id	sid	tid	token	lemma	pos
asir-55800	1	1	applied	apply	VERB
asir-55800	1	2	science	science	NOUN
asir-55800	1	3	and	and	CCONJ
asir-55800	1	4	innovative	innovative	ADJ
asir-55800	1	5	research	research	NOUN
asir-55800	1	6	issn	issn	VERB
asir-55800	1	7	2474	2474	NUM
asir-55800	1	8	-	-	SYM
asir-55800	1	9	4972	4972	NUM
asir-55800	1	10	(	(	PUNCT
asir-55800	1	11	print	print	NOUN
asir-55800	1	12	)	)	PUNCT
asir-55800	1	13	issn	issn	VERB
asir-55800	1	14	2474	2474	NUM
asir-55800	1	15	-	-	SYM
asir-55800	1	16	4980	4980	NUM
asir-55800	1	17	(	(	PUNCT
asir-55800	1	18	online	online	ADJ
asir-55800	1	19	)	)	PUNCT
asir-55800	1	20	vol	vol	NOUN
asir-55800	1	21	.	.	NOUN
asir-55800	2	1	9	9	NUM
asir-55800	2	2	,	,	PUNCT
asir-55800	2	3	no	no	INTJ
asir-55800	2	4	.	.	NOUN
asir-55800	2	5	1	1	NUM
asir-55800	2	6	,	,	PUNCT
asir-55800	2	7	2025	2025	NUM
asir-55800	2	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
asir-55800	2	9	171	171	NUM
asir-55800	2	10	original	original	ADJ
asir-55800	2	11	paper	paper	NOUN
asir-55800	2	12	intelligent	intelligent	ADJ
asir-55800	2	13	proportion	proportion	NOUN
asir-55800	2	14	optimization	optimization	NOUN
asir-55800	2	15	of	of	ADP
asir-55800	2	16	sfrc	sfrc	NOUN
asir-55800	2	17	using	use	VERB
asir-55800	2	18	ensemble	ensemble	ADJ
asir-55800	2	19	learning	learning	NOUN
asir-55800	2	20	:	:	PUNCT
asir-55800	2	21	a	a	DET
asir-55800	2	22	multi	multi	ADJ
asir-55800	2	23	-	-	ADJ
asir-55800	2	24	objective	objective	ADJ
asir-55800	2	25	predictive	predictive	ADJ
asir-55800	2	26	framework	framework	NOUN
asir-55800	2	27	zhe	zhe	PROPN
asir-55800	2	28	yang	yang	PROPN
asir-55800	2	29	,	,	PUNCT
asir-55800	2	30	juan	juan	PROPN
asir-55800	2	31	gai	gai	PROPN
asir-55800	2	32	,	,	PUNCT
asir-55800	2	33	airu	airu	PROPN
asir-55800	2	34	sun	sun	PROPN
asir-55800	2	35	,	,	PUNCT
asir-55800	2	36	yao	yao	PROPN
asir-55800	2	37	cai	cai	X
asir-55800	2	38	*	*	PROPN
asir-55800	2	39	&	&	CCONJ
asir-55800	2	40	jia	jia	PROPN
asir-55800	2	41	guo	guo	PROPN
asir-55800	2	42	department	department	PROPN
asir-55800	2	43	of	of	ADP
asir-55800	2	44	civil	civil	ADJ
asir-55800	2	45	engineering	engineering	NOUN
asir-55800	2	46	,	,	PUNCT
asir-55800	2	47	qingdao	qingdao	PROPN
asir-55800	2	48	city	city	PROPN
asir-55800	2	49	university	university	PROPN
asir-55800	2	50	,	,	PUNCT
asir-55800	2	51	qingdao	qingdao	PROPN
asir-55800	2	52	,	,	PUNCT
asir-55800	2	53	shandong	shandong	PROPN
asir-55800	2	54	,	,	PUNCT
asir-55800	2	55	266106	266106	NUM
asir-55800	2	56	,	,	PUNCT
asir-55800	2	57	china	china	PROPN
asir-55800	2	58	jiuquan	jiuquan	PROPN
asir-55800	2	59	no.8	no.8	PROPN
asir-55800	2	60	middle	middle	PROPN
asir-55800	2	61	school	school	PROPN
asir-55800	2	62	,	,	PUNCT
asir-55800	2	63	jiuquan	jiuquan	PROPN
asir-55800	2	64	,	,	PUNCT
asir-55800	2	65	735099	735099	NUM
asir-55800	2	66	,	,	PUNCT
asir-55800	2	67	china	china	PROPN
asir-55800	2	68	*	*	PUNCT
asir-55800	2	69	corresponding	correspond	VERB
asir-55800	2	70	author	author	NOUN
asir-55800	2	71	received	receive	VERB
asir-55800	2	72	:	:	PUNCT
asir-55800	2	73	january	january	PROPN
asir-55800	2	74	28	28	NUM
asir-55800	2	75	,	,	PUNCT
asir-55800	2	76	2025	2025	NUM
asir-55800	2	77	accepted	accept	VERB
asir-55800	2	78	:	:	PUNCT
asir-55800	2	79	february	february	PROPN
asir-55800	2	80	24	24	NUM
asir-55800	2	81	,	,	PUNCT
asir-55800	2	82	2025	2025	NUM
asir-55800	2	83	online	online	ADV
asir-55800	2	84	published	publish	VERB
asir-55800	2	85	:	:	PUNCT
asir-55800	2	86	march	march	PROPN
asir-55800	2	87	4	4	NUM
asir-55800	2	88	,	,	PUNCT
asir-55800	2	89	2025	2025	NUM
asir-55800	2	90	doi:10.22158	doi:10.22158	NOUN
asir-55800	2	91	/	/	SYM
asir-55800	2	92	asir.v9n1p171	asir.v9n1p171	PROPN
asir-55800	2	93	url	url	NOUN
asir-55800	2	94	:	:	PUNCT
asir-55800	2	95	http://doi.org/10.22158/asir.v9n1p171	http://doi.org/10.22158/asir.v9n1p171	PROPN
asir-55800	2	96	abstract	abstract	ADJ
asir-55800	2	97	steel	steel	NOUN
asir-55800	2	98	fiber	fiber	NOUN
asir-55800	2	99	-	-	PUNCT
asir-55800	2	100	reinforced	reinforce	VERB
asir-55800	2	101	concrete	concrete	NOUN
asir-55800	2	102	(	(	PUNCT
asir-55800	2	103	sfrc	sfrc	NOUN
asir-55800	2	104	)	)	PUNCT
asir-55800	2	105	is	be	AUX
asir-55800	2	106	formulated	formulate	VERB
asir-55800	2	107	by	by	ADP
asir-55800	2	108	incorporating	incorporate	VERB
asir-55800	2	109	short	short	ADJ
asir-55800	2	110	,	,	PUNCT
asir-55800	2	111	slender	slender	ADJ
asir-55800	2	112	steel	steel	NOUN
asir-55800	2	113	fibers	fiber	NOUN
asir-55800	2	114	into	into	ADP
asir-55800	2	115	standard	standard	ADJ
asir-55800	2	116	concrete	concrete	NOUN
asir-55800	2	117	,	,	PUNCT
asir-55800	2	118	thereby	thereby	ADV
asir-55800	2	119	creating	create	VERB
asir-55800	2	120	a	a	DET
asir-55800	2	121	composite	composite	ADJ
asir-55800	2	122	material	material	NOUN
asir-55800	2	123	.	.	PUNCT
asir-55800	3	1	this	this	DET
asir-55800	3	2	addition	addition	NOUN
asir-55800	3	3	significantly	significantly	ADV
asir-55800	3	4	mitigates	mitigate	VERB
asir-55800	3	5	the	the	DET
asir-55800	3	6	brittle	brittle	ADJ
asir-55800	3	7	nature	nature	NOUN
asir-55800	3	8	of	of	ADP
asir-55800	3	9	concrete	concrete	NOUN
asir-55800	3	10	,	,	PUNCT
asir-55800	3	11	enhancing	enhance	VERB
asir-55800	3	12	its	its	PRON
asir-55800	3	13	strength	strength	NOUN
asir-55800	3	14	,	,	PUNCT
asir-55800	3	15	toughness	toughness	NOUN
asir-55800	3	16	,	,	PUNCT
asir-55800	3	17	and	and	CCONJ
asir-55800	3	18	durability	durability	NOUN
asir-55800	3	19	.	.	PUNCT
asir-55800	4	1	the	the	DET
asir-55800	4	2	application	application	NOUN
asir-55800	4	3	of	of	ADP
asir-55800	4	4	sfrc	sfrc	NOUN
asir-55800	4	5	not	not	PART
asir-55800	4	6	only	only	ADV
asir-55800	4	7	improves	improve	VERB
asir-55800	4	8	structural	structural	ADJ
asir-55800	4	9	safety	safety	NOUN
asir-55800	4	10	and	and	CCONJ
asir-55800	4	11	service	service	NOUN
asir-55800	4	12	life	life	NOUN
asir-55800	4	13	but	but	CCONJ
asir-55800	4	14	also	also	ADV
asir-55800	4	15	promotes	promote	VERB
asir-55800	4	16	the	the	DET
asir-55800	4	17	development	development	NOUN
asir-55800	4	18	of	of	ADP
asir-55800	4	19	green	green	ADJ
asir-55800	4	20	building	building	NOUN
asir-55800	4	21	materials	material	NOUN
asir-55800	4	22	and	and	CCONJ
asir-55800	4	23	efficient	efficient	ADJ
asir-55800	4	24	construction	construction	NOUN
asir-55800	4	25	technologies	technology	NOUN
asir-55800	4	26	.	.	PUNCT
asir-55800	5	1	to	to	PART
asir-55800	5	2	optimize	optimize	VERB
asir-55800	5	3	the	the	DET
asir-55800	5	4	mix	mix	NOUN
asir-55800	5	5	proportion	proportion	NOUN
asir-55800	5	6	design	design	NOUN
asir-55800	5	7	of	of	ADP
asir-55800	5	8	sfrc	sfrc	NOUN
asir-55800	5	9	,	,	PUNCT
asir-55800	5	10	key	key	ADJ
asir-55800	5	11	parameters	parameter	NOUN
asir-55800	5	12	such	such	ADJ
asir-55800	5	13	as	as	ADP
asir-55800	5	14	steel	steel	NOUN
asir-55800	5	15	fiber	fiber	NOUN
asir-55800	5	16	content	content	NOUN
asir-55800	5	17	,	,	PUNCT
asir-55800	5	18	water	water	NOUN
asir-55800	5	19	,	,	PUNCT
asir-55800	5	20	cement	cement	NOUN
asir-55800	5	21	,	,	PUNCT
asir-55800	5	22	sand	sand	NOUN
asir-55800	5	23	,	,	PUNCT
asir-55800	5	24	natural	natural	ADJ
asir-55800	5	25	aggregates	aggregate	NOUN
asir-55800	5	26	,	,	PUNCT
asir-55800	5	27	and	and	CCONJ
asir-55800	5	28	water	water	NOUN
asir-55800	5	29	reducer	reducer	NOUN
asir-55800	5	30	were	be	AUX
asir-55800	5	31	collected	collect	VERB
asir-55800	5	32	.	.	PUNCT
asir-55800	6	1	a	a	DET
asir-55800	6	2	neural	neural	ADJ
asir-55800	6	3	network	network	NOUN
asir-55800	6	4	model	model	NOUN
asir-55800	6	5	was	be	AUX
asir-55800	6	6	constructed	construct	VERB
asir-55800	6	7	to	to	PART
asir-55800	6	8	leverage	leverage	VERB
asir-55800	6	9	its	its	PRON
asir-55800	6	10	powerful	powerful	ADJ
asir-55800	6	11	nonlinear	nonlinear	ADJ
asir-55800	6	12	mapping	mapping	NOUN
asir-55800	6	13	capabilities	capability	NOUN
asir-55800	6	14	,	,	PUNCT
asir-55800	6	15	establishing	establish	VERB
asir-55800	6	16	an	an	DET
asir-55800	6	17	implicit	implicit	ADJ
asir-55800	6	18	relationship	relationship	NOUN
asir-55800	6	19	between	between	ADP
asir-55800	6	20	the	the	DET
asir-55800	6	21	mix	mix	NOUN
asir-55800	6	22	proportions	proportion	NOUN
asir-55800	6	23	and	and	CCONJ
asir-55800	6	24	compressive	compressive	ADJ
asir-55800	6	25	strength	strength	NOUN
asir-55800	6	26	.	.	PUNCT
asir-55800	7	1	the	the	DET
asir-55800	7	2	trained	train	VERB
asir-55800	7	3	model	model	NOUN
asir-55800	7	4	enables	enable	VERB
asir-55800	7	5	rapid	rapid	ADJ
asir-55800	7	6	prediction	prediction	NOUN
asir-55800	7	7	of	of	ADP
asir-55800	7	8	sfrc	sfrc	NOUN
asir-55800	7	9	compressive	compressive	ADJ
asir-55800	7	10	strength	strength	NOUN
asir-55800	7	11	,	,	PUNCT
asir-55800	7	12	while	while	SCONJ
asir-55800	7	13	a	a	DET
asir-55800	7	14	genetic	genetic	ADJ
asir-55800	7	15	algorithm	algorithm	NOUN
asir-55800	7	16	was	be	AUX
asir-55800	7	17	employed	employ	VERB
asir-55800	7	18	to	to	ADP
asir-55800	7	19	inversely	inversely	ADV
asir-55800	7	20	search	search	VERB
asir-55800	7	21	for	for	ADP
asir-55800	7	22	the	the	DET
asir-55800	7	23	optimal	optimal	ADJ
asir-55800	7	24	mix	mix	NOUN
asir-55800	7	25	proportions	proportion	NOUN
asir-55800	7	26	that	that	PRON
asir-55800	7	27	meet	meet	VERB
asir-55800	7	28	target	target	NOUN
asir-55800	7	29	performance	performance	NOUN
asir-55800	7	30	requirements	requirement	NOUN
asir-55800	7	31	,	,	PUNCT
asir-55800	7	32	providing	provide	VERB
asir-55800	7	33	a	a	DET
asir-55800	7	34	novel	novel	ADJ
asir-55800	7	35	approach	approach	NOUN
asir-55800	7	36	and	and	CCONJ
asir-55800	7	37	design	design	NOUN
asir-55800	7	38	strategy	strategy	NOUN
asir-55800	7	39	for	for	ADP
asir-55800	7	40	the	the	DET
asir-55800	7	41	intelligent	intelligent	ADJ
asir-55800	7	42	design	design	NOUN
asir-55800	7	43	of	of	ADP
asir-55800	7	44	sfrc	sfrc	NOUN
asir-55800	7	45	.	.	PUNCT
asir-55800	8	1	keywords	keyword	NOUN
asir-55800	8	2	sfrc	sfrc	VERB
asir-55800	8	3	,	,	PUNCT
asir-55800	8	4	mix	mix	NOUN
asir-55800	8	5	design	design	NOUN
asir-55800	8	6	,	,	PUNCT
asir-55800	8	7	machine	machine	NOUN
asir-55800	8	8	learning	learning	NOUN
asir-55800	8	9	,	,	PUNCT
asir-55800	8	10	artificial	artificial	ADJ
asir-55800	8	11	neural	neural	ADJ
asir-55800	8	12	network	network	NOUN
asir-55800	8	13	,	,	PUNCT
asir-55800	8	14	genetic	genetic	ADJ
asir-55800	8	15	algorithm	algorithm	NOUN
asir-55800	8	16	1	1	NUM
asir-55800	8	17	.	.	PUNCT
asir-55800	9	1	introduction	introduction	NOUN
asir-55800	9	2	steel	steel	NOUN
asir-55800	9	3	fiber	fiber	NOUN
asir-55800	9	4	reinforced	reinforce	VERB
asir-55800	9	5	concrete	concrete	NOUN
asir-55800	9	6	(	(	PUNCT
asir-55800	9	7	sfrc	sfrc	NOUN
asir-55800	9	8	)	)	PUNCT
asir-55800	9	9	,	,	PUNCT
asir-55800	9	10	renowned	renowne	VERB
asir-55800	9	11	for	for	ADP
asir-55800	9	12	its	its	PRON
asir-55800	9	13	excellent	excellent	ADJ
asir-55800	9	14	crack	crack	NOUN
asir-55800	9	15	resistance	resistance	NOUN
asir-55800	9	16	,	,	PUNCT
asir-55800	9	17	toughness	toughness	NOUN
asir-55800	9	18	,	,	PUNCT
asir-55800	9	19	and	and	CCONJ
asir-55800	9	20	energy	energy	NOUN
asir-55800	9	21	dissipation	dissipation	NOUN
asir-55800	9	22	capacity	capacity	NOUN
asir-55800	9	23	,	,	PUNCT
asir-55800	9	24	demonstrates	demonstrate	VERB
asir-55800	9	25	irreplaceable	irreplaceable	ADJ
asir-55800	9	26	advantages	advantage	NOUN
asir-55800	9	27	in	in	ADP
asir-55800	9	28	seismic	seismic	ADJ
asir-55800	9	29	,	,	PUNCT
asir-55800	9	30	blast	blast	NOUN
asir-55800	9	31	-	-	PUNCT
asir-55800	9	32	resistant	resistant	ADJ
asir-55800	9	33	,	,	PUNCT
asir-55800	9	34	and	and	CCONJ
asir-55800	9	35	complex	complex	ADJ
asir-55800	9	36	service	service	NOUN
asir-55800	9	37	environments	environment	NOUN
asir-55800	9	38	within	within	ADP
asir-55800	9	39	civil	civil	ADJ
asir-55800	9	40	engineering	engineering	NOUN
asir-55800	9	41	applications	application	NOUN
asir-55800	9	42	(	(	PUNCT
asir-55800	9	43	carneiro	carneiro	PROPN
asir-55800	9	44	,	,	PUNCT
asir-55800	9	45	lima	lima	PROPN
asir-55800	9	46	,	,	PUNCT
asir-55800	9	47	leite	leite	PROPN
asir-55800	9	48	,	,	PUNCT
asir-55800	9	49	et	et	PROPN
asir-55800	9	50	al	al	PROPN
asir-55800	9	51	.	.	PROPN
asir-55800	9	52	,	,	PUNCT
asir-55800	9	53	2014	2014	NUM
asir-55800	9	54	;	;	PUNCT
asir-55800	9	55	gao	gao	PROPN
asir-55800	9	56	,	,	PUNCT
asir-55800	9	57	lou	lou	PROPN
asir-55800	9	58	,	,	PUNCT
asir-55800	9	59	&	&	CCONJ
asir-55800	9	60	wang	wang	PROPN
asir-55800	9	61	,	,	PUNCT
asir-55800	9	62	2007	2007	NUM
asir-55800	9	63	;	;	PUNCT
asir-55800	9	64	xie	xie	PROPN
asir-55800	9	65	,	,	PUNCT
asir-55800	9	66	guo	guo	PROPN
asir-55800	9	67	,	,	PUNCT
asir-55800	9	68	liu	liu	PROPN
asir-55800	9	69	,	,	PUNCT
asir-55800	9	70	et	et	PROPN
asir-55800	9	71	al	al	PROPN
asir-55800	9	72	.	.	PROPN
asir-55800	9	73	,	,	PUNCT
asir-55800	9	74	2015	2015	NUM
asir-55800	9	75	;	;	PUNCT
asir-55800	9	76	guo	guo	PROPN
asir-55800	9	77	,	,	PUNCT
asir-55800	9	78	lu	lu	PROPN
asir-55800	9	79	,	,	PUNCT
asir-55800	9	80	zhang	zhang	PROPN
asir-55800	9	81	,	,	PUNCT
asir-55800	9	82	et	et	PROPN
asir-55800	9	83	al	al	PROPN
asir-55800	9	84	.	.	PROPN
asir-55800	9	85	,	,	PUNCT
asir-55800	9	86	2016	2016	NUM
asir-55800	9	87	)	)	PUNCT
asir-55800	9	88	.	.	PUNCT
asir-55800	10	1	its	its	PRON
asir-55800	10	2	mechanical	mechanical	ADJ
asir-55800	10	3	performance	performance	NOUN
asir-55800	10	4	is	be	AUX
asir-55800	10	5	directly	directly	ADV
asir-55800	10	6	influenced	influence	VERB
asir-55800	10	7	by	by	ADP
asir-55800	10	8	the	the	DET
asir-55800	10	9	intricate	intricate	ADJ
asir-55800	10	10	coupling	coupling	NOUN
asir-55800	10	11	relationships	relationship	NOUN
asir-55800	10	12	among	among	ADP
asir-55800	10	13	various	various	ADJ
asir-55800	10	14	factors	factor	NOUN
asir-55800	10	15	,	,	PUNCT
asir-55800	10	16	including	include	VERB
asir-55800	10	17	steel	steel	NOUN
asir-55800	10	18	fiber	fiber	NOUN
asir-55800	10	19	dosage	dosage	NOUN
asir-55800	10	20	and	and	CCONJ
asir-55800	10	21	matrix	matrix	NOUN
asir-55800	10	22	material	material	NOUN
asir-55800	10	23	proportions	proportion	NOUN
asir-55800	10	24	.	.	PUNCT
asir-55800	11	1	traditional	traditional	ADJ
asir-55800	11	2	mix	mix	NOUN
asir-55800	11	3	proportion	proportion	NOUN
asir-55800	11	4	design	design	NOUN
asir-55800	11	5	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55800	11	6	applied	apply	VERB
asir-55800	11	7	science	science	NOUN
asir-55800	11	8	and	and	CCONJ
asir-55800	11	9	innovative	innovative	ADJ
asir-55800	11	10	research	research	NOUN
asir-55800	11	11	vol	vol	NOUN
asir-55800	11	12	.	.	PUNCT
asir-55800	12	1	9	9	NUM
asir-55800	12	2	,	,	PUNCT
asir-55800	12	3	no	no	INTJ
asir-55800	12	4	.	.	NOUN
asir-55800	12	5	1	1	NUM
asir-55800	12	6	,	,	PUNCT
asir-55800	12	7	2025	2025	NUM
asir-55800	12	8	172	172	NUM
asir-55800	12	9	published	publish	VERB
asir-55800	12	10	by	by	ADP
asir-55800	12	11	scholink	scholink	PROPN
asir-55800	12	12	inc	inc	PROPN
asir-55800	12	13	.	.	PROPN
asir-55800	12	14	methods	method	NOUN
asir-55800	12	15	often	often	ADV
asir-55800	12	16	rely	rely	VERB
asir-55800	12	17	on	on	ADP
asir-55800	12	18	empirical	empirical	ADJ
asir-55800	12	19	formulas	formula	NOUN
asir-55800	12	20	or	or	CCONJ
asir-55800	12	21	orthogonal	orthogonal	ADJ
asir-55800	12	22	experiments	experiment	NOUN
asir-55800	12	23	,	,	PUNCT
asir-55800	12	24	which	which	PRON
asir-55800	12	25	are	be	AUX
asir-55800	12	26	associated	associate	VERB
asir-55800	12	27	with	with	ADP
asir-55800	12	28	high	high	ADJ
asir-55800	12	29	trial	trial	NOUN
asir-55800	12	30	-	-	PUNCT
asir-55800	12	31	and	and	CCONJ
asir-55800	12	32	-	-	PUNCT
asir-55800	12	33	error	error	NOUN
asir-55800	12	34	costs	cost	NOUN
asir-55800	12	35	and	and	CCONJ
asir-55800	12	36	low	low	ADJ
asir-55800	12	37	parameter	parameter	NOUN
asir-55800	12	38	optimization	optimization	NOUN
asir-55800	12	39	efficiency	efficiency	NOUN
asir-55800	12	40	,	,	PUNCT
asir-55800	12	41	making	make	VERB
asir-55800	12	42	it	it	PRON
asir-55800	12	43	difficult	difficult	ADJ
asir-55800	12	44	to	to	PART
asir-55800	12	45	accurately	accurately	ADV
asir-55800	12	46	capture	capture	VERB
asir-55800	12	47	the	the	DET
asir-55800	12	48	nonlinear	nonlinear	ADJ
asir-55800	12	49	mapping	mapping	NOUN
asir-55800	12	50	between	between	ADP
asir-55800	12	51	multiple	multiple	ADJ
asir-55800	12	52	variables	variable	NOUN
asir-55800	12	53	.	.	PUNCT
asir-55800	13	1	therefore	therefore	ADV
asir-55800	13	2	,	,	PUNCT
asir-55800	13	3	it	it	PRON
asir-55800	13	4	is	be	AUX
asir-55800	13	5	essential	essential	ADJ
asir-55800	13	6	to	to	PART
asir-55800	13	7	explore	explore	VERB
asir-55800	13	8	an	an	DET
asir-55800	13	9	intelligent	intelligent	ADJ
asir-55800	13	10	optimization	optimization	NOUN
asir-55800	13	11	approach	approach	NOUN
asir-55800	13	12	for	for	ADP
asir-55800	13	13	mix	mix	NOUN
asir-55800	13	14	proportion	proportion	NOUN
asir-55800	13	15	design	design	NOUN
asir-55800	13	16	,	,	PUNCT
asir-55800	13	17	aiming	aim	VERB
asir-55800	13	18	to	to	PART
asir-55800	13	19	establish	establish	VERB
asir-55800	13	20	a	a	DET
asir-55800	13	21	high	high	ADJ
asir-55800	13	22	-	-	PUNCT
asir-55800	13	23	precision	precision	NOUN
asir-55800	13	24	and	and	CCONJ
asir-55800	13	25	scalable	scalable	ADJ
asir-55800	13	26	predictive	predictive	ADJ
asir-55800	13	27	model	model	NOUN
asir-55800	13	28	.	.	PUNCT
asir-55800	14	1	at	at	ADP
asir-55800	14	2	present	present	ADJ
asir-55800	14	3	,	,	PUNCT
asir-55800	14	4	research	research	NOUN
asir-55800	14	5	on	on	ADP
asir-55800	14	6	concrete	concrete	ADJ
asir-55800	14	7	mix	mix	NOUN
asir-55800	14	8	proportion	proportion	NOUN
asir-55800	14	9	design	design	NOUN
asir-55800	14	10	has	have	AUX
asir-55800	14	11	become	become	VERB
asir-55800	14	12	relatively	relatively	ADV
asir-55800	14	13	mature	mature	ADJ
asir-55800	14	14	.	.	PUNCT
asir-55800	15	1	fu	fu	PROPN
asir-55800	15	2	et	et	PROPN
asir-55800	15	3	al	al	PROPN
asir-55800	15	4	.	.	PROPN
asir-55800	16	1	(	(	PUNCT
asir-55800	16	2	2025	2025	NUM
asir-55800	16	3	)	)	PUNCT
asir-55800	16	4	employed	employ	VERB
asir-55800	16	5	gradient	gradient	NOUN
asir-55800	16	6	boosting	boost	VERB
asir-55800	16	7	decision	decision	NOUN
asir-55800	16	8	trees	tree	NOUN
asir-55800	16	9	(	(	PUNCT
asir-55800	16	10	gbdt	gbdt	NOUN
asir-55800	16	11	)	)	PUNCT
asir-55800	16	12	and	and	CCONJ
asir-55800	16	13	xgboost	xgboost	X
asir-55800	16	14	to	to	PART
asir-55800	16	15	conduct	conduct	VERB
asir-55800	16	16	mix	mix	NOUN
asir-55800	16	17	proportion	proportion	NOUN
asir-55800	16	18	design	design	NOUN
asir-55800	16	19	,	,	PUNCT
asir-55800	16	20	verifying	verify	VERB
asir-55800	16	21	its	its	PRON
asir-55800	16	22	feasibility	feasibility	NOUN
asir-55800	16	23	under	under	ADP
asir-55800	16	24	specific	specific	ADJ
asir-55800	16	25	performance	performance	NOUN
asir-55800	16	26	requirements	requirement	NOUN
asir-55800	16	27	.	.	PUNCT
asir-55800	17	1	zhou	zhou	PROPN
asir-55800	17	2	et	et	PROPN
asir-55800	17	3	al	al	PROPN
asir-55800	17	4	.	.	PROPN
asir-55800	17	5	(	(	PUNCT
asir-55800	17	6	2021	2021	NUM
asir-55800	17	7	)	)	PUNCT
asir-55800	17	8	constructed	construct	VERB
asir-55800	17	9	a	a	DET
asir-55800	17	10	prediction	prediction	NOUN
asir-55800	17	11	model	model	NOUN
asir-55800	17	12	based	base	VERB
asir-55800	17	13	on	on	ADP
asir-55800	17	14	support	support	NOUN
asir-55800	17	15	vector	vector	NOUN
asir-55800	17	16	machines	machine	NOUN
asir-55800	17	17	(	(	PUNCT
asir-55800	17	18	svm	svm	PROPN
asir-55800	17	19	)	)	PUNCT
asir-55800	17	20	,	,	PUNCT
asir-55800	17	21	considering	consider	VERB
asir-55800	17	22	both	both	CCONJ
asir-55800	17	23	concrete	concrete	ADJ
asir-55800	17	24	strength	strength	NOUN
asir-55800	17	25	and	and	CCONJ
asir-55800	17	26	slump	slump	NOUN
asir-55800	17	27	,	,	PUNCT
asir-55800	17	28	and	and	CCONJ
asir-55800	17	29	utilized	utilize	VERB
asir-55800	17	30	the	the	DET
asir-55800	17	31	artificial	artificial	ADJ
asir-55800	17	32	bee	bee	NOUN
asir-55800	17	33	colony	colony	NOUN
asir-55800	17	34	(	(	PUNCT
asir-55800	17	35	abc	abc	PROPN
asir-55800	17	36	)	)	PUNCT
asir-55800	17	37	algorithm	algorithm	NOUN
asir-55800	17	38	to	to	PART
asir-55800	17	39	identify	identify	VERB
asir-55800	17	40	the	the	DET
asir-55800	17	41	optimal	optimal	ADJ
asir-55800	17	42	mix	mix	NOUN
asir-55800	17	43	proportions	proportion	NOUN
asir-55800	17	44	for	for	ADP
asir-55800	17	45	various	various	ADJ
asir-55800	17	46	strength	strength	NOUN
asir-55800	17	47	levels	level	NOUN
asir-55800	17	48	.	.	PUNCT
asir-55800	18	1	jiang	jiang	PROPN
asir-55800	18	2	et	et	PROPN
asir-55800	18	3	al	al	PROPN
asir-55800	18	4	.	.	PROPN
asir-55800	19	1	(	(	PUNCT
asir-55800	19	2	2019	2019	NUM
asir-55800	19	3	)	)	PUNCT
asir-55800	19	4	utilized	utilize	VERB
asir-55800	19	5	the	the	DET
asir-55800	19	6	grey	grey	ADJ
asir-55800	19	7	relational	relational	ADJ
asir-55800	19	8	analysis	analysis	NOUN
asir-55800	19	9	model	model	NOUN
asir-55800	19	10	to	to	PART
asir-55800	19	11	achieve	achieve	VERB
asir-55800	19	12	multi	multi	ADJ
asir-55800	19	13	-	-	ADJ
asir-55800	19	14	objective	objective	ADJ
asir-55800	19	15	c50	c50	NOUN
asir-55800	19	16	concrete	concrete	ADJ
asir-55800	19	17	mix	mix	NOUN
asir-55800	19	18	proportion	proportion	NOUN
asir-55800	19	19	design	design	NOUN
asir-55800	19	20	,	,	PUNCT
asir-55800	19	21	ultimately	ultimately	ADV
asir-55800	19	22	identifying	identify	VERB
asir-55800	19	23	the	the	DET
asir-55800	19	24	optimal	optimal	ADJ
asir-55800	19	25	mix	mix	NOUN
asir-55800	19	26	proportions	proportion	NOUN
asir-55800	19	27	for	for	ADP
asir-55800	19	28	c50	c50	NOUN
asir-55800	19	29	concrete	concrete	NOUN
asir-55800	19	30	.	.	PUNCT
asir-55800	20	1	to	to	PART
asir-55800	20	2	conduct	conduct	VERB
asir-55800	20	3	a	a	DET
asir-55800	20	4	comprehensive	comprehensive	ADJ
asir-55800	20	5	investigation	investigation	NOUN
asir-55800	20	6	into	into	ADP
asir-55800	20	7	the	the	DET
asir-55800	20	8	mix	mix	NOUN
asir-55800	20	9	proportion	proportion	NOUN
asir-55800	20	10	design	design	NOUN
asir-55800	20	11	of	of	ADP
asir-55800	20	12	sfrc	sfrc	NOUN
asir-55800	20	13	,	,	PUNCT
asir-55800	20	14	this	this	DET
asir-55800	20	15	study	study	NOUN
asir-55800	20	16	compiled	compile	VERB
asir-55800	20	17	key	key	ADJ
asir-55800	20	18	parameters	parameter	NOUN
asir-55800	20	19	,	,	PUNCT
asir-55800	20	20	including	include	VERB
asir-55800	20	21	the	the	DET
asir-55800	20	22	dosage	dosage	NOUN
asir-55800	20	23	of	of	ADP
asir-55800	20	24	steel	steel	NOUN
asir-55800	20	25	fibers	fiber	NOUN
asir-55800	20	26	,	,	PUNCT
asir-55800	20	27	water	water	NOUN
asir-55800	20	28	,	,	PUNCT
asir-55800	20	29	cement	cement	NOUN
asir-55800	20	30	,	,	PUNCT
asir-55800	20	31	sand	sand	NOUN
asir-55800	20	32	,	,	PUNCT
asir-55800	20	33	natural	natural	ADJ
asir-55800	20	34	aggregates	aggregate	NOUN
asir-55800	20	35	,	,	PUNCT
asir-55800	20	36	and	and	CCONJ
asir-55800	20	37	water	water	NOUN
asir-55800	20	38	-	-	PUNCT
asir-55800	20	39	reducing	reduce	VERB
asir-55800	20	40	agents	agent	NOUN
asir-55800	20	41	.	.	PUNCT
asir-55800	21	1	a	a	DET
asir-55800	21	2	neural	neural	ADJ
asir-55800	21	3	network	network	NOUN
asir-55800	21	4	model	model	NOUN
asir-55800	21	5	was	be	AUX
asir-55800	21	6	developed	develop	VERB
asir-55800	21	7	to	to	PART
asir-55800	21	8	leverage	leverage	VERB
asir-55800	21	9	its	its	PRON
asir-55800	21	10	powerful	powerful	ADJ
asir-55800	21	11	nonlinear	nonlinear	ADJ
asir-55800	21	12	mapping	mapping	NOUN
asir-55800	21	13	capability	capability	NOUN
asir-55800	21	14	,	,	PUNCT
asir-55800	21	15	establishing	establish	VERB
asir-55800	21	16	an	an	DET
asir-55800	21	17	implicit	implicit	ADJ
asir-55800	21	18	relationship	relationship	NOUN
asir-55800	21	19	between	between	ADP
asir-55800	21	20	the	the	DET
asir-55800	21	21	mix	mix	NOUN
asir-55800	21	22	proportions	proportion	NOUN
asir-55800	21	23	and	and	CCONJ
asir-55800	21	24	compressive	compressive	ADJ
asir-55800	21	25	strength	strength	NOUN
asir-55800	21	26	.	.	PUNCT
asir-55800	22	1	the	the	DET
asir-55800	22	2	trained	train	VERB
asir-55800	22	3	model	model	NOUN
asir-55800	22	4	enables	enable	VERB
asir-55800	22	5	rapid	rapid	ADJ
asir-55800	22	6	prediction	prediction	NOUN
asir-55800	22	7	of	of	ADP
asir-55800	22	8	sfrc	sfrc	NOUN
asir-55800	22	9	compressive	compressive	ADJ
asir-55800	22	10	strength	strength	NOUN
asir-55800	22	11	,	,	PUNCT
asir-55800	22	12	while	while	SCONJ
asir-55800	22	13	the	the	DET
asir-55800	22	14	genetic	genetic	ADJ
asir-55800	22	15	algorithm	algorithm	NOUN
asir-55800	22	16	was	be	AUX
asir-55800	22	17	employed	employ	VERB
asir-55800	22	18	to	to	ADP
asir-55800	22	19	inversely	inversely	ADV
asir-55800	22	20	search	search	VERB
asir-55800	22	21	for	for	ADP
asir-55800	22	22	the	the	DET
asir-55800	22	23	optimal	optimal	ADJ
asir-55800	22	24	mix	mix	NOUN
asir-55800	22	25	proportions	proportion	NOUN
asir-55800	22	26	that	that	PRON
asir-55800	22	27	meet	meet	VERB
asir-55800	22	28	target	target	NOUN
asir-55800	22	29	performance	performance	NOUN
asir-55800	22	30	requirements	requirement	NOUN
asir-55800	22	31	.	.	PUNCT
asir-55800	23	1	this	this	DET
asir-55800	23	2	approach	approach	NOUN
asir-55800	23	3	provides	provide	VERB
asir-55800	23	4	a	a	DET
asir-55800	23	5	novel	novel	ADJ
asir-55800	23	6	pathway	pathway	NOUN
asir-55800	23	7	and	and	CCONJ
asir-55800	23	8	design	design	NOUN
asir-55800	23	9	strategy	strategy	NOUN
asir-55800	23	10	for	for	ADP
asir-55800	23	11	the	the	DET
asir-55800	23	12	intelligent	intelligent	ADJ
asir-55800	23	13	optimization	optimization	NOUN
asir-55800	23	14	of	of	ADP
asir-55800	23	15	sfrc	sfrc	NOUN
asir-55800	23	16	mix	mix	NOUN
asir-55800	23	17	proportion	proportion	NOUN
asir-55800	23	18	design	design	NOUN
asir-55800	23	19	.	.	PUNCT
asir-55800	24	1	2	2	X
asir-55800	24	2	.	.	NUM
asir-55800	24	3	basic	basic	ADJ
asir-55800	24	4	principles	principle	NOUN
asir-55800	24	5	of	of	ADP
asir-55800	24	6	artificial	artificial	ADJ
asir-55800	24	7	neural	neural	ADJ
asir-55800	24	8	networks	network	NOUN
asir-55800	24	9	(	(	PUNCT
asir-55800	24	10	ann	ann	PROPN
asir-55800	24	11	)	)	PUNCT
asir-55800	24	12	anns	anns	PROPN
asir-55800	24	13	(	(	PUNCT
asir-55800	24	14	jia	jia	PROPN
asir-55800	24	15	,	,	PUNCT
asir-55800	24	16	2023	2023	NUM
asir-55800	24	17	)	)	PUNCT
asir-55800	24	18	are	be	AUX
asir-55800	24	19	composed	compose	VERB
asir-55800	24	20	of	of	ADP
asir-55800	24	21	multiple	multiple	ADJ
asir-55800	24	22	interconnected	interconnected	ADJ
asir-55800	24	23	nodes	node	NOUN
asir-55800	24	24	,	,	PUNCT
asir-55800	24	25	or	or	CCONJ
asir-55800	24	26	neurons	neuron	NOUN
asir-55800	24	27	,	,	PUNCT
asir-55800	24	28	with	with	SCONJ
asir-55800	24	29	each	each	DET
asir-55800	24	30	connection	connection	NOUN
asir-55800	24	31	assigned	assign	VERB
asir-55800	24	32	a	a	DET
asir-55800	24	33	specific	specific	ADJ
asir-55800	24	34	weight	weight	NOUN
asir-55800	24	35	that	that	PRON
asir-55800	24	36	is	be	AUX
asir-55800	24	37	modified	modify	VERB
asir-55800	24	38	throughout	throughout	ADP
asir-55800	24	39	the	the	DET
asir-55800	24	40	learning	learning	NOUN
asir-55800	24	41	process	process	NOUN
asir-55800	24	42	.	.	PUNCT
asir-55800	25	1	the	the	DET
asir-55800	25	2	core	core	NOUN
asir-55800	25	3	structure	structure	NOUN
asir-55800	25	4	of	of	ADP
asir-55800	25	5	an	an	DET
asir-55800	25	6	ann	ann	PROPN
asir-55800	25	7	consists	consist	VERB
asir-55800	25	8	of	of	ADP
asir-55800	25	9	an	an	DET
asir-55800	25	10	input	input	NOUN
asir-55800	25	11	layer	layer	NOUN
asir-55800	25	12	,	,	PUNCT
asir-55800	25	13	which	which	PRON
asir-55800	25	14	accepts	accept	VERB
asir-55800	25	15	external	external	ADJ
asir-55800	25	16	data	datum	NOUN
asir-55800	25	17	;	;	PUNCT
asir-55800	25	18	intermediate	intermediate	ADJ
asir-55800	25	19	layers	layer	NOUN
asir-55800	25	20	conduct	conduct	VERB
asir-55800	25	21	pattern	pattern	NOUN
asir-55800	25	22	identification	identification	NOUN
asir-55800	25	23	and	and	CCONJ
asir-55800	25	24	nonlinear	nonlinear	ADJ
asir-55800	25	25	operations	operation	NOUN
asir-55800	25	26	,	,	PUNCT
asir-55800	25	27	while	while	SCONJ
asir-55800	25	28	the	the	DET
asir-55800	25	29	output	output	NOUN
asir-55800	25	30	layer	layer	NOUN
asir-55800	25	31	synthesizes	synthesize	VERB
asir-55800	25	32	these	these	DET
asir-55800	25	33	computations	computation	NOUN
asir-55800	25	34	into	into	ADP
asir-55800	25	35	actionable	actionable	ADJ
asir-55800	25	36	results	result	NOUN
asir-55800	25	37	.	.	PUNCT
asir-55800	26	1	the	the	DET
asir-55800	26	2	architecture	architecture	NOUN
asir-55800	26	3	's	's	PART
asir-55800	26	4	mathematical	mathematical	ADJ
asir-55800	26	5	framework	framework	NOUN
asir-55800	26	6	is	be	AUX
asir-55800	26	7	formalized	formalize	VERB
asir-55800	26	8	as	as	SCONJ
asir-55800	26	9	follows	follow	VERB
asir-55800	26	10	:	:	PUNCT
asir-55800	26	11			NOUN
asir-55800	26	12	1i	1i	PUNCT
asir-55800	27	1	n	n	CCONJ
asir-55800	28	1	ij	ij	INTJ
asir-55800	28	2	ii	ii	NUM
asir-55800	29	1	o	o	X
asir-55800	29	2	f	f	PROPN
asir-55800	29	3	w	w	PROPN
asir-55800	29	4	x	x	PROPN
asir-55800	29	5	b	b	PROPN
asir-55800	29	6			NUM
asir-55800	29	7			PROPN
asir-55800	29	8			NOUN
asir-55800	29	9	(	(	PUNCT
asir-55800	29	10	1	1	X
asir-55800	29	11	)	)	PUNCT
asir-55800	29	12	the	the	DET
asir-55800	29	13	output	output	NOUN
asir-55800	29	14	of	of	ADP
asir-55800	29	15	an	an	DET
asir-55800	29	16	ann	ann	PROPN
asir-55800	29	17	is	be	AUX
asir-55800	29	18	primarily	primarily	ADV
asir-55800	29	19	determined	determine	VERB
asir-55800	29	20	by	by	ADP
asir-55800	29	21	its	its	PRON
asir-55800	29	22	connection	connection	NOUN
asir-55800	29	23	topology	topology	NOUN
asir-55800	29	24	,	,	PUNCT
asir-55800	29	25	weights	weight	NOUN
asir-55800	29	26	,	,	PUNCT
asir-55800	29	27	and	and	CCONJ
asir-55800	29	28	activation	activation	NOUN
asir-55800	29	29	functions	function	NOUN
asir-55800	29	30	.	.	PUNCT
asir-55800	30	1	neural	neural	ADJ
asir-55800	30	2	networks	network	NOUN
asir-55800	30	3	frequently	frequently	ADV
asir-55800	30	4	utilize	utilize	VERB
asir-55800	30	5	nonlinear	nonlinear	ADJ
asir-55800	30	6	operators	operator	NOUN
asir-55800	30	7	such	such	ADJ
asir-55800	30	8	as	as	ADP
asir-55800	30	9	:	:	PUNCT
asir-55800	30	10	the	the	DET
asir-55800	30	11	sigmoid	sigmoid	NOUN
asir-55800	30	12	function	function	NOUN
asir-55800	30	13	(	(	PUNCT
asir-55800	30	14	logistic	logistic	ADJ
asir-55800	30	15	-	-	PUNCT
asir-55800	30	16	type	type	NOUN
asir-55800	30	17	normalization	normalization	NOUN
asir-55800	30	18	)	)	PUNCT
asir-55800	30	19	,	,	PUNCT
asir-55800	30	20	hyperbolic	hyperbolic	ADJ
asir-55800	30	21	tangent	tangent	NOUN
asir-55800	30	22	(	(	PUNCT
asir-55800	30	23	tanh	tanh	NOUN
asir-55800	30	24	)	)	PUNCT
asir-55800	30	25	(	(	PUNCT
asir-55800	30	26	gradient	gradient	NOUN
asir-55800	30	27	-	-	PUNCT
asir-55800	30	28	preserving	preserve	VERB
asir-55800	30	29	symmetry	symmetry	NOUN
asir-55800	30	30	)	)	PUNCT
asir-55800	30	31	,	,	PUNCT
asir-55800	30	32	relu	relu	NOUN
asir-55800	30	33	(	(	PUNCT
asir-55800	30	34	piecewise	piecewise	NOUN
asir-55800	30	35	linear	linear	ADJ
asir-55800	30	36	activation	activation	NOUN
asir-55800	30	37	with	with	ADP
asir-55800	30	38	sparsity	sparsity	NOUN
asir-55800	30	39	induction),linear	induction),linear	NOUN
asir-55800	30	40	,	,	PUNCT
asir-55800	30	41	threshold	threshold	NOUN
asir-55800	30	42	or	or	CCONJ
asir-55800	30	43	step	step	NOUN
asir-55800	30	44	,	,	PUNCT
asir-55800	30	45	gaussian	gaussian	NOUN
asir-55800	30	46	,	,	PUNCT
asir-55800	30	47	and	and	CCONJ
asir-55800	30	48	piecewise	piecewise	NOUN
asir-55800	30	49	linear	linear	NOUN
asir-55800	30	50	functions	function	NOUN
asir-55800	30	51	.	.	PUNCT
asir-55800	31	1	nonlinear	nonlinear	ADJ
asir-55800	31	2	activation	activation	NOUN
asir-55800	31	3	functions	function	NOUN
asir-55800	31	4	,	,	PUNCT
asir-55800	31	5	in	in	ADP
asir-55800	31	6	particular	particular	ADJ
asir-55800	31	7	,	,	PUNCT
asir-55800	31	8	not	not	PART
asir-55800	31	9	only	only	ADV
asir-55800	31	10	improve	improve	VERB
asir-55800	31	11	the	the	DET
asir-55800	31	12	network	network	NOUN
asir-55800	31	13	's	's	PART
asir-55800	31	14	ability	ability	NOUN
asir-55800	31	15	to	to	PART
asir-55800	31	16	approximate	approximate	VERB
asir-55800	31	17	complex	complex	ADJ
asir-55800	31	18	nonlinear	nonlinear	ADJ
asir-55800	31	19	functions	function	NOUN
asir-55800	31	20	but	but	CCONJ
asir-55800	31	21	also	also	ADV
asir-55800	31	22	replicate	replicate	VERB
asir-55800	31	23	neuronal	neuronal	ADJ
asir-55800	31	24	behavior	behavior	NOUN
asir-55800	31	25	,	,	PUNCT
asir-55800	31	26	enhancing	enhance	VERB
asir-55800	31	27	the	the	DET
asir-55800	31	28	network	network	NOUN
asir-55800	31	29	's	's	PART
asir-55800	31	30	training	training	NOUN
asir-55800	31	31	efficiency	efficiency	NOUN
asir-55800	31	32	.	.	PUNCT
asir-55800	32	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-55800	32	2	applied	apply	VERB
asir-55800	32	3	science	science	NOUN
asir-55800	32	4	and	and	CCONJ
asir-55800	32	5	innovative	innovative	ADJ
asir-55800	32	6	research	research	NOUN
asir-55800	32	7	vol	vol	NOUN
asir-55800	32	8	.	.	PUNCT
asir-55800	33	1	9	9	NUM
asir-55800	33	2	,	,	PUNCT
asir-55800	33	3	no	no	INTJ
asir-55800	33	4	.	.	NOUN
asir-55800	33	5	1	1	NUM
asir-55800	33	6	,	,	PUNCT
asir-55800	33	7	2025	2025	NUM
asir-55800	33	8	173	173	NUM
asir-55800	33	9	published	publish	VERB
asir-55800	33	10	by	by	ADP
asir-55800	33	11	scholink	scholink	PROPN
asir-55800	33	12	inc	inc	PROPN
asir-55800	33	13	.	.	PROPN
asir-55800	33	14	backpropagation	backpropagation	PROPN
asir-55800	33	15	neural	neural	ADJ
asir-55800	33	16	network	network	NOUN
asir-55800	33	17	(	(	PUNCT
asir-55800	33	18	bpnn	bpnn	NOUN
asir-55800	33	19	)	)	PUNCT
asir-55800	33	20	operates	operate	VERB
asir-55800	33	21	as	as	ADP
asir-55800	33	22	a	a	DET
asir-55800	33	23	gradient	gradient	NOUN
asir-55800	33	24	-	-	PUNCT
asir-55800	33	25	based	base	VERB
asir-55800	33	26	optimization	optimization	NOUN
asir-55800	33	27	framework	framework	NOUN
asir-55800	33	28	,	,	PUNCT
asir-55800	33	29	implementing	implement	VERB
asir-55800	33	30	iterative	iterative	NOUN
asir-55800	33	31	refinement	refinement	NOUN
asir-55800	33	32	of	of	ADP
asir-55800	33	33	network	network	NOUN
asir-55800	33	34	parameters	parameter	NOUN
asir-55800	33	35	through	through	ADP
asir-55800	33	36	error	error	NOUN
asir-55800	33	37	backpropagation	backpropagation	NOUN
asir-55800	33	38	mechanics	mechanic	NOUN
asir-55800	33	39	.	.	PUNCT
asir-55800	34	1	its	its	PRON
asir-55800	34	2	operational	operational	ADJ
asir-55800	34	3	cycle	cycle	NOUN
asir-55800	34	4	consists	consist	VERB
asir-55800	34	5	of	of	ADP
asir-55800	34	6	two	two	NUM
asir-55800	34	7	coupled	couple	VERB
asir-55800	34	8	phases	phase	NOUN
asir-55800	34	9	:	:	PUNCT
asir-55800	34	10	1	1	X
asir-55800	34	11	.	.	X
asir-55800	34	12	feedforward	feedforward	ADJ
asir-55800	34	13	computation	computation	NOUN
asir-55800	34	14	:	:	PUNCT
asir-55800	34	15	propagates	propagate	VERB
asir-55800	34	16	input	input	NOUN
asir-55800	34	17	signals	signal	NOUN
asir-55800	34	18	through	through	ADP
asir-55800	34	19	hierarchical	hierarchical	ADJ
asir-55800	34	20	architectures	architecture	NOUN
asir-55800	34	21	via	via	ADP
asir-55800	34	22	nonlinear	nonlinear	ADJ
asir-55800	34	23	transformations	transformation	NOUN
asir-55800	34	24	;	;	PUNCT
asir-55800	34	25	2.error	2.error	NUM
asir-55800	34	26	backpropagation	backpropagation	NOUN
asir-55800	34	27	:	:	PUNCT
asir-55800	34	28	constructs	construct	VERB
asir-55800	34	29	gradient	gradient	ADJ
asir-55800	34	30	fields	field	NOUN
asir-55800	34	31	of	of	ADP
asir-55800	34	32	loss	loss	NOUN
asir-55800	34	33	functions	function	NOUN
asir-55800	34	34	relative	relative	ADJ
asir-55800	34	35	to	to	ADP
asir-55800	34	36	weight	weight	NOUN
asir-55800	34	37	parameters	parameter	NOUN
asir-55800	34	38	using	use	VERB
asir-55800	34	39	chain	chain	NOUN
asir-55800	34	40	rule	rule	NOUN
asir-55800	34	41	differentiation	differentiation	NOUN
asir-55800	34	42	,	,	PUNCT
asir-55800	34	43	driving	drive	VERB
asir-55800	34	44	parameter	parameter	NOUN
asir-55800	34	45	space	space	NOUN
asir-55800	34	46	evolution	evolution	NOUN
asir-55800	34	47	along	along	ADP
asir-55800	34	48	the	the	DET
asir-55800	34	49	negative	negative	ADJ
asir-55800	34	50	gradient	gradient	ADJ
asir-55800	34	51	direction	direction	NOUN
asir-55800	34	52	of	of	ADP
asir-55800	34	53	the	the	DET
asir-55800	34	54	error	error	NOUN
asir-55800	34	55	hyperplane	hyperplane	NOUN
asir-55800	34	56	(	(	PUNCT
asir-55800	34	57	see	see	VERB
asir-55800	34	58	topological	topological	ADJ
asir-55800	34	59	configuration	configuration	NOUN
asir-55800	34	60	in	in	ADP
asir-55800	34	61	figure	figure	NOUN
asir-55800	34	62	1	1	NUM
asir-55800	34	63	)	)	PUNCT
asir-55800	34	64	.	.	PUNCT
asir-55800	35	1	figure	figure	NOUN
asir-55800	35	2	1	1	NUM
asir-55800	35	3	.	.	PUNCT
asir-55800	36	1	the	the	DET
asir-55800	36	2	network	network	NOUN
asir-55800	36	3	's	's	PART
asir-55800	36	4	architecture	architecture	NOUN
asir-55800	36	5	assuming	assume	VERB
asir-55800	36	6	the	the	DET
asir-55800	36	7	ann	ann	PROPN
asir-55800	36	8	consists	consist	VERB
asir-55800	36	9	of	of	ADP
asir-55800	36	10	t	t	NOUN
asir-55800	36	11	layers	layer	NOUN
asir-55800	36	12	,	,	PUNCT
asir-55800	36	13	with	with	ADP
asir-55800	36	14	each	each	DET
asir-55800	36	15	layer	layer	NOUN
asir-55800	36	16	containing	contain	VERB
asir-55800	36	17	n	n	DET
asir-55800	36	18	nodes	node	NOUN
asir-55800	36	19	,	,	PUNCT
asir-55800	36	20	and	and	CCONJ
asir-55800	36	21	the	the	DET
asir-55800	36	22	training	training	NOUN
asir-55800	36	23	sample	sample	NOUN
asir-55800	36	24	is	be	AUX
asir-55800	36	25	represented	represent	VERB
asir-55800	36	26	as	as	ADP
asir-55800	36	27	(	(	PUNCT
asir-55800	36	28	xi	xi	PROPN
asir-55800	36	29	,	,	PUNCT
asir-55800	36	30	yi	yi	PROPN
asir-55800	36	31	)	)	PUNCT
asir-55800	36	32	,	,	PUNCT
asir-55800	36	33	the	the	DET
asir-55800	36	34	network	network	NOUN
asir-55800	36	35	training	training	NOUN
asir-55800	36	36	process	process	NOUN
asir-55800	36	37	typically	typically	ADV
asir-55800	36	38	involves	involve	VERB
asir-55800	36	39	the	the	DET
asir-55800	36	40	following	follow	VERB
asir-55800	36	41	steps	step	NOUN
asir-55800	36	42	,	,	PUNCT
asir-55800	36	43	which	which	PRON
asir-55800	36	44	are	be	AUX
asir-55800	36	45	illustrated	illustrate	VERB
asir-55800	36	46	using	use	VERB
asir-55800	36	47	the	the	DET
asir-55800	36	48	backpropagation	backpropagation	NOUN
asir-55800	36	49	neural	neural	ADJ
asir-55800	36	50	network	network	NOUN
asir-55800	36	51	(	(	PUNCT
asir-55800	36	52	bpnn	bpnn	NOUN
asir-55800	36	53	)	)	PUNCT
asir-55800	36	54	as	as	ADP
asir-55800	36	55	an	an	DET
asir-55800	36	56	example	example	NOUN
asir-55800	36	57	.	.	PUNCT
asir-55800	37	1	step	step	NOUN
asir-55800	37	2	1	1	NUM
asir-55800	37	3	:	:	PUNCT
asir-55800	37	4	error	error	NOUN
asir-55800	37	5	calculation	calculation	NOUN
asir-55800	37	6	error	error	NOUN
asir-55800	37	7	quantification	quantification	NOUN
asir-55800	37	8	initiates	initiate	VERB
asir-55800	37	9	through	through	ADP
asir-55800	37	10	comparative	comparative	ADJ
asir-55800	37	11	analysis	analysis	NOUN
asir-55800	37	12	between	between	ADP
asir-55800	37	13	the	the	DET
asir-55800	37	14	network	network	NOUN
asir-55800	37	15	's	's	PART
asir-55800	37	16	generated	generate	VERB
asir-55800	37	17	outputs	output	NOUN
asir-55800	37	18	and	and	CCONJ
asir-55800	37	19	target	target	VERB
asir-55800	37	20	values	value	NOUN
asir-55800	37	21	,	,	PUNCT
asir-55800	37	22	quantified	quantify	VERB
asir-55800	37	23	via	via	ADP
asir-55800	37	24	a	a	DET
asir-55800	37	25	loss	loss	NOUN
asir-55800	37	26	function	function	NOUN
asir-55800	37	27	.	.	PUNCT
asir-55800	38	1	this	this	DET
asir-55800	38	2	study	study	NOUN
asir-55800	38	3	adopts	adopt	VERB
asir-55800	38	4	variance	variance	NOUN
asir-55800	38	5	as	as	ADP
asir-55800	38	6	its	its	PRON
asir-55800	38	7	optimization	optimization	NOUN
asir-55800	38	8	metric	metric	NOUN
asir-55800	38	9	,	,	PUNCT
asir-55800	38	10	formalized	formalize	VERB
asir-55800	38	11	through	through	ADP
asir-55800	38	12	equation	equation	NOUN
asir-55800	38	13	(	(	PUNCT
asir-55800	38	14	2	2	NUM
asir-55800	38	15	)	)	PUNCT
asir-55800	38	16	.	.	PUNCT
asir-55800	39	1			NOUN
asir-55800	40	1			PUNCT
asir-55800	40	2			NOUN
asir-55800	40	3			NOUN
asir-55800	40	4	2	2	NUM
asir-55800	40	5	1	1	NUM
asir-55800	40	6	1	1	NUM
asir-55800	40	7	1	1	NUM
asir-55800	40	8	,	,	PUNCT
asir-55800	40	9	;	;	PUNCT
asir-55800	40	10	,	,	PUNCT
asir-55800	40	11	2	2	NUM
asir-55800	40	12	n	n	NOUN
asir-55800	40	13	i	i	PRON
asir-55800	41	1	i	i	PRON
asir-55800	41	2	i	i	VERB
asir-55800	41	3	ii	ii	VERB
asir-55800	42	1	e	e	PROPN
asir-55800	42	2	w	w	PROPN
asir-55800	42	3	b	b	PROPN
asir-55800	42	4	x	x	SYM
asir-55800	42	5	y	y	NOUN
asir-55800	42	6	f	f	PROPN
asir-55800	42	7	x	x	VERB
asir-55800	42	8	y	y	PROPN
asir-55800	42	9	n	n	CCONJ
asir-55800	42	10			NUM
asir-55800	42	11			NUM
asir-55800	43	1			X
asir-55800	43	2	(	(	PUNCT
asir-55800	43	3	2	2	NUM
asir-55800	43	4	)	)	PUNCT
asir-55800	43	5	in	in	ADP
asir-55800	43	6	the	the	DET
asir-55800	43	7	equation	equation	NOUN
asir-55800	43	8	,	,	PUNCT
asir-55800	43	9	xi	xi	PROPN
asir-55800	43	10	and	and	CCONJ
asir-55800	43	11	yi	yi	PROPN
asir-55800	43	12	represent	represent	VERB
asir-55800	43	13	the	the	DET
asir-55800	43	14	input	input	NOUN
asir-55800	43	15	and	and	CCONJ
asir-55800	43	16	target	target	NOUN
asir-55800	43	17	values	value	NOUN
asir-55800	43	18	,	,	PUNCT
asir-55800	43	19	respectively	respectively	ADV
asir-55800	43	20	,	,	PUNCT
asir-55800	43	21	while	while	SCONJ
asir-55800	43	22	w	w	PROPN
asir-55800	43	23	and	and	CCONJ
asir-55800	43	24	b	b	NOUN
asir-55800	43	25	correspond	correspond	NOUN
asir-55800	43	26	to	to	ADP
asir-55800	43	27	the	the	DET
asir-55800	43	28	network	network	NOUN
asir-55800	43	29	's	's	PART
asir-55800	43	30	weights	weight	NOUN
asir-55800	43	31	and	and	CCONJ
asir-55800	43	32	biases	bias	NOUN
asir-55800	43	33	.	.	PUNCT
asir-55800	44	1	the	the	DET
asir-55800	44	2	activation	activation	NOUN
asir-55800	44	3	function	function	NOUN
asir-55800	44	4	is	be	AUX
asir-55800	44	5	denoted	denote	VERB
asir-55800	44	6	as	as	ADP
asir-55800	44	7	f(x	f(x	PROPN
asir-55800	44	8	)	)	PUNCT
asir-55800	44	9	.	.	PUNCT
asir-55800	45	1	step	step	NOUN
asir-55800	45	2	2	2	NUM
asir-55800	45	3	:	:	PUNCT
asir-55800	45	4	error	error	NOUN
asir-55800	45	5	propagation	propagation	NOUN
asir-55800	45	6	and	and	CCONJ
asir-55800	45	7	weight	weight	NOUN
asir-55800	45	8	adjustment	adjustment	NOUN
asir-55800	45	9	the	the	DET
asir-55800	45	10	error	error	NOUN
asir-55800	45	11	gradient	gradient	NOUN
asir-55800	45	12	flow	flow	NOUN
asir-55800	45	13	initiates	initiate	VERB
asir-55800	45	14	at	at	ADP
asir-55800	45	15	the	the	DET
asir-55800	45	16	output	output	NOUN
asir-55800	45	17	stratum	stratum	NOUN
asir-55800	45	18	,	,	PUNCT
asir-55800	45	19	propagating	propagate	VERB
asir-55800	45	20	retroactively	retroactively	ADV
asir-55800	45	21	across	across	ADP
asir-55800	45	22	hierarchical	hierarchical	ADJ
asir-55800	45	23	strata	strata	NOUN
asir-55800	45	24	via	via	ADP
asir-55800	45	25	differential	differential	NOUN
asir-55800	45	26	chaining	chaining	NOUN
asir-55800	45	27	.	.	PUNCT
asir-55800	46	1	at	at	ADP
asir-55800	46	2	each	each	DET
asir-55800	46	3	computational	computational	ADJ
asir-55800	46	4	layer	layer	NOUN
asir-55800	46	5	:	:	PUNCT
asir-55800	46	6	gradient	gradient	ADJ
asir-55800	46	7	field	field	NOUN
asir-55800	46	8	derivation	derivation	NOUN
asir-55800	46	9	:	:	PUNCT
asir-55800	46	10	layer	layer	NOUN
asir-55800	46	11	-	-	PUNCT
asir-55800	46	12	specific	specific	ADJ
asir-55800	46	13	partial	partial	ADJ
asir-55800	46	14	derivatives	derivative	NOUN
asir-55800	46	15	are	be	AUX
asir-55800	46	16	determined	determine	VERB
asir-55800	46	17	through	through	ADP
asir-55800	46	18	tensor	tensor	NOUN
asir-55800	46	19	contractions	contraction	NOUN
asir-55800	46	20	between	between	ADP
asir-55800	46	21	error	error	NOUN
asir-55800	46	22	signals	signal	NOUN
asir-55800	46	23	and	and	CCONJ
asir-55800	46	24	activation	activation	NOUN
asir-55800	46	25	jacobians	jacobian	NOUN
asir-55800	46	26	;	;	PUNCT
asir-55800	46	27	parameter	parameter	NOUN
asir-55800	46	28	space	space	NOUN
asir-55800	46	29	refinement	refinement	NOUN
asir-55800	46	30	:	:	PUNCT
asir-55800	46	31	stochastic	stochastic	ADJ
asir-55800	46	32	gradient	gradient	NOUN
asir-55800	46	33	-	-	PUNCT
asir-55800	46	34	based	base	VERB
asir-55800	46	35	optimization	optimization	NOUN
asir-55800	46	36	schemes	scheme	NOUN
asir-55800	46	37	(	(	PUNCT
asir-55800	46	38	e.g.	e.g.	ADV
asir-55800	46	39	,	,	PUNCT
asir-55800	46	40	equation	equation	NOUN
asir-55800	46	41	3	3	NUM
asir-55800	46	42	-	-	SYM
asir-55800	46	43	4	4	NUM
asir-55800	46	44	)	)	PUNCT
asir-55800	46	45	iteratively	iteratively	ADV
asir-55800	46	46	adjust	adjust	VERB
asir-55800	46	47	the	the	DET
asir-55800	46	48	weight	weight	NOUN
asir-55800	46	49	-	-	PUNCT
asir-55800	46	50	bias	bias	NOUN
asir-55800	46	51	manifold	manifold	ADJ
asir-55800	46	52	along	along	ADP
asir-55800	46	53	the	the	DET
asir-55800	46	54	negative	negative	ADJ
asir-55800	46	55	gradient	gradient	NOUN
asir-55800	46	56	trajectory	trajectory	NOUN
asir-55800	46	57	.	.	PUNCT
asir-55800	47	1			NOUN
asir-55800	48	1			PUNCT
asir-55800	48	2			NOUN
asir-55800	48	3			NOUN
asir-55800	48	4	2	2	NUM
asir-55800	48	5	1	1	NUM
asir-55800	48	6	1	1	NUM
asir-55800	48	7	(	(	PUNCT
asir-55800	48	8	)	)	PUNCT
asir-55800	48	9	n	n	CCONJ
asir-55800	48	10	i	i	PRON
asir-55800	48	11	il	il	PROPN
asir-55800	48	12	li	li	PROPN
asir-55800	48	13	ij	ij	INTJ
asir-55800	48	14	ij	ij	INTJ
asir-55800	48	15	e	e	X
asir-55800	48	16	f	f	PROPN
asir-55800	48	17	x	x	X
asir-55800	48	18	y	y	PROPN
asir-55800	48	19	nw	nw	PROPN
asir-55800	48	20	w	w	VERB
asir-55800	48	21			ADJ
asir-55800	48	22			PROPN
asir-55800	48	23			PROPN
asir-55800	48	24			PROPN
asir-55800	48	25			PROPN
asir-55800	48	26			PROPN
asir-55800	48	27			X
asir-55800	48	28	(	(	PUNCT
asir-55800	48	29	3	3	X
asir-55800	48	30	)	)	PUNCT
asir-55800	48	31	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55800	48	32	applied	apply	VERB
asir-55800	48	33	science	science	NOUN
asir-55800	48	34	and	and	CCONJ
asir-55800	48	35	innovative	innovative	ADJ
asir-55800	48	36	research	research	NOUN
asir-55800	48	37	vol	vol	NOUN
asir-55800	48	38	.	.	PUNCT
asir-55800	49	1	9	9	NUM
asir-55800	49	2	,	,	PUNCT
asir-55800	49	3	no	no	INTJ
asir-55800	49	4	.	.	NOUN
asir-55800	49	5	1	1	NUM
asir-55800	49	6	,	,	PUNCT
asir-55800	49	7	2025	2025	NUM
asir-55800	49	8	174	174	NUM
asir-55800	49	9	published	publish	VERB
asir-55800	49	10	by	by	ADP
asir-55800	49	11	scholink	scholink	PROPN
asir-55800	49	12	inc	inc	PROPN
asir-55800	49	13	.	.	PROPN
asir-55800	49	14			PROPN
asir-55800	50	1			PUNCT
asir-55800	50	2			NOUN
asir-55800	50	3			NOUN
asir-55800	50	4	2	2	NUM
asir-55800	50	5	1	1	NUM
asir-55800	50	6	1	1	NUM
asir-55800	50	7	(	(	PUNCT
asir-55800	50	8	)	)	PUNCT
asir-55800	50	9	n	n	CCONJ
asir-55800	50	10	i	i	PRON
asir-55800	50	11	il	il	PROPN
asir-55800	50	12	li	li	PROPN
asir-55800	51	1	ij	ij	INTJ
asir-55800	51	2	ij	ij	INTJ
asir-55800	51	3	e	e	X
asir-55800	51	4	f	f	PROPN
asir-55800	51	5	x	x	SYM
asir-55800	51	6	y	y	PROPN
asir-55800	51	7	nb	nb	PROPN
asir-55800	51	8	b	b	PROPN
asir-55800	51	9			PROPN
asir-55800	51	10			PROPN
asir-55800	51	11			PROPN
asir-55800	51	12			PROPN
asir-55800	51	13			PROPN
asir-55800	51	14			PROPN
asir-55800	51	15			X
asir-55800	51	16	(	(	PUNCT
asir-55800	51	17	4	4	NUM
asir-55800	51	18	)	)	PUNCT
asir-55800	51	19	in	in	ADP
asir-55800	51	20	this	this	DET
asir-55800	51	21	context	context	NOUN
asir-55800	51	22	,	,	PUNCT
asir-55800	51	23	l	l	NOUN
asir-55800	51	24	refers	refer	VERB
asir-55800	51	25	to	to	ADP
asir-55800	51	26	the	the	DET
asir-55800	51	27	layer	layer	NOUN
asir-55800	51	28	index	index	NOUN
asir-55800	51	29	,	,	PUNCT
asir-55800	51	30	i	i	PRON
asir-55800	51	31	denotes	denote	VERB
asir-55800	51	32	the	the	DET
asir-55800	51	33	i	i	PROPN
asir-55800	51	34	-	-	PUNCT
asir-55800	51	35	th	th	X
asir-55800	51	36	input	input	NOUN
asir-55800	51	37	value	value	NOUN
asir-55800	51	38	in	in	ADP
asir-55800	51	39	layer	layer	NOUN
asir-55800	51	40	l	l	NOUN
asir-55800	51	41	,	,	PUNCT
asir-55800	51	42	and	and	CCONJ
asir-55800	51	43	j	j	PROPN
asir-55800	51	44	represents	represent	VERB
asir-55800	51	45	the	the	DET
asir-55800	51	46	j	j	PROPN
asir-55800	51	47	-	-	PUNCT
asir-55800	51	48	th	th	VERB
asir-55800	51	49	neuron	neuron	NOUN
asir-55800	51	50	in	in	ADP
asir-55800	51	51	the	the	DET
asir-55800	51	52	preceding	precede	VERB
asir-55800	51	53	layer	layer	NOUN
asir-55800	51	54	.	.	PUNCT
asir-55800	52	1	step	step	NOUN
asir-55800	52	2	3	3	NUM
asir-55800	52	3	:	:	PUNCT
asir-55800	52	4	iterative	iterative	NOUN
asir-55800	52	5	training	training	NOUN
asir-55800	52	6	process	process	NOUN
asir-55800	52	7	the	the	DET
asir-55800	52	8	steps	step	NOUN
asir-55800	52	9	of	of	ADP
asir-55800	52	10	forward	forward	ADJ
asir-55800	52	11	propagation	propagation	NOUN
asir-55800	52	12	,	,	PUNCT
asir-55800	52	13	error	error	NOUN
asir-55800	52	14	computation	computation	NOUN
asir-55800	52	15	,	,	PUNCT
asir-55800	52	16	backpropagation	backpropagation	NOUN
asir-55800	52	17	,	,	PUNCT
asir-55800	52	18	and	and	CCONJ
asir-55800	52	19	weight	weight	NOUN
asir-55800	52	20	adjustment	adjustment	NOUN
asir-55800	52	21	are	be	AUX
asir-55800	52	22	iteratively	iteratively	ADV
asir-55800	52	23	repeated	repeat	VERB
asir-55800	52	24	until	until	SCONJ
asir-55800	52	25	a	a	DET
asir-55800	52	26	predefined	predefine	VERB
asir-55800	52	27	stopping	stopping	NOUN
asir-55800	52	28	criterion	criterion	NOUN
asir-55800	52	29	is	be	AUX
asir-55800	52	30	satisfied	satisfied	ADJ
asir-55800	52	31	.	.	PUNCT
asir-55800	53	1	the	the	DET
asir-55800	53	2	stopping	stop	VERB
asir-55800	53	3	condition	condition	NOUN
asir-55800	53	4	typically	typically	ADV
asir-55800	53	5	includes	include	VERB
asir-55800	53	6	reaching	reach	VERB
asir-55800	53	7	a	a	DET
asir-55800	53	8	predefined	predefine	VERB
asir-55800	53	9	number	number	NOUN
asir-55800	53	10	of	of	ADP
asir-55800	53	11	training	training	NOUN
asir-55800	53	12	epochs	epoch	NOUN
asir-55800	53	13	,	,	PUNCT
asir-55800	53	14	the	the	DET
asir-55800	53	15	error	error	NOUN
asir-55800	53	16	falling	fall	VERB
asir-55800	53	17	below	below	ADP
asir-55800	53	18	a	a	DET
asir-55800	53	19	certain	certain	ADJ
asir-55800	53	20	threshold	threshold	NOUN
asir-55800	53	21	,	,	PUNCT
asir-55800	53	22	or	or	CCONJ
asir-55800	53	23	no	no	DET
asir-55800	53	24	further	further	ADJ
asir-55800	53	25	improvement	improvement	NOUN
asir-55800	53	26	in	in	ADP
asir-55800	53	27	network	network	NOUN
asir-55800	53	28	performance	performance	NOUN
asir-55800	53	29	on	on	ADP
asir-55800	53	30	the	the	DET
asir-55800	53	31	validation	validation	NOUN
asir-55800	53	32	set	set	NOUN
asir-55800	53	33	.	.	PUNCT
asir-55800	54	1	the	the	DET
asir-55800	54	2	updated	update	VERB
asir-55800	54	3	weights	weight	NOUN
asir-55800	54	4	and	and	CCONJ
asir-55800	54	5	biases	bias	NOUN
asir-55800	54	6	of	of	ADP
asir-55800	54	7	each	each	DET
asir-55800	54	8	node	node	NOUN
asir-55800	54	9	are	be	AUX
asir-55800	54	10	calculated	calculate	VERB
asir-55800	54	11	according	accord	VERB
asir-55800	54	12	to	to	ADP
asir-55800	54	13	equations	equation	NOUN
asir-55800	54	14	(	(	PUNCT
asir-55800	54	15	5	5	NUM
asir-55800	54	16	)	)	PUNCT
asir-55800	54	17	and	and	CCONJ
asir-55800	54	18	(	(	PUNCT
asir-55800	54	19	6	6	NUM
asir-55800	54	20	)	)	PUNCT
asir-55800	54	21	.	.	PUNCT
asir-55800	55	1	(	(	PUNCT
asir-55800	55	2	)	)	PUNCT
asir-55800	55	3	(	(	PUNCT
asir-55800	55	4	)	)	PUNCT
asir-55800	55	5	(	(	PUNCT
asir-55800	55	6	)	)	PUNCT
asir-55800	55	7	l	l	NOUN
asir-55800	55	8	l	l	NOUN
asir-55800	55	9	ij	ij	INTJ
asir-55800	55	10	ij	ij	INTJ
asir-55800	55	11	l	l	NOUN
asir-55800	55	12	ij	ij	X
asir-55800	56	1	e	e	X
asir-55800	56	2	w	w	PROPN
asir-55800	56	3	w	w	PROPN
asir-55800	56	4	w	w	PROPN
asir-55800	56	5			NOUN
asir-55800	56	6			ADJ
asir-55800	56	7			PROPN
asir-55800	56	8			PROPN
asir-55800	56	9			NOUN
asir-55800	56	10	(	(	PUNCT
asir-55800	56	11	5	5	NUM
asir-55800	56	12	)	)	PUNCT
asir-55800	56	13	(	(	PUNCT
asir-55800	56	14	)	)	PUNCT
asir-55800	56	15	(	(	PUNCT
asir-55800	56	16	)	)	PUNCT
asir-55800	56	17	(	(	PUNCT
asir-55800	56	18	)	)	PUNCT
asir-55800	57	1	l	l	NOUN
asir-55800	57	2	l	l	NOUN
asir-55800	58	1	i	i	PRON
asir-55800	58	2	i	i	VERB
asir-55800	58	3	l	l	VERB
asir-55800	59	1	i	i	NOUN
asir-55800	59	2	e	e	PROPN
asir-55800	59	3	b	b	PROPN
asir-55800	59	4	b	b	PROPN
asir-55800	59	5	b	b	PROPN
asir-55800	59	6			PUNCT
asir-55800	59	7			ADJ
asir-55800	59	8			PROPN
asir-55800	59	9			PROPN
asir-55800	59	10			NOUN
asir-55800	59	11	(	(	PUNCT
asir-55800	59	12	6	6	NUM
asir-55800	59	13	)	)	PUNCT
asir-55800	59	14	in	in	ADP
asir-55800	59	15	the	the	DET
asir-55800	59	16	equation	equation	NOUN
asir-55800	59	17	,	,	PUNCT
asir-55800	59	18	𝛼	𝛼	PROPN
asir-55800	59	19	is	be	AUX
asir-55800	59	20	referred	refer	VERB
asir-55800	59	21	to	to	ADP
asir-55800	59	22	as	as	ADP
asir-55800	59	23	the	the	DET
asir-55800	59	24	hyperparameter	hyperparameter	NOUN
asir-55800	59	25	learning	learning	NOUN
asir-55800	59	26	rate	rate	NOUN
asir-55800	59	27	,	,	PUNCT
asir-55800	59	28	typically	typically	ADV
asir-55800	59	29	set	set	VERB
asir-55800	59	30	within	within	ADP
asir-55800	59	31	the	the	DET
asir-55800	59	32	range	range	NOUN
asir-55800	59	33	[	[	X
asir-55800	59	34	0,1	0,1	NUM
asir-55800	59	35	]	]	PUNCT
asir-55800	59	36	,	,	PUNCT
asir-55800	59	37	and	and	CCONJ
asir-55800	59	38	it	it	PRON
asir-55800	59	39	determines	determine	VERB
asir-55800	59	40	the	the	DET
asir-55800	59	41	step	step	NOUN
asir-55800	59	42	size	size	NOUN
asir-55800	59	43	of	of	ADP
asir-55800	59	44	the	the	DET
asir-55800	59	45	gradient	gradient	ADJ
asir-55800	59	46	descent	descent	NOUN
asir-55800	59	47	.	.	PUNCT
asir-55800	60	1	3	3	X
asir-55800	60	2	.	.	X
asir-55800	60	3	concrete	concrete	ADJ
asir-55800	60	4	strength	strength	NOUN
asir-55800	60	5	prediction	prediction	NOUN
asir-55800	60	6	based	base	VERB
asir-55800	60	7	on	on	ADP
asir-55800	60	8	ann	ann	PROPN
asir-55800	60	9	3.1	3.1	NUM
asir-55800	60	10	establishment	establishment	NOUN
asir-55800	60	11	of	of	ADP
asir-55800	60	12	training	training	NOUN
asir-55800	60	13	sample	sample	NOUN
asir-55800	60	14	set	set	VERB
asir-55800	60	15	this	this	DET
asir-55800	60	16	research	research	NOUN
asir-55800	60	17	utilizes	utilize	VERB
asir-55800	60	18	a	a	DET
asir-55800	60	19	subset	subset	NOUN
asir-55800	60	20	of	of	ADP
asir-55800	60	21	the	the	DET
asir-55800	60	22	data	datum	NOUN
asir-55800	60	23	from	from	ADP
asir-55800	60	24	reference	reference	NOUN
asir-55800	60	25	(	(	PUNCT
asir-55800	60	26	zhang	zhang	PROPN
asir-55800	60	27	,	,	PUNCT
asir-55800	60	28	2017	2017	NUM
asir-55800	60	29	)	)	PUNCT
asir-55800	60	30	as	as	ADP
asir-55800	60	31	the	the	DET
asir-55800	60	32	training	training	NOUN
asir-55800	60	33	dataset	dataset	NOUN
asir-55800	60	34	,	,	PUNCT
asir-55800	60	35	with	with	ADP
asir-55800	60	36	six	six	NUM
asir-55800	60	37	input	input	NOUN
asir-55800	60	38	parameters	parameter	NOUN
asir-55800	60	39	:	:	PUNCT
asir-55800	60	40	natural	natural	ADJ
asir-55800	60	41	aggregates	aggregate	NOUN
asir-55800	60	42	,	,	PUNCT
asir-55800	60	43	cement	cement	NOUN
asir-55800	60	44	,	,	PUNCT
asir-55800	60	45	water	water	NOUN
asir-55800	60	46	,	,	PUNCT
asir-55800	60	47	fine	fine	ADJ
asir-55800	60	48	aggregates	aggregate	NOUN
asir-55800	60	49	,	,	PUNCT
asir-55800	60	50	steel	steel	NOUN
asir-55800	60	51	fibers	fiber	NOUN
asir-55800	60	52	,	,	PUNCT
asir-55800	60	53	and	and	CCONJ
asir-55800	60	54	water	water	NOUN
asir-55800	60	55	reducer	reducer	NOUN
asir-55800	60	56	.	.	PUNCT
asir-55800	61	1	the	the	DET
asir-55800	61	2	output	output	NOUN
asir-55800	61	3	variable	variable	NOUN
asir-55800	61	4	is	be	AUX
asir-55800	61	5	the	the	DET
asir-55800	61	6	28	28	NUM
asir-55800	61	7	-	-	PUNCT
asir-55800	61	8	day	day	NOUN
asir-55800	61	9	compressive	compressive	ADJ
asir-55800	61	10	strength	strength	NOUN
asir-55800	61	11	of	of	ADP
asir-55800	61	12	sfrc	sfrc	NOUN
asir-55800	61	13	.	.	PUNCT
asir-55800	62	1	the	the	DET
asir-55800	62	2	range	range	NOUN
asir-55800	62	3	of	of	ADP
asir-55800	62	4	the	the	DET
asir-55800	62	5	input	input	NOUN
asir-55800	62	6	and	and	CCONJ
asir-55800	62	7	output	output	NOUN
asir-55800	62	8	data	datum	NOUN
asir-55800	62	9	is	be	AUX
asir-55800	62	10	shown	show	VERB
asir-55800	62	11	in	in	ADP
asir-55800	62	12	table	table	NOUN
asir-55800	62	13	1	1	NUM
asir-55800	62	14	.	.	PUNCT
asir-55800	62	15	to	to	PART
asir-55800	62	16	enhance	enhance	VERB
asir-55800	62	17	the	the	DET
asir-55800	62	18	convergence	convergence	NOUN
asir-55800	62	19	speed	speed	NOUN
asir-55800	62	20	of	of	ADP
asir-55800	62	21	the	the	DET
asir-55800	62	22	ann	ann	PROPN
asir-55800	62	23	model	model	NOUN
asir-55800	62	24	,	,	PUNCT
asir-55800	62	25	data	datum	NOUN
asir-55800	62	26	normalization	normalization	NOUN
asir-55800	62	27	is	be	AUX
asir-55800	62	28	applied	apply	VERB
asir-55800	62	29	.	.	PUNCT
asir-55800	63	1	the	the	DET
asir-55800	63	2	normalization	normalization	NOUN
asir-55800	63	3	method	method	NOUN
asir-55800	63	4	used	use	VERB
asir-55800	63	5	in	in	ADP
asir-55800	63	6	this	this	DET
asir-55800	63	7	study	study	NOUN
asir-55800	63	8	is	be	AUX
asir-55800	63	9	the	the	DET
asir-55800	63	10	min	min	PROPN
asir-55800	63	11	-	-	ADJ
asir-55800	63	12	max	max	PROPN
asir-55800	63	13	normalization	normalization	NOUN
asir-55800	63	14	,	,	PUNCT
asir-55800	63	15	which	which	PRON
asir-55800	63	16	is	be	AUX
asir-55800	63	17	expressed	express	VERB
asir-55800	63	18	as	as	ADP
asir-55800	63	19	:	:	PUNCT
asir-55800	63	20	x*=(x	x*=(x	PROPN
asir-55800	63	21	-	-	PUNCT
asir-55800	63	22	xmin)/(xmax	xmin)/(xmax	PROPN
asir-55800	63	23	-	-	PUNCT
asir-55800	63	24	xmin	xmin	NOUN
asir-55800	63	25	)	)	PUNCT
asir-55800	63	26	(	(	PUNCT
asir-55800	63	27	7	7	X
asir-55800	63	28	)	)	PUNCT
asir-55800	63	29	in	in	ADP
asir-55800	63	30	the	the	DET
asir-55800	63	31	equation	equation	NOUN
asir-55800	63	32	,	,	PUNCT
asir-55800	63	33	x	x	X
asir-55800	63	34	*	*	VERB
asir-55800	63	35	represents	represent	VERB
asir-55800	63	36	the	the	DET
asir-55800	63	37	normalized	normalize	VERB
asir-55800	63	38	data	data	NOUN
asir-55800	63	39	sample	sample	NOUN
asir-55800	63	40	,	,	PUNCT
asir-55800	63	41	while	while	SCONJ
asir-55800	63	42	xmax	xmax	PROPN
asir-55800	63	43	and	and	CCONJ
asir-55800	63	44	xmin	xmin	PROPN
asir-55800	63	45	correspond	correspond	PROPN
asir-55800	63	46	to	to	ADP
asir-55800	63	47	the	the	DET
asir-55800	63	48	maximum	maximum	ADJ
asir-55800	63	49	and	and	CCONJ
asir-55800	63	50	minimum	minimum	ADJ
asir-55800	63	51	values	value	NOUN
asir-55800	63	52	in	in	ADP
asir-55800	63	53	the	the	DET
asir-55800	63	54	dataset	dataset	NOUN
asir-55800	63	55	,	,	PUNCT
asir-55800	63	56	respectively	respectively	ADV
asir-55800	63	57	.	.	PUNCT
asir-55800	63	58	table	table	NOUN
asir-55800	63	59	1	1	NUM
asir-55800	63	60	.	.	PUNCT
asir-55800	64	1	range	range	NOUN
asir-55800	64	2	of	of	ADP
asir-55800	64	3	input	input	NOUN
asir-55800	64	4	and	and	CCONJ
asir-55800	64	5	output	output	NOUN
asir-55800	64	6	data	datum	NOUN
asir-55800	64	7	water	water	NOUN
asir-55800	64	8	(	(	PUNCT
asir-55800	64	9	kg	kg	NOUN
asir-55800	64	10	/	/	SYM
asir-55800	64	11	m3	m3	PROPN
asir-55800	64	12	)	)	PUNCT
asir-55800	64	13	cement	cement	NOUN
asir-55800	64	14	(	(	PUNCT
asir-55800	64	15	kg	kg	NOUN
asir-55800	64	16	/	/	SYM
asir-55800	64	17	m3	m3	PROPN
asir-55800	64	18	)	)	PUNCT
asir-55800	64	19	sand	sand	NOUN
asir-55800	64	20	(	(	PUNCT
asir-55800	64	21	kg	kg	NOUN
asir-55800	64	22	/	/	SYM
asir-55800	64	23	m3	m3	PROPN
asir-55800	64	24	)	)	PUNCT
asir-55800	64	25	natural	natural	ADJ
asir-55800	64	26	aggregate	aggregate	NOUN
asir-55800	64	27	(	(	PUNCT
asir-55800	64	28	kg	kg	NOUN
asir-55800	64	29	/	/	SYM
asir-55800	64	30	m3	m3	PROPN
asir-55800	64	31	)	)	PUNCT
asir-55800	64	32	steel	steel	NOUN
asir-55800	64	33	fiber	fiber	NOUN
asir-55800	64	34	(	(	PUNCT
asir-55800	64	35	kg	kg	NOUN
asir-55800	64	36	/	/	SYM
asir-55800	64	37	m3	m3	PROPN
asir-55800	64	38	)	)	PUNCT
asir-55800	64	39	min	min	NOUN
asir-55800	64	40	160	160	NUM
asir-55800	64	41	342	342	NUM
asir-55800	64	42	557	557	NUM
asir-55800	64	43	0	0	NUM
asir-55800	64	44	0	0	NUM
asir-55800	65	1	max	max	PROPN
asir-55800	65	2	220	220	NUM
asir-55800	65	3	550	550	NUM
asir-55800	65	4	887	887	NUM
asir-55800	65	5	1283	1283	NUM
asir-55800	65	6	158	158	NUM
asir-55800	65	7	mean	mean	NOUN
asir-55800	65	8	value	value	NOUN
asir-55800	65	9	187	187	NUM
asir-55800	65	10	445	445	NUM
asir-55800	65	11	686	686	NUM
asir-55800	65	12	855	855	NUM
asir-55800	65	13	100	100	NUM
asir-55800	65	14	standard	standard	ADJ
asir-55800	65	15	deviation	deviation	NOUN
asir-55800	65	16	12.5	12.5	NUM
asir-55800	65	17	54.5	54.5	NUM
asir-55800	65	18	88.5	88.5	NUM
asir-55800	65	19	308.9	308.9	NUM
asir-55800	65	20	44.7	44.7	NUM
asir-55800	65	21	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55800	65	22	applied	apply	VERB
asir-55800	65	23	science	science	NOUN
asir-55800	65	24	and	and	CCONJ
asir-55800	65	25	innovative	innovative	ADJ
asir-55800	65	26	research	research	NOUN
asir-55800	65	27	vol	vol	NOUN
asir-55800	65	28	.	.	PUNCT
asir-55800	66	1	9	9	NUM
asir-55800	66	2	,	,	PUNCT
asir-55800	66	3	no	no	INTJ
asir-55800	66	4	.	.	NOUN
asir-55800	66	5	1	1	NUM
asir-55800	66	6	,	,	PUNCT
asir-55800	66	7	2025	2025	NUM
asir-55800	66	8	175	175	NUM
asir-55800	66	9	published	publish	VERB
asir-55800	66	10	by	by	ADP
asir-55800	66	11	scholink	scholink	PROPN
asir-55800	66	12	inc	inc	PROPN
asir-55800	66	13	.	.	PROPN
asir-55800	66	14	3.2	3.2	NUM
asir-55800	66	15	ann	ann	PROPN
asir-55800	66	16	model	model	NOUN
asir-55800	66	17	training	training	NOUN
asir-55800	66	18	once	once	SCONJ
asir-55800	66	19	the	the	DET
asir-55800	66	20	ann	ann	PROPN
asir-55800	66	21	prediction	prediction	NOUN
asir-55800	66	22	model	model	NOUN
asir-55800	66	23	for	for	ADP
asir-55800	66	24	the	the	DET
asir-55800	66	25	28	28	NUM
asir-55800	66	26	-	-	PUNCT
asir-55800	66	27	day	day	NOUN
asir-55800	66	28	compressive	compressive	ADJ
asir-55800	66	29	sfrc	sfrc	NOUN
asir-55800	66	30	is	be	AUX
asir-55800	66	31	established	establish	VERB
asir-55800	66	32	,	,	PUNCT
asir-55800	66	33	the	the	DET
asir-55800	66	34	data	data	NOUN
asir-55800	66	35	samples	sample	NOUN
asir-55800	66	36	are	be	AUX
asir-55800	66	37	inputted	inputte	VERB
asir-55800	66	38	for	for	ADP
asir-55800	66	39	multiple	multiple	ADJ
asir-55800	66	40	training	training	NOUN
asir-55800	66	41	iterations	iteration	NOUN
asir-55800	66	42	to	to	PART
asir-55800	66	43	identify	identify	VERB
asir-55800	66	44	the	the	DET
asir-55800	66	45	optimal	optimal	ADJ
asir-55800	66	46	network	network	NOUN
asir-55800	66	47	model	model	NOUN
asir-55800	66	48	.	.	PUNCT
asir-55800	67	1	the	the	DET
asir-55800	67	2	correlation	correlation	NOUN
asir-55800	67	3	coefficient	coefficient	NOUN
asir-55800	67	4	(	(	PUNCT
asir-55800	67	5	r	r	NOUN
asir-55800	67	6	)	)	PUNCT
asir-55800	67	7	for	for	ADP
asir-55800	67	8	this	this	DET
asir-55800	67	9	best	well	ADV
asir-55800	67	10	-	-	PUNCT
asir-55800	67	11	performing	perform	VERB
asir-55800	67	12	network	network	NOUN
asir-55800	67	13	is	be	AUX
asir-55800	67	14	0.983	0.983	NUM
asir-55800	67	15	,	,	PUNCT
asir-55800	67	16	which	which	PRON
asir-55800	67	17	is	be	AUX
asir-55800	67	18	very	very	ADV
asir-55800	67	19	close	close	ADJ
asir-55800	67	20	to	to	ADP
asir-55800	67	21	1	1	NUM
asir-55800	67	22	,	,	PUNCT
asir-55800	67	23	demonstrating	demonstrate	VERB
asir-55800	67	24	that	that	SCONJ
asir-55800	67	25	the	the	DET
asir-55800	67	26	ann	ann	PROPN
asir-55800	67	27	model	model	NOUN
asir-55800	67	28	has	have	AUX
asir-55800	67	29	successfully	successfully	ADV
asir-55800	67	30	learned	learn	VERB
asir-55800	67	31	and	and	CCONJ
asir-55800	67	32	can	can	AUX
asir-55800	67	33	accurately	accurately	ADV
asir-55800	67	34	predict	predict	VERB
asir-55800	67	35	the	the	DET
asir-55800	67	36	mix	mix	NOUN
asir-55800	67	37	proportions	proportion	NOUN
asir-55800	67	38	of	of	ADP
asir-55800	67	39	sfrc	sfrc	NOUN
asir-55800	67	40	.	.	PUNCT
asir-55800	68	1	the	the	DET
asir-55800	68	2	ann	ann	PROPN
asir-55800	68	3	prediction	prediction	NOUN
asir-55800	68	4	results	result	NOUN
asir-55800	68	5	are	be	AUX
asir-55800	68	6	illustrated	illustrate	VERB
asir-55800	68	7	in	in	ADP
asir-55800	68	8	figure	figure	NOUN
asir-55800	68	9	2	2	NUM
asir-55800	68	10	.	.	PUNCT
asir-55800	68	11	figure	figure	NOUN
asir-55800	68	12	2	2	NUM
asir-55800	68	13	.	.	PUNCT
asir-55800	68	14	ann	ann	PROPN
asir-55800	68	15	prediction	prediction	NOUN
asir-55800	68	16	result	result	VERB
asir-55800	68	17	4	4	NUM
asir-55800	68	18	.	.	X
asir-55800	68	19	target	target	NOUN
asir-55800	68	20	optimization	optimization	NOUN
asir-55800	68	21	based	base	VERB
asir-55800	68	22	on	on	ADP
asir-55800	68	23	genetic	genetic	ADJ
asir-55800	68	24	algorithm	algorithm	NOUN
asir-55800	68	25	(	(	PUNCT
asir-55800	68	26	ga	ga	PROPN
asir-55800	68	27	)	)	PUNCT
asir-55800	68	28	the	the	DET
asir-55800	68	29	ga	ga	PROPN
asir-55800	68	30	are	be	AUX
asir-55800	68	31	adaptive	adaptive	ADJ
asir-55800	68	32	search	search	NOUN
asir-55800	68	33	heuristics	heuristic	NOUN
asir-55800	68	34	grounded	ground	VERB
asir-55800	68	35	in	in	ADP
asir-55800	68	36	darwinian	darwinian	ADJ
asir-55800	68	37	evolutionary	evolutionary	ADJ
asir-55800	68	38	principles	principle	NOUN
asir-55800	68	39	,	,	PUNCT
asir-55800	68	40	leveraging	leverage	VERB
asir-55800	68	41	population	population	NOUN
asir-55800	68	42	-	-	PUNCT
asir-55800	68	43	based	base	VERB
asir-55800	68	44	stochastic	stochastic	ADJ
asir-55800	68	45	operators	operator	NOUN
asir-55800	68	46	to	to	PART
asir-55800	68	47	solve	solve	VERB
asir-55800	68	48	high	high	ADV
asir-55800	68	49	-	-	PUNCT
asir-55800	68	50	dimensional	dimensional	ADJ
asir-55800	68	51	,	,	PUNCT
asir-55800	68	52	non	non	ADJ
asir-55800	68	53	-	-	ADJ
asir-55800	68	54	convex	convex	ADJ
asir-55800	68	55	optimization	optimization	NOUN
asir-55800	68	56	problems	problem	NOUN
asir-55800	68	57	.	.	PUNCT
asir-55800	69	1	by	by	ADP
asir-55800	69	2	simulating	simulate	VERB
asir-55800	69	3	genetic	genetic	ADJ
asir-55800	69	4	inheritance	inheritance	NOUN
asir-55800	69	5	mechanisms	mechanism	NOUN
asir-55800	69	6	(	(	PUNCT
asir-55800	69	7	e.g.	e.g.	ADV
asir-55800	69	8	,	,	PUNCT
asir-55800	69	9	crossover	crossover	NOUN
asir-55800	69	10	,	,	PUNCT
asir-55800	69	11	mutation	mutation	NOUN
asir-55800	69	12	)	)	PUNCT
asir-55800	69	13	and	and	CCONJ
asir-55800	69	14	fitness	fitness	NOUN
asir-55800	69	15	-	-	PUNCT
asir-55800	69	16	driven	drive	VERB
asir-55800	69	17	selection	selection	NOUN
asir-55800	69	18	pressures	pressure	NOUN
asir-55800	69	19	,	,	PUNCT
asir-55800	69	20	these	these	DET
asir-55800	69	21	algorithms	algorithm	NOUN
asir-55800	69	22	iteratively	iteratively	ADV
asir-55800	69	23	evolve	evolve	VERB
asir-55800	69	24	candidate	candidate	NOUN
asir-55800	69	25	solutions	solution	NOUN
asir-55800	69	26	toward	toward	ADP
asir-55800	69	27	pareto	pareto	VERB
asir-55800	69	28	-	-	PUNCT
asir-55800	69	29	efficient	efficient	ADJ
asir-55800	69	30	configurations	configuration	NOUN
asir-55800	69	31	.	.	PUNCT
asir-55800	70	1	the	the	DET
asir-55800	70	2	fundamental	fundamental	ADJ
asir-55800	70	3	steps	step	NOUN
asir-55800	70	4	involved	involve	VERB
asir-55800	70	5	in	in	ADP
asir-55800	70	6	goal	goal	NOUN
asir-55800	70	7	optimization	optimization	NOUN
asir-55800	70	8	using	use	VERB
asir-55800	70	9	a	a	DET
asir-55800	70	10	genetic	genetic	ADJ
asir-55800	70	11	algorithm	algorithm	NOUN
asir-55800	70	12	can	can	AUX
asir-55800	70	13	be	be	AUX
asir-55800	70	14	summarized	summarize	VERB
asir-55800	70	15	as	as	SCONJ
asir-55800	70	16	follows	follow	VERB
asir-55800	70	17	:	:	PUNCT
asir-55800	70	18	1	1	X
asir-55800	70	19	.	.	X
asir-55800	70	20	initialization	initialization	NOUN
asir-55800	70	21	of	of	ADP
asir-55800	70	22	population	population	NOUN
asir-55800	70	23	:	:	PUNCT
asir-55800	70	24	generate	generate	VERB
asir-55800	70	25	a	a	DET
asir-55800	70	26	set	set	NOUN
asir-55800	70	27	of	of	ADP
asir-55800	70	28	random	random	ADJ
asir-55800	70	29	candidate	candidate	NOUN
asir-55800	70	30	solutions	solution	NOUN
asir-55800	70	31	(	(	PUNCT
asir-55800	70	32	individuals	individual	NOUN
asir-55800	70	33	)	)	PUNCT
asir-55800	70	34	.	.	PUNCT
asir-55800	71	1	2	2	X
asir-55800	71	2	.	.	X
asir-55800	71	3	fitness	fitness	NOUN
asir-55800	71	4	evaluation	evaluation	NOUN
asir-55800	71	5	:	:	PUNCT
asir-55800	71	6	score	score	VERB
asir-55800	71	7	each	each	DET
asir-55800	71	8	individual	individual	NOUN
asir-55800	71	9	to	to	PART
asir-55800	71	10	quantify	quantify	VERB
asir-55800	71	11	its	its	PRON
asir-55800	71	12	quality	quality	NOUN
asir-55800	71	13	.	.	PUNCT
asir-55800	72	1	3	3	X
asir-55800	72	2	.	.	X
asir-55800	72	3	selection	selection	NOUN
asir-55800	72	4	:	:	PUNCT
asir-55800	72	5	retain	retain	VERB
asir-55800	72	6	the	the	DET
asir-55800	72	7	superior	superior	ADJ
asir-55800	72	8	individuals	individual	NOUN
asir-55800	72	9	and	and	CCONJ
asir-55800	72	10	eliminate	eliminate	VERB
asir-55800	72	11	the	the	DET
asir-55800	72	12	inferior	inferior	ADJ
asir-55800	72	13	ones	one	NOUN
asir-55800	72	14	.	.	PUNCT
asir-55800	73	1	4	4	X
asir-55800	73	2	.	.	X
asir-55800	73	3	crossover	crossover	NOUN
asir-55800	73	4	:	:	PUNCT
asir-55800	73	5	analogous	analogous	ADJ
asir-55800	73	6	to	to	ADP
asir-55800	73	7	genetic	genetic	ADJ
asir-55800	73	8	recombination	recombination	NOUN
asir-55800	73	9	in	in	ADP
asir-55800	73	10	biological	biological	ADJ
asir-55800	73	11	engineering	engineering	NOUN
asir-55800	73	12	,	,	PUNCT
asir-55800	73	13	combine	combine	VERB
asir-55800	73	14	the	the	DET
asir-55800	73	15	features	feature	NOUN
asir-55800	73	16	of	of	ADP
asir-55800	73	17	superior	superior	ADJ
asir-55800	73	18	individuals	individual	NOUN
asir-55800	73	19	to	to	PART
asir-55800	73	20	generate	generate	VERB
asir-55800	73	21	new	new	ADJ
asir-55800	73	22	individuals	individual	NOUN
asir-55800	73	23	.	.	PUNCT
asir-55800	74	1	5	5	X
asir-55800	74	2	.	.	X
asir-55800	74	3	mutation	mutation	NOUN
asir-55800	74	4	:	:	PUNCT
asir-55800	74	5	also	also	ADV
asir-55800	74	6	known	know	VERB
asir-55800	74	7	as	as	ADP
asir-55800	74	8	random	random	ADJ
asir-55800	74	9	disturbance	disturbance	NOUN
asir-55800	74	10	,	,	PUNCT
asir-55800	74	11	this	this	DET
asir-55800	74	12	step	step	NOUN
asir-55800	74	13	introduces	introduce	VERB
asir-55800	74	14	randomness	randomness	NOUN
asir-55800	74	15	to	to	PART
asir-55800	74	16	avoid	avoid	VERB
asir-55800	74	17	local	local	ADJ
asir-55800	74	18	optima	optima	NOUN
asir-55800	74	19	.	.	PUNCT
asir-55800	75	1	6	6	NUM
asir-55800	75	2	.	.	NOUN
asir-55800	75	3	iterative	iterative	NOUN
asir-55800	75	4	update	update	NOUN
asir-55800	75	5	:	:	PUNCT
asir-55800	75	6	the	the	DET
asir-55800	75	7	evolutionary	evolutionary	ADJ
asir-55800	75	8	process	process	NOUN
asir-55800	75	9	is	be	AUX
asir-55800	75	10	repeated	repeat	VERB
asir-55800	75	11	until	until	SCONJ
asir-55800	75	12	the	the	DET
asir-55800	75	13	termination	termination	NOUN
asir-55800	75	14	condition	condition	NOUN
asir-55800	75	15	is	be	AUX
asir-55800	75	16	met	meet	VERB
asir-55800	75	17	.	.	PUNCT
asir-55800	76	1	4.1	4.1	NUM
asir-55800	76	2	establish	establish	VERB
asir-55800	76	3	objective	objective	ADJ
asir-55800	76	4	function	function	NOUN
asir-55800	76	5	the	the	DET
asir-55800	76	6	objective	objective	ADJ
asir-55800	76	7	function	function	NOUN
asir-55800	76	8	is	be	AUX
asir-55800	76	9	designed	design	VERB
asir-55800	76	10	to	to	PART
asir-55800	76	11	maximize	maximize	VERB
asir-55800	76	12	the	the	DET
asir-55800	76	13	compressive	compressive	ADJ
asir-55800	76	14	strength	strength	NOUN
asir-55800	76	15	of	of	ADP
asir-55800	76	16	sfrc	sfrc	NOUN
asir-55800	76	17	.	.	PUNCT
asir-55800	77	1	given	give	VERB
asir-55800	77	2	the	the	DET
asir-55800	77	3	intricate	intricate	ADJ
asir-55800	77	4	nonlinear	nonlinear	ADJ
asir-55800	77	5	relationship	relationship	NOUN
asir-55800	77	6	between	between	ADP
asir-55800	77	7	the	the	DET
asir-55800	77	8	input	input	NOUN
asir-55800	77	9	parameters	parameter	NOUN
asir-55800	77	10	and	and	CCONJ
asir-55800	77	11	the	the	DET
asir-55800	77	12	output	output	NOUN
asir-55800	77	13	,	,	PUNCT
asir-55800	77	14	the	the	DET
asir-55800	77	15	ann	ann	PROPN
asir-55800	77	16	regression	regression	NOUN
asir-55800	77	17	model	model	NOUN
asir-55800	77	18	is	be	AUX
asir-55800	77	19	employed	employ	VERB
asir-55800	77	20	as	as	ADP
asir-55800	77	21	the	the	DET
asir-55800	77	22	objective	objective	ADJ
asir-55800	77	23	function	function	NOUN
asir-55800	77	24	for	for	ADP
asir-55800	77	25	the	the	DET
asir-55800	77	26	algorithm	algorithm	NOUN
asir-55800	77	27	.	.	PUNCT
asir-55800	78	1	the	the	DET
asir-55800	78	2	mathematical	mathematical	ADJ
asir-55800	78	3	representation	representation	NOUN
asir-55800	78	4	of	of	ADP
asir-55800	78	5	this	this	DET
asir-55800	78	6	function	function	NOUN
asir-55800	78	7	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55800	78	8	applied	apply	VERB
asir-55800	78	9	science	science	NOUN
asir-55800	78	10	and	and	CCONJ
asir-55800	78	11	innovative	innovative	ADJ
asir-55800	78	12	research	research	NOUN
asir-55800	78	13	vol	vol	NOUN
asir-55800	78	14	.	.	PUNCT
asir-55800	79	1	9	9	NUM
asir-55800	79	2	,	,	PUNCT
asir-55800	79	3	no	no	INTJ
asir-55800	79	4	.	.	NOUN
asir-55800	79	5	1	1	NUM
asir-55800	79	6	,	,	PUNCT
asir-55800	79	7	2025	2025	NUM
asir-55800	79	8	176	176	NUM
asir-55800	79	9	published	publish	VERB
asir-55800	79	10	by	by	ADP
asir-55800	79	11	scholink	scholink	PROPN
asir-55800	79	12	inc	inc	PROPN
asir-55800	79	13	.	.	PROPN
asir-55800	79	14	is	be	AUX
asir-55800	79	15	as	as	SCONJ
asir-55800	79	16	follows	follow	VERB
asir-55800	79	17	:	:	PUNCT
asir-55800	79	18	in	in	ADP
asir-55800	79	19	the	the	DET
asir-55800	79	20	equation	equation	NOUN
asir-55800	79	21	,	,	PUNCT
asir-55800	79	22	x1	x1	PROPN
asir-55800	79	23	-	-	PUNCT
asir-55800	79	24	x6	x6	PROPN
asir-55800	79	25	represent	represent	VERB
asir-55800	79	26	the	the	DET
asir-55800	79	27	individual	individual	ADJ
asir-55800	79	28	material	material	NOUN
asir-55800	79	29	quantities	quantity	NOUN
asir-55800	79	30	of	of	ADP
asir-55800	79	31	natural	natural	ADJ
asir-55800	79	32	aggregates	aggregate	NOUN
asir-55800	79	33	,	,	PUNCT
asir-55800	79	34	cement	cement	NOUN
asir-55800	79	35	,	,	PUNCT
asir-55800	79	36	water	water	NOUN
asir-55800	79	37	,	,	PUNCT
asir-55800	79	38	aggregates	aggregate	NOUN
asir-55800	79	39	,	,	PUNCT
asir-55800	79	40	steel	steel	NOUN
asir-55800	79	41	fibers	fiber	NOUN
asir-55800	79	42	,	,	PUNCT
asir-55800	79	43	and	and	CCONJ
asir-55800	79	44	water	water	NOUN
asir-55800	79	45	reducer	reducer	NOUN
asir-55800	79	46	in	in	ADP
asir-55800	79	47	the	the	DET
asir-55800	79	48	steel	steel	NOUN
asir-55800	79	49	fiber	fiber	NOUN
asir-55800	79	50	reinforced	reinforce	VERB
asir-55800	79	51	concrete	concrete	NOUN
asir-55800	79	52	,	,	PUNCT
asir-55800	79	53	while	while	SCONJ
asir-55800	79	54	n	n	PRON
asir-55800	79	55	denotes	denote	VERB
asir-55800	79	56	the	the	DET
asir-55800	79	57	number	number	NOUN
asir-55800	79	58	of	of	ADP
asir-55800	79	59	support	support	NOUN
asir-55800	79	60	vectors	vector	NOUN
asir-55800	79	61	.	.	PUNCT
asir-55800	80	1	4.2	4.2	NUM
asir-55800	80	2	constraints	constraint	NOUN
asir-55800	80	3	and	and	CCONJ
asir-55800	80	4	result	result	VERB
asir-55800	80	5	output	output	NOUN
asir-55800	80	6	according	accord	VERB
asir-55800	80	7	to	to	ADP
asir-55800	80	8	relevant	relevant	ADJ
asir-55800	80	9	standards	standard	NOUN
asir-55800	80	10	and	and	CCONJ
asir-55800	80	11	practical	practical	ADJ
asir-55800	80	12	engineering	engineering	NOUN
asir-55800	80	13	requirements	requirement	NOUN
asir-55800	80	14	,	,	PUNCT
asir-55800	80	15	the	the	DET
asir-55800	80	16	mix	mix	NOUN
asir-55800	80	17	ratio	ratio	NOUN
asir-55800	80	18	parameters	parameter	NOUN
asir-55800	80	19	for	for	ADP
asir-55800	80	20	each	each	DET
asir-55800	80	21	constituent	constituent	NOUN
asir-55800	80	22	material	material	NOUN
asir-55800	80	23	are	be	AUX
asir-55800	80	24	within	within	ADP
asir-55800	80	25	the	the	DET
asir-55800	80	26	following	follow	VERB
asir-55800	80	27	ranges	range	NOUN
asir-55800	80	28	:	:	PUNCT
asir-55800	80	29	the	the	DET
asir-55800	80	30	hydration	hydration	NOUN
asir-55800	80	31	parameter	parameter	NOUN
asir-55800	80	32	(	(	PUNCT
asir-55800	80	33	water	water	NOUN
asir-55800	80	34	-	-	PUNCT
asir-55800	80	35	to	to	ADP
asir-55800	80	36	-	-	PUNCT
asir-55800	80	37	cement	cement	NOUN
asir-55800	80	38	ratio	ratio	NOUN
asir-55800	80	39	)	)	PUNCT
asir-55800	80	40	was	be	AUX
asir-55800	80	41	systematically	systematically	ADV
asir-55800	80	42	controlled	control	VERB
asir-55800	80	43	within	within	ADP
asir-55800	80	44	the	the	DET
asir-55800	80	45	range	range	NOUN
asir-55800	80	46	of	of	ADP
asir-55800	80	47	0.3–0.55	0.3–0.55	NOUN
asir-55800	80	48	,	,	PUNCT
asir-55800	80	49	a	a	DET
asir-55800	80	50	critical	critical	ADJ
asir-55800	80	51	interval	interval	NOUN
asir-55800	80	52	for	for	ADP
asir-55800	80	53	achieving	achieve	VERB
asir-55800	80	54	target	target	NOUN
asir-55800	80	55	compressive	compressive	ADJ
asir-55800	80	56	strengths	strength	NOUN
asir-55800	80	57	and	and	CCONJ
asir-55800	80	58	workability	workability	NOUN
asir-55800	80	59	in	in	ADP
asir-55800	80	60	cementitious	cementitious	ADJ
asir-55800	80	61	composites	composite	NOUN
asir-55800	80	62	;	;	PUNCT
asir-55800	80	63	the	the	DET
asir-55800	80	64	sand	sand	NOUN
asir-55800	80	65	content	content	NOUN
asir-55800	80	66	ranges	range	VERB
asir-55800	80	67	from	from	ADP
asir-55800	80	68	35	35	NUM
asir-55800	80	69	%	%	NOUN
asir-55800	80	70	to	to	PART
asir-55800	80	71	46	46	NUM
asir-55800	80	72	%	%	NOUN
asir-55800	80	73	,	,	PUNCT
asir-55800	80	74	and	and	CCONJ
asir-55800	80	75	the	the	DET
asir-55800	80	76	steel	steel	NOUN
asir-55800	80	77	fiber	fiber	NOUN
asir-55800	80	78	volume	volume	NOUN
asir-55800	80	79	ratio	ratio	NOUN
asir-55800	80	80	spans	span	NOUN
asir-55800	80	81	from	from	ADP
asir-55800	80	82	0	0	NUM
asir-55800	80	83	%	%	NOUN
asir-55800	80	84	to	to	ADP
asir-55800	80	85	2%.the	2%.the	DET
asir-55800	80	86	specific	specific	ADJ
asir-55800	80	87	constraints	constraint	NOUN
asir-55800	80	88	for	for	ADP
asir-55800	80	89	each	each	DET
asir-55800	80	90	variable	variable	NOUN
asir-55800	80	91	are	be	AUX
asir-55800	80	92	as	as	SCONJ
asir-55800	80	93	follows	follow	VERB
asir-55800	80	94	:	:	PUNCT
asir-55800	80	95	160≤x1(water)≤220	160≤x1(water)≤220	NUM
asir-55800	80	96	,	,	PUNCT
asir-55800	80	97	342≤x2(cement)<550	342≤x2(cement)<550	PRON
asir-55800	80	98	,	,	PUNCT
asir-55800	80	99	557≤x3(sand)<887	557≤x3(sand)<887	NUM
asir-55800	80	100	,	,	PUNCT
asir-55800	80	101	0≤x4(natural	0≤x4(natural	NUM
asir-55800	80	102	aggregate)≤1283	aggregate)≤1283	NOUN
asir-55800	80	103	,	,	PUNCT
asir-55800	80	104	0≤x5(steel	0≤x5(steel	NUM
asir-55800	80	105	fiber)≤158	fiber)≤158	PROPN
asir-55800	80	106	,	,	PUNCT
asir-55800	80	107	3.2≤x6(water	3.2≤x6(water	NUM
asir-55800	80	108	reducer)≤5.5	reducer)≤5.5	NOUN
asir-55800	80	109	.	.	PUNCT
asir-55800	81	1	by	by	ADP
asir-55800	81	2	applying	apply	VERB
asir-55800	81	3	the	the	DET
asir-55800	81	4	above	above	ADJ
asir-55800	81	5	iterative	iterative	NOUN
asir-55800	81	6	calculations	calculation	NOUN
asir-55800	81	7	,	,	PUNCT
asir-55800	81	8	the	the	DET
asir-55800	81	9	optimal	optimal	ADJ
asir-55800	81	10	mix	mix	NOUN
asir-55800	81	11	ratio	ratio	NOUN
asir-55800	81	12	for	for	ADP
asir-55800	81	13	steel	steel	NOUN
asir-55800	81	14	fiber	fiber	NOUN
asir-55800	81	15	reinforced	reinforce	VERB
asir-55800	81	16	concrete	concrete	NOUN
asir-55800	81	17	based	base	VERB
asir-55800	81	18	on	on	ADP
asir-55800	81	19	objective	objective	ADJ
asir-55800	81	20	optimization	optimization	NOUN
asir-55800	81	21	was	be	AUX
asir-55800	81	22	determined	determine	VERB
asir-55800	81	23	.	.	PUNCT
asir-55800	82	1	additionally	additionally	ADV
asir-55800	82	2	,	,	PUNCT
asir-55800	82	3	the	the	DET
asir-55800	82	4	compressive	compressive	ADJ
asir-55800	82	5	strength	strength	NOUN
asir-55800	82	6	corresponding	correspond	VERB
asir-55800	82	7	to	to	ADP
asir-55800	82	8	various	various	ADJ
asir-55800	82	9	mix	mix	NOUN
asir-55800	82	10	ratios	ratio	NOUN
asir-55800	82	11	is	be	AUX
asir-55800	82	12	presented	present	VERB
asir-55800	82	13	in	in	ADP
asir-55800	82	14	table	table	NOUN
asir-55800	82	15	2	2	NUM
asir-55800	82	16	.	.	PUNCT
asir-55800	82	17	table	table	NOUN
asir-55800	82	18	2	2	NUM
asir-55800	82	19	.	.	PUNCT
asir-55800	82	20	steel	steel	NOUN
asir-55800	82	21	fiber	fiber	NOUN
asir-55800	82	22	mix	mix	NOUN
asir-55800	82	23	ratio	ratio	NOUN
asir-55800	82	24	and	and	CCONJ
asir-55800	82	25	corresponding	corresponding	ADJ
asir-55800	82	26	compressive	compressive	ADJ
asir-55800	82	27	strength	strength	NOUN
asir-55800	82	28	based	base	VERB
asir-55800	82	29	on	on	ADP
asir-55800	82	30	target	target	NOUN
asir-55800	82	31	optimization	optimization	NOUN
asir-55800	82	32	number	number	NOUN
asir-55800	82	33	water	water	NOUN
asir-55800	82	34	cement	cement	NOUN
asir-55800	82	35	sand	sand	NOUN
asir-55800	82	36	natural	natural	ADJ
asir-55800	82	37	aggregates	aggregate	NOUN
asir-55800	82	38	steel	steel	NOUN
asir-55800	82	39	fiber	fiber	NOUN
asir-55800	82	40	water	water	NOUN
asir-55800	82	41	reducing	reduce	VERB
asir-55800	82	42	agent	agent	NOUN
asir-55800	82	43	compressive	compressive	ADJ
asir-55800	82	44	strength	strength	NOUN
asir-55800	82	45	1	1	NUM
asir-55800	82	46	171	171	NUM
asir-55800	82	47	316	316	NUM
asir-55800	82	48	757	757	NUM
asir-55800	82	49	536	536	NUM
asir-55800	82	50	77	77	NUM
asir-55800	82	51	3.15	3.15	NUM
asir-55800	82	52	35.6	35.6	NUM
asir-55800	82	53	2	2	NUM
asir-55800	82	54	171	171	NUM
asir-55800	82	55	438	438	NUM
asir-55800	82	56	739	739	NUM
asir-55800	82	57	506	506	NUM
asir-55800	82	58	77	77	NUM
asir-55800	82	59	4.38	4.38	NUM
asir-55800	82	60	48.7	48.7	NUM
asir-55800	82	61	3	3	NUM
asir-55800	82	62	171	171	NUM
asir-55800	82	63	549	549	NUM
asir-55800	82	64	698	698	NUM
asir-55800	82	65	478	478	NUM
asir-55800	82	66	77	77	NUM
asir-55800	82	67	5.5	5.5	NUM
asir-55800	82	68	64.3	64.3	NUM
asir-55800	82	69	4	4	NUM
asir-55800	82	70	167	167	NUM
asir-55800	82	71	406	406	NUM
asir-55800	82	72	742	742	NUM
asir-55800	82	73	1121	1121	NUM
asir-55800	82	74	77	77	NUM
asir-55800	82	75	4.06	4.06	NUM
asir-55800	82	76	47.5	47.5	NUM
asir-55800	82	77	5	5	NUM
asir-55800	82	78	170	170	NUM
asir-55800	82	79	422	422	NUM
asir-55800	82	80	738	738	NUM
asir-55800	82	81	739	739	NUM
asir-55800	82	82	77	77	NUM
asir-55800	82	83	4.17	4.17	NUM
asir-55800	82	84	48.1	48.1	NUM
asir-55800	82	85	6	6	NUM
asir-55800	82	86	175	175	NUM
asir-55800	82	87	472	472	NUM
asir-55800	82	88	747	747	NUM
asir-55800	82	89	0	0	NUM
asir-55800	82	90	77	77	NUM
asir-55800	82	91	4.7	4.7	NUM
asir-55800	82	92	49.3	49.3	NUM
asir-55800	82	93	7	7	NUM
asir-55800	82	94	159	159	NUM
asir-55800	82	95	405	405	NUM
asir-55800	82	96	770	770	NUM
asir-55800	82	97	556	556	NUM
asir-55800	82	98	0	0	NUM
asir-55800	82	99	4.05	4.05	NUM
asir-55800	82	100	47	47	NUM
asir-55800	82	101	8	8	NUM
asir-55800	82	102	165	165	NUM
asir-55800	82	103	423	423	NUM
asir-55800	82	104	752	752	NUM
asir-55800	82	105	528	528	NUM
asir-55800	82	106	40	40	NUM
asir-55800	82	107	4.2	4.2	NUM
asir-55800	82	108	47.7	47.7	NUM
asir-55800	82	109	9	9	NUM
asir-55800	82	110	178	178	NUM
asir-55800	82	111	455	455	NUM
asir-55800	82	112	754	754	NUM
asir-55800	82	113	506	506	NUM
asir-55800	82	114	117	117	NUM
asir-55800	82	115	4.53	4.53	NUM
asir-55800	82	116	52.4	52.4	NUM
asir-55800	82	117	10	10	NUM
asir-55800	82	118	183	183	NUM
asir-55800	82	119	471	471	NUM
asir-55800	82	120	726	726	NUM
asir-55800	82	121	473	473	NUM
asir-55800	82	122	156	156	NUM
asir-55800	82	123	4.73	4.73	NUM
asir-55800	82	124	54.3	54.3	NUM
asir-55800	82	125	5	5	NUM
asir-55800	82	126	.	.	PUNCT
asir-55800	83	1	conclusion	conclusion	NOUN
asir-55800	83	2	(	(	PUNCT
asir-55800	83	3	1	1	X
asir-55800	83	4	)	)	PUNCT
asir-55800	83	5	this	this	DET
asir-55800	83	6	research	research	NOUN
asir-55800	83	7	established	establish	VERB
asir-55800	83	8	an	an	DET
asir-55800	83	9	ann	ann	NOUN
asir-55800	83	10	framework	framework	NOUN
asir-55800	83	11	for	for	ADP
asir-55800	83	12	predictive	predictive	ADJ
asir-55800	83	13	modeling	modeling	NOUN
asir-55800	83	14	of	of	ADP
asir-55800	83	15	sfrc	sfrc	NOUN
asir-55800	83	16	mix	mix	NOUN
asir-55800	83	17	designs	design	NOUN
asir-55800	83	18	.	.	PUNCT
asir-55800	84	1	the	the	DET
asir-55800	84	2	model	model	NOUN
asir-55800	84	3	integrates	integrate	VERB
asir-55800	84	4	six	six	NUM
asir-55800	84	5	compositional	compositional	ADJ
asir-55800	84	6	predictors	predictor	NOUN
asir-55800	84	7	—	—	PUNCT
asir-55800	84	8	natural	natural	ADJ
asir-55800	84	9	aggregate	aggregate	ADJ
asir-55800	84	10	,	,	PUNCT
asir-55800	84	11	cement	cement	NOUN
asir-55800	84	12	content	content	NOUN
asir-55800	84	13	,	,	PUNCT
asir-55800	84	14	water	water	NOUN
asir-55800	84	15	dosage	dosage	NOUN
asir-55800	84	16	,	,	PUNCT
asir-55800	84	17	coarse	coarse	VERB
asir-55800	84	18	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55800	84	19	applied	apply	VERB
asir-55800	84	20	science	science	NOUN
asir-55800	84	21	and	and	CCONJ
asir-55800	84	22	innovative	innovative	ADJ
asir-55800	84	23	research	research	NOUN
asir-55800	84	24	vol	vol	NOUN
asir-55800	84	25	.	.	PUNCT
asir-55800	85	1	9	9	NUM
asir-55800	85	2	,	,	PUNCT
asir-55800	85	3	no	no	INTJ
asir-55800	85	4	.	.	NOUN
asir-55800	85	5	1	1	NUM
asir-55800	85	6	,	,	PUNCT
asir-55800	85	7	2025	2025	NUM
asir-55800	85	8	177	177	NUM
asir-55800	85	9	published	publish	VERB
asir-55800	85	10	by	by	ADP
asir-55800	85	11	scholink	scholink	PROPN
asir-55800	85	12	inc	inc	PROPN
asir-55800	85	13	.	.	PROPN
asir-55800	85	14	aggregate	aggregate	PROPN
asir-55800	85	15	,	,	PUNCT
asir-55800	85	16	steel	steel	NOUN
asir-55800	85	17	fiber	fiber	NOUN
asir-55800	85	18	concentration	concentration	NOUN
asir-55800	85	19	,	,	PUNCT
asir-55800	85	20	and	and	CCONJ
asir-55800	85	21	water	water	NOUN
asir-55800	85	22	-	-	PUNCT
asir-55800	85	23	reducing	reduce	VERB
asir-55800	85	24	admixture	admixture	NOUN
asir-55800	85	25	—	—	PUNCT
asir-55800	85	26	with	with	ADP
asir-55800	85	27	the	the	DET
asir-55800	85	28	28	28	NUM
asir-55800	85	29	-	-	PUNCT
asir-55800	85	30	day	day	NOUN
asir-55800	85	31	compressive	compressive	ADJ
asir-55800	85	32	strength	strength	NOUN
asir-55800	85	33	serving	serve	VERB
asir-55800	85	34	as	as	ADP
asir-55800	85	35	the	the	DET
asir-55800	85	36	response	response	NOUN
asir-55800	85	37	variable	variable	NOUN
asir-55800	85	38	.	.	PUNCT
asir-55800	86	1	following	follow	VERB
asir-55800	86	2	ann	ann	PROPN
asir-55800	86	3	architecture	architecture	NOUN
asir-55800	86	4	calibration	calibration	NOUN
asir-55800	86	5	,	,	PUNCT
asir-55800	86	6	iterative	iterative	ADJ
asir-55800	86	7	hyperparameter	hyperparameter	NOUN
asir-55800	86	8	optimization	optimization	NOUN
asir-55800	86	9	was	be	AUX
asir-55800	86	10	applied	apply	VERB
asir-55800	86	11	to	to	ADP
asir-55800	86	12	training	training	NOUN
asir-55800	86	13	datasets	dataset	NOUN
asir-55800	86	14	,	,	PUNCT
asir-55800	86	15	yielding	yield	VERB
asir-55800	86	16	a	a	DET
asir-55800	86	17	top	top	ADV
asir-55800	86	18	-	-	PUNCT
asir-55800	86	19	performing	perform	VERB
asir-55800	86	20	architecture	architecture	NOUN
asir-55800	86	21	with	with	ADP
asir-55800	86	22	a	a	DET
asir-55800	86	23	near	near	ADJ
asir-55800	86	24	-	-	PUNCT
asir-55800	86	25	unity	unity	NOUN
asir-55800	86	26	correlation	correlation	NOUN
asir-55800	86	27	coefficient	coefficient	NOUN
asir-55800	86	28	(	(	PUNCT
asir-55800	86	29	r=0.983	r=0.983	NOUN
asir-55800	86	30	)	)	PUNCT
asir-55800	86	31	between	between	ADP
asir-55800	86	32	predicted	predict	VERB
asir-55800	86	33	and	and	CCONJ
asir-55800	86	34	experimental	experimental	ADJ
asir-55800	86	35	strength	strength	NOUN
asir-55800	86	36	values	value	NOUN
asir-55800	86	37	.	.	PUNCT
asir-55800	87	1	(	(	PUNCT
asir-55800	87	2	2	2	X
asir-55800	87	3	)	)	PUNCT
asir-55800	87	4	based	base	VERB
asir-55800	87	5	on	on	ADP
asir-55800	87	6	iterative	iterative	NOUN
asir-55800	87	7	calculations	calculation	NOUN
asir-55800	87	8	using	use	VERB
asir-55800	87	9	the	the	DET
asir-55800	87	10	genetic	genetic	ADJ
asir-55800	87	11	algorithm	algorithm	NOUN
asir-55800	87	12	,	,	PUNCT
asir-55800	87	13	the	the	DET
asir-55800	87	14	optimal	optimal	ADJ
asir-55800	87	15	mix	mix	NOUN
asir-55800	87	16	ratio	ratio	NOUN
asir-55800	87	17	for	for	ADP
asir-55800	87	18	steel	steel	NOUN
asir-55800	87	19	fiber	fiber	NOUN
asir-55800	87	20	reinforced	reinforce	VERB
asir-55800	87	21	concrete	concrete	NOUN
asir-55800	87	22	was	be	AUX
asir-55800	87	23	determined	determine	VERB
asir-55800	87	24	through	through	ADP
asir-55800	87	25	objective	objective	ADJ
asir-55800	87	26	optimization	optimization	NOUN
asir-55800	87	27	,	,	PUNCT
asir-55800	87	28	and	and	CCONJ
asir-55800	87	29	the	the	DET
asir-55800	87	30	compressive	compressive	ADJ
asir-55800	87	31	strength	strength	NOUN
asir-55800	87	32	for	for	ADP
asir-55800	87	33	different	different	ADJ
asir-55800	87	34	mix	mix	NOUN
asir-55800	87	35	ratios	ratio	NOUN
asir-55800	87	36	was	be	AUX
asir-55800	87	37	also	also	ADV
asir-55800	87	38	provided	provide	VERB
asir-55800	87	39	.	.	PUNCT
asir-55800	88	1	fund	fund	NOUN
asir-55800	88	2	project	project	PROPN
asir-55800	88	3	qingdao	qingdao	PROPN
asir-55800	88	4	city	city	PROPN
asir-55800	88	5	university	university	PROPN
asir-55800	88	6	secondary	secondary	PROPN
asir-55800	88	7	college	college	PROPN
asir-55800	88	8	research	research	NOUN
asir-55800	88	9	project	project	NOUN
asir-55800	88	10	,	,	PUNCT
asir-55800	88	11	project	project	NOUN
asir-55800	88	12	number	number	NOUN
asir-55800	88	13	:	:	PUNCT
asir-55800	88	14	ce240104	ce240104	PROPN
asir-55800	88	15	references	reference	NOUN
asir-55800	88	16	carneiro	carneiro	PROPN
asir-55800	88	17	,	,	PUNCT
asir-55800	88	18	j.	j.	PROPN
asir-55800	88	19	a.	a.	PROPN
asir-55800	88	20	,	,	PUNCT
asir-55800	88	21	lima	lima	PROPN
asir-55800	88	22	,	,	PUNCT
asir-55800	88	23	p.	p.	PROPN
asir-55800	88	24	r.	r.	PROPN
asir-55800	88	25	l.	l.	PROPN
asir-55800	88	26	,	,	PUNCT
asir-55800	88	27	leite	leite	PROPN
asir-55800	88	28	,	,	PUNCT
asir-55800	88	29	m.	m.	PROPN
asir-55800	88	30	b.	b.	PROPN
asir-55800	88	31	,	,	PUNCT
asir-55800	88	32	et	et	PROPN
asir-55800	88	33	al	al	PROPN
asir-55800	88	34	.	.	PUNCT
asir-55800	88	35	(	(	PUNCT
asir-55800	88	36	2014	2014	NUM
asir-55800	88	37	)	)	PUNCT
asir-55800	88	38	.	.	PUNCT
asir-55800	89	1	compressive	compressive	ADJ
asir-55800	89	2	stress	stress	NOUN
asir-55800	89	3	-	-	PUNCT
asir-55800	89	4	strain	strain	NOUN
asir-55800	89	5	behavior	behavior	NOUN
asir-55800	89	6	of	of	ADP
asir-55800	89	7	steel	steel	NOUN
asir-55800	89	8	fiber	fiber	NOUN
asir-55800	89	9	reinforced	reinforce	VERB
asir-55800	89	10	-	-	PUNCT
asir-55800	89	11	recycled	recycle	VERB
asir-55800	89	12	aggregate	aggregate	ADJ
asir-55800	89	13	concrete	concrete	NOUN
asir-55800	89	14	.	.	PUNCT
asir-55800	90	1	cement	cement	NOUN
asir-55800	90	2	and	and	CCONJ
asir-55800	90	3	concrete	concrete	ADJ
asir-55800	90	4	composites	composite	NOUN
asir-55800	90	5	,	,	PUNCT
asir-55800	90	6	46	46	NUM
asir-55800	90	7	,	,	PUNCT
asir-55800	90	8	65	65	NUM
asir-55800	90	9	-	-	SYM
asir-55800	90	10	72	72	NUM
asir-55800	90	11	.	.	PUNCT
asir-55800	91	1	https://doi.org/10.1016/j.cemconcomp.2013.11.006	https://doi.org/10.1016/j.cemconcomp.2013.11.006	NOUN
asir-55800	91	2	fu	fu	NOUN
asir-55800	91	3	,	,	PUNCT
asir-55800	91	4	c.	c.	PROPN
asir-55800	91	5	y.	y.	PROPN
asir-55800	91	6	,	,	PUNCT
asir-55800	91	7	sun	sun	NOUN
asir-55800	91	8	,	,	PUNCT
asir-55800	91	9	x.	x.	NOUN
asir-55800	91	10	y.	y.	PROPN
asir-55800	91	11	,	,	PUNCT
asir-55800	91	12	he	he	PRON
asir-55800	91	13	,	,	PUNCT
asir-55800	91	14	t.	t.	PROPN
asir-55800	91	15	q.	q.	PROPN
asir-55800	91	16	,	,	PUNCT
asir-55800	91	17	et	et	PROPN
asir-55800	91	18	al	al	PROPN
asir-55800	91	19	.	.	PROPN
asir-55800	91	20	(	(	PUNCT
asir-55800	91	21	2025	2025	NUM
asir-55800	91	22	)	)	PUNCT
asir-55800	91	23	.	.	PUNCT
asir-55800	92	1	mix	mix	VERB
asir-55800	92	2	design	design	NOUN
asir-55800	92	3	of	of	ADP
asir-55800	92	4	machine	machine	NOUN
asir-55800	92	5	-	-	PUNCT
asir-55800	92	6	made	make	VERB
asir-55800	92	7	sand	sand	NOUN
asir-55800	92	8	concrete	concrete	NOUN
asir-55800	92	9	based	base	VERB
asir-55800	92	10	on	on	ADP
asir-55800	92	11	machine	machine	NOUN
asir-55800	92	12	learning	learning	NOUN
asir-55800	92	13	algorithm	algorithm	NOUN
asir-55800	92	14	.	.	PUNCT
asir-55800	93	1	journal	journal	NOUN
asir-55800	93	2	of	of	ADP
asir-55800	93	3	building	building	NOUN
asir-55800	93	4	materials	material	NOUN
asir-55800	93	5	.	.	PUNCT
asir-55800	94	1	gao	gao	PROPN
asir-55800	94	2	,	,	PUNCT
asir-55800	94	3	d.	d.	PROPN
asir-55800	94	4	y.	y.	PROPN
asir-55800	94	5	,	,	PUNCT
asir-55800	94	6	lou	lou	PROPN
asir-55800	94	7	,	,	PUNCT
asir-55800	94	8	z.	z.	PROPN
asir-55800	94	9	h.	h.	PROPN
asir-55800	94	10	,	,	PUNCT
asir-55800	94	11	&	&	CCONJ
asir-55800	94	12	wang	wang	PROPN
asir-55800	94	13	,	,	PUNCT
asir-55800	94	14	z.	z.	PROPN
asir-55800	94	15	q.	q.	PROPN
asir-55800	94	16	(	(	PUNCT
asir-55800	94	17	2007	2007	NUM
asir-55800	94	18	)	)	PUNCT
asir-55800	94	19	.	.	PUNCT
asir-55800	95	1	experimental	experimental	ADJ
asir-55800	95	2	study	study	NOUN
asir-55800	95	3	on	on	ADP
asir-55800	95	4	compressive	compressive	ADJ
asir-55800	95	5	strength	strength	NOUN
asir-55800	95	6	of	of	ADP
asir-55800	95	7	steel	steel	NOUN
asir-55800	95	8	fiber	fiber	NOUN
asir-55800	95	9	recycled	recycle	VERB
asir-55800	95	10	concrete	concrete	NOUN
asir-55800	95	11	.	.	PUNCT
asir-55800	96	1	journal	journal	NOUN
asir-55800	96	2	of	of	ADP
asir-55800	96	3	zhengzhou	zhengzhou	PROPN
asir-55800	96	4	university	university	PROPN
asir-55800	96	5	,	,	PUNCT
asir-55800	96	6	2007(02	2007(02	NUM
asir-55800	96	7	)	)	PUNCT
asir-55800	96	8	,	,	PUNCT
asir-55800	96	9	5	5	NUM
asir-55800	96	10	-	-	SYM
asir-55800	96	11	10	10	NUM
asir-55800	96	12	.	.	PUNCT
asir-55800	97	1	guo	guo	PROPN
asir-55800	97	2	,	,	PUNCT
asir-55800	97	3	h.	h.	PROPN
asir-55800	97	4	,	,	PUNCT
asir-55800	97	5	lu	lu	PROPN
asir-55800	97	6	,	,	PUNCT
asir-55800	97	7	q.	q.	PROPN
asir-55800	97	8	,	,	PUNCT
asir-55800	97	9	zhang	zhang	PROPN
asir-55800	97	10	,	,	PUNCT
asir-55800	97	11	l.	l.	PROPN
asir-55800	97	12	j.	j.	PROPN
asir-55800	97	13	,	,	PUNCT
asir-55800	97	14	et	et	PROPN
asir-55800	97	15	al	al	PROPN
asir-55800	97	16	.	.	PUNCT
asir-55800	97	17	(	(	PUNCT
asir-55800	97	18	2016	2016	NUM
asir-55800	97	19	)	)	PUNCT
asir-55800	97	20	.	.	PUNCT
asir-55800	98	1	shear	shear	NOUN
asir-55800	98	2	behavior	behavior	NOUN
asir-55800	98	3	of	of	ADP
asir-55800	98	4	steel	steel	NOUN
asir-55800	98	5	fiber	fiber	NOUN
asir-55800	98	6	recycled	recycle	VERB
asir-55800	98	7	concrete	concrete	NOUN
asir-55800	98	8	by	by	ADP
asir-55800	98	9	orthogonal	orthogonal	ADJ
asir-55800	98	10	analysis	analysis	NOUN
asir-55800	98	11	.	.	PUNCT
asir-55800	99	1	world	world	NOUN
asir-55800	99	2	earthquake	earthquake	NOUN
asir-55800	99	3	engineering	engineering	NOUN
asir-55800	99	4	,	,	PUNCT
asir-55800	99	5	32(02	32(02	NUM
asir-55800	99	6	)	)	PUNCT
asir-55800	99	7	,	,	PUNCT
asir-55800	99	8	107	107	NUM
asir-55800	99	9	-	-	SYM
asir-55800	99	10	112	112	NUM
asir-55800	99	11	.	.	PUNCT
asir-55800	100	1	jia	jia	PROPN
asir-55800	100	2	,	,	PUNCT
asir-55800	100	3	y.	y.	PROPN
asir-55800	100	4	(	(	PUNCT
asir-55800	100	5	2023	2023	NUM
asir-55800	100	6	)	)	PUNCT
asir-55800	100	7	.	.	PUNCT
asir-55800	101	1	research	research	NOUN
asir-55800	101	2	on	on	ADP
asir-55800	101	3	optimizing	optimize	VERB
asir-55800	101	4	the	the	DET
asir-55800	101	5	mix	mix	NOUN
asir-55800	101	6	proportion	proportion	NOUN
asir-55800	101	7	of	of	ADP
asir-55800	101	8	ultra	ultra	ADJ
asir-55800	101	9	high	high	ADJ
asir-55800	101	10	performance	performance	NOUN
asir-55800	101	11	concrete	concrete	NOUN
asir-55800	101	12	based	base	VERB
asir-55800	101	13	on	on	ADP
asir-55800	101	14	machine	machine	NOUN
asir-55800	101	15	learning	learning	NOUN
asir-55800	101	16	.	.	PUNCT
asir-55800	102	1	jiang	jiang	PROPN
asir-55800	102	2	,	,	PUNCT
asir-55800	102	3	z.	z.	PROPN
asir-55800	102	4	w.	w.	PROPN
asir-55800	102	5	,	,	PUNCT
asir-55800	102	6	xu	xu	PROPN
asir-55800	102	7	,	,	PUNCT
asir-55800	102	8	c.	c.	PROPN
asir-55800	102	9	p.	p.	PROPN
asir-55800	102	10	,	,	PUNCT
asir-55800	102	11	&	&	CCONJ
asir-55800	102	12	zhang	zhang	PROPN
asir-55800	102	13	,	,	PUNCT
asir-55800	102	14	s.	s.	PROPN
asir-55800	102	15	(	(	PUNCT
asir-55800	102	16	2019	2019	NUM
asir-55800	102	17	)	)	PUNCT
asir-55800	102	18	.	.	PUNCT
asir-55800	103	1	c50	c50	PROPN
asir-55800	103	2	concrete	concrete	PROPN
asir-55800	103	3	for	for	ADP
asir-55800	103	4	multi	multi	ADJ
asir-55800	103	5	-	-	ADJ
asir-55800	103	6	objective	objective	ADJ
asir-55800	103	7	performance	performance	NOUN
asir-55800	103	8	requirements	requirement	VERB
asir-55800	103	9	proportional	proportional	ADJ
asir-55800	103	10	optimization	optimization	NOUN
asir-55800	103	11	design	design	NOUN
asir-55800	103	12	method	method	NOUN
asir-55800	103	13	.	.	PUNCT
asir-55800	104	1	construction	construction	NOUN
asir-55800	104	2	and	and	CCONJ
asir-55800	104	3	building	building	NOUN
asir-55800	104	4	materials	material	NOUN
asir-55800	104	5	,	,	PUNCT
asir-55800	104	6	22(4	22(4	NUM
asir-55800	104	7	)	)	PUNCT
asir-55800	104	8	,	,	PUNCT
asir-55800	104	9	499	499	NUM
asir-55800	104	10	-	-	SYM
asir-55800	104	11	505	505	NUM
asir-55800	104	12	.	.	PUNCT
asir-55800	105	1	xie	xie	PROPN
asir-55800	105	2	,	,	PUNCT
asir-55800	105	3	j.	j.	PROPN
asir-55800	105	4	h.	h.	PROPN
asir-55800	105	5	,	,	PUNCT
asir-55800	105	6	guo	guo	PROPN
asir-55800	105	7	,	,	PUNCT
asir-55800	105	8	y.	y.	PROPN
asir-55800	105	9	c.	c.	PROPN
asir-55800	105	10	,	,	PUNCT
asir-55800	105	11	liu	liu	PROPN
asir-55800	105	12	,	,	PUNCT
asir-55800	105	13	l.	l.	PROPN
asir-55800	105	14	s.	s.	PROPN
asir-55800	105	15	,	,	PUNCT
asir-55800	105	16	et	et	PROPN
asir-55800	105	17	al	al	PROPN
asir-55800	105	18	.	.	PUNCT
asir-55800	105	19	(	(	PUNCT
asir-55800	105	20	2015	2015	NUM
asir-55800	105	21	)	)	PUNCT
asir-55800	105	22	.	.	PUNCT
asir-55800	106	1	compressive	compressive	ADJ
asir-55800	106	2	and	and	CCONJ
asir-55800	106	3	flexural	flexural	ADJ
asir-55800	106	4	behaviors	behavior	NOUN
asir-55800	106	5	of	of	ADP
asir-55800	106	6	a	a	DET
asir-55800	106	7	new	new	ADJ
asir-55800	106	8	steel	steel	NOUN
asir-55800	106	9	fibre	fibre	NOUN
asir-55800	106	10	reinforced	reinforce	VERB
asir-55800	106	11	recycled	recycle	VERB
asir-55800	106	12	aggregate	aggregate	ADJ
asir-55800	106	13	concrete	concrete	NOUN
asir-55800	106	14	with	with	ADP
asir-55800	106	15	crumb	crumb	NOUN
asir-55800	106	16	rubber	rubber	NOUN
asir-55800	106	17	.	.	PUNCT
asir-55800	107	1	construction	construction	NOUN
asir-55800	107	2	and	and	CCONJ
asir-55800	107	3	building	building	NOUN
asir-55800	107	4	materials	material	NOUN
asir-55800	107	5	,	,	PUNCT
asir-55800	107	6	79	79	NUM
asir-55800	107	7	,	,	PUNCT
asir-55800	107	8	263	263	NUM
asir-55800	107	9	-	-	SYM
asir-55800	107	10	272	272	NUM
asir-55800	107	11	.	.	PUNCT
asir-55800	108	1	https://doi.org/10.1016/j.conbuildmat.2015.01.036	https://doi.org/10.1016/j.conbuildmat.2015.01.036	PROPN
asir-55800	108	2	zhang	zhang	PROPN
asir-55800	108	3	,	,	PUNCT
asir-55800	108	4	l.	l.	PROPN
asir-55800	108	5	j.	j.	PROPN
asir-55800	108	6	(	(	PUNCT
asir-55800	108	7	2017	2017	NUM
asir-55800	108	8	)	)	PUNCT
asir-55800	108	9	.	.	PUNCT
asir-55800	109	1	mixture	mixture	NOUN
asir-55800	109	2	design	design	NOUN
asir-55800	109	3	and	and	CCONJ
asir-55800	109	4	performance	performance	NOUN
asir-55800	109	5	calculation	calculation	NOUN
asir-55800	109	6	method	method	NOUN
asir-55800	109	7	of	of	ADP
asir-55800	109	8	steel	steel	NOUN
asir-55800	109	9	fiber	fiber	NOUN
asir-55800	109	10	reinforced	reinforce	VERB
asir-55800	109	11	recycled	recycle	VERB
asir-55800	109	12	concrete	concrete	NOUN
asir-55800	109	13	.	.	PUNCT
asir-55800	110	1	zhengzhou	zhengzhou	PROPN
asir-55800	110	2	:	:	PUNCT
asir-55800	110	3	zhengzhou	zhengzhou	PROPN
asir-55800	110	4	university	university	PROPN
asir-55800	110	5	.	.	PUNCT
asir-55800	111	1	zhou	zhou	PROPN
asir-55800	111	2	,	,	PUNCT
asir-55800	111	3	h.	h.	PROPN
asir-55800	111	4	,	,	PUNCT
asir-55800	111	5	chen	chen	PROPN
asir-55800	111	6	,	,	PUNCT
asir-55800	111	7	b.	b.	PROPN
asir-55800	111	8	,	,	PUNCT
asir-55800	111	9	&	&	CCONJ
asir-55800	111	10	meng	meng	PROPN
asir-55800	111	11	,	,	PUNCT
asir-55800	111	12	m.	m.	NOUN
asir-55800	111	13	l.	l.	PROPN
asir-55800	111	14	(	(	PUNCT
asir-55800	111	15	2021	2021	NUM
asir-55800	111	16	)	)	PUNCT
asir-55800	111	17	.	.	PUNCT
asir-55800	112	1	concrete	concrete	ADJ
asir-55800	112	2	mix	mix	NOUN
asir-55800	112	3	optimization	optimization	NOUN
asir-55800	112	4	based	base	VERB
asir-55800	112	5	on	on	ADP
asir-55800	112	6	svm	svm	PROPN
asir-55800	112	7	-	-	PUNCT
asir-55800	112	8	abc	abc	PROPN
asir-55800	112	9	model	model	NOUN
asir-55800	112	10	.	.	PUNCT
asir-55800	113	1	hydropower	hydropower	NOUN
asir-55800	113	2	energy	energy	NOUN
asir-55800	113	3	science	science	NOUN
asir-55800	113	4	,	,	PUNCT
asir-55800	113	5	39(6	39(6	NUM
asir-55800	113	6	)	)	PUNCT
asir-55800	113	7	,	,	PUNCT
asir-55800	113	8	127	127	NUM
asir-55800	113	9	-	-	SYM
asir-55800	113	10	130	130	NUM
asir-55800	113	11	.	.	PUNCT
asir-55800	114	1	zhu	zhu	PROPN
asir-55800	114	2	,	,	PUNCT
asir-55800	114	3	w.	w.	PROPN
asir-55800	114	4	b.	b.	PROPN
asir-55800	114	5	,	,	PUNCT
asir-55800	114	6	zheng	zheng	PROPN
asir-55800	114	7	,	,	PUNCT
asir-55800	114	8	x.	x.	PROPN
asir-55800	114	9	m.	m.	PROPN
asir-55800	114	10	,	,	PUNCT
asir-55800	114	11	yang	yang	PROPN
asir-55800	114	12	,	,	PUNCT
asir-55800	114	13	z.	z.	PROPN
asir-55800	114	14	z.	z.	PROPN
asir-55800	114	15	,	,	PUNCT
asir-55800	114	16	et	et	PROPN
asir-55800	114	17	al	al	PROPN
asir-55800	114	18	.	.	PUNCT
asir-55800	114	19	(	(	PUNCT
asir-55800	114	20	2024	2024	NUM
asir-55800	114	21	)	)	PUNCT
asir-55800	114	22	.	.	PUNCT
asir-55800	115	1	strength	strength	NOUN
asir-55800	115	2	prediction	prediction	NOUN
asir-55800	115	3	of	of	ADP
asir-55800	115	4	desert	desert	NOUN
asir-55800	115	5	sand	sand	NOUN
asir-55800	115	6	concrete	concrete	NOUN
asir-55800	115	7	based	base	VERB
asir-55800	115	8	on	on	ADP
asir-55800	115	9	genetic	genetic	ADJ
asir-55800	115	10	algorithm	algorithm	NOUN
asir-55800	115	11	optimized	optimize	VERB
asir-55800	115	12	bp	bp	PROPN
asir-55800	115	13	neural	neural	ADJ
asir-55800	115	14	network	network	NOUN
asir-55800	115	15	.	.	PUNCT
asir-55800	116	1	concrete	concrete	ADJ
asir-55800	116	2	,	,	PUNCT
asir-55800	116	3	2024(05	2024(05	NUM
asir-55800	116	4	)	)	PUNCT
asir-55800	116	5	,	,	PUNCT
asir-55800	116	6	48	48	NUM
asir-55800	116	7	-	-	SYM
asir-55800	116	8	56	56	NUM
asir-55800	116	9	.	.	PUNCT