PROPN
easat-3348	199	25	,	,	PUNCT
easat-3348	199	26	“	"	PUNCT
easat-3348	199	27	machine	machine	NOUN
easat-3348	199	28	learningbased	learningbase	VERB
easat-3348	199	29	model	model	NOUN
easat-3348	199	30	for	for	ADP
easat-3348	199	31	predicting	predict	VERB
easat-3348	199	32	the	the	DET
easat-3348	199	33	shear	shear	NOUN
easat-3348	199	34	strength	strength	NOUN
easat-3348	199	35	of	of	ADP
easat-3348	199	36	slender	slender	ADJ
easat-3348	199	37	reinforced	reinforce	VERB
easat-3348	199	38	concrete	concrete	ADJ
easat-3348	199	39	beams	beam	NOUN
easat-3348	199	40	without	without	ADP
easat-3348	199	41	stirrups	stirrup	NOUN
easat-3348	199	42	,	,	PUNCT
easat-3348	199	43	”	"	PUNCT
easat-3348	199	44	buildings	building	NOUN
easat-3348	199	45	,	,	PUNCT
easat-3348	199	46	vol	vol	NOUN
easat-3348	199	47	.	.	PROPN
easat-3348	199	48	12	12	NUM
easat-3348	199	49	,	,	PUNCT
easat-3348	199	50	no	no	INTJ
easat-3348	199	51	.	.	NOUN
easat-3348	199	52	8	8	NUM
easat-3348	199	53	,	,	PUNCT
easat-3348	199	54	aug	aug	PROPN
easat-3348	199	55	.	.	PROPN
easat-3348	199	56	2022	2022	NUM
easat-3348	199	57	,	,	PUNCT
easat-3348	199	58	doi	doi	NOUN
easat-3348	199	59	:	:	PUNCT
easat-3348	199	60	10.3390	10.3390	NUM
easat-3348	199	61	/	/	SYM
easat-3348	199	62	buildings12081166	buildings12081166	PROPN
easat-3348	199	63	.	.	PUNCT
easat-3348	200	1	[	[	X
easat-3348	200	2	5	5	X
easat-3348	200	3	]	]	PUNCT
easat-3348	200	4	p.	p.	NOUN
easat-3348	200	5	spyridis	spyridis	PROPN
easat-3348	200	6	and	and	CCONJ
easat-3348	200	7	o.	o.	PROPN
easat-3348	200	8	b.	b.	PROPN
easat-3348	200	9	olalusi	olalusi	PROPN
easat-3348	200	10	,	,	PUNCT
easat-3348	200	11	“	"	PUNCT
easat-3348	200	12	predictive	predictive	ADJ
easat-3348	200	13	modelling	modelling	NOUN
easat-3348	200	14	for	for	ADP
easat-3348	200	15	concrete	concrete	ADJ
easat-3348	200	16	failure	failure	NOUN
easat-3348	200	17	at	at	ADP
easat-3348	200	18	anchorages	anchorage	NOUN
easat-3348	200	19	using	use	VERB
easat-3348	200	20	machine	machine	NOUN
easat-3348	200	21	learning	learning	NOUN
easat-3348	200	22	techniques	technique	NOUN
easat-3348	200	23	,	,	PUNCT
easat-3348	200	24	”	"	PUNCT
easat-3348	200	25	materials	material	NOUN
easat-3348	200	26	,	,	PUNCT
easat-3348	200	27	vol	vol	NOUN
easat-3348	200	28	.	.	PROPN
easat-3348	201	1	14	14	NUM
easat-3348	201	2	,	,	PUNCT
easat-3348	201	3	no	no	INTJ
easat-3348	201	4	.	.	NOUN
easat-3348	201	5	1	1	NUM
easat-3348	201	6	,	,	PUNCT
easat-3348	201	7	pp	pp	ADJ
easat-3348	201	8	.	.	PUNCT
easat-3348	202	1	1–22	1–22	PROPN
easat-3348	202	2	,	,	PUNCT
easat-3348	202	3	jan	jan	PROPN
easat-3348	202	4	.	.	PROPN
easat-3348	202	5	2021	2021	NUM
easat-3348	202	6	,	,	PUNCT
easat-3348	202	7	doi	doi	NOUN
easat-3348	202	8	:	:	PUNCT
easat-3348	202	9	10.3390	10.3390	NUM
easat-3348	202	10	/	/	SYM
easat-3348	202	11	ma14010062	ma14010062	NOUN
easat-3348	202	12	.	.	PUNCT
easat-3348	203	1	[	[	X
easat-3348	203	2	6	6	NUM
easat-3348	203	3	]	]	PUNCT
easat-3348	203	4	a.	a.	NOUN
easat-3348	203	5	schneider	schneider	PROPN
easat-3348	203	6	,	,	PUNCT
easat-3348	203	7	g.	g.	PROPN
easat-3348	203	8	hommel	hommel	PROPN
easat-3348	203	9	,	,	PUNCT
easat-3348	203	10	and	and	CCONJ
easat-3348	203	11	m.	m.	NOUN
easat-3348	203	12	blettner	blettner	PROPN
easat-3348	203	13	,	,	PUNCT
easat-3348	203	14	“	"	PUNCT
easat-3348	203	15	lineare	lineare	ADJ
easat-3348	203	16	regressionsanalyse	regressionsanalyse	NOUN
easat-3348	203	17	teil	teil	NOUN
easat-3348	203	18	14	14	NUM
easat-3348	203	19	der	der	NOUN
easat-3348	203	20	serie	serie	X
easat-3348	203	21	zur	zur	PROPN
easat-3348	203	22	bewertung	bewertung	PROPN
easat-3348	203	23	wissenschaftlicher	wissenschaftlicher	PROPN
easat-3348	203	24	publikationen	publikationen	PROPN
easat-3348	203	25	,	,	PUNCT
easat-3348	203	26	”	"	PUNCT
easat-3348	203	27	nov	nov	PROPN
easat-3348	203	28	.	.	PROPN
easat-3348	203	29	05	05	NUM
easat-3348	203	30	,	,	PUNCT
easat-3348	203	31	2010	2010	NUM
easat-3348	203	32	.	.	PUNCT
easat-3348	204	1	doi	doi	NOUN
easat-3348	204	2	:	:	PUNCT
easat-3348	204	3	10.3238	10.3238	NUM
easat-3348	204	4	/	/	SYM
easat-3348	204	5	arztebl.2010.0776	arztebl.2010.0776	NOUN
easat-3348	204	6	.	.	PUNCT
easat-3348	205	1	[	[	X
easat-3348	205	2	7	7	X
easat-3348	205	3	]	]	X
easat-3348	205	4	y.	y.	PROPN
easat-3348	205	5	y.	y.	PROPN
easat-3348	205	6	song	song	PROPN
easat-3348	205	7	and	and	CCONJ
easat-3348	205	8	y.	y.	PROPN
easat-3348	205	9	lu	lu	PROPN
easat-3348	205	10	,	,	PUNCT
easat-3348	205	11	“	"	PUNCT
easat-3348	205	12	decision	decision	NOUN
easat-3348	205	13	tree	tree	NOUN
easat-3348	205	14	methods	method	NOUN
easat-3348	205	15	:	:	PUNCT
easat-3348	205	16	applications	application	NOUN
easat-3348	205	17	for	for	ADP
easat-3348	205	18	classification	classification	NOUN
easat-3348	205	19	and	and	CCONJ
easat-3348	205	20	prediction	prediction	NOUN
easat-3348	205	21	,	,	PUNCT
easat-3348	205	22	”	"	PUNCT
easat-3348	205	23	shanghai	shanghai	PROPN
easat-3348	205	24	arch	arch	PROPN
easat-3348	205	25	psychiatry	psychiatry	PROPN
easat-3348	205	26	,	,	PUNCT
easat-3348	205	27	vol	vol	NOUN
easat-3348	205	28	.	.	PROPN
easat-3348	205	29	27	27	NUM
easat-3348	205	30	,	,	PUNCT
easat-3348	205	31	no	no	INTJ
easat-3348	205	32	.	.	NOUN
easat-3348	205	33	2	2	NUM
easat-3348	205	34	,	,	PUNCT
easat-3348	205	35	pp	pp	ADJ
easat-3348	205	36	.	.	PUNCT
easat-3348	206	1	130–135	130–135	NUM
easat-3348	206	2	,	,	PUNCT
easat-3348	206	3	apr	apr	NOUN
easat-3348	206	4	.	.	PROPN
easat-3348	206	5	2015	2015	NUM
easat-3348	206	6	,	,	PUNCT
easat-3348	206	7	doi	doi	NOUN
easat-3348	206	8	:	:	PUNCT
easat-3348	206	9	10.11919	10.11919	NUM
easat-3348	206	10	/	/	SYM
easat-3348	206	11	j.issn.1002	j.issn.1002	NOUN
easat-3348	206	12	-	-	PUNCT
easat-3348	206	13	0829.215044	0829.215044	NOUN
easat-3348	206	14	.	.	PUNCT
easat-3348	207	1	[	[	X
easat-3348	207	2	8	8	NUM
easat-3348	207	3	]	]	X
easat-3348	207	4	l.	l.	PROPN
easat-3348	207	5	breiman	breiman	PROPN
easat-3348	207	6	,	,	PUNCT
easat-3348	207	7	“	"	PUNCT
easat-3348	207	8	random	random	ADJ
easat-3348	207	9	forests	forest	NOUN
easat-3348	207	10	,	,	PUNCT
easat-3348	207	11	”	"	PUNCT
easat-3348	207	12	2001	2001	NUM
easat-3348	207	13	.	.	PUNCT
easat-3348	208	1	[	[	X
easat-3348	208	2	9	9	NUM
easat-3348	208	3	]	]	X
easat-3348	208	4	b.	b.	PROPN
easat-3348	208	5	a.	a.	PROPN
easat-3348	208	6	young	young	PROPN
easat-3348	208	7	,	,	PUNCT
easat-3348	208	8	a.	a.	PROPN
easat-3348	208	9	hall	hall	PROPN
easat-3348	208	10	,	,	PUNCT
easat-3348	208	11	l.	l.	PROPN
easat-3348	208	12	pilon	pilon	PROPN
easat-3348	208	13	,	,	PUNCT
easat-3348	208	14	p.	p.	PROPN
easat-3348	208	15	gupta	gupta	PROPN
easat-3348	208	16	,	,	PUNCT
easat-3348	208	17	and	and	CCONJ
easat-3348	208	18	g.	g.	PROPN
easat-3348	208	19	sant	sant	PROPN
easat-3348	208	20	,	,	PUNCT
easat-3348	208	21	“	"	PUNCT
easat-3348	208	22	can	can	AUX
easat-3348	208	23	the	the	DET
easat-3348	208	24	compressive	compressive	ADJ
easat-3348	208	25	strength	strength	NOUN
easat-3348	208	26	of	of	ADP
easat-3348	208	27	concrete	concrete	NOUN
easat-3348	208	28	be	be	AUX
easat-3348	208	29	estimated	estimate	VERB
easat-3348	208	30	from	from	ADP
easat-3348	208	31	knowledge	knowledge	NOUN
easat-3348	208	32	of	of	ADP
easat-3348	208	33	the	the	DET
easat-3348	208	34	mixture	mixture	NOUN
easat-3348	208	35	proportions	proportion	NOUN
easat-3348	208	36	:	:	PUNCT
easat-3348	208	37	new	new	ADJ
easat-3348	208	38	insights	insight	NOUN
easat-3348	208	39	from	from	ADP
easat-3348	208	40	statistical	statistical	ADJ
easat-3348	208	41	analysis	analysis	NOUN
easat-3348	208	42	and	and	CCONJ
easat-3348	208	43	machine	machine	NOUN
easat-3348	208	44	learning	learning	NOUN
easat-3348	208	45	methods	method	NOUN
easat-3348	208	46	,	,	PUNCT
easat-3348	208	47	”	"	PUNCT
easat-3348	208	48	cem	cem	NOUN
easat-3348	208	49	concr	concr	NOUN
easat-3348	208	50	res	re	NOUN
easat-3348	208	51	,	,	PUNCT
easat-3348	208	52	vol	vol	NOUN
easat-3348	208	53	.	.	PROPN
easat-3348	208	54	115	115	NUM
easat-3348	208	55	,	,	PUNCT
easat-3348	208	56	pp	pp	ADJ
easat-3348	208	57	.	.	PUNCT
easat-3348	209	1	379–388	379–388	NUM
easat-3348	209	2	,	,	PUNCT
easat-3348	209	3	jan	jan	PROPN
easat-3348	209	4	.	.	PROPN
easat-3348	209	5	2019	2019	NUM
easat-3348	209	6	,	,	PUNCT
easat-3348	209	7	doi	doi	NOUN
easat-3348	209	8	:	:	PUNCT
easat-3348	209	9	10.1016	10.1016	NUM
easat-3348	209	10	/	/	SYM
easat-3348	209	11	j.cemconres.2018.09.006	j.cemconres.2018.09.006	PROPN
easat-3348	209	12	.	.	PUNCT
easat-3348	210	1	[	[	X
easat-3348	210	2	10	10	NUM
easat-3348	210	3	]	]	X
easat-3348	210	4	s.	s.	PROPN
easat-3348	210	5	paudel	paudel	PROPN
easat-3348	210	6	,	,	PUNCT
easat-3348	210	7	a.	a.	NOUN
easat-3348	210	8	pudasaini	pudasaini	PROPN
easat-3348	210	9	,	,	PUNCT
easat-3348	210	10	r.	r.	PROPN
easat-3348	210	11	k.	k.	PROPN
easat-3348	210	12	shrestha	shrestha	PROPN
easat-3348	210	13	,	,	PUNCT
easat-3348	210	14	and	and	CCONJ
easat-3348	210	15	e.	e.	PROPN
easat-3348	210	16	kharel	kharel	PROPN
easat-3348	210	17	,	,	PUNCT
easat-3348	210	18	“	"	PUNCT
easat-3348	210	19	compressive	compressive	ADJ
easat-3348	210	20	strength	strength	NOUN
easat-3348	210	21	of	of	ADP
easat-3348	210	22	concrete	concrete	ADJ
easat-3348	210	23	material	material	NOUN
easat-3348	210	24	using	use	VERB
easat-3348	210	25	machine	machine	NOUN
easat-3348	210	26	learning	learning	NOUN
easat-3348	210	27	techniques	technique	NOUN
easat-3348	210	28	,	,	PUNCT
easat-3348	210	29	”	"	PUNCT
easat-3348	210	30	eng	eng	PROPN
easat-3348	210	31	technol	technol	NOUN
easat-3348	210	32	,	,	PUNCT
easat-3348	210	33	vol	vol	NOUN
easat-3348	210	34	.	.	PROPN
easat-3348	210	35	15	15	NUM
easat-3348	210	36	,	,	PUNCT
easat-3348	210	37	aug	aug	PROPN
easat-3348	210	38	.	.	PROPN
easat-3348	210	39	2023	2023	NUM
easat-3348	210	40	,	,	PUNCT
easat-3348	210	41	doi	doi	NOUN
easat-3348	210	42	:	:	PUNCT
easat-3348	210	43	10.1016	10.1016	NUM
easat-3348	210	44	/	/	SYM
easat-3348	210	45	j.clet.2023.100661	j.clet.2023.100661	VERB
easat-3348	210	46	.	.	PUNCT
easat-3348	211	1	[	[	X
easat-3348	211	2	11	11	NUM
easat-3348	211	3	]	]	PUNCT
easat-3348	211	4	m.	m.	NOUN
easat-3348	211	5	a.	a.	PROPN
easat-3348	211	6	derousseau	derousseau	PROPN
easat-3348	211	7	,	,	PUNCT
easat-3348	211	8	j.	j.	PROPN
easat-3348	211	9	r.	r.	PROPN
easat-3348	211	10	kasprzyk	kasprzyk	PROPN
easat-3348	211	11	,	,	PUNCT
easat-3348	211	12	and	and	CCONJ
easat-3348	211	13	w.	w.	PROPN
easat-3348	211	14	v.	v.	PROPN
easat-3348	211	15	srubar	srubar	PROPN
easat-3348	211	16	,	,	PUNCT
easat-3348	211	17	“	"	PUNCT
easat-3348	211	18	computational	computational	ADJ
easat-3348	211	19	design	design	NOUN
easat-3348	211	20	optimization	optimization	NOUN
easat-3348	211	21	of	of	ADP
easat-3348	211	22	concrete	concrete	ADJ
easat-3348	211	23	mixtures	mixture	NOUN
easat-3348	211	24	:	:	PUNCT
easat-3348	211	25	a	a	DET
easat-3348	211	26	review	review	NOUN
easat-3348	211	27	,	,	PUNCT
easat-3348	211	28	”	"	PUNCT
easat-3348	211	29	jul	jul	PROPN
easat-3348	211	30	.	.	PROPN
easat-3348	211	31	01	01	NUM
easat-3348	211	32	,	,	PUNCT
easat-3348	211	33	2018	2018	NUM
easat-3348	211	34	,	,	PUNCT
easat-3348	211	35	elsevier	elsevier	PROPN
easat-3348	211	36	ltd	ltd	PROPN
easat-3348	211	37	.	.	PROPN
easat-3348	211	38	doi	doi	PROPN
easat-3348	211	39	:	:	PUNCT
easat-3348	211	40	10.1016	10.1016	NUM
easat-3348	211	41	/	/	SYM
easat-3348	211	42	j.cemconres.2018.04.007	j.cemconres.2018.04.007	VERB
easat-3348	211	43	.	.	PUNCT
easat-3348	212	1	[	[	X
easat-3348	212	2	12	12	NUM
easat-3348	212	3	]	]	PUNCT
easat-3348	212	4	p.	p.	PROPN
easat-3348	212	5	huang	huang	PROPN
easat-3348	212	6	,	,	PUNCT
easat-3348	212	7	k.	k.	PROPN
easat-3348	212	8	dai	dai	PROPN
easat-3348	212	9	,	,	PUNCT
easat-3348	212	10	and	and	CCONJ
easat-3348	212	11	x.	x.	NOUN
easat-3348	212	12	yu	yu	PROPN
easat-3348	212	13	,	,	PUNCT
easat-3348	212	14	“	"	PUNCT
easat-3348	212	15	machine	machine	NOUN
easat-3348	212	16	learning	learn	VERB
easat-3348	212	17	approach	approach	NOUN
easat-3348	212	18	for	for	ADP
easat-3348	212	19	investigating	investigate	VERB
easat-3348	212	20	compressive	compressive	ADJ
easat-3348	212	21	strength	strength	NOUN
easat-3348	212	22	of	of	ADP
easat-3348	212	23	self	self	NOUN
easat-3348	212	24	-	-	PUNCT
easat-3348	212	25	compacting	compact	VERB
easat-3348	212	26	concrete	concrete	NOUN
easat-3348	212	27	containing	contain	VERB
easat-3348	212	28	supplementary	supplementary	ADJ
easat-3348	212	29	cementitious	cementitious	ADJ
easat-3348	212	30	materials	material	NOUN
easat-3348	212	31	and	and	CCONJ
easat-3348	212	32	recycled	recycle	VERB
easat-3348	212	33	aggregate	aggregate	NOUN
easat-3348	212	34	,	,	PUNCT
easat-3348	212	35	”	"	PUNCT
easat-3348	212	36	journal	journal	NOUN
easat-3348	212	37	of	of	ADP
easat-3348	212	38	building	build	VERB
easat-3348	212	39	engineering	engineering	NOUN
easat-3348	212	40	,	,	PUNCT
easat-3348	212	41	vol	vol	NOUN
easat-3348	212	42	.	.	PROPN
easat-3348	212	43	79	79	NUM
easat-3348	212	44	,	,	PUNCT
easat-3348	212	45	nov	nov	PROPN
easat-3348	212	46	.	.	PROPN
easat-3348	212	47	2023	2023	NUM
easat-3348	212	48	,	,	PUNCT
easat-3348	212	49	doi	doi	NOUN
easat-3348	212	50	:	:	PUNCT
easat-3348	212	51	10.1016	10.1016	NUM
easat-3348	212	52	/	/	SYM
easat-3348	212	53	j.jobe.2023.107904	j.jobe.2023.107904	ADJ
easat-3348	212	54	.	.	PUNCT
easat-3348	213	1	[	[	X
easat-3348	213	2	13	13	NUM
easat-3348	213	3	]	]	PUNCT
easat-3348	213	4	w.	w.	PROPN
easat-3348	213	5	ben	ben	PROPN
easat-3348	213	6	chaabene	chaabene	PROPN
easat-3348	213	7	,	,	PUNCT
easat-3348	213	8	m.	m.	NOUN
easat-3348	213	9	flah	flah	PROPN
easat-3348	213	10	,	,	PUNCT
easat-3348	213	11	and	and	CCONJ
easat-3348	213	12	m.	m.	PROPN
easat-3348	213	13	l.	l.	PROPN
easat-3348	213	14	nehdi	nehdi	PROPN
easat-3348	213	15	,	,	PUNCT
easat-3348	213	16	“	"	PUNCT
easat-3348	213	17	machine	machine	NOUN
easat-3348	213	18	learning	learning	NOUN
easat-3348	213	19	prediction	prediction	NOUN
easat-3348	213	20	of	of	ADP
easat-3348	213	21	mechanical	mechanical	ADJ
easat-3348	213	22	properties	property	NOUN
easat-3348	213	23	of	of	ADP
easat-3348	213	24	concrete	concrete	NOUN
easat-3348	213	25	:	:	PUNCT
easat-3348	213	26	critical	critical	ADJ
easat-3348	213	27	review	review	NOUN
easat-3348	213	28	,	,	PUNCT
easat-3348	213	29	”	"	PUNCT
easat-3348	213	30	constr	constr	NOUN
easat-3348	213	31	build	build	NOUN
easat-3348	213	32	mater	mater	NOUN
easat-3348	213	33	,	,	PUNCT
easat-3348	213	34	vol	vol	NOUN
easat-3348	213	35	.	.	PROPN
easat-3348	213	36	260	260	NUM
easat-3348	213	37	,	,	PUNCT
easat-3348	213	38	nov	nov	PROPN
easat-3348	213	39	.	.	PROPN
easat-3348	213	40	2020	2020	NUM
easat-3348	213	41	,	,	PUNCT
easat-3348	213	42	doi	doi	NOUN
easat-3348	213	43	:	:	PUNCT
easat-3348	213	44	10.1016	10.1016	NUM
easat-3348	213	45	/	/	SYM
easat-3348	213	46	j.conbuildmat.2020.119889	j.conbuildmat.2020.119889	NOUN
easat-3348	213	47	.	.	PUNCT
easat-3348	214	1	[	[	X
easat-3348	214	2	14	14	NUM
easat-3348	214	3	]	]	PUNCT
easat-3348	214	4	x.	x.	PROPN
easat-3348	214	5	zhang	zhang	PROPN
easat-3348	214	6	,	,	PUNCT
easat-3348	214	7	m.	m.	PROPN
easat-3348	214	8	zeshan	zeshan	PROPN
easat-3348	214	9	akber	akber	PROPN
easat-3348	214	10	,	,	PUNCT
easat-3348	214	11	c.	c.	PROPN
easat-3348	214	12	s.	s.	PROPN
easat-3348	214	13	poon	poon	PROPN
easat-3348	214	14	,	,	PUNCT
easat-3348	214	15	and	and	CCONJ
easat-3348	214	16	w.	w.	PROPN
easat-3348	214	17	zheng	zheng	PROPN
easat-3348	214	18	,	,	PUNCT
easat-3348	214	19	“	"	PUNCT
easat-3348	214	20	predicting	predict	VERB
easat-3348	214	21	the	the	DET
easat-3348	214	22	28	28	NUM
easat-3348	214	23	-	-	PUNCT
easat-3348	214	24	day	day	NOUN
easat-3348	214	25	compressive	compressive	ADJ
easat-3348	214	26	strength	strength	NOUN
easat-3348	214	27	by	by	ADP
easat-3348	214	28	mix	mix	NOUN
easat-3348	214	29	proportions	proportion	NOUN
easat-3348	214	30	:	:	PUNCT
easat-3348	214	31	insights	insight	NOUN
easat-3348	214	32	from	from	ADP
easat-3348	214	33	a	a	DET
easat-3348	214	34	large	large	ADJ
easat-3348	214	35	number	number	NOUN
easat-3348	214	36	of	of	ADP
easat-3348	214	37	observations	observation	NOUN
easat-3348	214	38	of	of	ADP
easat-3348	214	39	industrially	industrially	ADV
easat-3348	214	40	produced	produce	VERB
easat-3348	214	41	concrete	concrete	NOUN
easat-3348	214	42	,	,	PUNCT
easat-3348	214	43	”	"	PUNCT
easat-3348	214	44	constr	constr	NOUN
easat-3348	214	45	build	build	NOUN
easat-3348	214	46	mater	mater	NOUN
easat-3348	214	47	,	,	PUNCT
easat-3348	214	48	vol	vol	NOUN
easat-3348	214	49	.	.	PROPN
easat-3348	214	50	400	400	NUM
easat-3348	214	51	,	,	PUNCT
easat-3348	214	52	oct	oct	PROPN
easat-3348	214	53	.	.	PROPN
easat-3348	214	54	2023	2023	NUM
easat-3348	214	55	,	,	PUNCT
easat-3348	214	56	doi	doi	NOUN
easat-3348	214	57	:	:	PUNCT
easat-3348	214	58	10.1016	10.1016	NUM
easat-3348	214	59	/	/	SYM
easat-3348	214	60	j.conbuildmat.2023.132754	j.conbuildmat.2023.132754	PROPN
easat-3348	214	61	.	.	PUNCT
easat-3348	215	1	[	[	X
easat-3348	215	2	15	15	NUM
easat-3348	215	3	]	]	X
easat-3348	215	4	o.	o.	NOUN
easat-3348	215	5	günaydın	günaydın	PROPN
easat-3348	215	6	,	,	PUNCT
easat-3348	215	7	e.	e.	PROPN
easat-3348	215	8	akbaş	akbaş	PROPN
easat-3348	215	9	,	,	PUNCT
easat-3348	215	10	a.	a.	NOUN
easat-3348	215	11	özbeyaz	özbeyaz	NOUN
easat-3348	215	12	,	,	PUNCT
easat-3348	215	13	and	and	CCONJ
easat-3348	215	14	k.	k.	PROPN
easat-3348	215	15	güçlüer	güçlüer	PROPN
easat-3348	215	16	,	,	PUNCT
easat-3348	215	17	“	"	PUNCT
easat-3348	215	18	machine	machine	NOUN
easat-3348	215	19	learning	learning	NOUN
easat-3348	215	20	based	base	VERB
easat-3348	215	21	evaluation	evaluation	NOUN
easat-3348	215	22	of	of	ADP
easat-3348	215	23	concrete	concrete	ADJ
easat-3348	215	24	strength	strength	NOUN
easat-3348	215	25	from	from	ADP
easat-3348	215	26	saturated	saturate	VERB
easat-3348	215	27	to	to	PART
easat-3348	215	28	dry	dry	VERB
easat-3348	215	29	by	by	ADP
easat-3348	215	30	nondestructive	nondestructive	ADJ
easat-3348	215	31	methods	method	NOUN
easat-3348	215	32	,	,	PUNCT
easat-3348	215	33	”	"	PUNCT
easat-3348	215	34	journal	journal	NOUN
easat-3348	215	35	of	of	ADP
easat-3348	215	36	building	build	VERB
easat-3348	215	37	engineering	engineering	NOUN
easat-3348	215	38	,	,	PUNCT
easat-3348	215	39	vol	vol	NOUN
easat-3348	215	40	.	.	PROPN
easat-3348	215	41	76	76	NUM
easat-3348	215	42	,	,	PUNCT
easat-3348	215	43	oct	oct	PROPN
easat-3348	215	44	.	.	PROPN
easat-3348	215	45	2023	2023	NUM
easat-3348	215	46	,	,	PUNCT
easat-3348	215	47	doi	doi	NOUN
easat-3348	215	48	:	:	PUNCT
easat-3348	215	49	10.1016	10.1016	NUM
easat-3348	215	50	/	/	SYM
easat-3348	215	51	j.jobe.2023.107174	j.jobe.2023.107174	PROPN
easat-3348	215	52	.	.	PUNCT
easat-3348	216	1	[	[	X
easat-3348	216	2	16	16	NUM
easat-3348	216	3	]	]	PUNCT
easat-3348	216	4	t.	t.	PROPN
easat-3348	216	5	t.	t.	PROPN
easat-3348	216	6	nguyen	nguyen	PROPN
easat-3348	216	7	,	,	PUNCT
easat-3348	216	8	l.	l.	PROPN
easat-3348	216	9	t.	t.	PROPN
easat-3348	216	10	ngoc	ngoc	PROPN
easat-3348	216	11	,	,	PUNCT
easat-3348	216	12	h.	h.	PROPN
easat-3348	216	13	h.	h.	PROPN
easat-3348	216	14	vu	vu	PROPN
easat-3348	216	15	,	,	PUNCT
easat-3348	216	16	and	and	CCONJ
easat-3348	216	17	t.	t.	PROPN
easat-3348	216	18	p.	p.	PROPN
easat-3348	216	19	thanh	thanh	PROPN
easat-3348	216	20	,	,	PUNCT
easat-3348	216	21	“	"	PUNCT
easat-3348	216	22	machine	machine	NOUN
easat-3348	216	23	learning	learning	NOUN
easat-3348	216	24	-	-	PUNCT
easat-3348	216	25	based	base	VERB
easat-3348	216	26	model	model	NOUN
easat-3348	216	27	for	for	ADP
easat-3348	216	28	predicting	predict	VERB
easat-3348	216	29	concrete	concrete	ADJ
easat-3348	216	30	compressive	compressive	ADJ
easat-3348	216	31	strength	strength	NOUN
easat-3348	216	32	,	,	PUNCT
easat-3348	216	33	”	"	PUNCT
easat-3348	216	34	international	international	ADJ
easat-3348	216	35	journal	journal	NOUN
easat-3348	216	36	of	of	ADP
easat-3348	216	37	geomate	geomate	NOUN
easat-3348	216	38	,	,	PUNCT
easat-3348	216	39	vol	vol	NOUN
easat-3348	216	40	.	.	PROPN
easat-3348	216	41	20	20	NUM
easat-3348	216	42	,	,	PUNCT
easat-3348	216	43	no	no	INTJ
easat-3348	216	44	.	.	NOUN
easat-3348	216	45	77	77	NUM
easat-3348	216	46	,	,	PUNCT
easat-3348	216	47	pp	pp	ADJ
easat-3348	216	48	.	.	PUNCT
easat-3348	217	1	197–204	197–204	NUM
easat-3348	217	2	,	,	PUNCT
easat-3348	217	3	2020	2020	NUM
easat-3348	217	4	,	,	PUNCT
easat-3348	217	5	doi	doi	NOUN
easat-3348	217	6	:	:	PUNCT
easat-3348	217	7	10.21660/2020.77.j2019	10.21660/2020.77.j2019	NUM
easat-3348	217	8	.	.	PUNCT
easat-3348	218	1	[	[	X
easat-3348	218	2	17	17	NUM
easat-3348	218	3	]	]	PUNCT
easat-3348	218	4	x.	x.	NOUN
easat-3348	218	5	yuan	yuan	PROPN
easat-3348	218	6	et	et	PROPN
easat-3348	218	7	al	al	PROPN
easat-3348	218	8	.	.	PROPN
easat-3348	218	9	,	,	PUNCT
easat-3348	218	10	“	"	PUNCT
easat-3348	218	11	machine	machine	NOUN
easat-3348	218	12	learning	learning	NOUN
easat-3348	218	13	prediction	prediction	NOUN
easat-3348	218	14	models	model	NOUN
easat-3348	218	15	to	to	PART
easat-3348	218	16	evaluate	evaluate	VERB
easat-3348	218	17	the	the	DET
easat-3348	218	18	strength	strength	NOUN
easat-3348	218	19	of	of	ADP
easat-3348	218	20	recycled	recycled	ADJ
easat-3348	218	21	aggregate	aggregate	ADJ
easat-3348	218	22	concrete	concrete	NOUN
easat-3348	218	23	,	,	PUNCT
easat-3348	218	24	”	"	PUNCT
easat-3348	218	25	materials	material	NOUN
easat-3348	218	26	,	,	PUNCT
easat-3348	218	27	vol	vol	NOUN
easat-3348	218	28	.	.	PROPN
easat-3348	218	29	15	15	NUM
easat-3348	218	30	,	,	PUNCT
easat-3348	218	31	no	no	INTJ
easat-3348	218	32	.	.	NOUN
easat-3348	218	33	8	8	NUM
easat-3348	218	34	,	,	PUNCT
easat-3348	218	35	apr	apr	NOUN
easat-3348	218	36	.	.	PROPN
easat-3348	218	37	2022	2022	NUM
easat-3348	218	38	,	,	PUNCT
easat-3348	218	39	doi	doi	NOUN
easat-3348	218	40	:	:	PUNCT
easat-3348	218	41	10.3390	10.3390	NUM
easat-3348	218	42	/	/	SYM
easat-3348	218	43	ma15082823	ma15082823	NOUN
easat-3348	218	44	.	.	PUNCT
easat-3348	219	1	[	[	X
easat-3348	219	2	18	18	NUM
easat-3348	219	3	]	]	PUNCT
easat-3348	219	4	s.	s.	PROPN
easat-3348	219	5	a.	a.	PROPN
easat-3348	219	6	alavi	alavi	PROPN
easat-3348	219	7	,	,	PUNCT
easat-3348	219	8	m.	m.	PROPN
easat-3348	219	9	noel	noel	PROPN
easat-3348	219	10	,	,	PUNCT
easat-3348	219	11	f.	f.	PROPN
easat-3348	219	12	moradi	moradi	PROPN
easat-3348	219	13	,	,	PUNCT
easat-3348	219	14	and	and	CCONJ
easat-3348	219	15	h.	h.	PROPN
easat-3348	219	16	layssi	layssi	PROPN
easat-3348	219	17	,	,	PUNCT
easat-3348	219	18	“	"	PUNCT
easat-3348	219	19	development	development	NOUN
easat-3348	219	20	of	of	ADP
easat-3348	219	21	a	a	DET
easat-3348	219	22	machine	machine	NOUN
easat-3348	219	23	learning	learn	VERB
easat-3348	219	24	model	model	NOUN
easat-3348	219	25	for	for	ADP
easat-3348	219	26	on	on	ADP
easat-3348	219	27	-	-	PUNCT
easat-3348	219	28	site	site	NOUN
easat-3348	219	29	evaluation	evaluation	NOUN
easat-3348	219	30	of	of	ADP
easat-3348	219	31	concrete	concrete	ADJ
easat-3348	219	32	compressive	compressive	ADJ
easat-3348	219	33	strength	strength	NOUN
easat-3348	219	34	by	by	ADP
easat-3348	219	35	sonreb	sonreb	PROPN
easat-3348	219	36	,	,	PUNCT
easat-3348	219	37	”	"	PUNCT
easat-3348	219	38	journal	journal	NOUN
easat-3348	219	39	of	of	ADP
easat-3348	219	40	building	build	VERB
easat-3348	219	41	engineering	engineering	NOUN
easat-3348	219	42	,	,	PUNCT
easat-3348	219	43	vol	vol	NOUN
easat-3348	219	44	.	.	PROPN
easat-3348	219	45	82	82	NUM
easat-3348	219	46	,	,	PUNCT
easat-3348	219	47	p.	p.	NOUN
easat-3348	219	48	108328	108328	NUM
easat-3348	219	49	,	,	PUNCT
easat-3348	219	50	apr	apr	PROPN
easat-3348	219	51	.	.	PROPN
easat-3348	219	52	2024	2024	NUM
easat-3348	219	53	,	,	PUNCT
easat-3348	219	54	doi	doi	NOUN
easat-3348	219	55	:	:	PUNCT
easat-3348	219	56	10.1016	10.1016	NUM
easat-3348	219	57	/	/	SYM
easat-3348	219	58	j.jobe.2023.108328	j.jobe.2023.108328	NOUN
easat-3348	219	59	.	.	PUNCT
easat-3348	220	1	[	[	X
easat-3348	220	2	19	19	NUM
easat-3348	220	3	]	]	PUNCT
easat-3348	220	4	z.	z.	PROPN
easat-3348	220	5	t.	t.	PROPN
easat-3348	220	6	hong	hong	PROPN
easat-3348	220	7	,	,	PUNCT
easat-3348	220	8	w.	w.	PROPN
easat-3348	220	9	da	da	PROPN
easat-3348	220	10	wang	wang	PROPN
easat-3348	220	11	,	,	PUNCT
easat-3348	220	12	l.	l.	PROPN
easat-3348	220	13	zheng	zheng	PROPN
easat-3348	220	14	,	,	PUNCT
easat-3348	220	15	and	and	CCONJ
easat-3348	220	16	y.	y.	PROPN
easat-3348	220	17	l.	l.	PROPN
easat-3348	220	18	shi	shi	PROPN
easat-3348	220	19	,	,	PUNCT
easat-3348	220	20	“	"	PUNCT
easat-3348	220	21	machine	machine	NOUN
easat-3348	220	22	learning	learning	NOUN
easat-3348	220	23	models	model	NOUN
easat-3348	220	24	for	for	ADP
easat-3348	220	25	predicting	predict	VERB
easat-3348	220	26	axial	axial	ADJ
easat-3348	220	27	compressive	compressive	ADJ
easat-3348	220	28	capacity	capacity	NOUN
easat-3348	220	29	of	of	ADP
easat-3348	220	30	circular	circular	ADJ
easat-3348	220	31	cfdst	cfdst	ADJ
easat-3348	220	32	columns	column	NOUN
easat-3348	220	33	,	,	PUNCT
easat-3348	220	34	”	"	PUNCT
easat-3348	220	35	structures	structure	NOUN
easat-3348	220	36	,	,	PUNCT
easat-3348	220	37	vol	vol	NOUN
easat-3348	220	38	.	.	PROPN
easat-3348	220	39	57	57	NUM
easat-3348	220	40	,	,	PUNCT
easat-3348	220	41	nov	nov	PROPN
easat-3348	220	42	.	.	PROPN
easat-3348	220	43	2023	2023	NUM
easat-3348	220	44	,	,	PUNCT
easat-3348	220	45	doi	doi	NOUN
easat-3348	220	46	:	:	PUNCT
easat-3348	220	47	10.1016	10.1016	NUM
easat-3348	220	48	/	/	SYM
easat-3348	220	49	j.istruc.2023.105285	j.istruc.2023.105285	PROPN
easat-3348	220	50	.	.	PUNCT
easat-3348	221	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3348	221	2	6164	6164	NUM
easat-3348	221	3	edelweiss	edelweiss	PROPN
easat-3348	221	4	applied	apply	VERB
easat-3348	221	5	science	science	NOUN
easat-3348	221	6	and	and	CCONJ
easat-3348	221	7	technology	technology	NOUN
easat-3348	221	8	issn	issn	PROPN
easat-3348	221	9	:	:	PUNCT
easat-3348	221	10	2576	2576	NUM
easat-3348	221	11	-	-	SYM
easat-3348	221	12	8484	8484	NUM
easat-3348	221	13	vol	vol	NOUN
easat-3348	221	14	.	.	PROPN
easat-3348	221	15	8	8	NUM
easat-3348	221	16	,	,	PUNCT
easat-3348	221	17	no	no	INTJ
easat-3348	221	18	.	.	NOUN
easat-3348	222	1	6	6	NUM
easat-3348	222	2	:	:	SYM
easat-3348	222	3	6154	6154	NUM
easat-3348	222	4	-	-	SYM
easat-3348	222	5	6164	6164	NUM
easat-3348	222	6	,	,	PUNCT
easat-3348	222	7	2024	2024	NUM
easat-3348	222	8	doi	doi	NOUN
easat-3348	222	9	:	:	PUNCT
easat-3348	222	10	10.55214/25768484.v8i6.3348	10.55214/25768484.v8i6.3348	NOUN
easat-3348	222	11	©	©	PROPN
easat-3348	222	12	2024	2024	NUM
easat-3348	222	13	by	by	ADP
easat-3348	222	14	the	the	DET
easat-3348	222	15	authors	author	NOUN
easat-3348	222	16	;	;	PUNCT
easat-3348	222	17	licensee	licensee	PROPN
easat-3348	222	18	learning	learning	NOUN
easat-3348	222	19	gate	gate	NOUN
easat-3348	223	1	[	[	X
easat-3348	223	2	20	20	NUM
easat-3348	223	3	]	]	PUNCT
easat-3348	223	4	h.	h.	PROPN
easat-3348	223	5	zhang	zhang	PROPN
easat-3348	223	6	,	,	PUNCT
easat-3348	223	7	q.	q.	PROPN
easat-3348	223	8	q.	q.	PROPN
easat-3348	223	9	guo	guo	PROPN
easat-3348	223	10	,	,	PUNCT
easat-3348	223	11	and	and	CCONJ
easat-3348	223	12	l.	l.	PROPN
easat-3348	223	13	y.	y.	PROPN
easat-3348	223	14	xu	xu	PROPN
easat-3348	223	15	,	,	PUNCT
easat-3348	223	16	“	"	PUNCT
easat-3348	223	17	prediction	prediction	NOUN
easat-3348	223	18	of	of	ADP
easat-3348	223	19	long	long	ADJ
easat-3348	223	20	-	-	PUNCT
easat-3348	223	21	term	term	NOUN
easat-3348	223	22	prestress	prestress	NOUN
easat-3348	223	23	loss	loss	NOUN
easat-3348	223	24	for	for	ADP
easat-3348	223	25	prestressed	prestressed	ADJ
easat-3348	223	26	concrete	concrete	ADJ
easat-3348	223	27	cylinder	cylinder	NOUN
easat-3348	223	28	structures	structure	NOUN
easat-3348	223	29	using	use	VERB
easat-3348	223	30	machine	machine	NOUN
easat-3348	223	31	learning	learning	NOUN
easat-3348	223	32	,	,	PUNCT
easat-3348	223	33	”	"	PUNCT
easat-3348	223	34	eng	eng	PROPN
easat-3348	223	35	struct	struct	NOUN
easat-3348	223	36	,	,	PUNCT
easat-3348	223	37	vol	vol	NOUN
easat-3348	223	38	.	.	PROPN
easat-3348	223	39	279	279	NUM
easat-3348	223	40	,	,	PUNCT
easat-3348	223	41	mar	mar	PROPN
easat-3348	223	42	.	.	PROPN
easat-3348	223	43	2023	2023	NUM
easat-3348	223	44	,	,	PUNCT
easat-3348	223	45	doi	doi	NOUN
easat-3348	223	46	:	:	PUNCT
easat-3348	223	47	10.1016	10.1016	NUM
easat-3348	223	48	/	/	SYM
easat-3348	223	49	j.engstruct.2022.115577	j.engstruct.2022.115577	PROPN
easat-3348	223	50	.	.	PUNCT
easat-3348	224	1	[	[	X
easat-3348	224	2	21	21	NUM
easat-3348	224	3	]	]	PUNCT
easat-3348	224	4	m.	m.	NOUN
easat-3348	224	5	mirrashid	mirrashid	NOUN
easat-3348	224	6	and	and	CCONJ
easat-3348	224	7	h.	h.	PROPN
easat-3348	224	8	naderpour	naderpour	PROPN
easat-3348	224	9	,	,	PUNCT
easat-3348	224	10	“	"	PUNCT
easat-3348	224	11	recent	recent	ADJ
easat-3348	224	12	trends	trend	NOUN
easat-3348	224	13	in	in	ADP
easat-3348	224	14	prediction	prediction	NOUN
easat-3348	224	15	of	of	ADP
easat-3348	224	16	concrete	concrete	ADJ
easat-3348	224	17	elements	element	NOUN
easat-3348	224	18	behavior	behavior	NOUN
easat-3348	224	19	using	use	VERB
easat-3348	224	20	soft	soft	ADJ
easat-3348	224	21	computing	computing	NOUN
easat-3348	224	22	(	(	PUNCT
easat-3348	224	23	2010–2020	2010–2020	NUM
easat-3348	224	24	)	)	PUNCT
easat-3348	224	25	,	,	PUNCT
easat-3348	224	26	”	"	PUNCT
easat-3348	224	27	archives	archive	NOUN
easat-3348	224	28	of	of	ADP
easat-3348	224	29	computational	computational	ADJ
easat-3348	224	30	methods	method	NOUN
easat-3348	224	31	in	in	ADP
easat-3348	224	32	engineering	engineering	NOUN
easat-3348	224	33	,	,	PUNCT
easat-3348	224	34	vol	vol	NOUN
easat-3348	224	35	.	.	PROPN
easat-3348	224	36	28	28	NUM
easat-3348	224	37	,	,	PUNCT
easat-3348	224	38	no	no	INTJ
easat-3348	224	39	.	.	NOUN
easat-3348	224	40	4	4	NUM
easat-3348	224	41	,	,	PUNCT
easat-3348	224	42	pp	pp	ADJ
easat-3348	224	43	.	.	PUNCT
easat-3348	225	1	3307–3327	3307–3327	NUM
easat-3348	225	2	,	,	PUNCT
easat-3348	225	3	jun	jun	PROPN
easat-3348	225	4	.	.	PROPN
easat-3348	225	5	2021	2021	NUM
easat-3348	225	6	,	,	PUNCT
easat-3348	225	7	doi	doi	NOUN
easat-3348	225	8	:	:	PUNCT
easat-3348	225	9	10.1007	10.1007	NUM
easat-3348	225	10	/	/	SYM
easat-3348	225	11	s11831	s11831	NOUN
easat-3348	225	12	-	-	PUNCT
easat-3348	225	13	020	020	NUM
easat-3348	225	14	-	-	PUNCT
easat-3348	225	15	09500	09500	NUM
easat-3348	225	16	-	-	SYM
easat-3348	225	17	7	7	NUM
easat-3348	225	18	.	.	PUNCT
easat-3348	226	1	[	[	X
easat-3348	226	2	22	22	NUM
easat-3348	226	3	]	]	PUNCT
easat-3348	226	4	h.	h.	PROPN
easat-3348	226	5	i.	i.	PROPN
easat-3348	226	6	erdal	erdal	PROPN
easat-3348	226	7	,	,	PUNCT
easat-3348	226	8	o.	o.	PROPN
easat-3348	226	9	karakurt	karakurt	PROPN
easat-3348	226	10	,	,	PUNCT
easat-3348	226	11	and	and	CCONJ
easat-3348	226	12	e.	e.	PROPN
easat-3348	226	13	namli	namli	ADV
easat-3348	226	14	,	,	PUNCT
easat-3348	226	15	“	"	PUNCT
easat-3348	226	16	high	high	ADJ
easat-3348	226	17	performance	performance	NOUN
easat-3348	226	18	concrete	concrete	ADJ
easat-3348	226	19	compressive	compressive	ADJ
easat-3348	226	20	strength	strength	NOUN
easat-3348	226	21	forecasting	forecasting	NOUN
easat-3348	226	22	using	use	VERB
easat-3348	226	23	ensemble	ensemble	ADJ
easat-3348	226	24	models	model	NOUN
easat-3348	226	25	based	base	VERB
easat-3348	226	26	on	on	ADP
easat-3348	226	27	discrete	discrete	ADJ
easat-3348	226	28	wavelet	wavelet	NOUN
easat-3348	226	29	transform	transform	NOUN
easat-3348	226	30	,	,	PUNCT
easat-3348	226	31	”	"	PUNCT
easat-3348	226	32	eng	eng	PROPN
easat-3348	226	33	appl	appl	PROPN
easat-3348	226	34	artif	artif	PROPN
easat-3348	226	35	intell	intell	PROPN
easat-3348	226	36	,	,	PUNCT
easat-3348	226	37	vol	vol	NOUN
easat-3348	226	38	.	.	PROPN
easat-3348	226	39	26	26	NUM
easat-3348	226	40	,	,	PUNCT
easat-3348	226	41	no	no	INTJ
easat-3348	226	42	.	.	NOUN
easat-3348	226	43	4	4	NUM
easat-3348	226	44	,	,	PUNCT
easat-3348	226	45	pp	pp	ADJ
easat-3348	226	46	.	.	PUNCT
easat-3348	226	47	1246–1254	1246–1254	NUM
easat-3348	226	48	,	,	PUNCT
easat-3348	226	49	apr	apr	PROPN
easat-3348	226	50	.	.	PROPN
easat-3348	227	1	2013	2013	NUM
easat-3348	227	2	,	,	PUNCT
easat-3348	227	3	doi	doi	NOUN
easat-3348	227	4	:	:	PUNCT
easat-3348	227	5	10.1016	10.1016	NUM
easat-3348	227	6	/	/	SYM
easat-3348	227	7	j.engappai.2012.10.014	j.engappai.2012.10.014	PROPN
easat-3348	227	8	.	.	PUNCT
easat-3348	228	1	[	[	X
easat-3348	228	2	23	23	NUM
easat-3348	228	3	]	]	X
easat-3348	228	4	o.	o.	PROPN
easat-3348	228	5	samuelson	samuelson	PROPN
easat-3348	228	6	and	and	CCONJ
easat-3348	228	7	l.	l.	PROPN
easat-3348	228	8	stehn	stehn	PROPN
easat-3348	228	9	,	,	PUNCT
easat-3348	228	10	“	"	PUNCT
easat-3348	228	11	digital	digital	ADJ
easat-3348	228	12	transformation	transformation	NOUN
easat-3348	228	13	in	in	ADP
easat-3348	228	14	construction	construction	NOUN
easat-3348	228	15	–	–	PUNCT
easat-3348	228	16	a	a	DET
easat-3348	228	17	review	review	NOUN
easat-3348	228	18	,	,	PUNCT
easat-3348	228	19	”	"	PUNCT
easat-3348	228	20	journal	journal	NOUN
easat-3348	228	21	of	of	ADP
easat-3348	228	22	information	information	NOUN
easat-3348	228	23	technology	technology	NOUN
easat-3348	228	24	in	in	ADP
easat-3348	228	25	construction	construction	NOUN
easat-3348	228	26	,	,	PUNCT
easat-3348	228	27	vol	vol	NOUN
easat-3348	228	28	.	.	PROPN
easat-3348	228	29	28	28	NUM
easat-3348	228	30	,	,	PUNCT
easat-3348	228	31	pp	pp	ADJ
easat-3348	228	32	.	.	PUNCT
easat-3348	229	1	385–404	385–404	NUM
easat-3348	229	2	,	,	PUNCT
easat-3348	229	3	2023	2023	NUM
easat-3348	229	4	,	,	PUNCT
easat-3348	229	5	doi	doi	NOUN
easat-3348	229	6	:	:	PUNCT
easat-3348	229	7	10.36680	10.36680	NUM
easat-3348	229	8	/	/	SYM
easat-3348	229	9	j.itcon.2023.020	j.itcon.2023.020	PROPN
easat-3348	229	10	.	.	PUNCT
easat-3348	230	1	[	[	X
easat-3348	230	2	24	24	NUM
easat-3348	230	3	]	]	PUNCT
easat-3348	230	4	l.	l.	PROPN
easat-3348	230	5	b.	b.	PROPN
easat-3348	230	6	fundação	fundação	PROPN
easat-3348	230	7	and	and	CCONJ
easat-3348	230	8	g.	g.	PROPN
easat-3348	230	9	vargas	vargas	PROPN
easat-3348	230	10	,	,	PUNCT
easat-3348	230	11	“	"	PUNCT
easat-3348	230	12	community	community	NOUN
easat-3348	230	13	networks	network	NOUN
easat-3348	230	14	:	:	PUNCT
easat-3348	230	15	building	build	VERB
easat-3348	230	16	digital	digital	ADJ
easat-3348	230	17	sovereignty	sovereignty	NOUN
easat-3348	230	18	and	and	CCONJ
easat-3348	230	19	environmental	environmental	ADJ
easat-3348	230	20	sustainability	sustainability	NOUN
easat-3348	230	21	official	official	ADJ
easat-3348	230	22	outcome	outcome	NOUN
easat-3348	230	23	of	of	ADP
easat-3348	230	24	the	the	DET
easat-3348	230	25	un	un	PROPN
easat-3348	230	26	igf	igf	PROPN
easat-3348	230	27	dynamic	dynamic	ADJ
easat-3348	230	28	coalition	coalition	NOUN
easat-3348	230	29	on	on	ADP
easat-3348	230	30	community	community	NOUN
easat-3348	230	31	connectivity	connectivity	NOUN
easat-3348	230	32	,	,	PUNCT
easat-3348	230	33	”	"	PUNCT
easat-3348	230	34	2023	2023	NUM
easat-3348	230	35	.	.	PUNCT
easat-3348	231	1	[	[	X
easat-3348	231	2	online	online	X
easat-3348	231	3	]	]	X
easat-3348	231	4	.	.	PUNCT
easat-3348	232	1	available	available	ADJ
easat-3348	232	2	:	:	PUNCT
easat-3348	232	3	https://www.researchgate.net/publication/375989662	https://www.researchgate.net/publication/375989662	NOUN
easat-3348	233	1	[	[	X
easat-3348	233	2	25	25	NUM
easat-3348	233	3	]	]	X
easat-3348	233	4	g.	g.	PROPN
easat-3348	233	5	falkner	falkner	PROPN
easat-3348	233	6	,	,	PUNCT
easat-3348	233	7	s.	s.	PROPN
easat-3348	233	8	heidebrecht	heidebrecht	PROPN
easat-3348	233	9	,	,	PUNCT
easat-3348	233	10	a.	a.	NOUN
easat-3348	233	11	obendiek	obendiek	NOUN
easat-3348	233	12	,	,	PUNCT
easat-3348	233	13	and	and	CCONJ
easat-3348	233	14	t.	t.	PROPN
easat-3348	233	15	seidl	seidl	NOUN
easat-3348	233	16	,	,	PUNCT
easat-3348	233	17	“	"	PUNCT
easat-3348	233	18	digital	digital	ADJ
easat-3348	233	19	sovereignty	sovereignty	NOUN
easat-3348	233	20	rhetoric	rhetoric	NOUN
easat-3348	233	21	and	and	CCONJ
easat-3348	233	22	reality	reality	NOUN
easat-3348	233	23	,	,	PUNCT
easat-3348	233	24	”	"	PUNCT
easat-3348	233	25	2024	2024	NUM
easat-3348	233	26	,	,	PUNCT
easat-3348	233	27	routledge	routledge	PROPN
easat-3348	233	28	.	.	PUNCT
easat-3348	234	1	doi	doi	PROPN
easat-3348	234	2	:	:	PUNCT
easat-3348	234	3	10.1080/13501763.2024.2358984	10.1080/13501763.2024.2358984	NUM
easat-3348	234	4	https://www.researchgate.net/publication/375989662	https://www.researchgate.net/publication/375989662	NOUN