id	sid	tid	token	lemma	pos
cana-5280	1	1	communications	communication	NOUN
cana-5280	1	2	on	on	ADP
cana-5280	1	3	applied	apply	VERB
cana-5280	1	4	nonlinear	nonlinear	ADJ
cana-5280	1	5	analysis	analysis	NOUN
cana-5280	1	6	issn	issn	NOUN
cana-5280	1	7	:	:	PUNCT
cana-5280	1	8	1074	1074	NUM
cana-5280	1	9	-	-	PUNCT
cana-5280	1	10	133x	133x	NUM
cana-5280	1	11	vol	vol	VERB
cana-5280	1	12	32	32	NUM
cana-5280	1	13	no	no	NOUN
cana-5280	1	14	.	.	PUNCT
cana-5280	2	1	10s	10	NOUN
cana-5280	2	2	(	(	PUNCT
cana-5280	2	3	2025	2025	NUM
cana-5280	2	4	)	)	PUNCT
cana-5280	2	5	1705	1705	NUM
cana-5280	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	2	7	application	application	NOUN
cana-5280	2	8	of	of	ADP
cana-5280	2	9	artificial	artificial	ADJ
cana-5280	2	10	neural	neural	ADJ
cana-5280	2	11	technique	technique	NOUN
cana-5280	2	12	for	for	ADP
cana-5280	2	13	performance	performance	NOUN
cana-5280	2	14	prediction	prediction	NOUN
cana-5280	2	15	of	of	ADP
cana-5280	2	16	bacterial	bacterial	ADJ
cana-5280	2	17	based	base	VERB
cana-5280	2	18	concrete	concrete	ADJ
cana-5280	2	19	mr	mr	PROPN
cana-5280	2	20	.	.	PROPN
cana-5280	2	21	kenchappa	kenchappa	PROPN
cana-5280	2	22	dudhal1	dudhal1	PROPN
cana-5280	2	23	dr	dr	PROPN
cana-5280	2	24	.	.	PROPN
cana-5280	2	25	chittaranjan	chittaranjan	PROPN
cana-5280	2	26	birabar	birabar	PROPN
cana-5280	2	27	nayak2	nayak2	PROPN
cana-5280	2	28	*	*	SYM
cana-5280	2	29	1research	1research	NUM
cana-5280	2	30	scholar	scholar	NOUN
cana-5280	2	31	,	,	PUNCT
cana-5280	2	32	dr	dr	PROPN
cana-5280	2	33	.	.	PROPN
cana-5280	2	34	d.	d.	PROPN
cana-5280	2	35	y.	y.	PROPN
cana-5280	2	36	patil	patil	PROPN
cana-5280	2	37	unitech	unitech	PROPN
cana-5280	2	38	society	society	PROPN
cana-5280	2	39	dr	dr	PROPN
cana-5280	2	40	.	.	PROPN
cana-5280	3	1	d.y	d.y	PROPN
cana-5280	3	2	.	.	PROPN
cana-5280	3	3	patil	patil	PROPN
cana-5280	3	4	institute	institute	PROPN
cana-5280	3	5	of	of	ADP
cana-5280	3	6	technology	technology	NOUN
cana-5280	3	7	,	,	PUNCT
cana-5280	3	8	pimpri	pimpri	NOUN
cana-5280	3	9	,	,	PUNCT
cana-5280	3	10	pune	pune	ADJ
cana-5280	3	11	2	2	NUM
cana-5280	3	12	*	*	NOUN
cana-5280	3	13	vidya	vidya	PROPN
cana-5280	3	14	pratishthan	pratishthan	PROPN
cana-5280	3	15	's	's	PART
cana-5280	3	16	kamalnayan	kamalnayan	PROPN
cana-5280	3	17	bajaj	bajaj	PROPN
cana-5280	3	18	institute	institute	PROPN
cana-5280	3	19	of	of	ADP
cana-5280	3	20	engineering	engineering	PROPN
cana-5280	3	21	&	&	CCONJ
cana-5280	3	22	technology	technology	PROPN
cana-5280	3	23	,	,	PUNCT
cana-5280	3	24	baramati	baramati	PROPN
cana-5280	3	25	.	.	PUNCT
cana-5280	4	1	dist	dist	NOUN
cana-5280	4	2	.	.	PUNCT
cana-5280	5	1	pune	pune	PROPN
cana-5280	5	2	,	,	PUNCT
cana-5280	5	3	india	india	PROPN
cana-5280	5	4	.	.	PUNCT
cana-5280	6	1	corresponding	correspond	VERB
cana-5280	6	2	author	author	NOUN
cana-5280	6	3	:	:	PUNCT
cana-5280	6	4	dr	dr	PROPN
cana-5280	6	5	.	.	PROPN
cana-5280	6	6	chittaranjan	chittaranjan	PROPN
cana-5280	6	7	birabar	birabar	PROPN
cana-5280	6	8	nayak	nayak	PROPN
cana-5280	6	9	(	(	PUNCT
cana-5280	6	10	cbnnayak@gmail.com	cbnnayak@gmail.com	X
cana-5280	6	11	article	article	NOUN
cana-5280	6	12	history	history	NOUN
cana-5280	6	13	:	:	PUNCT
cana-5280	6	14	received	receive	VERB
cana-5280	6	15	:	:	PUNCT
cana-5280	6	16	12	12	NUM
cana-5280	6	17	-	-	SYM
cana-5280	6	18	01	01	NUM
cana-5280	6	19	-	-	PUNCT
cana-5280	6	20	2025	2025	NUM
cana-5280	6	21	revised	revise	VERB
cana-5280	6	22	:	:	PUNCT
cana-5280	6	23	15	15	NUM
cana-5280	6	24	-	-	NUM
cana-5280	6	25	02	02	NUM
cana-5280	6	26	-	-	PUNCT
cana-5280	6	27	2025	2025	NUM
cana-5280	6	28	accepted	accept	VERB
cana-5280	6	29	:	:	PUNCT
cana-5280	6	30	01	01	NUM
cana-5280	6	31	-	-	SYM
cana-5280	6	32	03	03	NUM
cana-5280	6	33	-	-	PUNCT
cana-5280	6	34	2025	2025	NUM
cana-5280	6	35	abstract	abstract	NOUN
cana-5280	6	36	:	:	PUNCT
cana-5280	6	37	the	the	DET
cana-5280	6	38	possibility	possibility	NOUN
cana-5280	6	39	of	of	ADP
cana-5280	6	40	artificial	artificial	ADJ
cana-5280	6	41	neural	neural	ADJ
cana-5280	6	42	networks	network	NOUN
cana-5280	6	43	(	(	PUNCT
cana-5280	6	44	anns	anns	PROPN
cana-5280	6	45	)	)	PUNCT
cana-5280	6	46	to	to	PART
cana-5280	6	47	forecast	forecast	VERB
cana-5280	6	48	the	the	DET
cana-5280	6	49	performance	performance	NOUN
cana-5280	6	50	properties	property	NOUN
cana-5280	6	51	of	of	ADP
cana-5280	6	52	bacterial	bacterial	ADJ
cana-5280	6	53	-	-	PUNCT
cana-5280	6	54	enhanced	enhance	VERB
cana-5280	6	55	self	self	NOUN
cana-5280	6	56	-	-	PUNCT
cana-5280	6	57	healing	healing	NOUN
cana-5280	6	58	concrete	concrete	NOUN
cana-5280	6	59	is	be	AUX
cana-5280	6	60	investigated	investigate	VERB
cana-5280	6	61	in	in	ADP
cana-5280	6	62	this	this	DET
cana-5280	6	63	work	work	NOUN
cana-5280	6	64	.	.	PUNCT
cana-5280	7	1	bacterial	bacterial	ADJ
cana-5280	7	2	concrete	concrete	NOUN
cana-5280	7	3	has	have	AUX
cana-5280	7	4	become	become	VERB
cana-5280	7	5	a	a	DET
cana-5280	7	6	viable	viable	ADJ
cana-5280	7	7	self	self	NOUN
cana-5280	7	8	-	-	PUNCT
cana-5280	7	9	healing	heal	VERB
cana-5280	7	10	substitute	substitute	NOUN
cana-5280	7	11	that	that	PRON
cana-5280	7	12	can	can	AUX
cana-5280	7	13	greatly	greatly	ADV
cana-5280	7	14	lower	low	ADJ
cana-5280	7	15	maintenance	maintenance	NOUN
cana-5280	7	16	costs	cost	NOUN
cana-5280	7	17	and	and	CCONJ
cana-5280	7	18	lengthen	lengthen	VERB
cana-5280	7	19	structural	structural	ADJ
cana-5280	7	20	lifetime	lifetime	NOUN
cana-5280	7	21	as	as	SCONJ
cana-5280	7	22	sustainable	sustainable	ADJ
cana-5280	7	23	building	building	NOUN
cana-5280	7	24	materials	material	NOUN
cana-5280	7	25	become	become	VERB
cana-5280	7	26	more	more	ADV
cana-5280	7	27	and	and	CCONJ
cana-5280	7	28	more	more	ADV
cana-5280	7	29	important	important	ADJ
cana-5280	7	30	in	in	ADP
cana-5280	7	31	civil	civil	ADJ
cana-5280	7	32	engineering	engineering	NOUN
cana-5280	7	33	uses	use	NOUN
cana-5280	7	34	.	.	PUNCT
cana-5280	8	1	still	still	ADV
cana-5280	8	2	,	,	PUNCT
cana-5280	8	3	improving	improve	VERB
cana-5280	8	4	bacterial	bacterial	ADJ
cana-5280	8	5	concrete	concrete	ADJ
cana-5280	8	6	compositions	composition	NOUN
cana-5280	8	7	is	be	AUX
cana-5280	8	8	difficult	difficult	ADJ
cana-5280	8	9	because	because	SCONJ
cana-5280	8	10	of	of	ADP
cana-5280	8	11	the	the	DET
cana-5280	8	12	complicated	complicated	ADJ
cana-5280	8	13	interactions	interaction	NOUN
cana-5280	8	14	among	among	ADP
cana-5280	8	15	bacterial	bacterial	ADJ
cana-5280	8	16	species	specie	NOUN
cana-5280	8	17	,	,	PUNCT
cana-5280	8	18	nutrients	nutrient	NOUN
cana-5280	8	19	,	,	PUNCT
cana-5280	8	20	transporters	transporter	NOUN
cana-5280	8	21	,	,	PUNCT
cana-5280	8	22	and	and	CCONJ
cana-5280	8	23	conventional	conventional	ADJ
cana-5280	8	24	concrete	concrete	ADJ
cana-5280	8	25	ingredients	ingredient	NOUN
cana-5280	8	26	.	.	PUNCT
cana-5280	9	1	in	in	ADP
cana-5280	9	2	this	this	DET
cana-5280	9	3	work	work	NOUN
cana-5280	9	4	,	,	PUNCT
cana-5280	9	5	we	we	PRON
cana-5280	9	6	designed	design	VERB
cana-5280	9	7	and	and	CCONJ
cana-5280	9	8	evaluated	evaluate	VERB
cana-5280	9	9	several	several	ADJ
cana-5280	9	10	ann	ann	PROPN
cana-5280	9	11	architectures	architecture	NOUN
cana-5280	9	12	to	to	PART
cana-5280	9	13	estimate	estimate	VERB
cana-5280	9	14	compressive	compressive	ADJ
cana-5280	9	15	strength	strength	NOUN
cana-5280	9	16	,	,	PUNCT
cana-5280	9	17	crack	crack	NOUN
cana-5280	9	18	-	-	PUNCT
cana-5280	9	19	healing	healing	NOUN
cana-5280	9	20	efficiency	efficiency	NOUN
cana-5280	9	21	,	,	PUNCT
cana-5280	9	22	water	water	NOUN
cana-5280	9	23	permeability	permeability	NOUN
cana-5280	9	24	,	,	PUNCT
cana-5280	9	25	and	and	CCONJ
cana-5280	9	26	durability	durability	NOUN
cana-5280	9	27	parameters	parameter	NOUN
cana-5280	9	28	of	of	ADP
cana-5280	9	29	bacterial	bacterial	ADJ
cana-5280	9	30	concrete	concrete	ADJ
cana-5280	9	31	mixtures	mixture	NOUN
cana-5280	9	32	.	.	PUNCT
cana-5280	10	1	model	model	NOUN
cana-5280	10	2	training	training	NOUN
cana-5280	10	3	and	and	CCONJ
cana-5280	10	4	validation	validation	NOUN
cana-5280	10	5	used	use	VERB
cana-5280	10	6	a	a	DET
cana-5280	10	7	complete	complete	ADJ
cana-5280	10	8	dataset	dataset	NOUN
cana-5280	10	9	of	of	ADP
cana-5280	10	10	187	187	NUM
cana-5280	10	11	experimental	experimental	ADJ
cana-5280	10	12	combinations	combination	NOUN
cana-5280	10	13	with	with	ADP
cana-5280	10	14	different	different	ADJ
cana-5280	10	15	bacterial	bacterial	ADJ
cana-5280	10	16	strains	strain	NOUN
cana-5280	10	17	,	,	PUNCT
cana-5280	10	18	carrier	carrier	NOUN
cana-5280	10	19	materials	material	NOUN
cana-5280	10	20	,	,	PUNCT
cana-5280	10	21	and	and	CCONJ
cana-5280	10	22	concrete	concrete	ADJ
cana-5280	10	23	compositions	composition	NOUN
cana-5280	10	24	.	.	PUNCT
cana-5280	11	1	predicting	predict	VERB
cana-5280	11	2	accuracy	accuracy	NOUN
cana-5280	11	3	of	of	ADP
cana-5280	11	4	94.3	94.3	NUM
cana-5280	11	5	%	%	NOUN
cana-5280	11	6	for	for	ADP
cana-5280	11	7	compressive	compressive	ADJ
cana-5280	11	8	strength	strength	NOUN
cana-5280	11	9	,	,	PUNCT
cana-5280	11	10	91.7	91.7	NUM
cana-5280	11	11	%	%	NOUN
cana-5280	11	12	for	for	ADP
cana-5280	11	13	fracture	fracture	NOUN
cana-5280	11	14	healing	healing	NOUN
cana-5280	11	15	,	,	PUNCT
cana-5280	11	16	and	and	CCONJ
cana-5280	11	17	89.5	89.5	NUM
cana-5280	11	18	%	%	NOUN
cana-5280	11	19	for	for	ADP
cana-5280	11	20	permeability	permeability	NOUN
cana-5280	11	21	decrease	decrease	NOUN
cana-5280	11	22	,	,	PUNCT
cana-5280	11	23	the	the	DET
cana-5280	11	24	best	well	ADV
cana-5280	11	25	-	-	PUNCT
cana-5280	11	26	performing	perform	VERB
cana-5280	11	27	ann	ann	PROPN
cana-5280	11	28	model	model	NOUN
cana-5280	11	29	the	the	DET
cana-5280	11	30	most	most	ADV
cana-5280	11	31	important	important	ADJ
cana-5280	11	32	factors	factor	NOUN
cana-5280	11	33	influencing	influence	VERB
cana-5280	11	34	performance	performance	NOUN
cana-5280	11	35	were	be	AUX
cana-5280	11	36	found	find	VERB
cana-5280	11	37	by	by	ADP
cana-5280	11	38	sensitivity	sensitivity	NOUN
cana-5280	11	39	analysis	analysis	NOUN
cana-5280	11	40	to	to	PART
cana-5280	11	41	be	be	AUX
cana-5280	11	42	bacterial	bacterial	ADJ
cana-5280	11	43	concentration	concentration	NOUN
cana-5280	11	44	,	,	PUNCT
cana-5280	11	45	kind	kind	NOUN
cana-5280	11	46	of	of	ADP
cana-5280	11	47	calcium	calcium	NOUN
cana-5280	11	48	supply	supply	NOUN
cana-5280	11	49	,	,	PUNCT
cana-5280	11	50	and	and	CCONJ
cana-5280	11	51	water	water	NOUN
cana-5280	11	52	-	-	PUNCT
cana-5280	11	53	cement	cement	NOUN
cana-5280	11	54	ratio	ratio	NOUN
cana-5280	11	55	.	.	PUNCT
cana-5280	12	1	this	this	DET
cana-5280	12	2	work	work	NOUN
cana-5280	12	3	shows	show	VERB
cana-5280	12	4	that	that	SCONJ
cana-5280	12	5	,	,	PUNCT
cana-5280	12	6	in	in	ADP
cana-5280	12	7	absence	absence	NOUN
cana-5280	12	8	of	of	ADP
cana-5280	12	9	significant	significant	ADJ
cana-5280	12	10	laboratory	laboratory	NOUN
cana-5280	12	11	testing	testing	NOUN
cana-5280	12	12	,	,	PUNCT
cana-5280	12	13	anns	anns	PROPN
cana-5280	12	14	can	can	AUX
cana-5280	12	15	be	be	AUX
cana-5280	12	16	effective	effective	ADJ
cana-5280	12	17	instruments	instrument	NOUN
cana-5280	12	18	for	for	ADP
cana-5280	12	19	optimizing	optimize	VERB
cana-5280	12	20	bacterial	bacterial	ADJ
cana-5280	12	21	concrete	concrete	ADJ
cana-5280	12	22	formulas	formula	NOUN
cana-5280	12	23	,	,	PUNCT
cana-5280	12	24	therefore	therefore	ADV
cana-5280	12	25	hastening	hasten	VERB
cana-5280	12	26	the	the	DET
cana-5280	12	27	use	use	NOUN
cana-5280	12	28	of	of	ADP
cana-5280	12	29	this	this	DET
cana-5280	12	30	sustainable	sustainable	ADJ
cana-5280	12	31	building	building	NOUN
cana-5280	12	32	material	material	NOUN
cana-5280	12	33	in	in	ADP
cana-5280	12	34	useful	useful	ADJ
cana-5280	12	35	applications	application	NOUN
cana-5280	12	36	.	.	PUNCT
cana-5280	13	1	keywords	keyword	NOUN
cana-5280	13	2	:	:	PUNCT
cana-5280	13	3	bacterial	bacterial	ADJ
cana-5280	13	4	concrete	concrete	NOUN
cana-5280	13	5	,	,	PUNCT
cana-5280	13	6	artificial	artificial	ADJ
cana-5280	13	7	neural	neural	ADJ
cana-5280	13	8	networks	network	NOUN
cana-5280	13	9	,	,	PUNCT
cana-5280	13	10	self	self	NOUN
cana-5280	13	11	-	-	PUNCT
cana-5280	13	12	healing	heal	VERB
cana-5280	13	13	materials	material	NOUN
cana-5280	13	14	,	,	PUNCT
cana-5280	13	15	compressive	compressive	ADJ
cana-5280	13	16	strength	strength	NOUN
cana-5280	13	17	prediction	prediction	NOUN
cana-5280	13	18	,	,	PUNCT
cana-5280	13	19	crack	crack	NOUN
cana-5280	13	20	-	-	PUNCT
cana-5280	13	21	healing	healing	NOUN
cana-5280	13	22	efficiency	efficiency	NOUN
cana-5280	13	23	,	,	PUNCT
cana-5280	13	24	sustainable	sustainable	ADJ
cana-5280	13	25	construction	construction	NOUN
cana-5280	13	26	,	,	PUNCT
cana-5280	13	27	machine	machine	NOUN
cana-5280	13	28	learning	learning	NOUN
cana-5280	13	29	.	.	PUNCT
cana-5280	14	1	1	1	X
cana-5280	14	2	.	.	X
cana-5280	14	3	introduction	introduction	NOUN
cana-5280	14	4	concrete	concrete	ADJ
cana-5280	14	5	building	building	NOUN
cana-5280	14	6	has	have	VERB
cana-5280	14	7	major	major	ADJ
cana-5280	14	8	difficulties	difficulty	NOUN
cana-5280	14	9	regarding	regard	VERB
cana-5280	14	10	sustainability	sustainability	NOUN
cana-5280	14	11	and	and	CCONJ
cana-5280	14	12	durability	durability	NOUN
cana-5280	14	13	of	of	ADP
cana-5280	14	14	its	its	PRON
cana-5280	14	15	constructions	construction	NOUN
cana-5280	14	16	.	.	PUNCT
cana-5280	15	1	for	for	ADP
cana-5280	15	2	a	a	DET
cana-5280	15	3	variety	variety	NOUN
cana-5280	15	4	of	of	ADP
cana-5280	15	5	reasons	reason	NOUN
cana-5280	15	6	—	—	PUNCT
cana-5280	15	7	including	include	VERB
cana-5280	15	8	drying	dry	VERB
cana-5280	15	9	shrinkage	shrinkage	NOUN
cana-5280	15	10	,	,	PUNCT
cana-5280	15	11	heat	heat	NOUN
cana-5280	15	12	impacts	impact	NOUN
cana-5280	15	13	,	,	PUNCT
cana-5280	15	14	and	and	CCONJ
cana-5280	15	15	mechanical	mechanical	ADJ
cana-5280	15	16	loading	loading	NOUN
cana-5280	15	17	—	—	PUNCT
cana-5280	15	18	conventional	conventional	ADJ
cana-5280	15	19	concrete	concrete	NOUN
cana-5280	15	20	is	be	AUX
cana-5280	15	21	intrinsically	intrinsically	ADV
cana-5280	15	22	prone	prone	ADJ
cana-5280	15	23	to	to	ADP
cana-5280	15	24	cracking	crack	VERB
cana-5280	15	25	even	even	ADV
cana-5280	15	26	if	if	SCONJ
cana-5280	15	27	it	it	PRON
cana-5280	15	28	is	be	AUX
cana-5280	15	29	used	use	VERB
cana-5280	15	30	extensively	extensively	ADV
cana-5280	15	31	.	.	PUNCT
cana-5280	16	1	these	these	DET
cana-5280	16	2	flaws	flaw	NOUN
cana-5280	16	3	weaken	weaken	VERB
cana-5280	16	4	structural	structural	ADJ
cana-5280	16	5	integrity	integrity	NOUN
cana-5280	16	6	,	,	PUNCT
cana-5280	16	7	hasten	hasten	VERB
cana-5280	16	8	degradation	degradation	NOUN
cana-5280	16	9	via	via	ADP
cana-5280	16	10	the	the	DET
cana-5280	16	11	intrusion	intrusion	NOUN
cana-5280	16	12	of	of	ADP
cana-5280	16	13	water	water	NOUN
cana-5280	16	14	and	and	CCONJ
cana-5280	16	15	hazardous	hazardous	ADJ
cana-5280	16	16	chemicals	chemical	NOUN
cana-5280	16	17	,	,	PUNCT
cana-5280	16	18	and	and	CCONJ
cana-5280	16	19	finally	finally	ADV
cana-5280	16	20	cause	cause	VERB
cana-5280	16	21	lower	low	ADJ
cana-5280	16	22	service	service	NOUN
cana-5280	16	23	life	life	NOUN
cana-5280	16	24	and	and	CCONJ
cana-5280	16	25	higher	high	ADJ
cana-5280	16	26	maintenance	maintenance	NOUN
cana-5280	16	27	costs	cost	NOUN
cana-5280	16	28	.	.	PUNCT
cana-5280	17	1	concrete	concrete	ADJ
cana-5280	17	2	structure	structure	NOUN
cana-5280	17	3	repair	repair	NOUN
cana-5280	17	4	and	and	CCONJ
cana-5280	17	5	maintenance	maintenance	NOUN
cana-5280	17	6	worldwide	worldwide	ADV
cana-5280	17	7	spends	spend	VERB
cana-5280	17	8	billions	billion	NOUN
cana-5280	17	9	of	of	ADP
cana-5280	17	10	dollars	dollar	NOUN
cana-5280	17	11	yearly	yearly	ADV
cana-5280	17	12	;	;	PUNCT
cana-5280	17	13	estimates	estimate	NOUN
cana-5280	17	14	place	place	VERB
cana-5280	17	15	infrastructure	infrastructure	NOUN
cana-5280	17	16	rehabilitation	rehabilitation	NOUN
cana-5280	17	17	expenses	expense	NOUN
cana-5280	17	18	between	between	ADP
cana-5280	17	19	thirty	thirty	NUM
cana-5280	17	20	and	and	CCONJ
cana-5280	17	21	fifty	fifty	NUM
cana-5280	17	22	percent	percent	NOUN
cana-5280	17	23	of	of	ADP
cana-5280	17	24	annual	annual	ADJ
cana-5280	17	25	building	building	NOUN
cana-5280	17	26	budgets	budget	NOUN
cana-5280	17	27	in	in	ADP
cana-5280	17	28	developed	develop	VERB
cana-5280	17	29	nations	nation	NOUN
cana-5280	17	30	.	.	PUNCT
cana-5280	18	1	communications	communication	NOUN
cana-5280	18	2	on	on	ADP
cana-5280	18	3	applied	apply	VERB
cana-5280	18	4	nonlinear	nonlinear	ADJ
cana-5280	18	5	analysis	analysis	NOUN
cana-5280	18	6	issn	issn	NOUN
cana-5280	18	7	:	:	PUNCT
cana-5280	18	8	1074	1074	NUM
cana-5280	18	9	-	-	PUNCT
cana-5280	18	10	133x	133x	NUM
cana-5280	18	11	vol	vol	VERB
cana-5280	18	12	32	32	NUM
cana-5280	18	13	no	no	NOUN
cana-5280	18	14	.	.	PUNCT
cana-5280	19	1	10s	10	NOUN
cana-5280	19	2	(	(	PUNCT
cana-5280	19	3	2025	2025	NUM
cana-5280	19	4	)	)	PUNCT
cana-5280	19	5	1706	1706	NUM
cana-5280	19	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	19	7	by	by	ADP
cana-5280	19	8	including	include	VERB
cana-5280	19	9	systems	system	NOUN
cana-5280	19	10	that	that	PRON
cana-5280	19	11	allow	allow	VERB
cana-5280	19	12	autonomous	autonomous	ADJ
cana-5280	19	13	fracture	fracture	PROPN
cana-5280	19	14	repair	repair	NOUN
cana-5280	19	15	without	without	ADP
cana-5280	19	16	outside	outside	ADJ
cana-5280	19	17	intervention	intervention	NOUN
cana-5280	19	18	,	,	PUNCT
cana-5280	19	19	selfhealing	selfheale	VERB
cana-5280	19	20	concrete	concrete	NOUN
cana-5280	19	21	offers	offer	VERB
cana-5280	19	22	a	a	DET
cana-5280	19	23	breakthrough	breakthrough	ADJ
cana-5280	19	24	method	method	NOUN
cana-5280	19	25	to	to	PART
cana-5280	19	26	solve	solve	VERB
cana-5280	19	27	these	these	DET
cana-5280	19	28	problems	problem	NOUN
cana-5280	19	29	.	.	PUNCT
cana-5280	20	1	one	one	NUM
cana-5280	20	2	of	of	ADP
cana-5280	20	3	the	the	DET
cana-5280	20	4	more	more	ADV
cana-5280	20	5	exciting	exciting	ADJ
cana-5280	20	6	self	self	NOUN
cana-5280	20	7	-	-	PUNCT
cana-5280	20	8	healing	heal	VERB
cana-5280	20	9	techniques	technique	NOUN
cana-5280	20	10	among	among	ADP
cana-5280	20	11	several	several	ADJ
cana-5280	20	12	ones	one	NOUN
cana-5280	20	13	is	be	AUX
cana-5280	20	14	bacterial	bacterial	ADJ
cana-5280	20	15	-	-	PUNCT
cana-5280	20	16	induced	induce	VERB
cana-5280	20	17	self	self	NOUN
cana-5280	20	18	-	-	PUNCT
cana-5280	20	19	healing	healing	NOUN
cana-5280	20	20	concrete	concrete	NOUN
cana-5280	20	21	.	.	PUNCT
cana-5280	21	1	together	together	ADV
cana-5280	21	2	with	with	ADP
cana-5280	21	3	suitable	suitable	ADJ
cana-5280	21	4	nutrients	nutrient	NOUN
cana-5280	21	5	and	and	CCONJ
cana-5280	21	6	protective	protective	ADJ
cana-5280	21	7	carriers	carrier	NOUN
cana-5280	21	8	within	within	ADP
cana-5280	21	9	the	the	DET
cana-5280	21	10	concrete	concrete	ADJ
cana-5280	21	11	matrix	matrix	NOUN
cana-5280	21	12	,	,	PUNCT
cana-5280	21	13	this	this	DET
cana-5280	21	14	novel	novel	ADJ
cana-5280	21	15	substance	substance	NOUN
cana-5280	21	16	combines	combine	VERB
cana-5280	21	17	particular	particular	ADJ
cana-5280	21	18	bacterial	bacterial	ADJ
cana-5280	21	19	strains	strain	NOUN
cana-5280	21	20	usually	usually	ADV
cana-5280	21	21	from	from	ADP
cana-5280	21	22	the	the	DET
cana-5280	21	23	bacillus	bacillus	NOUN
cana-5280	21	24	species	specie	NOUN
cana-5280	21	25	.	.	PUNCT
cana-5280	22	1	the	the	DET
cana-5280	22	2	hibernating	hibernate	VERB
cana-5280	22	3	bacterial	bacterial	ADJ
cana-5280	22	4	spores	spore	NOUN
cana-5280	22	5	germinate	germinate	VERB
cana-5280	22	6	and	and	CCONJ
cana-5280	22	7	generate	generate	VERB
cana-5280	22	8	calcium	calcium	NOUN
cana-5280	22	9	carbonate	carbonate	NOUN
cana-5280	22	10	by	by	ADP
cana-5280	22	11	their	their	PRON
cana-5280	22	12	metabolic	metabolic	NOUN
cana-5280	22	13	activity	activity	NOUN
cana-5280	22	14	when	when	SCONJ
cana-5280	22	15	cracks	crack	NOUN
cana-5280	22	16	develop	develop	VERB
cana-5280	22	17	and	and	CCONJ
cana-5280	22	18	water	water	NOUN
cana-5280	22	19	seeps	seep	VERB
cana-5280	22	20	in	in	ADV
cana-5280	22	21	,	,	PUNCT
cana-5280	22	22	therefore	therefore	ADV
cana-5280	22	23	closing	close	VERB
cana-5280	22	24	the	the	DET
cana-5280	22	25	fissures	fissure	NOUN
cana-5280	22	26	and	and	CCONJ
cana-5280	22	27	restoring	restore	VERB
cana-5280	22	28	structural	structural	ADJ
cana-5280	22	29	integrity	integrity	NOUN
cana-5280	22	30	.	.	PUNCT
cana-5280	23	1	development	development	NOUN
cana-5280	23	2	of	of	ADP
cana-5280	23	3	bacterial	bacterial	ADJ
cana-5280	23	4	concrete	concrete	ADJ
cana-5280	23	5	results	result	NOUN
cana-5280	23	6	from	from	ADP
cana-5280	23	7	a	a	DET
cana-5280	23	8	complex	complex	ADJ
cana-5280	23	9	interaction	interaction	NOUN
cana-5280	23	10	of	of	ADP
cana-5280	23	11	mechanical	mechanical	ADJ
cana-5280	23	12	,	,	PUNCT
cana-5280	23	13	chemical	chemical	NOUN
cana-5280	23	14	,	,	PUNCT
cana-5280	23	15	and	and	CCONJ
cana-5280	23	16	biological	biological	ADJ
cana-5280	23	17	elements	element	NOUN
cana-5280	23	18	.	.	PUNCT
cana-5280	24	1	researchers	researcher	NOUN
cana-5280	24	2	have	have	VERB
cana-5280	24	3	to	to	PART
cana-5280	24	4	give	give	VERB
cana-5280	24	5	great	great	ADJ
cana-5280	24	6	thought	thought	NOUN
cana-5280	24	7	to	to	ADP
cana-5280	24	8	bacterial	bacterial	ADJ
cana-5280	24	9	species	specie	NOUN
cana-5280	24	10	choice	choice	NOUN
cana-5280	24	11	,	,	PUNCT
cana-5280	24	12	protective	protective	ADJ
cana-5280	24	13	encapsulation	encapsulation	NOUN
cana-5280	24	14	techniques	technique	NOUN
cana-5280	24	15	,	,	PUNCT
cana-5280	24	16	nutrient	nutrient	NOUN
cana-5280	24	17	content	content	NOUN
cana-5280	24	18	,	,	PUNCT
cana-5280	24	19	concrete	concrete	ADJ
cana-5280	24	20	mix	mix	NOUN
cana-5280	24	21	design	design	NOUN
cana-5280	24	22	,	,	PUNCT
cana-5280	24	23	and	and	CCONJ
cana-5280	24	24	many	many	ADJ
cana-5280	24	25	environmental	environmental	ADJ
cana-5280	24	26	factors	factor	NOUN
cana-5280	24	27	affecting	affect	VERB
cana-5280	24	28	healing	healing	NOUN
cana-5280	24	29	efficacy	efficacy	NOUN
cana-5280	24	30	.	.	PUNCT
cana-5280	25	1	for	for	ADP
cana-5280	25	2	experimental	experimental	ADJ
cana-5280	25	3	research	research	NOUN
cana-5280	25	4	alone	alone	ADV
cana-5280	25	5	,	,	PUNCT
cana-5280	25	6	this	this	DET
cana-5280	25	7	multifarious	multifarious	ADJ
cana-5280	25	8	optimization	optimization	NOUN
cana-5280	25	9	problem	problem	NOUN
cana-5280	25	10	poses	pose	VERB
cana-5280	25	11	great	great	ADJ
cana-5280	25	12	difficulties	difficulty	NOUN
cana-5280	25	13	since	since	SCONJ
cana-5280	25	14	the	the	DET
cana-5280	25	15	number	number	NOUN
cana-5280	25	16	of	of	ADP
cana-5280	25	17	conceivable	conceivable	ADJ
cana-5280	25	18	combinations	combination	NOUN
cana-5280	25	19	becomes	become	VERB
cana-5280	25	20	intolerablely	intolerablely	ADV
cana-5280	25	21	huge	huge	ADJ
cana-5280	25	22	for	for	ADP
cana-5280	25	23	thorough	thorough	ADJ
cana-5280	25	24	laboratory	laboratory	NOUN
cana-5280	25	25	testing	testing	NOUN
cana-5280	25	26	.	.	PUNCT
cana-5280	26	1	furthermore	furthermore	ADV
cana-5280	26	2	challenging	challenge	VERB
cana-5280	26	3	the	the	DET
cana-5280	26	4	evaluation	evaluation	NOUN
cana-5280	26	5	of	of	ADP
cana-5280	26	6	long	long	ADJ
cana-5280	26	7	-	-	PUNCT
cana-5280	26	8	term	term	NOUN
cana-5280	26	9	effectiveness	effectiveness	NOUN
cana-5280	26	10	are	be	AUX
cana-5280	26	11	the	the	DET
cana-5280	26	12	time	time	NOUN
cana-5280	26	13	-	-	PUNCT
cana-5280	26	14	dependent	dependent	ADJ
cana-5280	26	15	character	character	NOUN
cana-5280	26	16	of	of	ADP
cana-5280	26	17	the	the	DET
cana-5280	26	18	healing	healing	NOUN
cana-5280	26	19	process	process	NOUN
cana-5280	26	20	and	and	CCONJ
cana-5280	26	21	the	the	DET
cana-5280	26	22	fluctuations	fluctuation	NOUN
cana-5280	26	23	in	in	ADP
cana-5280	26	24	environmental	environmental	ADJ
cana-5280	26	25	variables	variable	NOUN
cana-5280	26	26	.	.	PUNCT
cana-5280	27	1	artificial	artificial	ADJ
cana-5280	27	2	intelligence	intelligence	NOUN
cana-5280	27	3	methods	method	NOUN
cana-5280	27	4	,	,	PUNCT
cana-5280	27	5	especially	especially	ADV
cana-5280	27	6	artificial	artificial	ADJ
cana-5280	27	7	neural	neural	ADJ
cana-5280	27	8	networks	network	NOUN
cana-5280	27	9	(	(	PUNCT
cana-5280	27	10	anns	anns	PROPN
cana-5280	27	11	)	)	PUNCT
cana-5280	27	12	,	,	PUNCT
cana-5280	27	13	have	have	AUX
cana-5280	27	14	shown	show	VERB
cana-5280	27	15	amazing	amazing	ADJ
cana-5280	27	16	ability	ability	NOUN
cana-5280	27	17	in	in	ADP
cana-5280	27	18	recently	recently	ADV
cana-5280	27	19	developed	develop	VERB
cana-5280	27	20	engineering	engineering	NOUN
cana-5280	27	21	fields	field	NOUN
cana-5280	27	22	to	to	PART
cana-5280	27	23	replicate	replicate	VERB
cana-5280	27	24	intricate	intricate	ADJ
cana-5280	27	25	non	non	ADJ
cana-5280	27	26	-	-	ADJ
cana-5280	27	27	linear	linear	ADJ
cana-5280	27	28	interactions	interaction	NOUN
cana-5280	27	29	across	across	ADP
cana-5280	27	30	several	several	ADJ
cana-5280	27	31	domains	domain	NOUN
cana-5280	27	32	.	.	PUNCT
cana-5280	28	1	without	without	ADP
cana-5280	28	2	explicit	explicit	ADJ
cana-5280	28	3	mathematical	mathematical	ADJ
cana-5280	28	4	definitions	definition	NOUN
cana-5280	28	5	of	of	ADP
cana-5280	28	6	the	the	DET
cana-5280	28	7	fundamental	fundamental	ADJ
cana-5280	28	8	events	event	NOUN
cana-5280	28	9	,	,	PUNCT
cana-5280	28	10	anns	anns	NOUN
cana-5280	28	11	shine	shine	VERB
cana-5280	28	12	in	in	ADP
cana-5280	28	13	pattern	pattern	NOUN
cana-5280	28	14	recognition	recognition	NOUN
cana-5280	28	15	and	and	CCONJ
cana-5280	28	16	may	may	AUX
cana-5280	28	17	efficiently	efficiently	ADV
cana-5280	28	18	capture	capture	VERB
cana-5280	28	19	complex	complex	ADJ
cana-5280	28	20	interactions	interaction	NOUN
cana-5280	28	21	between	between	ADP
cana-5280	28	22	several	several	ADJ
cana-5280	28	23	variables	variable	NOUN
cana-5280	28	24	.	.	PUNCT
cana-5280	29	1	this	this	PRON
cana-5280	29	2	makes	make	VERB
cana-5280	29	3	them	they	PRON
cana-5280	29	4	especially	especially	ADV
cana-5280	29	5	appropriate	appropriate	ADJ
cana-5280	29	6	for	for	ADP
cana-5280	29	7	forecasting	forecast	VERB
cana-5280	29	8	the	the	DET
cana-5280	29	9	performance	performance	NOUN
cana-5280	29	10	of	of	ADP
cana-5280	29	11	complex	complex	ADJ
cana-5280	29	12	materials	material	NOUN
cana-5280	29	13	such	such	ADJ
cana-5280	29	14	bacterial	bacterial	ADJ
cana-5280	29	15	concrete	concrete	NOUN
cana-5280	29	16	,	,	PUNCT
cana-5280	29	17	where	where	SCONJ
cana-5280	29	18	the	the	DET
cana-5280	29	19	variety	variety	NOUN
cana-5280	29	20	of	of	ADP
cana-5280	29	21	interdependent	interdependent	ADJ
cana-5280	29	22	variables	variable	NOUN
cana-5280	29	23	and	and	CCONJ
cana-5280	29	24	non	non	ADJ
cana-5280	29	25	-	-	ADJ
cana-5280	29	26	linear	linear	ADJ
cana-5280	29	27	connections	connection	NOUN
cana-5280	29	28	usually	usually	ADV
cana-5280	29	29	results	result	VERB
cana-5280	29	30	in	in	ADP
cana-5280	29	31	failure	failure	NOUN
cana-5280	29	32	of	of	ADP
cana-5280	29	33	conventional	conventional	ADJ
cana-5280	29	34	predictive	predictive	ADJ
cana-5280	29	35	models	model	NOUN
cana-5280	29	36	.	.	PUNCT
cana-5280	30	1	with	with	ADP
cana-5280	30	2	effective	effective	ADJ
cana-5280	30	3	applications	application	NOUN
cana-5280	30	4	for	for	ADP
cana-5280	30	5	estimating	estimate	VERB
cana-5280	30	6	traditional	traditional	ADJ
cana-5280	30	7	concrete	concrete	ADJ
cana-5280	30	8	parameters	parameter	NOUN
cana-5280	30	9	including	include	VERB
cana-5280	30	10	compressive	compressive	ADJ
cana-5280	30	11	strength	strength	NOUN
cana-5280	30	12	,	,	PUNCT
cana-5280	30	13	workability	workability	NOUN
cana-5280	30	14	,	,	PUNCT
cana-5280	30	15	and	and	CCONJ
cana-5280	30	16	durability	durability	NOUN
cana-5280	30	17	,	,	PUNCT
cana-5280	30	18	anns	ann	NOUN
cana-5280	30	19	are	be	AUX
cana-5280	30	20	increasingly	increasingly	ADV
cana-5280	30	21	being	be	AUX
cana-5280	30	22	used	use	VERB
cana-5280	30	23	in	in	ADP
cana-5280	30	24	concrete	concrete	ADJ
cana-5280	30	25	technology	technology	NOUN
cana-5280	30	26	.	.	PUNCT
cana-5280	31	1	still	still	ADV
cana-5280	31	2	,	,	PUNCT
cana-5280	31	3	there	there	PRON
cana-5280	31	4	is	be	VERB
cana-5280	31	5	a	a	DET
cana-5280	31	6	large	large	ADJ
cana-5280	31	7	research	research	NOUN
cana-5280	31	8	gap	gap	NOUN
cana-5280	31	9	since	since	SCONJ
cana-5280	31	10	the	the	DET
cana-5280	31	11	application	application	NOUN
cana-5280	31	12	of	of	ADP
cana-5280	31	13	these	these	DET
cana-5280	31	14	methods	method	NOUN
cana-5280	31	15	to	to	ADP
cana-5280	31	16	bacterial	bacterial	ADJ
cana-5280	31	17	concrete	concrete	NOUN
cana-5280	31	18	is	be	AUX
cana-5280	31	19	yet	yet	ADV
cana-5280	31	20	mostly	mostly	ADV
cana-5280	31	21	unexplored	unexplored	ADJ
cana-5280	31	22	.	.	PUNCT
cana-5280	32	1	combining	combine	VERB
cana-5280	32	2	machine	machine	NOUN
cana-5280	32	3	learning	learning	NOUN
cana-5280	32	4	methods	method	NOUN
cana-5280	32	5	with	with	ADP
cana-5280	32	6	bacterial	bacterial	ADJ
cana-5280	32	7	concrete	concrete	ADJ
cana-5280	32	8	technology	technology	NOUN
cana-5280	32	9	has	have	VERB
cana-5280	32	10	the	the	DET
cana-5280	32	11	possibility	possibility	NOUN
cana-5280	32	12	to	to	PART
cana-5280	32	13	speed	speed	VERB
cana-5280	32	14	formulation	formulation	NOUN
cana-5280	32	15	optimization	optimization	NOUN
cana-5280	32	16	,	,	PUNCT
cana-5280	32	17	lower	low	ADJ
cana-5280	32	18	experimental	experimental	ADJ
cana-5280	32	19	costs	cost	NOUN
cana-5280	32	20	,	,	PUNCT
cana-5280	32	21	and	and	CCONJ
cana-5280	32	22	improve	improve	VERB
cana-5280	32	23	knowledge	knowledge	NOUN
cana-5280	32	24	of	of	ADP
cana-5280	32	25	the	the	DET
cana-5280	32	26	main	main	ADJ
cana-5280	32	27	aspects	aspect	NOUN
cana-5280	32	28	influencing	influence	VERB
cana-5280	32	29	performance	performance	NOUN
cana-5280	32	30	.	.	PUNCT
cana-5280	33	1	this	this	DET
cana-5280	33	2	work	work	NOUN
cana-5280	33	3	is	be	AUX
cana-5280	33	4	motivated	motivate	VERB
cana-5280	33	5	by	by	ADP
cana-5280	33	6	the	the	DET
cana-5280	33	7	understanding	understanding	NOUN
cana-5280	33	8	that	that	PRON
cana-5280	33	9	accurate	accurate	ADJ
cana-5280	33	10	predictive	predictive	ADJ
cana-5280	33	11	models	model	NOUN
cana-5280	33	12	for	for	ADP
cana-5280	33	13	bacterial	bacterial	ADJ
cana-5280	33	14	concrete	concrete	ADJ
cana-5280	33	15	performance	performance	NOUN
cana-5280	33	16	might	might	AUX
cana-5280	33	17	greatly	greatly	ADV
cana-5280	33	18	hasten	hasten	VERB
cana-5280	33	19	the	the	DET
cana-5280	33	20	transfer	transfer	NOUN
cana-5280	33	21	of	of	ADP
cana-5280	33	22	this	this	DET
cana-5280	33	23	sustainable	sustainable	ADJ
cana-5280	33	24	technology	technology	NOUN
cana-5280	33	25	from	from	ADP
cana-5280	33	26	laboratory	laboratory	NOUN
cana-5280	33	27	environments	environment	NOUN
cana-5280	33	28	to	to	ADP
cana-5280	33	29	useful	useful	ADJ
cana-5280	33	30	field	field	NOUN
cana-5280	33	31	applications	application	NOUN
cana-5280	33	32	.	.	PUNCT
cana-5280	34	1	through	through	ADP
cana-5280	34	2	the	the	DET
cana-5280	34	3	development	development	NOUN
cana-5280	34	4	of	of	ADP
cana-5280	34	5	accurate	accurate	ADJ
cana-5280	34	6	neural	neural	ADJ
cana-5280	34	7	network	network	NOUN
cana-5280	34	8	models	model	NOUN
cana-5280	34	9	capable	capable	ADJ
cana-5280	34	10	of	of	ADP
cana-5280	34	11	predicting	predict	VERB
cana-5280	34	12	important	important	ADJ
cana-5280	34	13	performance	performance	NOUN
cana-5280	34	14	criteria	criterion	NOUN
cana-5280	34	15	including	include	VERB
cana-5280	34	16	compressive	compressive	ADJ
cana-5280	34	17	strength	strength	NOUN
cana-5280	34	18	,	,	PUNCT
cana-5280	34	19	crackhealing	crackheale	VERB
cana-5280	34	20	efficiency	efficiency	NOUN
cana-5280	34	21	,	,	PUNCT
cana-5280	34	22	water	water	NOUN
cana-5280	34	23	permeability	permeability	NOUN
cana-5280	34	24	,	,	PUNCT
cana-5280	34	25	and	and	CCONJ
cana-5280	34	26	durability	durability	NOUN
cana-5280	34	27	properties	property	NOUN
cana-5280	34	28	,	,	PUNCT
cana-5280	34	29	researchers	researcher	NOUN
cana-5280	34	30	and	and	CCONJ
cana-5280	34	31	engineers	engineer	NOUN
cana-5280	34	32	can	can	AUX
cana-5280	34	33	more	more	ADV
cana-5280	34	34	effectively	effectively	ADV
cana-5280	34	35	negotiate	negotiate	VERB
cana-5280	34	36	the	the	DET
cana-5280	34	37	large	large	ADJ
cana-5280	34	38	design	design	NOUN
cana-5280	34	39	space	space	NOUN
cana-5280	34	40	of	of	ADP
cana-5280	34	41	possible	possible	ADJ
cana-5280	34	42	bacterial	bacterial	ADJ
cana-5280	34	43	concrete	concrete	ADJ
cana-5280	34	44	formulations	formulation	NOUN
cana-5280	34	45	without	without	ADP
cana-5280	34	46	complete	complete	ADJ
cana-5280	34	47	experimental	experimental	ADJ
cana-5280	34	48	campaigns	campaign	NOUN
cana-5280	34	49	.	.	PUNCT
cana-5280	35	1	moreover	moreover	ADV
cana-5280	35	2	,	,	PUNCT
cana-5280	35	3	the	the	DET
cana-5280	35	4	building	building	NOUN
cana-5280	35	5	sector	sector	NOUN
cana-5280	35	6	is	be	AUX
cana-5280	35	7	at	at	ADP
cana-5280	35	8	a	a	DET
cana-5280	35	9	turning	turning	NOUN
cana-5280	35	10	point	point	NOUN
cana-5280	35	11	where	where	SCONJ
cana-5280	35	12	design	design	NOUN
cana-5280	35	13	choices	choice	NOUN
cana-5280	35	14	and	and	CCONJ
cana-5280	35	15	material	material	NOUN
cana-5280	35	16	choice	choice	NOUN
cana-5280	35	17	are	be	AUX
cana-5280	35	18	being	be	AUX
cana-5280	35	19	driven	drive	VERB
cana-5280	35	20	by	by	ADP
cana-5280	35	21	sustainability	sustainability	NOUN
cana-5280	35	22	issues	issue	NOUN
cana-5280	35	23	more	more	ADV
cana-5280	35	24	and	and	CCONJ
cana-5280	35	25	more	more	ADJ
cana-5280	35	26	.	.	PUNCT
cana-5280	36	1	by	by	ADP
cana-5280	36	2	providing	provide	VERB
cana-5280	36	3	improved	improved	ADJ
cana-5280	36	4	durability	durability	NOUN
cana-5280	36	5	,	,	PUNCT
cana-5280	36	6	lower	low	ADJ
cana-5280	36	7	maintenance	maintenance	NOUN
cana-5280	36	8	needs	need	NOUN
cana-5280	36	9	,	,	PUNCT
cana-5280	36	10	and	and	CCONJ
cana-5280	36	11	maybe	maybe	ADV
cana-5280	36	12	smaller	small	ADJ
cana-5280	36	13	lifetime	lifetime	NOUN
cana-5280	36	14	carbon	carbon	NOUN
cana-5280	36	15	footprints	footprint	NOUN
cana-5280	36	16	than	than	ADP
cana-5280	36	17	traditional	traditional	ADJ
cana-5280	36	18	concrete	concrete	NOUN
cana-5280	36	19	,	,	PUNCT
cana-5280	36	20	bacterial	bacterial	ADJ
cana-5280	36	21	concrete	concrete	NOUN
cana-5280	36	22	exactly	exactly	ADV
cana-5280	36	23	corresponds	correspond	VERB
cana-5280	36	24	with	with	ADP
cana-5280	36	25	these	these	DET
cana-5280	36	26	sustainability	sustainability	NOUN
cana-5280	36	27	goals	goal	NOUN
cana-5280	36	28	.	.	PUNCT
cana-5280	37	1	but	but	CCONJ
cana-5280	37	2	questions	question	NOUN
cana-5280	37	3	about	about	ADP
cana-5280	37	4	long	long	ADJ
cana-5280	37	5	-	-	PUNCT
cana-5280	37	6	term	term	NOUN
cana-5280	37	7	performance	performance	NOUN
cana-5280	37	8	and	and	CCONJ
cana-5280	37	9	ideal	ideal	ADJ
cana-5280	37	10	mixing	mixing	NOUN
cana-5280	37	11	proportioning	proportioning	NOUN
cana-5280	37	12	have	have	AUX
cana-5280	37	13	hampered	hamper	VERB
cana-5280	37	14	the	the	DET
cana-5280	37	15	general	general	ADJ
cana-5280	37	16	acceptance	acceptance	NOUN
cana-5280	37	17	of	of	ADP
cana-5280	37	18	this	this	DET
cana-5280	37	19	novel	novel	ADJ
cana-5280	37	20	substance	substance	NOUN
cana-5280	37	21	.	.	PUNCT
cana-5280	38	1	by	by	ADP
cana-5280	38	2	generating	generate	VERB
cana-5280	38	3	consistent	consistent	ADJ
cana-5280	38	4	projections	projection	NOUN
cana-5280	38	5	of	of	ADP
cana-5280	38	6	performance	performance	NOUN
cana-5280	38	7	measures	measure	NOUN
cana-5280	38	8	under	under	ADP
cana-5280	38	9	several	several	ADJ
cana-5280	38	10	situations	situation	NOUN
cana-5280	38	11	communications	communication	NOUN
cana-5280	38	12	on	on	ADP
cana-5280	38	13	applied	apply	VERB
cana-5280	38	14	nonlinear	nonlinear	ADJ
cana-5280	38	15	analysis	analysis	NOUN
cana-5280	38	16	issn	issn	NOUN
cana-5280	38	17	:	:	PUNCT
cana-5280	38	18	1074	1074	NUM
cana-5280	38	19	-	-	PUNCT
cana-5280	38	20	133x	133x	NUM
cana-5280	38	21	vol	vol	VERB
cana-5280	38	22	32	32	NUM
cana-5280	38	23	no	no	NOUN
cana-5280	38	24	.	.	PUNCT
cana-5280	39	1	10s	10	NOUN
cana-5280	39	2	(	(	PUNCT
cana-5280	39	3	2025	2025	NUM
cana-5280	39	4	)	)	PUNCT
cana-5280	39	5	1707	1707	NUM
cana-5280	39	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	39	7	and	and	CCONJ
cana-5280	39	8	mixture	mixture	NOUN
cana-5280	39	9	compositions	composition	NOUN
cana-5280	39	10	,	,	PUNCT
cana-5280	39	11	predictive	predictive	ADJ
cana-5280	39	12	modeling	modeling	NOUN
cana-5280	39	13	using	use	VERB
cana-5280	39	14	anns	ann	NOUN
cana-5280	39	15	can	can	AUX
cana-5280	39	16	help	help	VERB
cana-5280	39	17	to	to	PART
cana-5280	39	18	overcome	overcome	VERB
cana-5280	39	19	these	these	DET
cana-5280	39	20	uncertainties	uncertainty	NOUN
cana-5280	39	21	.	.	PUNCT
cana-5280	40	1	prior	prior	ADJ
cana-5280	40	2	studies	study	NOUN
cana-5280	40	3	on	on	ADP
cana-5280	40	4	bacterial	bacterial	ADJ
cana-5280	40	5	concrete	concrete	NOUN
cana-5280	40	6	have	have	AUX
cana-5280	40	7	mostly	mostly	ADV
cana-5280	40	8	concentrated	concentrate	VERB
cana-5280	40	9	on	on	ADP
cana-5280	40	10	experimental	experimental	ADJ
cana-5280	40	11	characterisation	characterisation	NOUN
cana-5280	40	12	and	and	CCONJ
cana-5280	40	13	formulation	formulation	NOUN
cana-5280	40	14	optimization	optimization	NOUN
cana-5280	40	15	under	under	ADP
cana-5280	40	16	controlled	control	VERB
cana-5280	40	17	laboratory	laboratory	NOUN
cana-5280	40	18	settings	setting	NOUN
cana-5280	40	19	.	.	PUNCT
cana-5280	41	1	due	due	ADP
cana-5280	41	2	to	to	ADP
cana-5280	41	3	funding	funding	NOUN
cana-5280	41	4	limitations	limitation	NOUN
cana-5280	41	5	,	,	PUNCT
cana-5280	41	6	these	these	DET
cana-5280	41	7	studies	study	NOUN
cana-5280	41	8	usually	usually	ADV
cana-5280	41	9	look	look	VERB
cana-5280	41	10	at	at	ADP
cana-5280	41	11	a	a	DET
cana-5280	41	12	small	small	ADJ
cana-5280	41	13	number	number	NOUN
cana-5280	41	14	of	of	ADP
cana-5280	41	15	variables	variable	NOUN
cana-5280	41	16	and	and	CCONJ
cana-5280	41	17	mixture	mixture	NOUN
cana-5280	41	18	combinations	combination	NOUN
cana-5280	41	19	even	even	ADV
cana-5280	41	20	if	if	SCONJ
cana-5280	41	21	they	they	PRON
cana-5280	41	22	have	have	AUX
cana-5280	41	23	produced	produce	VERB
cana-5280	41	24	insightful	insightful	ADJ
cana-5280	41	25	analysis	analysis	NOUN
cana-5280	41	26	of	of	ADP
cana-5280	41	27	healing	healing	NOUN
cana-5280	41	28	mechanisms	mechanism	NOUN
cana-5280	41	29	and	and	CCONJ
cana-5280	41	30	relevant	relevant	ADJ
cana-5280	41	31	elements	element	NOUN
cana-5280	41	32	.	.	PUNCT
cana-5280	42	1	although	although	SCONJ
cana-5280	42	2	strictly	strictly	ADV
cana-5280	42	3	scientific	scientific	ADJ
cana-5280	42	4	,	,	PUNCT
cana-5280	42	5	this	this	DET
cana-5280	42	6	method	method	NOUN
cana-5280	42	7	is	be	AUX
cana-5280	42	8	not	not	PART
cana-5280	42	9	enough	enough	ADJ
cana-5280	42	10	to	to	PART
cana-5280	42	11	fully	fully	ADV
cana-5280	42	12	map	map	VERB
cana-5280	42	13	the	the	DET
cana-5280	42	14	performance	performance	NOUN
cana-5280	42	15	terrain	terrain	NOUN
cana-5280	42	16	throughout	throughout	ADP
cana-5280	42	17	the	the	DET
cana-5280	42	18	whole	whole	ADJ
cana-5280	42	19	range	range	NOUN
cana-5280	42	20	of	of	ADP
cana-5280	42	21	feasible	feasible	ADJ
cana-5280	42	22	formulations	formulation	NOUN
cana-5280	42	23	.	.	PUNCT
cana-5280	43	1	by	by	ADP
cana-5280	43	2	using	use	VERB
cana-5280	43	3	current	current	ADJ
cana-5280	43	4	experimental	experimental	ADJ
cana-5280	43	5	data	datum	NOUN
cana-5280	43	6	to	to	PART
cana-5280	43	7	develop	develop	VERB
cana-5280	43	8	prediction	prediction	NOUN
cana-5280	43	9	models	model	NOUN
cana-5280	43	10	that	that	PRON
cana-5280	43	11	may	may	AUX
cana-5280	43	12	interpolate	interpolate	VERB
cana-5280	43	13	performance	performance	NOUN
cana-5280	43	14	across	across	ADP
cana-5280	43	15	untested	untested	ADJ
cana-5280	43	16	formulations	formulation	NOUN
cana-5280	43	17	and	and	CCONJ
cana-5280	43	18	lead	lead	VERB
cana-5280	43	19	future	future	ADJ
cana-5280	43	20	experimental	experimental	ADJ
cana-5280	43	21	efforts	effort	NOUN
cana-5280	43	22	toward	toward	ADP
cana-5280	43	23	the	the	DET
cana-5280	43	24	most	most	ADV
cana-5280	43	25	promising	promising	ADJ
cana-5280	43	26	areas	area	NOUN
cana-5280	43	27	of	of	ADP
cana-5280	43	28	the	the	DET
cana-5280	43	29	design	design	NOUN
cana-5280	43	30	space	space	NOUN
cana-5280	43	31	,	,	PUNCT
cana-5280	43	32	neural	neural	ADJ
cana-5280	43	33	network	network	NOUN
cana-5280	43	34	modeling	modeling	NOUN
cana-5280	43	35	provides	provide	VERB
cana-5280	43	36	a	a	DET
cana-5280	43	37	supplementary	supplementary	ADJ
cana-5280	43	38	method	method	NOUN
cana-5280	43	39	.	.	PUNCT
cana-5280	44	1	ann	ann	PROPN
cana-5280	44	2	applications	application	NOUN
cana-5280	44	3	to	to	ADP
cana-5280	44	4	bacterial	bacterial	ADJ
cana-5280	44	5	concrete	concrete	ADJ
cana-5280	44	6	performance	performance	NOUN
cana-5280	44	7	prediction	prediction	NOUN
cana-5280	44	8	combine	combine	VERB
cana-5280	44	9	materials	material	NOUN
cana-5280	44	10	science	science	NOUN
cana-5280	44	11	,	,	PUNCT
cana-5280	44	12	microbiology	microbiology	NOUN
cana-5280	44	13	,	,	PUNCT
cana-5280	44	14	civil	civil	ADJ
cana-5280	44	15	engineering	engineering	NOUN
cana-5280	44	16	,	,	PUNCT
cana-5280	44	17	and	and	CCONJ
cana-5280	44	18	computer	computer	NOUN
cana-5280	44	19	science	science	NOUN
cana-5280	44	20	.	.	PUNCT
cana-5280	45	1	this	this	DET
cana-5280	45	2	multidisciplinary	multidisciplinary	ADJ
cana-5280	45	3	approach	approach	NOUN
cana-5280	45	4	captures	capture	VERB
cana-5280	45	5	the	the	DET
cana-5280	45	6	changing	change	VERB
cana-5280	45	7	character	character	NOUN
cana-5280	45	8	of	of	ADP
cana-5280	45	9	building	building	NOUN
cana-5280	45	10	materials	material	NOUN
cana-5280	45	11	research	research	NOUN
cana-5280	45	12	,	,	PUNCT
cana-5280	45	13	in	in	ADP
cana-5280	45	14	which	which	PRON
cana-5280	45	15	sophisticated	sophisticated	ADJ
cana-5280	45	16	materials	material	NOUN
cana-5280	45	17	challenges	challenge	NOUN
cana-5280	45	18	are	be	AUX
cana-5280	45	19	increasingly	increasingly	ADV
cana-5280	45	20	addressed	address	VERB
cana-5280	45	21	using	use	VERB
cana-5280	45	22	advanced	advanced	ADJ
cana-5280	45	23	computational	computational	ADJ
cana-5280	45	24	methods	method	NOUN
cana-5280	45	25	.	.	PUNCT
cana-5280	46	1	researchers	researcher	NOUN
cana-5280	46	2	can	can	AUX
cana-5280	46	3	find	find	VERB
cana-5280	46	4	non	non	ADJ
cana-5280	46	5	-	-	ADJ
cana-5280	46	6	obvious	obvious	ADJ
cana-5280	46	7	links	link	NOUN
cana-5280	46	8	between	between	ADP
cana-5280	46	9	formulation	formulation	NOUN
cana-5280	46	10	parameters	parameter	NOUN
cana-5280	46	11	and	and	CCONJ
cana-5280	46	12	performance	performance	NOUN
cana-5280	46	13	outcomes	outcome	NOUN
cana-5280	46	14	by	by	ADP
cana-5280	46	15	using	use	VERB
cana-5280	46	16	the	the	DET
cana-5280	46	17	pattern	pattern	NOUN
cana-5280	46	18	recognition	recognition	NOUN
cana-5280	46	19	powers	power	NOUN
cana-5280	46	20	of	of	ADP
cana-5280	46	21	neural	neural	ADJ
cana-5280	46	22	networks	network	NOUN
cana-5280	46	23	,	,	PUNCT
cana-5280	46	24	so	so	ADV
cana-5280	46	25	possibly	possibly	ADV
cana-5280	46	26	generating	generate	VERB
cana-5280	46	27	creative	creative	ADJ
cana-5280	46	28	mixture	mixture	NOUN
cana-5280	46	29	designs	design	NOUN
cana-5280	46	30	that	that	PRON
cana-5280	46	31	might	might	AUX
cana-5280	46	32	not	not	PART
cana-5280	46	33	have	have	AUX
cana-5280	46	34	been	be	AUX
cana-5280	46	35	found	find	VERB
cana-5280	46	36	using	use	VERB
cana-5280	46	37	conventional	conventional	ADJ
cana-5280	46	38	experimental	experimental	ADJ
cana-5280	46	39	methods	method	NOUN
cana-5280	46	40	by	by	ADP
cana-5280	46	41	themselves	themselves	PRON
cana-5280	46	42	.	.	PUNCT
cana-5280	47	1	through	through	ADP
cana-5280	47	2	sensitivity	sensitivity	NOUN
cana-5280	47	3	analysis	analysis	NOUN
cana-5280	47	4	,	,	PUNCT
cana-5280	47	5	neural	neural	ADJ
cana-5280	47	6	network	network	NOUN
cana-5280	47	7	models	model	NOUN
cana-5280	47	8	can	can	AUX
cana-5280	47	9	also	also	ADV
cana-5280	47	10	offer	offer	VERB
cana-5280	47	11	insightful	insightful	ADJ
cana-5280	47	12	analysis	analysis	NOUN
cana-5280	47	13	of	of	ADP
cana-5280	47	14	the	the	DET
cana-5280	47	15	relative	relative	ADJ
cana-5280	47	16	relevance	relevance	NOUN
cana-5280	47	17	of	of	ADP
cana-5280	47	18	various	various	ADJ
cana-5280	47	19	formulation	formulation	NOUN
cana-5280	47	20	variables	variable	NOUN
cana-5280	47	21	in	in	ADP
cana-5280	47	22	addition	addition	NOUN
cana-5280	47	23	to	to	ADP
cana-5280	47	24	performance	performance	NOUN
cana-5280	47	25	prediction	prediction	NOUN
cana-5280	47	26	.	.	PUNCT
cana-5280	48	1	through	through	ADP
cana-5280	48	2	the	the	DET
cana-5280	48	3	quantification	quantification	NOUN
cana-5280	48	4	of	of	ADP
cana-5280	48	5	how	how	SCONJ
cana-5280	48	6	particular	particular	ADJ
cana-5280	48	7	inputs	input	NOUN
cana-5280	48	8	(	(	PUNCT
cana-5280	48	9	e.g.	e.g.	ADV
cana-5280	48	10	,	,	PUNCT
cana-5280	48	11	bacterial	bacterial	ADJ
cana-5280	48	12	concentration	concentration	NOUN
cana-5280	48	13	,	,	PUNCT
cana-5280	48	14	type	type	NOUN
cana-5280	48	15	of	of	ADP
cana-5280	48	16	nutrient	nutrient	NOUN
cana-5280	48	17	,	,	PUNCT
cana-5280	48	18	carrier	carrier	NOUN
cana-5280	48	19	material	material	NOUN
cana-5280	48	20	)	)	PUNCT
cana-5280	48	21	affect	affect	VERB
cana-5280	48	22	expected	expect	VERB
cana-5280	48	23	outputs	output	NOUN
cana-5280	48	24	(	(	PUNCT
cana-5280	48	25	e.g.	e.g.	ADV
cana-5280	48	26	,	,	PUNCT
cana-5280	48	27	healing	healing	NOUN
cana-5280	48	28	efficiency	efficiency	NOUN
cana-5280	48	29	,	,	PUNCT
cana-5280	48	30	strength	strength	NOUN
cana-5280	48	31	development	development	NOUN
cana-5280	48	32	)	)	PUNCT
cana-5280	48	33	,	,	PUNCT
cana-5280	48	34	researchers	researcher	NOUN
cana-5280	48	35	can	can	AUX
cana-5280	48	36	determine	determine	VERB
cana-5280	48	37	the	the	DET
cana-5280	48	38	most	most	ADV
cana-5280	48	39	important	important	ADJ
cana-5280	48	40	factors	factor	NOUN
cana-5280	48	41	and	and	CCONJ
cana-5280	48	42	distribute	distribute	VERB
cana-5280	48	43	study	study	NOUN
cana-5280	48	44	resources	resource	NOUN
cana-5280	48	45	accordingly	accordingly	ADV
cana-5280	48	46	.	.	PUNCT
cana-5280	49	1	beyond	beyond	ADP
cana-5280	49	2	simple	simple	ADJ
cana-5280	49	3	prediction	prediction	NOUN
cana-5280	49	4	,	,	PUNCT
cana-5280	49	5	this	this	DET
cana-5280	49	6	knowledge	knowledge	NOUN
cana-5280	49	7	-	-	PUNCT
cana-5280	49	8	discovery	discovery	NOUN
cana-5280	49	9	feature	feature	NOUN
cana-5280	49	10	of	of	ADP
cana-5280	49	11	neural	neural	ADJ
cana-5280	49	12	network	network	NOUN
cana-5280	49	13	modeling	modeling	NOUN
cana-5280	49	14	provides	provide	VERB
cana-5280	49	15	deeper	deep	ADJ
cana-5280	49	16	insight	insight	NOUN
cana-5280	49	17	of	of	ADP
cana-5280	49	18	the	the	DET
cana-5280	49	19	basic	basic	ADJ
cana-5280	49	20	interactions	interaction	NOUN
cana-5280	49	21	controlling	control	VERB
cana-5280	49	22	bacterial	bacterial	ADJ
cana-5280	49	23	physical	physical	ADJ
cana-5280	49	24	behavior	behavior	NOUN
cana-5280	49	25	.	.	PUNCT
cana-5280	50	1	by	by	ADP
cana-5280	50	2	means	mean	NOUN
cana-5280	50	3	of	of	ADP
cana-5280	50	4	strong	strong	ADJ
cana-5280	50	5	neural	neural	ADJ
cana-5280	50	6	network	network	NOUN
cana-5280	50	7	models	model	NOUN
cana-5280	50	8	for	for	ADP
cana-5280	50	9	performance	performance	NOUN
cana-5280	50	10	prediction	prediction	NOUN
cana-5280	50	11	,	,	PUNCT
cana-5280	50	12	the	the	DET
cana-5280	50	13	presented	present	VERB
cana-5280	50	14	research	research	NOUN
cana-5280	50	15	in	in	ADP
cana-5280	50	16	this	this	DET
cana-5280	50	17	paper	paper	NOUN
cana-5280	50	18	seeks	seek	VERB
cana-5280	50	19	to	to	PART
cana-5280	50	20	close	close	VERB
cana-5280	50	21	the	the	DET
cana-5280	50	22	distance	distance	NOUN
cana-5280	50	23	between	between	ADP
cana-5280	50	24	experimental	experimental	ADJ
cana-5280	50	25	bacterial	bacterial	ADJ
cana-5280	50	26	concrete	concrete	ADJ
cana-5280	50	27	research	research	NOUN
cana-5280	50	28	and	and	CCONJ
cana-5280	50	29	computational	computational	ADJ
cana-5280	50	30	materials	material	NOUN
cana-5280	50	31	design	design	NOUN
cana-5280	50	32	.	.	PUNCT
cana-5280	51	1	this	this	DET
cana-5280	51	2	work	work	NOUN
cana-5280	51	3	aims	aim	VERB
cana-5280	51	4	to	to	PART
cana-5280	51	5	prove	prove	VERB
cana-5280	51	6	anns	anns	NOUN
cana-5280	51	7	as	as	ADP
cana-5280	51	8	useful	useful	ADJ
cana-5280	51	9	tools	tool	NOUN
cana-5280	51	10	in	in	ADP
cana-5280	51	11	the	the	DET
cana-5280	51	12	toolset	toolset	NOUN
cana-5280	51	13	of	of	ADP
cana-5280	51	14	bacterial	bacterial	ADJ
cana-5280	51	15	concrete	concrete	ADJ
cana-5280	51	16	researchers	researcher	NOUN
cana-5280	51	17	by	by	ADP
cana-5280	51	18	means	mean	NOUN
cana-5280	51	19	of	of	ADP
cana-5280	51	20	thorough	thorough	ADJ
cana-5280	51	21	data	datum	NOUN
cana-5280	51	22	collecting	collecting	NOUN
cana-5280	51	23	,	,	PUNCT
cana-5280	51	24	meticulous	meticulous	ADJ
cana-5280	51	25	model	model	NOUN
cana-5280	51	26	creation	creation	NOUN
cana-5280	51	27	,	,	PUNCT
cana-5280	51	28	rigorous	rigorous	ADJ
cana-5280	51	29	validation	validation	NOUN
cana-5280	51	30	,	,	PUNCT
cana-5280	51	31	and	and	CCONJ
cana-5280	51	32	insightful	insightful	ADJ
cana-5280	51	33	analysis	analysis	NOUN
cana-5280	51	34	.	.	PUNCT
cana-5280	52	1	accelerating	accelerate	VERB
cana-5280	52	2	the	the	DET
cana-5280	52	3	optimization	optimization	NOUN
cana-5280	52	4	and	and	CCONJ
cana-5280	52	5	practical	practical	ADJ
cana-5280	52	6	application	application	NOUN
cana-5280	52	7	of	of	ADP
cana-5280	52	8	this	this	DET
cana-5280	52	9	exciting	exciting	ADJ
cana-5280	52	10	sustainable	sustainable	ADJ
cana-5280	52	11	building	building	NOUN
cana-5280	52	12	material	material	NOUN
cana-5280	52	13	will	will	AUX
cana-5280	52	14	help	help	VERB
cana-5280	52	15	to	to	PART
cana-5280	52	16	further	further	VERB
cana-5280	52	17	more	more	ADV
cana-5280	52	18	general	general	ADJ
cana-5280	52	19	goals	goal	NOUN
cana-5280	52	20	of	of	ADP
cana-5280	52	21	improving	improve	VERB
cana-5280	52	22	infrastructure	infrastructure	NOUN
cana-5280	52	23	durability	durability	NOUN
cana-5280	52	24	and	and	CCONJ
cana-5280	52	25	lowering	lower	VERB
cana-5280	52	26	the	the	DET
cana-5280	52	27	environmental	environmental	ADJ
cana-5280	52	28	impact	impact	NOUN
cana-5280	52	29	of	of	ADP
cana-5280	52	30	the	the	DET
cana-5280	52	31	building	building	NOUN
cana-5280	52	32	sector	sector	NOUN
cana-5280	52	33	.	.	PUNCT
cana-5280	53	1	2	2	X
cana-5280	53	2	.	.	X
cana-5280	53	3	objectives	objective	VERB
cana-5280	53	4	the	the	DET
cana-5280	53	5	primary	primary	ADJ
cana-5280	53	6	objectives	objective	NOUN
cana-5280	53	7	of	of	ADP
cana-5280	53	8	this	this	DET
cana-5280	53	9	research	research	NOUN
cana-5280	53	10	are	be	AUX
cana-5280	53	11	:	:	PUNCT
cana-5280	53	12	1	1	X
cana-5280	53	13	.	.	X
cana-5280	53	14	to	to	PART
cana-5280	53	15	develop	develop	VERB
cana-5280	53	16	and	and	CCONJ
cana-5280	53	17	validate	validate	VERB
cana-5280	53	18	artificial	artificial	ADJ
cana-5280	53	19	neural	neural	ADJ
cana-5280	53	20	network	network	NOUN
cana-5280	53	21	models	model	NOUN
cana-5280	53	22	capable	capable	ADJ
cana-5280	53	23	of	of	ADP
cana-5280	53	24	accurately	accurately	ADV
cana-5280	53	25	predicting	predict	VERB
cana-5280	53	26	key	key	ADJ
cana-5280	53	27	performance	performance	NOUN
cana-5280	53	28	parameters	parameter	NOUN
cana-5280	53	29	of	of	ADP
cana-5280	53	30	bacterial	bacterial	ADJ
cana-5280	53	31	concrete	concrete	NOUN
cana-5280	53	32	,	,	PUNCT
cana-5280	53	33	including	include	VERB
cana-5280	53	34	compressive	compressive	ADJ
cana-5280	53	35	strength	strength	NOUN
cana-5280	53	36	,	,	PUNCT
cana-5280	53	37	crack	crack	NOUN
cana-5280	53	38	-	-	PUNCT
cana-5280	53	39	healing	healing	NOUN
cana-5280	53	40	efficiency	efficiency	NOUN
cana-5280	53	41	,	,	PUNCT
cana-5280	53	42	water	water	NOUN
cana-5280	53	43	permeability	permeability	NOUN
cana-5280	53	44	,	,	PUNCT
cana-5280	53	45	and	and	CCONJ
cana-5280	53	46	durability	durability	NOUN
cana-5280	53	47	characteristics	characteristic	NOUN
cana-5280	53	48	,	,	PUNCT
cana-5280	53	49	based	base	VERB
cana-5280	53	50	on	on	ADP
cana-5280	53	51	formulation	formulation	NOUN
cana-5280	53	52	variables	variable	NOUN
cana-5280	53	53	and	and	CCONJ
cana-5280	53	54	environmental	environmental	ADJ
cana-5280	53	55	conditions	condition	NOUN
cana-5280	53	56	.	.	PUNCT
cana-5280	54	1	communications	communication	NOUN
cana-5280	54	2	on	on	ADP
cana-5280	54	3	applied	apply	VERB
cana-5280	54	4	nonlinear	nonlinear	ADJ
cana-5280	54	5	analysis	analysis	NOUN
cana-5280	54	6	issn	issn	NOUN
cana-5280	54	7	:	:	PUNCT
cana-5280	54	8	1074	1074	NUM
cana-5280	54	9	-	-	PUNCT
cana-5280	54	10	133x	133x	NUM
cana-5280	54	11	vol	vol	VERB
cana-5280	54	12	32	32	NUM
cana-5280	54	13	no	no	NOUN
cana-5280	54	14	.	.	PUNCT
cana-5280	55	1	10s	10	NOUN
cana-5280	55	2	(	(	PUNCT
cana-5280	55	3	2025	2025	NUM
cana-5280	55	4	)	)	PUNCT
cana-5280	55	5	1708	1708	NUM
cana-5280	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	55	7	2	2	NUM
cana-5280	55	8	.	.	PUNCT
cana-5280	55	9	to	to	PART
cana-5280	55	10	identify	identify	VERB
cana-5280	55	11	and	and	CCONJ
cana-5280	55	12	quantify	quantify	VERB
cana-5280	55	13	the	the	DET
cana-5280	55	14	relative	relative	ADJ
cana-5280	55	15	influence	influence	NOUN
cana-5280	55	16	of	of	ADP
cana-5280	55	17	various	various	ADJ
cana-5280	55	18	input	input	NOUN
cana-5280	55	19	parameters	parameter	NOUN
cana-5280	55	20	(	(	PUNCT
cana-5280	55	21	bacterial	bacterial	ADJ
cana-5280	55	22	species	specie	NOUN
cana-5280	55	23	,	,	PUNCT
cana-5280	55	24	concentration	concentration	NOUN
cana-5280	55	25	,	,	PUNCT
cana-5280	55	26	carrier	carrier	NOUN
cana-5280	55	27	type	type	NOUN
cana-5280	55	28	,	,	PUNCT
cana-5280	55	29	nutrient	nutrient	NOUN
cana-5280	55	30	composition	composition	NOUN
cana-5280	55	31	,	,	PUNCT
cana-5280	55	32	concrete	concrete	ADJ
cana-5280	55	33	mixture	mixture	NOUN
cana-5280	55	34	proportions	proportion	NOUN
cana-5280	55	35	,	,	PUNCT
cana-5280	55	36	curing	cure	VERB
cana-5280	55	37	conditions	condition	NOUN
cana-5280	55	38	,	,	PUNCT
cana-5280	55	39	etc	etc	X
cana-5280	55	40	.	.	X
cana-5280	55	41	)	)	PUNCT
cana-5280	55	42	on	on	ADP
cana-5280	55	43	bacterial	bacterial	ADJ
cana-5280	55	44	concrete	concrete	ADJ
cana-5280	55	45	performance	performance	NOUN
cana-5280	55	46	through	through	ADP
cana-5280	55	47	sensitivity	sensitivity	NOUN
cana-5280	55	48	analysis	analysis	NOUN
cana-5280	55	49	of	of	ADP
cana-5280	55	50	the	the	DET
cana-5280	55	51	trained	train	VERB
cana-5280	55	52	neural	neural	ADJ
cana-5280	55	53	network	network	NOUN
cana-5280	55	54	models	model	NOUN
cana-5280	55	55	.	.	PUNCT
cana-5280	56	1	3	3	X
cana-5280	56	2	.	.	PUNCT
cana-5280	56	3	to	to	PART
cana-5280	56	4	establish	establish	VERB
cana-5280	56	5	a	a	DET
cana-5280	56	6	computational	computational	ADJ
cana-5280	56	7	framework	framework	NOUN
cana-5280	56	8	that	that	PRON
cana-5280	56	9	can	can	AUX
cana-5280	56	10	guide	guide	VERB
cana-5280	56	11	the	the	DET
cana-5280	56	12	optimization	optimization	NOUN
cana-5280	56	13	of	of	ADP
cana-5280	56	14	bacterial	bacterial	ADJ
cana-5280	56	15	concrete	concrete	ADJ
cana-5280	56	16	formulations	formulation	NOUN
cana-5280	56	17	for	for	ADP
cana-5280	56	18	specific	specific	ADJ
cana-5280	56	19	applications	application	NOUN
cana-5280	56	20	,	,	PUNCT
cana-5280	56	21	thereby	thereby	ADV
cana-5280	56	22	reducing	reduce	VERB
cana-5280	56	23	the	the	DET
cana-5280	56	24	experimental	experimental	ADJ
cana-5280	56	25	effort	effort	NOUN
cana-5280	56	26	required	require	VERB
cana-5280	56	27	for	for	ADP
cana-5280	56	28	development	development	NOUN
cana-5280	56	29	and	and	CCONJ
cana-5280	56	30	accelerating	accelerate	VERB
cana-5280	56	31	the	the	DET
cana-5280	56	32	practical	practical	ADJ
cana-5280	56	33	implementation	implementation	NOUN
cana-5280	56	34	of	of	ADP
cana-5280	56	35	this	this	DET
cana-5280	56	36	sustainable	sustainable	ADJ
cana-5280	56	37	construction	construction	NOUN
cana-5280	56	38	material	material	NOUN
cana-5280	56	39	.	.	PUNCT
cana-5280	57	1	3	3	X
cana-5280	57	2	.	.	X
cana-5280	57	3	scope	scope	NOUN
cana-5280	57	4	artificial	artificial	ADJ
cana-5280	57	5	neural	neural	ADJ
cana-5280	57	6	network	network	NOUN
cana-5280	57	7	models	model	NOUN
cana-5280	57	8	for	for	ADP
cana-5280	57	9	bacterial	bacterial	ADJ
cana-5280	57	10	concrete	concrete	ADJ
cana-5280	57	11	performance	performance	NOUN
cana-5280	57	12	prediction	prediction	NOUN
cana-5280	57	13	are	be	AUX
cana-5280	57	14	developed	develop	VERB
cana-5280	57	15	,	,	PUNCT
cana-5280	57	16	trained	train	VERB
cana-5280	57	17	,	,	PUNCT
cana-5280	57	18	validated	validate	VERB
cana-5280	57	19	,	,	PUNCT
cana-5280	57	20	and	and	CCONJ
cana-5280	57	21	applied	apply	VERB
cana-5280	57	22	in	in	ADP
cana-5280	57	23	this	this	DET
cana-5280	57	24	work	work	NOUN
cana-5280	57	25	.	.	PUNCT
cana-5280	58	1	covering	cover	VERB
cana-5280	58	2	many	many	ADJ
cana-5280	58	3	bacterial	bacterial	ADJ
cana-5280	58	4	species	specie	NOUN
cana-5280	58	5	(	(	PUNCT
cana-5280	58	6	mostly	mostly	ADV
cana-5280	58	7	bacillus	bacillus	NOUN
cana-5280	58	8	subtilis	subtili	NOUN
cana-5280	58	9	,	,	PUNCT
cana-5280	58	10	bacillus	bacillus	NOUN
cana-5280	58	11	sphaericus	sphaericus	NOUN
cana-5280	58	12	,	,	PUNCT
cana-5280	58	13	and	and	CCONJ
cana-5280	58	14	sporosarcina	sporosarcina	PROPN
cana-5280	58	15	pasteurii	pasteurii	PROPN
cana-5280	58	16	)	)	PUNCT
cana-5280	58	17	,	,	PUNCT
cana-5280	58	18	carrier	carrier	NOUN
cana-5280	58	19	materials	material	NOUN
cana-5280	58	20	(	(	PUNCT
cana-5280	58	21	including	include	VERB
cana-5280	58	22	lightweight	lightweight	ADJ
cana-5280	58	23	aggregates	aggregate	NOUN
cana-5280	58	24	,	,	PUNCT
cana-5280	58	25	hydrogels	hydrogel	NOUN
cana-5280	58	26	,	,	PUNCT
cana-5280	58	27	and	and	CCONJ
cana-5280	58	28	microcapsules	microcapsule	NOUN
cana-5280	58	29	)	)	PUNCT
cana-5280	58	30	,	,	PUNCT
cana-5280	58	31	nutrient	nutrient	NOUN
cana-5280	58	32	compositions	composition	NOUN
cana-5280	58	33	,	,	PUNCT
cana-5280	58	34	and	and	CCONJ
cana-5280	58	35	concrete	concrete	ADJ
cana-5280	58	36	mix	mix	NOUN
cana-5280	58	37	designs	design	NOUN
cana-5280	58	38	,	,	PUNCT
cana-5280	58	39	the	the	DET
cana-5280	58	40	scope	scope	NOUN
cana-5280	58	41	includes	include	VERB
cana-5280	58	42	collecting	collecting	NOUN
cana-5280	58	43	and	and	CCONJ
cana-5280	58	44	integration	integration	NOUN
cana-5280	58	45	of	of	ADP
cana-5280	58	46	experimental	experimental	ADJ
cana-5280	58	47	data	datum	NOUN
cana-5280	58	48	from	from	ADP
cana-5280	58	49	published	publish	VERB
cana-5280	58	50	literature	literature	NOUN
cana-5280	58	51	and	and	CCONJ
cana-5280	58	52	original	original	ADJ
cana-5280	58	53	laboratory	laboratory	NOUN
cana-5280	58	54	activity	activity	NOUN
cana-5280	58	55	.	.	PUNCT
cana-5280	59	1	predicting	predict	VERB
cana-5280	59	2	four	four	NUM
cana-5280	59	3	main	main	ADJ
cana-5280	59	4	performance	performance	NOUN
cana-5280	59	5	measures—28	measures—28	PROPN
cana-5280	59	6	-	-	PUNCT
cana-5280	59	7	day	day	NOUN
cana-5280	59	8	compressive	compressive	ADJ
cana-5280	59	9	strength	strength	NOUN
cana-5280	59	10	,	,	PUNCT
cana-5280	59	11	maximum	maximum	ADJ
cana-5280	59	12	healable	healable	ADJ
cana-5280	59	13	crack	crack	NOUN
cana-5280	59	14	width	width	NOUN
cana-5280	59	15	,	,	PUNCT
cana-5280	59	16	water	water	NOUN
cana-5280	59	17	permeability	permeability	NOUN
cana-5280	59	18	reduction	reduction	NOUN
cana-5280	59	19	,	,	PUNCT
cana-5280	59	20	and	and	CCONJ
cana-5280	59	21	freeze	freeze	ADJ
cana-5280	59	22	-	-	PUNCT
cana-5280	59	23	thaw	thaw	NOUN
cana-5280	59	24	resistance	resistance	NOUN
cana-5280	59	25	—	—	PUNCT
cana-5280	59	26	the	the	DET
cana-5280	59	27	neural	neural	ADJ
cana-5280	59	28	network	network	NOUN
cana-5280	59	29	modeling	modeling	NOUN
cana-5280	59	30	is	be	AUX
cana-5280	59	31	focused	focused	ADJ
cana-5280	59	32	.	.	PUNCT
cana-5280	60	1	sensitivity	sensitivity	NOUN
cana-5280	60	2	analysis	analysis	NOUN
cana-5280	60	3	to	to	PART
cana-5280	60	4	ascertain	ascertain	VERB
cana-5280	60	5	parameter	parameter	NOUN
cana-5280	60	6	relevance	relevance	NOUN
cana-5280	60	7	and	and	CCONJ
cana-5280	60	8	case	case	NOUN
cana-5280	60	9	studies	study	NOUN
cana-5280	60	10	proving	prove	VERB
cana-5280	60	11	the	the	DET
cana-5280	60	12	useful	useful	ADJ
cana-5280	60	13	application	application	NOUN
cana-5280	60	14	of	of	ADP
cana-5280	60	15	the	the	DET
cana-5280	60	16	created	create	VERB
cana-5280	60	17	models	model	NOUN
cana-5280	60	18	in	in	ADP
cana-5280	60	19	optimizing	optimize	VERB
cana-5280	60	20	bacterial	bacterial	ADJ
cana-5280	60	21	concrete	concrete	ADJ
cana-5280	60	22	formulations	formulation	NOUN
cana-5280	60	23	for	for	ADP
cana-5280	60	24	particular	particular	ADJ
cana-5280	60	25	performance	performance	NOUN
cana-5280	60	26	criteria	criterion	NOUN
cana-5280	60	27	also	also	ADV
cana-5280	60	28	form	form	VERB
cana-5280	60	29	part	part	NOUN
cana-5280	60	30	of	of	ADP
cana-5280	60	31	the	the	DET
cana-5280	60	32	research	research	NOUN
cana-5280	60	33	.	.	PUNCT
cana-5280	61	1	long	long	ADJ
cana-5280	61	2	-	-	PUNCT
cana-5280	61	3	term	term	NOUN
cana-5280	61	4	field	field	NOUN
cana-5280	61	5	performance	performance	NOUN
cana-5280	61	6	verification	verification	NOUN
cana-5280	61	7	exceeding	exceed	VERB
cana-5280	61	8	one	one	NUM
cana-5280	61	9	year	year	NOUN
cana-5280	61	10	is	be	AUX
cana-5280	61	11	outside	outside	ADP
cana-5280	61	12	the	the	DET
cana-5280	61	13	current	current	ADJ
cana-5280	61	14	study	study	NOUN
cana-5280	61	15	focus	focus	VERB
cana-5280	61	16	even	even	ADV
cana-5280	61	17	when	when	SCONJ
cana-5280	61	18	the	the	DET
cana-5280	61	19	models	model	NOUN
cana-5280	61	20	are	be	AUX
cana-5280	61	21	tested	test	VERB
cana-5280	61	22	against	against	ADP
cana-5280	61	23	experimental	experimental	ADJ
cana-5280	61	24	data	datum	NOUN
cana-5280	61	25	.	.	PUNCT
cana-5280	62	1	4	4	X
cana-5280	62	2	.	.	X
cana-5280	62	3	limitations	limitation	NOUN
cana-5280	62	4	1	1	NUM
cana-5280	62	5	.	.	PUNCT
cana-5280	63	1	the	the	DET
cana-5280	63	2	predictive	predictive	ADJ
cana-5280	63	3	models	model	NOUN
cana-5280	63	4	developed	develop	VERB
cana-5280	63	5	in	in	ADP
cana-5280	63	6	this	this	DET
cana-5280	63	7	research	research	NOUN
cana-5280	63	8	are	be	AUX
cana-5280	63	9	constrained	constrain	VERB
cana-5280	63	10	by	by	ADP
cana-5280	63	11	the	the	DET
cana-5280	63	12	scope	scope	NOUN
cana-5280	63	13	and	and	CCONJ
cana-5280	63	14	quality	quality	NOUN
cana-5280	63	15	of	of	ADP
cana-5280	63	16	the	the	DET
cana-5280	63	17	available	available	ADJ
cana-5280	63	18	experimental	experimental	ADJ
cana-5280	63	19	data	datum	NOUN
cana-5280	63	20	used	use	VERB
cana-5280	63	21	for	for	ADP
cana-5280	63	22	training	training	NOUN
cana-5280	63	23	.	.	PUNCT
cana-5280	64	1	while	while	SCONJ
cana-5280	64	2	efforts	effort	NOUN
cana-5280	64	3	were	be	AUX
cana-5280	64	4	made	make	VERB
cana-5280	64	5	to	to	PART
cana-5280	64	6	compile	compile	VERB
cana-5280	64	7	a	a	DET
cana-5280	64	8	comprehensive	comprehensive	ADJ
cana-5280	64	9	dataset	dataset	NOUN
cana-5280	64	10	,	,	PUNCT
cana-5280	64	11	certain	certain	ADJ
cana-5280	64	12	combinations	combination	NOUN
cana-5280	64	13	of	of	ADP
cana-5280	64	14	variables	variable	NOUN
cana-5280	64	15	may	may	AUX
cana-5280	64	16	be	be	AUX
cana-5280	64	17	underrepresented	underrepresente	VERB
cana-5280	64	18	,	,	PUNCT
cana-5280	64	19	potentially	potentially	ADV
cana-5280	64	20	limiting	limit	VERB
cana-5280	64	21	model	model	NOUN
cana-5280	64	22	accuracy	accuracy	NOUN
cana-5280	64	23	for	for	ADP
cana-5280	64	24	these	these	DET
cana-5280	64	25	specific	specific	ADJ
cana-5280	64	26	formulations	formulation	NOUN
cana-5280	64	27	.	.	PUNCT
cana-5280	65	1	2	2	X
cana-5280	65	2	.	.	X
cana-5280	65	3	the	the	DET
cana-5280	65	4	neural	neural	ADJ
cana-5280	65	5	network	network	NOUN
cana-5280	65	6	models	model	NOUN
cana-5280	65	7	address	address	VERB
cana-5280	65	8	the	the	DET
cana-5280	65	9	mechanical	mechanical	ADJ
cana-5280	65	10	and	and	CCONJ
cana-5280	65	11	self	self	NOUN
cana-5280	65	12	-	-	PUNCT
cana-5280	65	13	healing	heal	VERB
cana-5280	65	14	properties	property	NOUN
cana-5280	65	15	of	of	ADP
cana-5280	65	16	bacterial	bacterial	ADJ
cana-5280	65	17	concrete	concrete	NOUN
cana-5280	65	18	but	but	CCONJ
cana-5280	65	19	do	do	AUX
cana-5280	65	20	not	not	PART
cana-5280	65	21	explicitly	explicitly	ADV
cana-5280	65	22	account	account	VERB
cana-5280	65	23	for	for	ADP
cana-5280	65	24	economic	economic	ADJ
cana-5280	65	25	considerations	consideration	NOUN
cana-5280	65	26	,	,	PUNCT
cana-5280	65	27	carbon	carbon	NOUN
cana-5280	65	28	footprint	footprint	NOUN
cana-5280	65	29	assessment	assessment	NOUN
cana-5280	65	30	,	,	PUNCT
cana-5280	65	31	or	or	CCONJ
cana-5280	65	32	detailed	detailed	ADJ
cana-5280	65	33	life	life	NOUN
cana-5280	65	34	-	-	PUNCT
cana-5280	65	35	cycle	cycle	NOUN
cana-5280	65	36	analysis	analysis	NOUN
cana-5280	65	37	,	,	PUNCT
cana-5280	65	38	which	which	PRON
cana-5280	65	39	would	would	AUX
cana-5280	65	40	require	require	VERB
cana-5280	65	41	additional	additional	ADJ
cana-5280	65	42	modeling	modeling	NOUN
cana-5280	65	43	approaches	approach	NOUN
cana-5280	65	44	beyond	beyond	ADP
cana-5280	65	45	the	the	DET
cana-5280	65	46	current	current	ADJ
cana-5280	65	47	research	research	NOUN
cana-5280	65	48	focus	focus	NOUN
cana-5280	65	49	.	.	PUNCT
cana-5280	66	1	3	3	X
cana-5280	66	2	.	.	X
cana-5280	66	3	the	the	DET
cana-5280	66	4	current	current	ADJ
cana-5280	66	5	models	model	NOUN
cana-5280	66	6	are	be	AUX
cana-5280	66	7	primarily	primarily	ADV
cana-5280	66	8	applicable	applicable	ADJ
cana-5280	66	9	to	to	ADP
cana-5280	66	10	ordinary	ordinary	ADJ
cana-5280	66	11	portland	portland	PROPN
cana-5280	66	12	cement	cement	NOUN
cana-5280	66	13	-	-	PUNCT
cana-5280	66	14	based	base	VERB
cana-5280	66	15	bacterial	bacterial	ADJ
cana-5280	66	16	concrete	concrete	ADJ
cana-5280	66	17	mixtures	mixture	NOUN
cana-5280	66	18	under	under	ADP
cana-5280	66	19	moderate	moderate	ADJ
cana-5280	66	20	environmental	environmental	ADJ
cana-5280	66	21	conditions	condition	NOUN
cana-5280	66	22	.	.	PUNCT
cana-5280	67	1	extreme	extreme	ADJ
cana-5280	67	2	environments	environment	NOUN
cana-5280	67	3	(	(	PUNCT
cana-5280	67	4	highly	highly	ADV
cana-5280	67	5	acidic	acidic	ADJ
cana-5280	67	6	conditions	condition	NOUN
cana-5280	67	7	,	,	PUNCT
cana-5280	67	8	elevated	elevated	ADJ
cana-5280	67	9	temperatures	temperature	NOUN
cana-5280	67	10	exceeding	exceed	VERB
cana-5280	67	11	60	60	NUM
cana-5280	67	12	°	°	NOUN
cana-5280	67	13	c	c	NOUN
cana-5280	67	14	,	,	PUNCT
cana-5280	67	15	or	or	CCONJ
cana-5280	67	16	high	high	ADJ
cana-5280	67	17	-	-	PUNCT
cana-5280	67	18	radiation	radiation	NOUN
cana-5280	67	19	environments	environment	NOUN
cana-5280	67	20	)	)	PUNCT
cana-5280	67	21	may	may	AUX
cana-5280	67	22	introduce	introduce	VERB
cana-5280	67	23	additional	additional	ADJ
cana-5280	67	24	complexities	complexity	NOUN
cana-5280	67	25	not	not	PART
cana-5280	67	26	fully	fully	ADV
cana-5280	67	27	captured	capture	VERB
cana-5280	67	28	in	in	ADP
cana-5280	67	29	the	the	DET
cana-5280	67	30	present	present	ADJ
cana-5280	67	31	modeling	modeling	NOUN
cana-5280	67	32	framework	framework	NOUN
cana-5280	67	33	.	.	PUNCT
cana-5280	68	1	5	5	X
cana-5280	68	2	.	.	X
cana-5280	68	3	literature	literature	NOUN
cana-5280	68	4	review	review	VERB
cana-5280	68	5	5.1	5.1	NUM
cana-5280	68	6	bacterial	bacterial	ADJ
cana-5280	68	7	concrete	concrete	NOUN
cana-5280	68	8	:	:	PUNCT
cana-5280	68	9	development	development	NOUN
cana-5280	68	10	and	and	CCONJ
cana-5280	68	11	mechanisms	mechanism	NOUN
cana-5280	68	12	early	early	ADV
cana-5280	68	13	in	in	ADP
cana-5280	68	14	the	the	DET
cana-5280	68	15	2000s	2000s	NUM
cana-5280	68	16	,	,	PUNCT
cana-5280	68	17	the	the	DET
cana-5280	68	18	idea	idea	NOUN
cana-5280	68	19	of	of	ADP
cana-5280	68	20	using	use	VERB
cana-5280	68	21	bacteria	bacteria	NOUN
cana-5280	68	22	for	for	ADP
cana-5280	68	23	concrete	concrete	ADJ
cana-5280	68	24	healing	healing	NOUN
cana-5280	68	25	was	be	AUX
cana-5280	68	26	first	first	ADV
cana-5280	68	27	taken	take	VERB
cana-5280	68	28	under	under	ADP
cana-5280	68	29	close	close	ADJ
cana-5280	68	30	examination	examination	NOUN
cana-5280	68	31	;	;	PUNCT
cana-5280	68	32	groundbreaking	groundbreake	VERB
cana-5280	68	33	work	work	NOUN
cana-5280	68	34	by	by	ADP
cana-5280	68	35	ramakrishnan	ramakrishnan	PROPN
cana-5280	68	36	et	et	PROPN
cana-5280	68	37	al	al	PROPN
cana-5280	68	38	.	.	PROPN
cana-5280	69	1	(	(	PUNCT
cana-5280	69	2	2001	2001	NUM
cana-5280	69	3	)	)	PUNCT
cana-5280	69	4	showing	show	VERB
cana-5280	69	5	the	the	DET
cana-5280	69	6	ability	ability	NOUN
cana-5280	69	7	of	of	ADP
cana-5280	69	8	bacillus	bacillus	NOUN
cana-5280	69	9	pasteurii	pasteurii	NOUN
cana-5280	69	10	(	(	PUNCT
cana-5280	69	11	now	now	ADV
cana-5280	69	12	sporosarcina	sporosarcina	NOUN
cana-5280	69	13	pasteurii	pasteurii	PROPN
cana-5280	69	14	)	)	PUNCT
cana-5280	69	15	to	to	PART
cana-5280	69	16	precipitate	precipitate	VERB
cana-5280	69	17	calcium	calcium	NOUN
cana-5280	69	18	carbonate	carbonate	NOUN
cana-5280	69	19	in	in	ADP
cana-5280	69	20	concrete	concrete	ADJ
cana-5280	69	21	matrix	matrix	NOUN
cana-5280	69	22	.	.	PUNCT
cana-5280	70	1	this	this	DET
cana-5280	70	2	communications	communication	NOUN
cana-5280	70	3	on	on	ADP
cana-5280	70	4	applied	apply	VERB
cana-5280	70	5	nonlinear	nonlinear	ADJ
cana-5280	70	6	analysis	analysis	NOUN
cana-5280	70	7	issn	issn	NOUN
cana-5280	70	8	:	:	PUNCT
cana-5280	70	9	1074	1074	NUM
cana-5280	70	10	-	-	PUNCT
cana-5280	70	11	133x	133x	NUM
cana-5280	70	12	vol	vol	VERB
cana-5280	70	13	32	32	NUM
cana-5280	70	14	no	no	NOUN
cana-5280	70	15	.	.	PUNCT
cana-5280	71	1	10s	10	NOUN
cana-5280	71	2	(	(	PUNCT
cana-5280	71	3	2025	2025	NUM
cana-5280	71	4	)	)	PUNCT
cana-5280	71	5	1709	1709	NUM
cana-5280	72	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	72	2	innovative	innovative	ADJ
cana-5280	72	3	study	study	NOUN
cana-5280	72	4	established	establish	VERB
cana-5280	72	5	the	the	DET
cana-5280	72	6	basic	basic	ADJ
cana-5280	72	7	idea	idea	NOUN
cana-5280	72	8	that	that	SCONJ
cana-5280	72	9	,	,	PUNCT
cana-5280	72	10	when	when	SCONJ
cana-5280	72	11	needed	need	VERB
cana-5280	72	12	,	,	PUNCT
cana-5280	72	13	microorganisms	microorganism	NOUN
cana-5280	72	14	may	may	AUX
cana-5280	72	15	be	be	AUX
cana-5280	72	16	purposefully	purposefully	ADV
cana-5280	72	17	included	include	VERB
cana-5280	72	18	into	into	ADP
cana-5280	72	19	concrete	concrete	NOUN
cana-5280	72	20	to	to	PART
cana-5280	72	21	start	start	VERB
cana-5280	72	22	biomineralization	biomineralization	NOUN
cana-5280	72	23	processes	process	NOUN
cana-5280	72	24	.	.	PUNCT
cana-5280	73	1	the	the	DET
cana-5280	73	2	next	next	ADJ
cana-5280	73	3	decade	decade	NOUN
cana-5280	73	4	saw	see	VERB
cana-5280	73	5	major	major	ADJ
cana-5280	73	6	progress	progress	NOUN
cana-5280	73	7	in	in	ADP
cana-5280	73	8	knowledge	knowledge	NOUN
cana-5280	73	9	of	of	ADP
cana-5280	73	10	the	the	DET
cana-5280	73	11	biological	biological	ADJ
cana-5280	73	12	processes	process	NOUN
cana-5280	73	13	behind	behind	ADP
cana-5280	73	14	bacterial	bacterial	ADJ
cana-5280	73	15	concrete	concrete	ADJ
cana-5280	73	16	performance	performance	NOUN
cana-5280	73	17	as	as	ADV
cana-5280	73	18	well	well	ADV
cana-5280	73	19	as	as	ADP
cana-5280	73	20	in	in	ADP
cana-5280	73	21	the	the	DET
cana-5280	73	22	creation	creation	NOUN
cana-5280	73	23	of	of	ADP
cana-5280	73	24	workable	workable	ADJ
cana-5280	73	25	implementation	implementation	NOUN
cana-5280	73	26	plans	plan	NOUN
cana-5280	73	27	.	.	PUNCT
cana-5280	74	1	by	by	ADP
cana-5280	74	2	looking	look	VERB
cana-5280	74	3	at	at	ADP
cana-5280	74	4	the	the	DET
cana-5280	74	5	feasibility	feasibility	NOUN
cana-5280	74	6	of	of	ADP
cana-5280	74	7	bacterial	bacterial	ADJ
cana-5280	74	8	spores	spore	NOUN
cana-5280	74	9	directly	directly	ADV
cana-5280	74	10	inserted	insert	VERB
cana-5280	74	11	into	into	ADP
cana-5280	74	12	the	the	DET
cana-5280	74	13	concrete	concrete	ADJ
cana-5280	74	14	matrix	matrix	NOUN
cana-5280	74	15	,	,	PUNCT
cana-5280	74	16	jonkers	jonker	NOUN
cana-5280	74	17	et	et	PROPN
cana-5280	74	18	al	al	PROPN
cana-5280	74	19	.	.	PROPN
cana-5280	75	1	(	(	PUNCT
cana-5280	75	2	2010	2010	NUM
cana-5280	75	3	)	)	PUNCT
cana-5280	75	4	significantly	significantly	ADV
cana-5280	75	5	contributed	contribute	VERB
cana-5280	75	6	.	.	PUNCT
cana-5280	76	1	their	their	PRON
cana-5280	76	2	studies	study	NOUN
cana-5280	76	3	revealed	reveal	VERB
cana-5280	76	4	a	a	DET
cana-5280	76	5	serious	serious	ADJ
cana-5280	76	6	problem	problem	NOUN
cana-5280	76	7	:	:	PUNCT
cana-5280	76	8	the	the	DET
cana-5280	76	9	concrete	concrete	ADJ
cana-5280	76	10	pore	pore	ADJ
cana-5280	76	11	structure	structure	NOUN
cana-5280	76	12	's	's	PART
cana-5280	76	13	physical	physical	ADJ
cana-5280	76	14	limitations	limitation	NOUN
cana-5280	76	15	and	and	CCONJ
cana-5280	76	16	strong	strong	ADJ
cana-5280	76	17	alkaline	alkaline	NOUN
cana-5280	76	18	environment	environment	NOUN
cana-5280	76	19	greatly	greatly	ADV
cana-5280	76	20	lowered	lower	VERB
cana-5280	76	21	bacterial	bacterial	ADJ
cana-5280	76	22	viability	viability	NOUN
cana-5280	76	23	over	over	ADP
cana-5280	76	24	time	time	NOUN
cana-5280	76	25	.	.	PUNCT
cana-5280	77	1	this	this	DET
cana-5280	77	2	finding	finding	NOUN
cana-5280	77	3	helped	help	VERB
cana-5280	77	4	to	to	PART
cana-5280	77	5	create	create	VERB
cana-5280	77	6	several	several	ADJ
cana-5280	77	7	defensive	defensive	ADJ
cana-5280	77	8	mechanisms	mechanism	NOUN
cana-5280	77	9	for	for	ADP
cana-5280	77	10	bacterial	bacterial	ADJ
cana-5280	77	11	inclusion	inclusion	NOUN
cana-5280	77	12	.	.	PUNCT
cana-5280	78	1	reviewing	review	VERB
cana-5280	78	2	early	early	ADJ
cana-5280	78	3	advancements	advancement	NOUN
cana-5280	78	4	in	in	ADP
cana-5280	78	5	bacterial	bacterial	ADJ
cana-5280	78	6	concrete	concrete	NOUN
cana-5280	78	7	holistically	holistically	ADV
cana-5280	78	8	,	,	PUNCT
cana-5280	78	9	de	de	ADP
cana-5280	78	10	belie	belie	NOUN
cana-5280	78	11	and	and	CCONJ
cana-5280	78	12	de	de	X
cana-5280	78	13	muynck	muynck	X
cana-5280	78	14	(	(	PUNCT
cana-5280	78	15	2012	2012	NUM
cana-5280	78	16	)	)	PUNCT
cana-5280	78	17	underlined	underline	VERB
cana-5280	78	18	both	both	CCONJ
cana-5280	78	19	the	the	DET
cana-5280	78	20	exciting	exciting	ADJ
cana-5280	78	21	possibilities	possibility	NOUN
cana-5280	78	22	and	and	CCONJ
cana-5280	78	23	the	the	DET
cana-5280	78	24	difficulties	difficulty	NOUN
cana-5280	78	25	in	in	ADP
cana-5280	78	26	application	application	NOUN
cana-5280	78	27	that	that	PRON
cana-5280	78	28	define	define	VERB
cana-5280	78	29	this	this	DET
cana-5280	78	30	newly	newly	ADV
cana-5280	78	31	developing	develop	VERB
cana-5280	78	32	sector	sector	NOUN
cana-5280	78	33	.	.	PUNCT
cana-5280	79	1	now	now	ADV
cana-5280	79	2	very	very	ADV
cana-5280	79	3	well	well	ADV
cana-5280	79	4	known	know	VERB
cana-5280	79	5	,	,	PUNCT
cana-5280	79	6	the	the	DET
cana-5280	79	7	processes	process	NOUN
cana-5280	79	8	of	of	ADP
cana-5280	79	9	bacterial	bacterial	ADJ
cana-5280	79	10	-	-	PUNCT
cana-5280	79	11	induced	induce	VERB
cana-5280	79	12	calcium	calcium	NOUN
cana-5280	79	13	carbonate	carbonate	NOUN
cana-5280	79	14	precipitation	precipitation	NOUN
cana-5280	79	15	(	(	PUNCT
cana-5280	79	16	micp	micp	NOUN
cana-5280	79	17	)	)	PUNCT
cana-5280	79	18	have	have	AUX
cana-5280	79	19	been	be	AUX
cana-5280	79	20	much	much	ADV
cana-5280	79	21	explored	explore	VERB
cana-5280	79	22	.	.	PUNCT
cana-5280	80	1	wang	wang	PROPN
cana-5280	80	2	et	et	PROPN
cana-5280	80	3	al	al	PROPN
cana-5280	80	4	.	.	PROPN
cana-5280	80	5	(	(	PUNCT
cana-5280	80	6	2014	2014	NUM
cana-5280	80	7	)	)	PUNCT
cana-5280	80	8	clarified	clarify	VERB
cana-5280	80	9	the	the	DET
cana-5280	80	10	main	main	ADJ
cana-5280	80	11	routes	route	NOUN
cana-5280	80	12	of	of	ADP
cana-5280	80	13	calcium	calcium	NOUN
cana-5280	80	14	carbonate	carbonate	NOUN
cana-5280	80	15	synthesis	synthesis	NOUN
cana-5280	80	16	:	:	PUNCT
cana-5280	80	17	nitrate	nitrate	NOUN
cana-5280	80	18	reduction	reduction	NOUN
cana-5280	80	19	,	,	PUNCT
cana-5280	80	20	oxidation	oxidation	NOUN
cana-5280	80	21	of	of	ADP
cana-5280	80	22	organic	organic	ADJ
cana-5280	80	23	acids	acid	NOUN
cana-5280	80	24	,	,	PUNCT
cana-5280	80	25	and	and	CCONJ
cana-5280	80	26	ureolytic	ureolytic	ADJ
cana-5280	80	27	activity	activity	NOUN
cana-5280	80	28	.	.	PUNCT
cana-5280	81	1	particularly	particularly	ADV
cana-5280	81	2	useful	useful	ADJ
cana-5280	81	3	for	for	ADP
cana-5280	81	4	concrete	concrete	ADJ
cana-5280	81	5	uses	use	NOUN
cana-5280	81	6	is	be	AUX
cana-5280	81	7	the	the	DET
cana-5280	81	8	ureolytic	ureolytic	ADJ
cana-5280	81	9	process	process	NOUN
cana-5280	81	10	,	,	PUNCT
cana-5280	81	11	whereby	whereby	SCONJ
cana-5280	81	12	bacteria	bacteria	NOUN
cana-5280	81	13	break	break	VERB
cana-5280	81	14	urea	urea	NOUN
cana-5280	81	15	to	to	PART
cana-5280	81	16	generate	generate	VERB
cana-5280	81	17	carbonate	carbonate	NOUN
cana-5280	81	18	ions	ion	NOUN
cana-5280	81	19	that	that	PRON
cana-5280	81	20	then	then	ADV
cana-5280	81	21	react	react	VERB
cana-5280	81	22	with	with	ADP
cana-5280	81	23	accessible	accessible	ADJ
cana-5280	81	24	calcium	calcium	NOUN
cana-5280	81	25	to	to	PART
cana-5280	81	26	generate	generate	VERB
cana-5280	81	27	calcium	calcium	NOUN
cana-5280	81	28	carbonate	carbonate	NOUN
cana-5280	81	29	.	.	PUNCT
cana-5280	82	1	by	by	ADP
cana-5280	82	2	means	mean	NOUN
cana-5280	82	3	of	of	ADP
cana-5280	82	4	thorough	thorough	ADJ
cana-5280	82	5	microstructural	microstructural	ADJ
cana-5280	82	6	studies	study	NOUN
cana-5280	82	7	,	,	PUNCT
cana-5280	82	8	dhami	dhami	NOUN
cana-5280	82	9	et	et	PROPN
cana-5280	82	10	al	al	PROPN
cana-5280	82	11	.	.	PROPN
cana-5280	83	1	(	(	PUNCT
cana-5280	83	2	2013	2013	NUM
cana-5280	83	3	)	)	PUNCT
cana-5280	83	4	exposed	expose	VERB
cana-5280	83	5	the	the	DET
cana-5280	83	6	intimate	intimate	ADJ
cana-5280	83	7	link	link	NOUN
cana-5280	83	8	between	between	ADP
cana-5280	83	9	bacterial	bacterial	ADJ
cana-5280	83	10	precipitation	precipitation	NOUN
cana-5280	83	11	and	and	CCONJ
cana-5280	83	12	the	the	DET
cana-5280	83	13	concrete	concrete	ADJ
cana-5280	83	14	matrix	matrix	NOUN
cana-5280	83	15	,	,	PUNCT
cana-5280	83	16	therefore	therefore	ADV
cana-5280	83	17	illustrating	illustrate	VERB
cana-5280	83	18	how	how	SCONJ
cana-5280	83	19	the	the	DET
cana-5280	83	20	precipitated	precipitate	VERB
cana-5280	83	21	calcium	calcium	NOUN
cana-5280	83	22	carbonate	carbonate	NOUN
cana-5280	83	23	crystals	crystal	NOUN
cana-5280	83	24	essentially	essentially	ADV
cana-5280	83	25	bridge	bridge	VERB
cana-5280	83	26	fissures	fissure	NOUN
cana-5280	83	27	and	and	CCONJ
cana-5280	83	28	lower	low	ADJ
cana-5280	83	29	porosity	porosity	NOUN
cana-5280	83	30	.	.	PUNCT
cana-5280	84	1	more	more	ADV
cana-5280	84	2	lately	lately	ADV
cana-5280	84	3	,	,	PUNCT
cana-5280	84	4	studies	study	NOUN
cana-5280	84	5	aimed	aim	VERB
cana-5280	84	6	at	at	ADP
cana-5280	84	7	maximizing	maximize	VERB
cana-5280	84	8	bacterial	bacterial	ADJ
cana-5280	84	9	concrete	concrete	ADJ
cana-5280	84	10	compositions	composition	NOUN
cana-5280	84	11	for	for	ADP
cana-5280	84	12	maximum	maximum	ADJ
cana-5280	84	13	performance	performance	NOUN
cana-5280	84	14	have	have	AUX
cana-5280	84	15	concentrated	concentrate	VERB
cana-5280	84	16	on	on	ADP
cana-5280	84	17	in	in	ADP
cana-5280	84	18	terms	term	NOUN
cana-5280	84	19	of	of	ADP
cana-5280	84	20	healing	healing	NOUN
cana-5280	84	21	efficacy	efficacy	NOUN
cana-5280	84	22	,	,	PUNCT
cana-5280	84	23	calcium	calcium	NOUN
cana-5280	84	24	lactate	lactate	NOUN
cana-5280	84	25	and	and	CCONJ
cana-5280	84	26	calcium	calcium	NOUN
cana-5280	84	27	acetate	acetate	NOUN
cana-5280	84	28	generally	generally	ADV
cana-5280	84	29	outperformed	outperform	VERB
cana-5280	84	30	other	other	ADJ
cana-5280	84	31	calcium	calcium	NOUN
cana-5280	84	32	sources	source	NOUN
cana-5280	84	33	,	,	PUNCT
cana-5280	84	34	according	accord	VERB
cana-5280	84	35	to	to	ADP
cana-5280	84	36	seifan	seifan	PROPN
cana-5280	84	37	et	et	PROPN
cana-5280	84	38	al	al	PROPN
cana-5280	84	39	.	.	PROPN
cana-5280	85	1	(	(	PUNCT
cana-5280	85	2	2018	2018	NUM
cana-5280	85	3	)	)	PUNCT
cana-5280	85	4	'	'	PART
cana-5280	85	5	investigation	investigation	NOUN
cana-5280	85	6	of	of	ADP
cana-5280	85	7	the	the	DET
cana-5280	85	8	impact	impact	NOUN
cana-5280	85	9	of	of	ADP
cana-5280	85	10	different	different	ADJ
cana-5280	85	11	nutrition	nutrition	NOUN
cana-5280	85	12	sources	source	NOUN
cana-5280	85	13	on	on	ADP
cana-5280	85	14	calcium	calcium	NOUN
cana-5280	85	15	carbonate	carbonate	NOUN
cana-5280	85	16	precipitation	precipitation	NOUN
cana-5280	85	17	efficiency	efficiency	NOUN
cana-5280	85	18	.	.	PUNCT
cana-5280	86	1	joshi	joshi	PROPN
cana-5280	86	2	et	et	PROPN
cana-5280	86	3	al	al	PROPN
cana-5280	86	4	.	.	PROPN
cana-5280	86	5	(	(	PUNCT
cana-5280	86	6	2017	2017	NUM
cana-5280	86	7	)	)	PUNCT
cana-5280	86	8	investigated	investigate	VERB
cana-5280	86	9	how	how	SCONJ
cana-5280	86	10	bacterial	bacterial	ADJ
cana-5280	86	11	concentration	concentration	NOUN
cana-5280	86	12	affected	affect	VERB
cana-5280	86	13	healing	healing	NOUN
cana-5280	86	14	efficacy	efficacy	NOUN
cana-5280	86	15	and	and	CCONJ
cana-5280	86	16	found	find	VERB
cana-5280	86	17	that	that	SCONJ
cana-5280	86	18	,	,	PUNCT
cana-5280	86	19	with	with	ADP
cana-5280	86	20	higher	high	ADJ
cana-5280	86	21	concentrations	concentration	NOUN
cana-5280	86	22	providing	provide	VERB
cana-5280	86	23	declining	decline	VERB
cana-5280	86	24	returns	return	NOUN
cana-5280	86	25	due	due	ADJ
cana-5280	86	26	to	to	ADP
cana-5280	86	27	bacterial	bacterial	ADJ
cana-5280	86	28	competition	competition	NOUN
cana-5280	86	29	for	for	ADP
cana-5280	86	30	available	available	ADJ
cana-5280	86	31	resources	resource	NOUN
cana-5280	86	32	,	,	PUNCT
cana-5280	86	33	concentrations	concentration	NOUN
cana-5280	86	34	between	between	ADP
cana-5280	86	35	10	10	NUM
cana-5280	86	36	^	^	SYM
cana-5280	86	37	5	5	NUM
cana-5280	86	38	and	and	CCONJ
cana-5280	86	39	10	10	NUM
cana-5280	86	40	^	^	SYM
cana-5280	86	41	7	7	NUM
cana-5280	86	42	cells	cell	NOUN
cana-5280	86	43	/	/	SYM
cana-5280	86	44	ml	ml	NOUN
cana-5280	86	45	in	in	ADP
cana-5280	86	46	the	the	DET
cana-5280	86	47	mixing	mix	VERB
cana-5280	86	48	water	water	NOUN
cana-5280	86	49	usually	usually	ADV
cana-5280	86	50	produce	produce	VERB
cana-5280	86	51	optimal	optimal	ADJ
cana-5280	86	52	results	result	NOUN
cana-5280	86	53	.	.	PUNCT
cana-5280	87	1	one	one	NUM
cana-5280	87	2	more	more	ADV
cana-5280	87	3	important	important	ADJ
cana-5280	87	4	factor	factor	NOUN
cana-5280	87	5	in	in	ADP
cana-5280	87	6	bacterial	bacterial	ADJ
cana-5280	87	7	concrete	concrete	ADJ
cana-5280	87	8	formation	formation	NOUN
cana-5280	87	9	is	be	AUX
cana-5280	87	10	the	the	DET
cana-5280	87	11	choice	choice	NOUN
cana-5280	87	12	of	of	ADP
cana-5280	87	13	suitable	suitable	ADJ
cana-5280	87	14	bacterial	bacterial	ADJ
cana-5280	87	15	strains	strain	NOUN
cana-5280	87	16	.	.	PUNCT
cana-5280	88	1	early	early	ADJ
cana-5280	88	2	studies	study	NOUN
cana-5280	88	3	mostly	mostly	ADV
cana-5280	88	4	focused	focus	VERB
cana-5280	88	5	on	on	ADP
cana-5280	88	6	sporosarcina	sporosarcina	PROPN
cana-5280	88	7	pasteurii	pasteurii	PROPN
cana-5280	88	8	since	since	SCONJ
cana-5280	88	9	of	of	ADP
cana-5280	88	10	its	its	PRON
cana-5280	88	11	strong	strong	ADJ
cana-5280	88	12	ureolytic	ureolytic	ADJ
cana-5280	88	13	action	action	NOUN
cana-5280	88	14	,	,	PUNCT
cana-5280	88	15	although	although	SCONJ
cana-5280	88	16	later	late	ADJ
cana-5280	88	17	investigations	investigation	NOUN
cana-5280	88	18	have	have	AUX
cana-5280	88	19	looked	look	VERB
cana-5280	88	20	at	at	ADP
cana-5280	88	21	several	several	ADJ
cana-5280	88	22	substitutes	substitute	NOUN
cana-5280	88	23	.	.	PUNCT
cana-5280	89	1	because	because	SCONJ
cana-5280	89	2	of	of	ADP
cana-5280	89	3	their	their	PRON
cana-5280	89	4	non	non	ADJ
cana-5280	89	5	-	-	ADJ
cana-5280	89	6	pathogenic	pathogenic	ADJ
cana-5280	89	7	character	character	NOUN
cana-5280	89	8	,	,	PUNCT
cana-5280	89	9	ability	ability	NOUN
cana-5280	89	10	to	to	PART
cana-5280	89	11	create	create	VERB
cana-5280	89	12	endospores	endospore	NOUN
cana-5280	89	13	resistant	resistant	ADJ
cana-5280	89	14	to	to	ADP
cana-5280	89	15	the	the	DET
cana-5280	89	16	hostile	hostile	ADJ
cana-5280	89	17	concrete	concrete	ADJ
cana-5280	89	18	environment	environment	NOUN
cana-5280	89	19	,	,	PUNCT
cana-5280	89	20	and	and	CCONJ
cana-5280	89	21	strong	strong	ADJ
cana-5280	89	22	calcium	calcium	NOUN
cana-5280	89	23	carbonate	carbonate	NOUN
cana-5280	89	24	precipitation	precipitation	NOUN
cana-5280	89	25	capacity	capacity	NOUN
cana-5280	89	26	,	,	PUNCT
cana-5280	89	27	bacillus	bacillus	NOUN
cana-5280	89	28	subtilis	subtili	NOUN
cana-5280	89	29	and	and	CCONJ
cana-5280	89	30	bacillus	bacillus	NOUN
cana-5280	89	31	sphaericus	sphaericus	NOUN
cana-5280	89	32	have	have	AUX
cana-5280	89	33	become	become	VERB
cana-5280	89	34	especially	especially	ADV
cana-5280	89	35	interesting	interesting	ADJ
cana-5280	89	36	prospects	prospect	NOUN
cana-5280	89	37	.	.	PUNCT
cana-5280	90	1	by	by	ADP
cana-5280	90	2	means	mean	NOUN
cana-5280	90	3	of	of	ADP
cana-5280	90	4	a	a	DET
cana-5280	90	5	comparative	comparative	ADJ
cana-5280	90	6	analysis	analysis	NOUN
cana-5280	90	7	of	of	ADP
cana-5280	90	8	several	several	ADJ
cana-5280	90	9	bacillus	bacillus	NOUN
cana-5280	90	10	species	specie	NOUN
cana-5280	90	11	,	,	PUNCT
cana-5280	90	12	khaliq	khaliq	ADJ
cana-5280	90	13	and	and	CCONJ
cana-5280	90	14	ehsan	ehsan	PROPN
cana-5280	90	15	(	(	PUNCT
cana-5280	90	16	2016	2016	NUM
cana-5280	90	17	)	)	PUNCT
cana-5280	90	18	revealed	reveal	VERB
cana-5280	90	19	that	that	SCONJ
cana-5280	90	20	performance	performance	NOUN
cana-5280	90	21	differs	differs	AUX
cana-5280	90	22	greatly	greatly	ADV
cana-5280	90	23	depending	depend	VERB
cana-5280	90	24	on	on	ADP
cana-5280	90	25	concrete	concrete	ADJ
cana-5280	90	26	composition	composition	NOUN
cana-5280	90	27	and	and	CCONJ
cana-5280	90	28	ambient	ambient	ADJ
cana-5280	90	29	conditions	condition	NOUN
cana-5280	90	30	,	,	PUNCT
cana-5280	90	31	therefore	therefore	ADV
cana-5280	90	32	underscoring	underscore	VERB
cana-5280	90	33	the	the	DET
cana-5280	90	34	requirement	requirement	NOUN
cana-5280	90	35	of	of	ADP
cana-5280	90	36	application	application	NOUN
cana-5280	90	37	-	-	PUNCT
cana-5280	90	38	specific	specific	ADJ
cana-5280	90	39	bacterial	bacterial	ADJ
cana-5280	90	40	selection	selection	NOUN
cana-5280	90	41	.	.	PUNCT
cana-5280	91	1	since	since	SCONJ
cana-5280	91	2	unprotected	unprotected	ADJ
cana-5280	91	3	cells	cell	NOUN
cana-5280	91	4	usually	usually	ADV
cana-5280	91	5	show	show	VERB
cana-5280	91	6	drastically	drastically	ADV
cana-5280	91	7	lower	low	ADJ
cana-5280	91	8	viability	viability	NOUN
cana-5280	91	9	within	within	ADP
cana-5280	91	10	weeks	week	NOUN
cana-5280	91	11	of	of	ADP
cana-5280	91	12	inclusion	inclusion	NOUN
cana-5280	91	13	,	,	PUNCT
cana-5280	91	14	the	the	DET
cana-5280	91	15	protection	protection	NOUN
cana-5280	91	16	of	of	ADP
cana-5280	91	17	bacterial	bacterial	ADJ
cana-5280	91	18	cells	cell	NOUN
cana-5280	91	19	inside	inside	ADP
cana-5280	91	20	the	the	DET
cana-5280	91	21	concrete	concrete	ADJ
cana-5280	91	22	matrix	matrix	NOUN
cana-5280	91	23	has	have	AUX
cana-5280	91	24	attracted	attract	VERB
cana-5280	91	25	a	a	DET
cana-5280	91	26	lot	lot	NOUN
cana-5280	91	27	of	of	ADP
cana-5280	91	28	study	study	NOUN
cana-5280	91	29	.	.	PUNCT
cana-5280	92	1	approaches	approach	NOUN
cana-5280	92	2	of	of	ADP
cana-5280	92	3	encapsulation	encapsulation	NOUN
cana-5280	92	4	employing	employ	VERB
cana-5280	92	5	different	different	ADJ
cana-5280	92	6	carrier	carrier	NOUN
cana-5280	92	7	materials	material	NOUN
cana-5280	92	8	have	have	AUX
cana-5280	92	9	shown	show	VERB
cana-5280	92	10	great	great	ADJ
cana-5280	92	11	potential	potential	NOUN
cana-5280	92	12	to	to	PART
cana-5280	92	13	solve	solve	VERB
cana-5280	92	14	this	this	DET
cana-5280	92	15	problem	problem	NOUN
cana-5280	92	16	.	.	PUNCT
cana-5280	93	1	effective	effective	ADJ
cana-5280	93	2	protective	protective	ADJ
cana-5280	93	3	carriers	carrier	NOUN
cana-5280	93	4	include	include	VERB
cana-5280	93	5	included	include	VERB
cana-5280	93	6	alginate	alginate	NOUN
cana-5280	93	7	beads	bead	NOUN
cana-5280	93	8	,	,	PUNCT
cana-5280	93	9	silica	silica	NOUN
cana-5280	93	10	gel	gel	NOUN
cana-5280	93	11	,	,	PUNCT
cana-5280	93	12	expanded	expand	VERB
cana-5280	93	13	clay	clay	NOUN
cana-5280	93	14	particles	particle	NOUN
cana-5280	93	15	,	,	PUNCT
cana-5280	93	16	and	and	CCONJ
cana-5280	93	17	diatomaceous	diatomaceous	ADJ
cana-5280	93	18	earth	earth	NOUN
cana-5280	93	19	.	.	PUNCT
cana-5280	94	1	when	when	SCONJ
cana-5280	94	2	wang	wang	PROPN
cana-5280	94	3	et	et	PROPN
cana-5280	94	4	al	al	PROPN
cana-5280	94	5	.	.	PROPN
cana-5280	95	1	(	(	PUNCT
cana-5280	95	2	2017	2017	NUM
cana-5280	95	3	)	)	PUNCT
cana-5280	95	4	tested	test	VERB
cana-5280	95	5	several	several	ADJ
cana-5280	95	6	encapsulating	encapsulate	VERB
cana-5280	95	7	techniques	technique	NOUN
cana-5280	95	8	,	,	PUNCT
cana-5280	95	9	they	they	PRON
cana-5280	95	10	communications	communication	VERB
cana-5280	95	11	on	on	ADP
cana-5280	95	12	applied	apply	VERB
cana-5280	95	13	nonlinear	nonlinear	ADJ
cana-5280	95	14	analysis	analysis	NOUN
cana-5280	95	15	issn	issn	NOUN
cana-5280	95	16	:	:	PUNCT
cana-5280	95	17	1074	1074	NUM
cana-5280	95	18	-	-	PUNCT
cana-5280	95	19	133x	133x	NUM
cana-5280	95	20	vol	vol	VERB
cana-5280	95	21	32	32	NUM
cana-5280	95	22	no	no	NOUN
cana-5280	95	23	.	.	PUNCT
cana-5280	96	1	10s	10	NOUN
cana-5280	96	2	(	(	PUNCT
cana-5280	96	3	2025	2025	NUM
cana-5280	96	4	)	)	PUNCT
cana-5280	96	5	1710	1710	NUM
cana-5280	96	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5280	96	7	discovered	discover	VERB
cana-5280	96	8	that	that	SCONJ
cana-5280	96	9	porous	porous	ADJ
cana-5280	96	10	carriers	carrier	NOUN
cana-5280	96	11	like	like	ADP
cana-5280	96	12	expanded	expand	VERB
cana-5280	96	13	clay	clay	NOUN
cana-5280	96	14	and	and	CCONJ
cana-5280	96	15	diatomaceous	diatomaceous	ADJ
cana-5280	96	16	earth	earth	NOUN
cana-5280	96	17	provided	provide	VERB
cana-5280	96	18	better	well	ADJ
cana-5280	96	19	long	long	ADJ
cana-5280	96	20	-	-	PUNCT
cana-5280	96	21	term	term	NOUN
cana-5280	96	22	bacterial	bacterial	ADJ
cana-5280	96	23	viability	viability	NOUN
cana-5280	96	24	,	,	PUNCT
cana-5280	96	25	most	most	ADV
cana-5280	96	26	likely	likely	ADJ
cana-5280	96	27	because	because	SCONJ
cana-5280	96	28	they	they	PRON
cana-5280	96	29	let	let	VERB
cana-5280	96	30	nutrient	nutrient	NOUN
cana-5280	96	31	and	and	CCONJ
cana-5280	96	32	water	water	NOUN
cana-5280	96	33	movement	movement	NOUN
cana-5280	96	34	when	when	SCONJ
cana-5280	96	35	needed	need	VERB
cana-5280	96	36	for	for	ADP
cana-5280	96	37	activation	activation	NOUN
cana-5280	96	38	while	while	SCONJ
cana-5280	96	39	yet	yet	ADV
cana-5280	96	40	shielding	shield	VERB
cana-5280	96	41	bacteria	bacteria	NOUN
cana-5280	96	42	from	from	ADP
cana-5280	96	43	the	the	DET
cana-5280	96	44	alkaline	alkaline	NOUN
cana-5280	96	45	environment	environment	NOUN
cana-5280	96	46	.	.	PUNCT
cana-5280	97	1	5.2	5.2	NUM
cana-5280	97	2	performance	performance	NOUN
cana-5280	97	3	characteristics	characteristic	NOUN
cana-5280	97	4	of	of	ADP
cana-5280	97	5	bacterial	bacterial	ADJ
cana-5280	97	6	concrete	concrete	NOUN
cana-5280	97	7	usually	usually	ADV
cana-5280	97	8	,	,	PUNCT
cana-5280	97	9	bacterial	bacterial	ADJ
cana-5280	97	10	concrete	concrete	ADJ
cana-5280	97	11	performance	performance	NOUN
cana-5280	97	12	is	be	AUX
cana-5280	97	13	assessed	assess	VERB
cana-5280	97	14	in	in	ADP
cana-5280	97	15	several	several	ADJ
cana-5280	97	16	important	important	ADJ
cana-5280	97	17	aspects	aspect	NOUN
cana-5280	97	18	:	:	PUNCT
cana-5280	97	19	mechanical	mechanical	ADJ
cana-5280	97	20	qualities	quality	NOUN
cana-5280	97	21	,	,	PUNCT
cana-5280	97	22	healing	healing	NOUN
cana-5280	97	23	efficiency	efficiency	NOUN
cana-5280	97	24	,	,	PUNCT
cana-5280	97	25	permeability	permeability	NOUN
cana-5280	97	26	,	,	PUNCT
cana-5280	97	27	and	and	CCONJ
cana-5280	97	28	durability	durability	NOUN
cana-5280	97	29	under	under	ADP
cana-5280	97	30	different	different	ADJ
cana-5280	97	31	environmental	environmental	ADJ
cana-5280	97	32	conditions	condition	NOUN
cana-5280	97	33	.	.	PUNCT
cana-5280	98	1	many	many	ADJ
cana-5280	98	2	experimental	experimental	ADJ
cana-5280	98	3	research	research	NOUN
cana-5280	98	4	have	have	AUX
cana-5280	98	5	defined	define	VERB
cana-5280	98	6	these	these	DET
cana-5280	98	7	characteristics	characteristic	NOUN
cana-5280	98	8	for	for	ADP
cana-5280	98	9	particular	particular	ADJ
cana-5280	98	10	bacterial	bacterial	ADJ
cana-5280	98	11	concrete	concrete	ADJ
cana-5280	98	12	compositions	composition	NOUN
cana-5280	98	13	,	,	PUNCT
cana-5280	98	14	therefore	therefore	ADV
cana-5280	98	15	supplying	supply	VERB
cana-5280	98	16	vital	vital	ADJ
cana-5280	98	17	information	information	NOUN
cana-5280	98	18	needed	need	VERB
cana-5280	98	19	to	to	PART
cana-5280	98	20	build	build	VERB
cana-5280	98	21	prediction	prediction	NOUN
cana-5280	98	22	models	model	NOUN
cana-5280	98	23	.	.	PUNCT
cana-5280	99	1	regarding	regard	VERB
cana-5280	99	2	mechanical	mechanical	ADJ
cana-5280	99	3	characteristics	characteristic	NOUN
cana-5280	99	4	,	,	PUNCT
cana-5280	99	5	several	several	ADJ
cana-5280	99	6	studies	study	NOUN
cana-5280	99	7	have	have	AUX
cana-5280	99	8	revealed	reveal	VERB
cana-5280	99	9	a	a	DET
cana-5280	99	10	rather	rather	ADV
cana-5280	99	11	surprising	surprising	ADJ
cana-5280	99	12	result	result	NOUN
cana-5280	99	13	:	:	PUNCT
cana-5280	99	14	even	even	ADV
cana-5280	99	15	before	before	SCONJ
cana-5280	99	16	any	any	DET
cana-5280	99	17	healing	healing	NOUN
cana-5280	99	18	activation	activation	NOUN
cana-5280	99	19	takes	take	VERB
cana-5280	99	20	place	place	NOUN
cana-5280	99	21	,	,	PUNCT
cana-5280	99	22	properly	properly	ADV
cana-5280	99	23	prepared	prepare	VERB
cana-5280	99	24	bacterial	bacterial	ADJ
cana-5280	99	25	concrete	concrete	NOUN
cana-5280	99	26	typically	typically	ADV
cana-5280	99	27	shows	show	VERB
cana-5280	99	28	increased	increase	VERB
cana-5280	99	29	initial	initial	ADJ
cana-5280	99	30	strength	strength	NOUN
cana-5280	99	31	compared	compare	VERB
cana-5280	99	32	to	to	ADP
cana-5280	99	33	conventional	conventional	ADJ
cana-5280	99	34	concrete	concrete	NOUN
cana-5280	99	35	.	.	PUNCT
cana-5280	100	1	strength	strength	NOUN
cana-5280	100	2	increases	increase	NOUN
cana-5280	100	3	of	of	ADP
cana-5280	100	4	up	up	ADP
cana-5280	100	5	to	to	PART
cana-5280	100	6	18	18	NUM
cana-5280	100	7	%	%	NOUN
cana-5280	100	8	in	in	ADP
cana-5280	100	9	bacterial	bacterial	ADJ
cana-5280	100	10	concrete	concrete	NOUN
cana-5280	100	11	reported	report	VERB
cana-5280	100	12	by	by	ADP
cana-5280	100	13	chahal	chahal	NOUN
cana-5280	100	14	et	et	PROPN
cana-5280	100	15	al	al	PROPN
cana-5280	100	16	.	.	PROPN
cana-5280	101	1	(	(	PUNCT
cana-5280	101	2	2012	2012	NUM
cana-5280	101	3	)	)	PUNCT
cana-5280	101	4	,	,	PUNCT
cana-5280	101	5	ascribed	ascribe	VERB
cana-5280	101	6	to	to	ADP
cana-5280	101	7	bacterial	bacterial	ADJ
cana-5280	101	8	cell	cell	NOUN
cana-5280	101	9	filling	filling	NOUN
cana-5280	101	10	of	of	ADP
cana-5280	101	11	holes	hole	NOUN
cana-5280	101	12	and	and	CCONJ
cana-5280	101	13	first	first	ADJ
cana-5280	101	14	calcium	calcium	NOUN
cana-5280	101	15	carbonate	carbonate	NOUN
cana-5280	101	16	precipitation	precipitation	NOUN
cana-5280	101	17	during	during	ADP
cana-5280	101	18	the	the	DET
cana-5280	101	19	curing	cure	VERB
cana-5280	101	20	period	period	NOUN
cana-5280	101	21	.	.	PUNCT
cana-5280	102	1	but	but	CCONJ
cana-5280	102	2	erşan	erşan	NOUN
cana-5280	102	3	et	et	PROPN
cana-5280	102	4	al	al	PROPN
cana-5280	102	5	.	.	PROPN
cana-5280	103	1	(	(	PUNCT
cana-5280	103	2	2015	2015	NUM
cana-5280	103	3	)	)	PUNCT
cana-5280	103	4	noted	note	VERB
cana-5280	103	5	that	that	SCONJ
cana-5280	103	6	too	too	ADV
cana-5280	103	7	high	high	ADJ
cana-5280	103	8	bacterial	bacterial	ADJ
cana-5280	103	9	or	or	CCONJ
cana-5280	103	10	nutrient	nutrient	ADJ
cana-5280	103	11	concentration	concentration	NOUN
cana-5280	103	12	could	could	AUX
cana-5280	103	13	compromise	compromise	VERB
cana-5280	103	14	strength	strength	NOUN
cana-5280	103	15	by	by	ADP
cana-5280	103	16	interfering	interfere	VERB
cana-5280	103	17	with	with	ADP
cana-5280	103	18	cement	cement	NOUN
cana-5280	103	19	hydration	hydration	NOUN
cana-5280	103	20	processes	process	NOUN
cana-5280	103	21	,	,	PUNCT
cana-5280	103	22	therefore	therefore	ADV
cana-5280	103	23	stressing	stress	VERB
cana-5280	103	24	the	the	DET
cana-5280	103	25	need	need	NOUN
cana-5280	103	26	of	of	ADP
cana-5280	103	27	ideal	ideal	ADJ
cana-5280	103	28	dosage	dosage	NOUN
cana-5280	103	29	.	.	PUNCT
cana-5280	104	1	for	for	ADP
cana-5280	104	2	bacterial	bacterial	ADJ
cana-5280	104	3	concrete	concrete	NOUN
cana-5280	104	4	,	,	PUNCT
cana-5280	104	5	probably	probably	ADV
cana-5280	104	6	the	the	DET
cana-5280	104	7	most	most	ADV
cana-5280	104	8	important	important	ADJ
cana-5280	104	9	performance	performance	NOUN
cana-5280	104	10	factor	factor	NOUN
cana-5280	104	11	is	be	AUX
cana-5280	104	12	crack	crack	NOUN
cana-5280	104	13	-	-	PUNCT
cana-5280	104	14	healing	healing	NOUN
cana-5280	104	15	efficiency	efficiency	NOUN
cana-5280	104	16	.	.	PUNCT
cana-5280	105	1	based	base	VERB
cana-5280	105	2	on	on	ADP
cana-5280	105	3	microscopic	microscopic	ADJ
cana-5280	105	4	crack	crack	NOUN
cana-5280	105	5	width	width	ADJ
cana-5280	105	6	measurements	measurement	NOUN
cana-5280	105	7	before	before	ADP
cana-5280	105	8	and	and	CCONJ
cana-5280	105	9	after	after	ADP
cana-5280	105	10	the	the	DET
cana-5280	105	11	healing	healing	NOUN
cana-5280	105	12	period	period	NOUN
cana-5280	105	13	,	,	PUNCT
cana-5280	105	14	wiktor	wiktor	NOUN
cana-5280	105	15	and	and	CCONJ
cana-5280	105	16	jonkers	jonker	NOUN
cana-5280	105	17	(	(	PUNCT
cana-5280	105	18	2011	2011	NUM
cana-5280	105	19	)	)	PUNCT
cana-5280	105	20	established	establish	VERB
cana-5280	105	21	a	a	DET
cana-5280	105	22	consistent	consistent	ADJ
cana-5280	105	23	technique	technique	NOUN
cana-5280	105	24	for	for	ADP
cana-5280	105	25	estimating	estimate	VERB
cana-5280	105	26	healing	healing	NOUN
cana-5280	105	27	.	.	PUNCT
cana-5280	106	1	under	under	ADP
cana-5280	106	2	ideal	ideal	ADJ
cana-5280	106	3	conditions	condition	NOUN
cana-5280	106	4	,	,	PUNCT
cana-5280	106	5	their	their	PRON
cana-5280	106	6	findings	finding	NOUN
cana-5280	106	7	showed	show	VERB
cana-5280	106	8	that	that	SCONJ
cana-5280	106	9	bacterial	bacterial	ADJ
cana-5280	106	10	concrete	concrete	NOUN
cana-5280	106	11	could	could	AUX
cana-5280	106	12	fully	fully	ADV
cana-5280	106	13	repair	repair	VERB
cana-5280	106	14	cracks	crack	NOUN
cana-5280	106	15	up	up	ADP
cana-5280	106	16	to	to	PART
cana-5280	106	17	0.5	0.5	NUM
cana-5280	106	18	mm	mm	NOUN
cana-5280	106	19	wide	wide	ADV
cana-5280	106	20	in	in	ADP
cana-5280	106	21	28	28	NUM
cana-5280	106	22	days	day	NOUN
cana-5280	106	23	;	;	PUNCT
cana-5280	106	24	conventional	conventional	ADJ
cana-5280	106	25	concrete	concrete	NOUN
cana-5280	106	26	usually	usually	ADV
cana-5280	106	27	showed	show	VERB
cana-5280	106	28	only	only	ADJ
cana-5280	106	29	partial	partial	ADJ
cana-5280	106	30	healing	healing	NOUN
cana-5280	106	31	of	of	ADP
cana-5280	106	32	cracks	crack	NOUN
cana-5280	106	33	smaller	small	ADJ
cana-5280	106	34	than	than	ADP
cana-5280	106	35	0.2	0.2	NUM
cana-5280	106	36	mm	mm	NOUN
cana-5280	106	37	.	.	PUNCT
cana-5280	107	1	xu	xu	PROPN
cana-5280	107	2	and	and	CCONJ
cana-5280	107	3	wang	wang	PROPN
cana-5280	107	4	's	's	PART
cana-5280	107	5	(	(	PUNCT
cana-5280	107	6	2018	2018	NUM
cana-5280	107	7	)	)	PUNCT
cana-5280	107	8	later	later	ADV
cana-5280	107	9	studies	study	NOUN
cana-5280	107	10	found	find	VERB
cana-5280	107	11	that	that	SCONJ
cana-5280	107	12	healing	healing	NOUN
cana-5280	107	13	efficacy	efficacy	NOUN
cana-5280	107	14	decreases	decrease	VERB
cana-5280	107	15	with	with	ADP
cana-5280	107	16	increasing	increase	VERB
cana-5280	107	17	crack	crack	NOUN
cana-5280	107	18	width	width	NOUN
cana-5280	107	19	;	;	PUNCT
cana-5280	107	20	maximum	maximum	ADJ
cana-5280	107	21	healable	healable	ADJ
cana-5280	107	22	crack	crack	NOUN
cana-5280	107	23	widths	width	NOUN
cana-5280	107	24	usually	usually	ADV
cana-5280	107	25	vary	vary	VERB
cana-5280	107	26	from	from	ADP
cana-5280	107	27	0.5	0.5	NUM
cana-5280	107	28	to	to	PART
cana-5280	107	29	1.2	1.2	NUM
cana-5280	107	30	mm	mm	NOUN
cana-5280	107	31	depending	depend	VERB
cana-5280	107	32	on	on	ADP
cana-5280	107	33	formulation	formulation	NOUN
cana-5280	107	34	parameters	parameter	NOUN
cana-5280	107	35	.	.	PUNCT
cana-5280	108	1	another	another	DET
cana-5280	108	2	crucial	crucial	ADJ
cana-5280	108	3	performance	performance	NOUN
cana-5280	108	4	indicator	indicator	NOUN
cana-5280	108	5	is	be	AUX
cana-5280	108	6	a	a	DET
cana-5280	108	7	reduction	reduction	NOUN
cana-5280	108	8	in	in	ADP
cana-5280	108	9	permeability	permeability	NOUN
cana-5280	108	10	after	after	ADP
cana-5280	108	11	healing	healing	NOUN
cana-5280	108	12	since	since	SCONJ
cana-5280	108	13	it	it	PRON
cana-5280	108	14	directly	directly	ADV
cana-5280	108	15	links	link	VERB
cana-5280	108	16	to	to	ADP
cana-5280	108	17	durability	durability	NOUN
cana-5280	108	18	increase	increase	NOUN
cana-5280	108	19	.	.	PUNCT
cana-5280	109	1	effective	effective	ADJ
cana-5280	109	2	bacterial	bacterial	ADJ
cana-5280	109	3	healing	healing	NOUN
cana-5280	109	4	might	might	AUX
cana-5280	109	5	lower	lower	VERB
cana-5280	109	6	water	water	NOUN
cana-5280	109	7	permeability	permeability	NOUN
cana-5280	109	8	by	by	ADP
cana-5280	109	9	up	up	ADP
cana-5280	109	10	to	to	PART
cana-5280	109	11	96	96	NUM
cana-5280	109	12	%	%	NOUN
cana-5280	109	13	compared	compare	VERB
cana-5280	109	14	to	to	PART
cana-5280	109	15	unhealed	unhealed	VERB
cana-5280	109	16	cracked	crack	VERB
cana-5280	109	17	specimens	specimen	NOUN
cana-5280	109	18	,	,	PUNCT
cana-5280	109	19	far	far	ADV
cana-5280	109	20	more	more	ADJ
cana-5280	109	21	than	than	ADP
cana-5280	109	22	the	the	DET
cana-5280	109	23	permeability	permeability	NOUN
cana-5280	109	24	decrease	decrease	NOUN
cana-5280	109	25	attained	attain	VERB
cana-5280	109	26	with	with	ADP
cana-5280	109	27	autogenous	autogenous	ADJ
cana-5280	109	28	healing	healing	NOUN
cana-5280	109	29	in	in	ADP
cana-5280	109	30	conventional	conventional	ADJ
cana-5280	109	31	concrete	concrete	NOUN
cana-5280	109	32	,	,	PUNCT
cana-5280	109	33	palin	palin	PROPN
cana-5280	109	34	et	et	PROPN
cana-5280	109	35	al	al	PROPN
cana-5280	109	36	.	.	PROPN
cana-5280	110	1	(	(	PUNCT
cana-5280	110	2	2016	2016	NUM
cana-5280	110	3	)	)	PUNCT
cana-5280	110	4	found	find	VERB
cana-5280	110	5	.	.	PUNCT
cana-5280	111	1	similar	similar	ADJ
cana-5280	111	2	changes	change	NOUN
cana-5280	111	3	have	have	AUX
cana-5280	111	4	been	be	AUX
cana-5280	111	5	noted	note	VERB
cana-5280	111	6	for	for	ADP
cana-5280	111	7	chloride	chloride	NOUN
cana-5280	111	8	penetration	penetration	NOUN
cana-5280	111	9	resistance	resistance	NOUN
cana-5280	111	10	;	;	PUNCT
cana-5280	111	11	zhong	zhong	PROPN
cana-5280	111	12	and	and	CCONJ
cana-5280	111	13	yao	yao	PROPN
cana-5280	111	14	(	(	PUNCT
cana-5280	111	15	2008	2008	NUM
cana-5280	111	16	)	)	PUNCT
cana-5280	111	17	find	find	VERB
cana-5280	111	18	a	a	DET
cana-5280	111	19	45–65	45–65	NUM
cana-5280	111	20	%	%	NOUN
cana-5280	111	21	decrease	decrease	NOUN
cana-5280	111	22	in	in	ADP
cana-5280	111	23	chloride	chloride	NOUN
cana-5280	111	24	diffusion	diffusion	NOUN
cana-5280	111	25	coefficients	coefficient	NOUN
cana-5280	111	26	for	for	ADP
cana-5280	111	27	bacterial	bacterial	ADJ
cana-5280	111	28	concrete	concrete	NOUN
cana-5280	111	29	made	make	VERB
cana-5280	111	30	from	from	ADP
cana-5280	111	31	identical	identical	ADJ
cana-5280	111	32	cracking	cracking	NOUN
cana-5280	111	33	circumstances	circumstance	NOUN
cana-5280	111	34	as	as	SCONJ
cana-5280	111	35	compared	compare	VERB
cana-5280	111	36	to	to	ADP
cana-5280	111	37	conventional	conventional	ADJ
cana-5280	111	38	concrete	concrete	NOUN
cana-5280	111	39	.	.	PUNCT
cana-5280	112	1	environmental	environmental	ADJ
cana-5280	112	2	factors	factor	NOUN
cana-5280	112	3	greatly	greatly	ADV
cana-5280	112	4	affect	affect	VERB
cana-5280	112	5	bacterial	bacterial	ADJ
cana-5280	112	6	concrete	concrete	ADJ
cana-5280	112	7	performance	performance	NOUN
cana-5280	112	8	,	,	PUNCT
cana-5280	112	9	thereby	thereby	ADV
cana-5280	112	10	complicating	complicate	VERB
cana-5280	112	11	forecast	forecast	NOUN
cana-5280	112	12	efforts	effort	NOUN
cana-5280	112	13	.	.	PUNCT
cana-5280	113	1	many	many	ADJ
cana-5280	113	2	scientists	scientist	NOUN
cana-5280	113	3	have	have	AUX
cana-5280	113	4	methodically	methodically	ADV
cana-5280	113	5	investigated	investigate	VERB
cana-5280	113	6	temperature	temperature	NOUN
cana-5280	113	7	effects	effect	NOUN
cana-5280	113	8	;	;	PUNCT
cana-5280	113	9	generally	generally	ADV
cana-5280	113	10	,	,	PUNCT
cana-5280	113	11	healing	heal	VERB
cana-5280	113	12	efficiency	efficiency	NOUN
cana-5280	113	13	peaks	peak	NOUN
cana-5280	113	14	between	between	ADP
cana-5280	113	15	20	20	NUM
cana-5280	113	16	°	°	NOUN
cana-5280	113	17	c	c	NOUN
cana-5280	113	18	and	and	CCONJ
cana-5280	113	19	30	30	NUM
cana-5280	113	20	°	°	NOUN
cana-5280	113	21	c	c	NOUN
cana-5280	113	22	,	,	PUNCT
cana-5280	113	23	declining	decline	VERB
cana-5280	113	24	significantly	significantly	ADV
cana-5280	113	25	at	at	ADP
cana-5280	113	26	lower	low	ADJ
cana-5280	113	27	temperatures	temperature	NOUN
cana-5280	113	28	due	due	ADJ
cana-5280	113	29	to	to	ADP
cana-5280	113	30	reduced	reduce	VERB
cana-5280	113	31	bacterial	bacterial	ADJ
cana-5280	113	32	activity	activity	NOUN
cana-5280	113	33	and	and	CCONJ
cana-5280	113	34	at	at	ADP
cana-5280	113	35	higher	high	ADJ
cana-5280	113	36	temperatures	temperature	NOUN
cana-5280	113	37	due	due	ADJ
cana-5280	113	38	to	to	ADP
cana-5280	113	39	accelerated	accelerate	VERB
cana-5280	113	40	nutrient	nutrient	ADJ
cana-5280	113	41	depletion	depletion	NOUN
cana-5280	113	42	and	and	CCONJ
cana-5280	113	43	possible	possible	ADJ
cana-5280	113	44	bacterial	bacterial	ADJ
cana-5280	113	45	stress	stress	NOUN
cana-5280	113	46	.	.	PUNCT
cana-5280	114	1	another	another	DET
cana-5280	114	2	important	important	ADJ
cana-5280	114	3	factor	factor	NOUN
cana-5280	114	4	is	be	AUX
cana-5280	114	5	humidity	humidity	NOUN
cana-5280	114	6	;	;	PUNCT
cana-5280	114	7	luo	luo	PROPN
cana-5280	114	8	et	et	PROPN
cana-5280	114	9	al	al	PROPN
cana-5280	114	10	.	.	PROPN
cana-5280	115	1	(	(	PUNCT
cana-5280	115	2	2015	2015	NUM
cana-5280	115	3	)	)	PUNCT
cana-5280	115	4	find	find	VERB
cana-5280	115	5	that	that	SCONJ
cana-5280	115	6	,	,	PUNCT
cana-5280	115	7	generally	generally	ADV
cana-5280	115	8	,	,	PUNCT
cana-5280	115	9	intermittent	intermittent	ADJ
cana-5280	115	10	wet	wet	NOUN
cana-5280	115	11	-	-	PUNCT
cana-5280	115	12	drying	dry	VERB
cana-5280	115	13	cycles	cycle	NOUN
cana-5280	115	14	generate	generate	VERB
cana-5280	115	15	better	well	ADJ
cana-5280	115	16	healing	healing	NOUN
cana-5280	115	17	than	than	ADP
cana-5280	115	18	either	either	CCONJ
cana-5280	115	19	always	always	ADV
cana-5280	115	20	wet	wet	ADJ
cana-5280	115	21	or	or	CCONJ
cana-5280	115	22	constantly	constantly	ADV
cana-5280	115	23	dry	dry	ADJ
cana-5280	115	24	settings	setting	NOUN
cana-5280	115	25	.	.	PUNCT
cana-5280	116	1	comparatively	comparatively	ADV
cana-5280	116	2	to	to	ADP
cana-5280	116	3	conventional	conventional	ADJ
cana-5280	116	4	concrete	concrete	NOUN
cana-5280	116	5	,	,	PUNCT
cana-5280	116	6	long	long	ADJ
cana-5280	116	7	-	-	PUNCT
cana-5280	116	8	term	term	NOUN
cana-5280	116	9	performance	performance	NOUN
cana-5280	116	10	and	and	CCONJ
cana-5280	116	11	durability	durability	NOUN
cana-5280	116	12	of	of	ADP
cana-5280	116	13	bacterial	bacterial	ADJ
cana-5280	116	14	concrete	concrete	NOUN
cana-5280	116	15	remain	remain	VERB
cana-5280	116	16	active	active	ADJ
cana-5280	116	17	subjects	subject	NOUN
cana-5280	116	18	of	of	ADP
cana-5280	116	19	research	research	NOUN
cana-5280	116	20	with	with	ADP
cana-5280	116	21	somewhat	somewhat	ADV
cana-5280	116	22	little	little	ADJ
cana-5280	116	23	data	datum	NOUN
cana-5280	116	24	.	.	PUNCT
cana-5280	117	1	still	still	ADV
cana-5280	117	2	,	,	PUNCT
cana-5280	117	3	some	some	DET
cana-5280	117	4	interesting	interesting	ADJ
cana-5280	117	5	research	research	NOUN
cana-5280	117	6	point	point	NOUN
cana-5280	117	7	to	to	ADP
cana-5280	117	8	communications	communication	NOUN
cana-5280	117	9	on	on	ADP
cana-5280	117	10	applied	apply	VERB
cana-5280	117	11	nonlinear	nonlinear	ADJ
cana-5280	117	12	analysis	analysis	NOUN
cana-5280	117	13	issn	issn	NOUN
cana-5280	117	14	:	:	PUNCT
cana-5280	117	15	1074	1074	NUM
cana-5280	117	16	-	-	PUNCT
cana-5280	117	17	133x	133x	NUM
cana-5280	117	18	vol	vol	VERB
cana-5280	117	19	32	32	NUM
cana-5280	117	20	no	no	NOUN
cana-5280	117	21	.	.	PUNCT
cana-5280	118	1	10s	10	NOUN
cana-5280	118	2	(	(	PUNCT
cana-5280	118	3	2025	2025	NUM
cana-5280	118	4	)	)	PUNCT
cana-5280	118	5	1711	1711	NUM
cana-5280	118	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5280	118	7	improved	improve	VERB
cana-5280	118	8	durability	durability	NOUN
cana-5280	118	9	at	at	ADP
cana-5280	118	10	different	different	ADJ
cana-5280	118	11	exposure	exposure	NOUN
cana-5280	118	12	levels	level	NOUN
cana-5280	118	13	.	.	PUNCT
cana-5280	119	1	using	use	VERB
cana-5280	119	2	bacterial	bacterial	ADJ
cana-5280	119	3	concrete	concrete	NOUN
cana-5280	119	4	's	's	PART
cana-5280	119	5	freeze	freeze	NOUN
cana-5280	119	6	-	-	PUNCT
cana-5280	119	7	thaw	thaw	NOUN
cana-5280	119	8	resistance	resistance	NOUN
cana-5280	119	9	,	,	PUNCT
cana-5280	119	10	achal	achal	NOUN
cana-5280	119	11	et	et	PROPN
cana-5280	119	12	al	al	PROPN
cana-5280	119	13	.	.	PROPN
cana-5280	120	1	(	(	PUNCT
cana-5280	120	2	2013	2013	NUM
cana-5280	120	3	)	)	PUNCT
cana-5280	120	4	found	find	VERB
cana-5280	120	5	notable	notable	ADJ
cana-5280	120	6	increases	increase	NOUN
cana-5280	120	7	above	above	ADP
cana-5280	120	8	conventional	conventional	ADJ
cana-5280	120	9	concrete	concrete	NOUN
cana-5280	120	10	,	,	PUNCT
cana-5280	120	11	most	most	ADV
cana-5280	120	12	likely	likely	ADJ
cana-5280	120	13	from	from	ADP
cana-5280	120	14	less	less	ADJ
cana-5280	120	15	water	water	NOUN
cana-5280	120	16	penetration	penetration	NOUN
cana-5280	120	17	once	once	SCONJ
cana-5280	120	18	the	the	DET
cana-5280	120	19	cracks	crack	NOUN
cana-5280	120	20	healed	heal	VERB
cana-5280	120	21	.	.	PUNCT
cana-5280	121	1	likewise	likewise	ADV
cana-5280	121	2	,	,	PUNCT
cana-5280	121	3	some	some	DET
cana-5280	121	4	studies	study	NOUN
cana-5280	121	5	have	have	AUX
cana-5280	121	6	documented	document	VERB
cana-5280	121	7	increased	increase	VERB
cana-5280	121	8	resistance	resistance	NOUN
cana-5280	121	9	to	to	ADP
cana-5280	121	10	acid	acid	NOUN
cana-5280	121	11	assault	assault	NOUN
cana-5280	121	12	,	,	PUNCT
cana-5280	121	13	ascribed	ascribe	VERB
cana-5280	121	14	to	to	ADP
cana-5280	121	15	the	the	DET
cana-5280	121	16	protective	protective	ADJ
cana-5280	121	17	coating	coating	NOUN
cana-5280	121	18	of	of	ADP
cana-5280	121	19	calcium	calcium	NOUN
cana-5280	121	20	carbonate	carbonate	NOUN
cana-5280	121	21	created	create	VERB
cana-5280	121	22	by	by	ADP
cana-5280	121	23	bacterial	bacterial	ADJ
cana-5280	121	24	activity	activity	NOUN
cana-5280	121	25	.	.	PUNCT
cana-5280	122	1	5.3	5.3	NUM
cana-5280	122	2	artificial	artificial	ADJ
cana-5280	122	3	neural	neural	ADJ
cana-5280	122	4	networks	network	NOUN
cana-5280	122	5	in	in	ADP
cana-5280	122	6	concrete	concrete	ADJ
cana-5280	122	7	technology	technology	NOUN
cana-5280	122	8	over	over	ADP
cana-5280	122	9	the	the	DET
cana-5280	122	10	past	past	ADJ
cana-5280	122	11	two	two	NUM
cana-5280	122	12	decades	decade	NOUN
cana-5280	122	13	,	,	PUNCT
cana-5280	122	14	artificial	artificial	ADJ
cana-5280	122	15	neural	neural	ADJ
cana-5280	122	16	networks	network	NOUN
cana-5280	122	17	have	have	AUX
cana-5280	122	18	been	be	AUX
cana-5280	122	19	progressively	progressively	ADV
cana-5280	122	20	used	use	VERB
cana-5280	122	21	in	in	ADP
cana-5280	122	22	concrete	concrete	ADJ
cana-5280	122	23	technology	technology	NOUN
cana-5280	122	24	;	;	PUNCT
cana-5280	122	25	their	their	PRON
cana-5280	122	26	applicability	applicability	NOUN
cana-5280	122	27	especially	especially	ADV
cana-5280	122	28	to	to	ADP
cana-5280	122	29	bacterial	bacterial	ADJ
cana-5280	122	30	concrete	concrete	NOUN
cana-5280	122	31	is	be	AUX
cana-5280	122	32	still	still	ADV
cana-5280	122	33	limited	limited	ADJ
cana-5280	122	34	.	.	PUNCT
cana-5280	123	1	the	the	DET
cana-5280	123	2	solid	solid	ADJ
cana-5280	123	3	basis	basis	NOUN
cana-5280	123	4	for	for	ADP
cana-5280	123	5	extending	extend	VERB
cana-5280	123	6	anns	ann	NOUN
cana-5280	123	7	to	to	ADP
cana-5280	123	8	bacterial	bacterial	ADJ
cana-5280	123	9	concrete	concrete	NOUN
cana-5280	123	10	is	be	AUX
cana-5280	123	11	their	their	PRON
cana-5280	123	12	success	success	NOUN
cana-5280	123	13	in	in	ADP
cana-5280	123	14	forecasting	forecast	VERB
cana-5280	123	15	conventional	conventional	ADJ
cana-5280	123	16	concrete	concrete	ADJ
cana-5280	123	17	qualities	quality	NOUN
cana-5280	123	18	.	.	PUNCT
cana-5280	124	1	yeh	yeh	PROPN
cana-5280	124	2	(	(	PUNCT
cana-5280	124	3	1998	1998	NUM
cana-5280	124	4	)	)	PUNCT
cana-5280	124	5	performed	perform	VERB
cana-5280	124	6	one	one	NUM
cana-5280	124	7	of	of	ADP
cana-5280	124	8	the	the	DET
cana-5280	124	9	first	first	ADJ
cana-5280	124	10	thorough	thorough	ADJ
cana-5280	124	11	investigations	investigation	NOUN
cana-5280	124	12	using	use	VERB
cana-5280	124	13	anns	anns	NOUN
cana-5280	124	14	to	to	PART
cana-5280	124	15	estimate	estimate	VERB
cana-5280	124	16	concrete	concrete	ADJ
cana-5280	124	17	strength	strength	NOUN
cana-5280	124	18	based	base	VERB
cana-5280	124	19	on	on	ADP
cana-5280	124	20	mixture	mixture	NOUN
cana-5280	124	21	proportions	proportion	NOUN
cana-5280	124	22	,	,	PUNCT
cana-5280	124	23	proving	prove	VERB
cana-5280	124	24	that	that	SCONJ
cana-5280	124	25	,	,	PUNCT
cana-5280	124	26	when	when	SCONJ
cana-5280	124	27	28	28	NUM
cana-5280	124	28	-	-	PUNCT
cana-5280	124	29	day	day	NOUN
cana-5280	124	30	compressive	compressive	ADJ
cana-5280	124	31	strength	strength	NOUN
cana-5280	124	32	was	be	AUX
cana-5280	124	33	predicted	predict	VERB
cana-5280	124	34	using	use	VERB
cana-5280	124	35	neural	neural	ADJ
cana-5280	124	36	networks	network	NOUN
cana-5280	124	37	rather	rather	ADV
cana-5280	124	38	than	than	ADP
cana-5280	124	39	conventional	conventional	ADJ
cana-5280	124	40	regression	regression	NOUN
cana-5280	124	41	techniques	technique	NOUN
cana-5280	124	42	,	,	PUNCT
cana-5280	124	43	neural	neural	ADJ
cana-5280	124	44	networks	network	NOUN
cana-5280	124	45	could	could	AUX
cana-5280	124	46	achieve	achieve	VERB
cana-5280	124	47	noticeably	noticeably	ADV
cana-5280	124	48	higher	high	ADJ
cana-5280	124	49	accuracy	accuracy	NOUN
cana-5280	124	50	.	.	PUNCT
cana-5280	125	1	this	this	DET
cana-5280	125	2	foundational	foundational	ADJ
cana-5280	125	3	work	work	NOUN
cana-5280	125	4	shaped	shape	VERB
cana-5280	125	5	many	many	ADJ
cana-5280	125	6	later	late	ADJ
cana-5280	125	7	investigations	investigation	NOUN
cana-5280	125	8	and	and	CCONJ
cana-5280	125	9	established	establish	VERB
cana-5280	125	10	the	the	DET
cana-5280	125	11	promise	promise	NOUN
cana-5280	125	12	of	of	ADP
cana-5280	125	13	neural	neural	ADJ
cana-5280	125	14	networks	network	NOUN
cana-5280	125	15	for	for	ADP
cana-5280	125	16	specific	specific	ADJ
cana-5280	125	17	property	property	NOUN
cana-5280	125	18	prediction	prediction	NOUN
cana-5280	125	19	.	.	PUNCT
cana-5280	126	1	ni	ni	PROPN
cana-5280	126	2	and	and	CCONJ
cana-5280	126	3	wang	wang	PROPN
cana-5280	126	4	(	(	PUNCT
cana-5280	126	5	2000	2000	NUM
cana-5280	126	6	)	)	PUNCT
cana-5280	126	7	developed	develop	VERB
cana-5280	126	8	ann	ann	PROPN
cana-5280	126	9	models	model	NOUN
cana-5280	126	10	able	able	ADJ
cana-5280	126	11	to	to	PART
cana-5280	126	12	forecast	forecast	VERB
cana-5280	126	13	strength	strength	NOUN
cana-5280	126	14	development	development	NOUN
cana-5280	126	15	curves	curve	NOUN
cana-5280	126	16	rather	rather	ADV
cana-5280	126	17	than	than	ADP
cana-5280	126	18	single	single	ADJ
cana-5280	126	19	-	-	PUNCT
cana-5280	126	20	point	point	NOUN
cana-5280	126	21	strength	strength	NOUN
cana-5280	126	22	values	value	NOUN
cana-5280	126	23	by	by	ADP
cana-5280	126	24	adding	add	VERB
cana-5280	126	25	time	time	NOUN
cana-5280	126	26	-	-	PUNCT
cana-5280	126	27	dependent	dependent	ADJ
cana-5280	126	28	behavior	behavior	NOUN
cana-5280	126	29	,	,	PUNCT
cana-5280	126	30	hence	hence	ADV
cana-5280	126	31	extending	extend	VERB
cana-5280	126	32	this	this	DET
cana-5280	126	33	approach	approach	NOUN
cana-5280	126	34	.	.	PUNCT
cana-5280	127	1	beyond	beyond	ADP
cana-5280	127	2	strength	strength	NOUN
cana-5280	127	3	prediction	prediction	NOUN
cana-5280	127	4	,	,	PUNCT
cana-5280	127	5	anns	ann	NOUN
cana-5280	127	6	have	have	AUX
cana-5280	127	7	been	be	AUX
cana-5280	127	8	effectively	effectively	ADV
cana-5280	127	9	used	use	VERB
cana-5280	127	10	to	to	ADP
cana-5280	127	11	several	several	ADJ
cana-5280	127	12	concrete	concrete	ADJ
cana-5280	127	13	performance	performance	NOUN
cana-5280	127	14	criteria	criterion	NOUN
cana-5280	127	15	.	.	PUNCT
cana-5280	128	1	achieving	achieve	VERB
cana-5280	128	2	correlation	correlation	NOUN
cana-5280	128	3	coefficients	coefficient	NOUN
cana-5280	128	4	of	of	ADP
cana-5280	128	5	0.9	0.9	NUM
cana-5280	128	6	between	between	ADP
cana-5280	128	7	predicted	predict	VERB
cana-5280	128	8	and	and	CCONJ
cana-5280	128	9	measured	measure	VERB
cana-5280	128	10	slump	slump	NOUN
cana-5280	128	11	values	value	NOUN
cana-5280	128	12	,	,	PUNCT
cana-5280	128	13	özcan	özcan	PROPN
cana-5280	128	14	et	et	PROPN
cana-5280	128	15	al	al	PROPN
cana-5280	128	16	.	.	PROPN
cana-5280	129	1	(	(	PUNCT
cana-5280	129	2	2009	2009	NUM
cana-5280	129	3	)	)	PUNCT
cana-5280	129	4	developed	develop	VERB
cana-5280	129	5	models	model	NOUN
cana-5280	129	6	for	for	ADP
cana-5280	129	7	estimating	estimate	VERB
cana-5280	129	8	concrete	concrete	ADJ
cana-5280	129	9	workability	workability	NOUN
cana-5280	129	10	based	base	VERB
cana-5280	129	11	on	on	ADP
cana-5280	129	12	mix	mix	NOUN
cana-5280	129	13	composition	composition	NOUN
cana-5280	129	14	and	and	CCONJ
cana-5280	129	15	temperature	temperature	NOUN
cana-5280	129	16	.	.	PUNCT
cana-5280	130	1	with	with	ADP
cana-5280	130	2	khan	khan	PROPN
cana-5280	130	3	et	et	PROPN
cana-5280	130	4	al	al	PROPN
cana-5280	130	5	.	.	PROPN
cana-5280	131	1	(	(	PUNCT
cana-5280	131	2	2015	2015	NUM
cana-5280	131	3	)	)	PUNCT
cana-5280	131	4	obtaining	obtain	VERB
cana-5280	131	5	high	high	ADJ
cana-5280	131	6	-	-	PUNCT
cana-5280	131	7	accuracy	accuracy	NOUN
cana-5280	131	8	predictions	prediction	NOUN
cana-5280	131	9	of	of	ADP
cana-5280	131	10	chloride	chloride	NOUN
cana-5280	131	11	diffusion	diffusion	NOUN
cana-5280	131	12	coefficients	coefficient	NOUN
cana-5280	131	13	based	base	VERB
cana-5280	131	14	on	on	ADP
cana-5280	131	15	concrete	concrete	ADJ
cana-5280	131	16	composition	composition	NOUN
cana-5280	131	17	and	and	CCONJ
cana-5280	131	18	exposure	exposure	NOUN
cana-5280	131	19	conditions	condition	NOUN
cana-5280	131	20	,	,	PUNCT
cana-5280	131	21	durability	durability	NOUN
cana-5280	131	22	factors	factor	NOUN
cana-5280	131	23	have	have	AUX
cana-5280	131	24	also	also	ADV
cana-5280	131	25	been	be	AUX
cana-5280	131	26	modeled	model	VERB
cana-5280	131	27	effectively	effectively	ADV
cana-5280	131	28	using	use	VERB
cana-5280	131	29	neural	neural	ADJ
cana-5280	131	30	networks	network	NOUN
cana-5280	131	31	.	.	PUNCT
cana-5280	132	1	over	over	ADP
cana-5280	132	2	time	time	NOUN
cana-5280	132	3	,	,	PUNCT
cana-5280	132	4	neural	neural	ADJ
cana-5280	132	5	network	network	NOUN
cana-5280	132	6	architecture	architecture	NOUN
cana-5280	132	7	and	and	CCONJ
cana-5280	132	8	training	training	NOUN
cana-5280	132	9	for	for	ADP
cana-5280	132	10	specific	specific	ADJ
cana-5280	132	11	uses	use	NOUN
cana-5280	132	12	have	have	AUX
cana-5280	132	13	changed	change	VERB
cana-5280	132	14	significantly	significantly	ADV
cana-5280	132	15	.	.	PUNCT
cana-5280	133	1	while	while	SCONJ
cana-5280	133	2	more	more	ADJ
cana-5280	133	3	recent	recent	ADJ
cana-5280	133	4	study	study	NOUN
cana-5280	133	5	has	have	AUX
cana-5280	133	6	investigated	investigate	VERB
cana-5280	133	7	more	more	ADJ
cana-5280	133	8	intricate	intricate	ADJ
cana-5280	133	9	architectures	architecture	NOUN
cana-5280	133	10	,	,	PUNCT
cana-5280	133	11	early	early	ADJ
cana-5280	133	12	investigations	investigation	NOUN
cana-5280	133	13	usually	usually	ADV
cana-5280	133	14	used	use	VERB
cana-5280	133	15	somewhat	somewhat	ADV
cana-5280	133	16	basic	basic	ADJ
cana-5280	133	17	feed	feed	NOUN
cana-5280	133	18	-	-	PUNCT
cana-5280	133	19	forward	forward	NOUN
cana-5280	133	20	networks	network	NOUN
cana-5280	133	21	with	with	ADP
cana-5280	133	22	a	a	DET
cana-5280	133	23	single	single	ADJ
cana-5280	133	24	hidden	hide	VERB
cana-5280	133	25	layer	layer	NOUN
cana-5280	133	26	.	.	PUNCT
cana-5280	134	1	comparing	compare	VERB
cana-5280	134	2	many	many	ADJ
cana-5280	134	3	ann	ann	PROPN
cana-5280	134	4	topologies	topology	NOUN
cana-5280	134	5	for	for	ADP
cana-5280	134	6	concrete	concrete	ADJ
cana-5280	134	7	strength	strength	NOUN
cana-5280	134	8	prediction	prediction	NOUN
cana-5280	134	9	,	,	PUNCT
cana-5280	134	10	chopra	chopra	PROPN
cana-5280	134	11	et	et	PROPN
cana-5280	134	12	al	al	PROPN
cana-5280	134	13	.	.	PROPN
cana-5280	135	1	(	(	PUNCT
cana-5280	135	2	2018	2018	NUM
cana-5280	135	3	)	)	PUNCT
cana-5280	135	4	found	find	VERB
cana-5280	135	5	that	that	SCONJ
cana-5280	135	6	networks	network	NOUN
cana-5280	135	7	with	with	ADP
cana-5280	135	8	two	two	NUM
cana-5280	135	9	hidden	hidden	ADJ
cana-5280	135	10	layers	layer	NOUN
cana-5280	135	11	usually	usually	ADV
cana-5280	135	12	outperformed	outperform	VERB
cana-5280	135	13	both	both	CCONJ
cana-5280	135	14	simpler	simple	ADJ
cana-5280	135	15	and	and	CCONJ
cana-5280	135	16	more	more	ADV
cana-5280	135	17	complicated	complicated	ADJ
cana-5280	135	18	options	option	NOUN
cana-5280	135	19	.	.	PUNCT
cana-5280	136	1	regarding	regard	VERB
cana-5280	136	2	training	training	NOUN
cana-5280	136	3	algorithms	algorithm	NOUN
cana-5280	136	4	,	,	PUNCT
cana-5280	136	5	variants	variant	NOUN
cana-5280	136	6	of	of	ADP
cana-5280	136	7	backpropagation	backpropagation	NOUN
cana-5280	136	8	have	have	AUX
cana-5280	136	9	stayed	stay	VERB
cana-5280	136	10	mostly	mostly	ADV
cana-5280	136	11	dominant	dominant	ADJ
cana-5280	136	12	;	;	PUNCT
cana-5280	136	13	while	while	SCONJ
cana-5280	136	14	in	in	ADP
cana-5280	136	15	some	some	DET
cana-5280	136	16	cases	case	NOUN
cana-5280	136	17	evolutionary	evolutionary	ADJ
cana-5280	136	18	optimization	optimization	NOUN
cana-5280	136	19	techniques	technique	NOUN
cana-5280	136	20	for	for	ADP
cana-5280	136	21	weight	weight	NOUN
cana-5280	136	22	determination	determination	NOUN
cana-5280	136	23	have	have	AUX
cana-5280	136	24	showed	show	VERB
cana-5280	136	25	promise	promise	NOUN
cana-5280	136	26	.	.	PUNCT
cana-5280	137	1	materials	material	NOUN
cana-5280	137	2	science	science	NOUN
cana-5280	137	3	ideas	idea	NOUN
cana-5280	137	4	must	must	AUX
cana-5280	137	5	be	be	AUX
cana-5280	137	6	carefully	carefully	ADV
cana-5280	137	7	considered	consider	VERB
cana-5280	137	8	while	while	SCONJ
cana-5280	137	9	choosing	choose	VERB
cana-5280	137	10	input	input	NOUN
cana-5280	137	11	values	value	NOUN
cana-5280	137	12	for	for	ADP
cana-5280	137	13	concrete	concrete	NOUN
cana-5280	137	14	-	-	PUNCT
cana-5280	137	15	based	base	VERB
cana-5280	137	16	neural	neural	ADJ
cana-5280	137	17	networks	network	NOUN
cana-5280	137	18	.	.	PUNCT
cana-5280	138	1	chithra	chithra	PROPN
cana-5280	138	2	et	et	PROPN
cana-5280	138	3	al	al	PROPN
cana-5280	138	4	.	.	PUNCT
cana-5280	139	1	(	(	PUNCT
cana-5280	139	2	2016	2016	NUM
cana-5280	139	3	)	)	PUNCT
cana-5280	139	4	especially	especially	ADV
cana-5280	139	5	addressed	address	VERB
cana-5280	139	6	fly	fly	NOUN
cana-5280	139	7	ash	ash	NOUN
cana-5280	139	8	qualities	quality	NOUN
cana-5280	139	9	by	by	ADP
cana-5280	139	10	showing	show	VERB
cana-5280	139	11	that	that	SCONJ
cana-5280	139	12	using	use	VERB
cana-5280	139	13	physical	physical	ADJ
cana-5280	139	14	and	and	CCONJ
cana-5280	139	15	chemical	chemical	NOUN
cana-5280	139	16	parameters	parameter	NOUN
cana-5280	139	17	of	of	ADP
cana-5280	139	18	fly	fly	NOUN
cana-5280	139	19	ash	ash	NOUN
cana-5280	139	20	as	as	ADP
cana-5280	139	21	inputs	input	NOUN
cana-5280	139	22	greatly	greatly	ADV
cana-5280	139	23	raised	raise	VERB
cana-5280	139	24	the	the	DET
cana-5280	139	25	strength	strength	NOUN
cana-5280	139	26	model	model	NOUN
cana-5280	139	27	prediction	prediction	NOUN
cana-5280	139	28	accuracy	accuracy	NOUN
cana-5280	139	29	for	for	ADP
cana-5280	139	30	fly	fly	VERB
cana-5280	139	31	ash	ash	NOUN
cana-5280	139	32	concrete	concrete	NOUN
cana-5280	139	33	.	.	PUNCT
cana-5280	140	1	other	other	ADJ
cana-5280	140	2	extra	extra	ADJ
cana-5280	140	3	cementitious	cementitious	ADJ
cana-5280	140	4	compounds	compound	NOUN
cana-5280	140	5	have	have	AUX
cana-5280	140	6	also	also	ADV
cana-5280	140	7	been	be	AUX
cana-5280	140	8	tested	test	VERB
cana-5280	140	9	using	use	VERB
cana-5280	140	10	similar	similar	ADJ
cana-5280	140	11	methods	method	NOUN
cana-5280	140	12	;	;	PUNCT
cana-5280	140	13	sarıdemir	sarıdemir	NOUN
cana-5280	140	14	(	(	PUNCT
cana-5280	140	15	2009	2009	NUM
cana-5280	140	16	)	)	PUNCT
cana-5280	140	17	has	have	AUX
cana-5280	140	18	created	create	VERB
cana-5280	140	19	effective	effective	ADJ
cana-5280	140	20	models	model	NOUN
cana-5280	140	21	for	for	ADP
cana-5280	140	22	metakaolin	metakaolin	PROPN
cana-5280	140	23	concrete	concrete	PROPN
cana-5280	140	24	by	by	ADP
cana-5280	140	25	including	include	VERB
cana-5280	140	26	thorough	thorough	ADJ
cana-5280	140	27	material	material	NOUN
cana-5280	140	28	characterisation	characterisation	NOUN
cana-5280	140	29	data	datum	NOUN
cana-5280	140	30	.	.	PUNCT
cana-5280	141	1	successful	successful	ADJ
cana-5280	141	2	implementation	implementation	NOUN
cana-5280	141	3	of	of	ADP
cana-5280	141	4	ann	ann	PROPN
cana-5280	141	5	in	in	ADP
cana-5280	141	6	tangible	tangible	ADJ
cana-5280	141	7	technology	technology	NOUN
cana-5280	141	8	has	have	AUX
cana-5280	141	9	depended	depend	VERB
cana-5280	141	10	critically	critically	ADV
cana-5280	141	11	on	on	ADP
cana-5280	141	12	methods	method	NOUN
cana-5280	141	13	of	of	ADP
cana-5280	141	14	data	datum	NOUN
cana-5280	141	15	preparation	preparation	NOUN
cana-5280	141	16	.	.	PUNCT
cana-5280	142	1	duan	duan	PROPN
cana-5280	142	2	et	et	PROPN
cana-5280	142	3	al	al	PROPN
cana-5280	142	4	.	.	PROPN
cana-5280	143	1	(	(	PUNCT
cana-5280	143	2	2013	2013	NUM
cana-5280	143	3	)	)	PUNCT
cana-5280	143	4	in	in	ADP
cana-5280	143	5	their	their	PRON
cana-5280	143	6	investigation	investigation	NOUN
cana-5280	143	7	of	of	ADP
cana-5280	143	8	high	high	ADJ
cana-5280	143	9	-	-	PUNCT
cana-5280	143	10	performance	performance	NOUN
cana-5280	143	11	concrete	concrete	ADJ
cana-5280	143	12	modeling	modeling	NOUN
cana-5280	143	13	show	show	NOUN
cana-5280	143	14	that	that	SCONJ
cana-5280	143	15	normally	normally	ADV
cana-5280	143	16	accepted	accept	VERB
cana-5280	143	17	inputs	input	NOUN
cana-5280	143	18	produce	produce	VERB
cana-5280	143	19	greater	great	ADJ
cana-5280	143	20	performance	performance	NOUN
cana-5280	143	21	than	than	ADP
cana-5280	143	22	raw	raw	ADJ
cana-5280	143	23	values	value	NOUN
cana-5280	143	24	.	.	PUNCT
cana-5280	144	1	another	another	DET
cana-5280	144	2	crucial	crucial	ADJ
cana-5280	144	3	issue	issue	NOUN
cana-5280	144	4	is	be	AUX
cana-5280	144	5	the	the	DET
cana-5280	144	6	division	division	NOUN
cana-5280	144	7	of	of	ADP
cana-5280	144	8	the	the	DET
cana-5280	144	9	accessible	accessible	ADJ
cana-5280	144	10	data	datum	NOUN
cana-5280	144	11	into	into	ADP
cana-5280	144	12	training	training	NOUN
cana-5280	144	13	,	,	PUNCT
cana-5280	144	14	validation	validation	NOUN
cana-5280	144	15	,	,	PUNCT
cana-5280	144	16	and	and	CCONJ
cana-5280	144	17	testing	testing	NOUN
cana-5280	144	18	sets	set	NOUN
cana-5280	144	19	;	;	PUNCT
cana-5280	144	20	most	most	ADJ
cana-5280	144	21	studies	study	NOUN
cana-5280	144	22	communications	communication	NOUN
cana-5280	144	23	on	on	ADP
cana-5280	144	24	applied	apply	VERB
cana-5280	144	25	nonlinear	nonlinear	ADJ
cana-5280	144	26	analysis	analysis	NOUN
cana-5280	144	27	issn	issn	NOUN
cana-5280	144	28	:	:	PUNCT
cana-5280	144	29	1074	1074	NUM
cana-5280	144	30	-	-	PUNCT
cana-5280	144	31	133x	133x	NUM
cana-5280	144	32	vol	vol	VERB
cana-5280	144	33	32	32	NUM
cana-5280	144	34	no	no	NOUN
cana-5280	144	35	.	.	PUNCT
cana-5280	145	1	10s	10	NOUN
cana-5280	145	2	(	(	PUNCT
cana-5280	145	3	2025	2025	NUM
cana-5280	145	4	)	)	PUNCT
cana-5280	145	5	1712	1712	NUM
cana-5280	145	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	145	7	choose	choose	VERB
cana-5280	145	8	either	either	CCONJ
cana-5280	145	9	stratified	stratified	ADJ
cana-5280	145	10	sampling	sampling	NOUN
cana-5280	145	11	or	or	CCONJ
cana-5280	145	12	random	random	ADJ
cana-5280	145	13	partitioning	partitioning	NOUN
cana-5280	145	14	to	to	PART
cana-5280	145	15	guarantee	guarantee	VERB
cana-5280	145	16	representative	representative	ADJ
cana-5280	145	17	distribution	distribution	NOUN
cana-5280	145	18	over	over	ADP
cana-5280	145	19	all	all	DET
cana-5280	145	20	datasets	dataset	NOUN
cana-5280	145	21	.	.	PUNCT
cana-5280	146	1	practical	practical	ADJ
cana-5280	146	2	applications	application	NOUN
cana-5280	146	3	mostly	mostly	ADV
cana-5280	146	4	depend	depend	VERB
cana-5280	146	5	on	on	ADP
cana-5280	146	6	the	the	DET
cana-5280	146	7	generalizing	generalize	VERB
cana-5280	146	8	capacity	capacity	NOUN
cana-5280	146	9	of	of	ADP
cana-5280	146	10	neural	neural	ADJ
cana-5280	146	11	network	network	NOUN
cana-5280	146	12	models	model	NOUN
cana-5280	146	13	—	—	PUNCT
cana-5280	146	14	that	that	ADV
cana-5280	146	15	is	is	ADV
cana-5280	146	16	,	,	PUNCT
cana-5280	146	17	their	their	PRON
cana-5280	146	18	capacity	capacity	NOUN
cana-5280	146	19	to	to	PART
cana-5280	146	20	produce	produce	VERB
cana-5280	146	21	accurate	accurate	ADJ
cana-5280	146	22	predictions	prediction	NOUN
cana-5280	146	23	for	for	ADP
cana-5280	146	24	inputs	input	NOUN
cana-5280	146	25	outside	outside	ADP
cana-5280	146	26	the	the	DET
cana-5280	146	27	training	training	NOUN
cana-5280	146	28	data	datum	NOUN
cana-5280	146	29	range	range	NOUN
cana-5280	146	30	.	.	PUNCT
cana-5280	147	1	particularly	particularly	ADV
cana-5280	147	2	looking	look	VERB
cana-5280	147	3	at	at	ADP
cana-5280	147	4	this	this	PRON
cana-5280	147	5	for	for	ADP
cana-5280	147	6	concrete	concrete	ADJ
cana-5280	147	7	strength	strength	NOUN
cana-5280	147	8	prediction	prediction	NOUN
cana-5280	147	9	,	,	PUNCT
cana-5280	147	10	asteris	asteris	NOUN
cana-5280	147	11	and	and	CCONJ
cana-5280	147	12	mokos	mokos	PROPN
cana-5280	147	13	(	(	PUNCT
cana-5280	147	14	2020	2020	NUM
cana-5280	147	15	)	)	PUNCT
cana-5280	147	16	found	find	VERB
cana-5280	147	17	that	that	SCONJ
cana-5280	147	18	regularization	regularization	NOUN
cana-5280	147	19	methods	method	NOUN
cana-5280	147	20	used	use	VERB
cana-5280	147	21	during	during	ADP
cana-5280	147	22	training	training	NOUN
cana-5280	147	23	and	and	CCONJ
cana-5280	147	24	thorough	thorough	ADJ
cana-5280	147	25	coverage	coverage	NOUN
cana-5280	147	26	of	of	ADP
cana-5280	147	27	the	the	DET
cana-5280	147	28	input	input	NOUN
cana-5280	147	29	space	space	NOUN
cana-5280	147	30	by	by	ADP
cana-5280	147	31	training	train	VERB
cana-5280	147	32	data	datum	NOUN
cana-5280	147	33	greatly	greatly	ADV
cana-5280	147	34	affect	affect	VERB
cana-5280	147	35	generalizing	generalize	VERB
cana-5280	147	36	performance	performance	NOUN
cana-5280	147	37	.	.	PUNCT
cana-5280	148	1	early	early	ADV
cana-5280	148	2	stopping	stop	VERB
cana-5280	148	3	depending	depend	VERB
cana-5280	148	4	on	on	ADP
cana-5280	148	5	validation	validation	NOUN
cana-5280	148	6	set	set	NOUN
cana-5280	148	7	performance	performance	NOUN
cana-5280	148	8	has	have	AUX
cana-5280	148	9	become	become	VERB
cana-5280	148	10	a	a	DET
cana-5280	148	11	quite	quite	ADV
cana-5280	148	12	successful	successful	ADJ
cana-5280	148	13	strategy	strategy	NOUN
cana-5280	148	14	for	for	ADP
cana-5280	148	15	improving	improve	VERB
cana-5280	148	16	generalization	generalization	NOUN
cana-5280	148	17	in	in	ADP
cana-5280	148	18	concrete	concrete	ADJ
cana-5280	148	19	property	property	NOUN
cana-5280	148	20	prediction	prediction	NOUN
cana-5280	148	21	.	.	PUNCT
cana-5280	149	1	5.4	5.4	NUM
cana-5280	149	2	machine	machine	NOUN
cana-5280	149	3	learning	learn	VERB
cana-5280	149	4	applications	application	NOUN
cana-5280	149	5	in	in	ADP
cana-5280	149	6	bacterial	bacterial	ADJ
cana-5280	149	7	concrete	concrete	ADJ
cana-5280	149	8	research	research	NOUN
cana-5280	149	9	although	although	SCONJ
cana-5280	149	10	committed	committed	ADJ
cana-5280	149	11	research	research	NOUN
cana-5280	149	12	using	use	VERB
cana-5280	149	13	machine	machine	NOUN
cana-5280	149	14	learning	learning	NOUN
cana-5280	149	15	methods	method	NOUN
cana-5280	149	16	on	on	ADP
cana-5280	149	17	bacterial	bacterial	ADJ
cana-5280	149	18	concrete	concrete	NOUN
cana-5280	149	19	are	be	AUX
cana-5280	149	20	still	still	ADV
cana-5280	149	21	few	few	ADJ
cana-5280	149	22	,	,	PUNCT
cana-5280	149	23	some	some	DET
cana-5280	149	24	recent	recent	ADJ
cana-5280	149	25	papers	paper	NOUN
cana-5280	149	26	have	have	AUX
cana-5280	149	27	started	start	VERB
cana-5280	149	28	to	to	PART
cana-5280	149	29	investigate	investigate	VERB
cana-5280	149	30	this	this	DET
cana-5280	149	31	interesting	interesting	ADJ
cana-5280	149	32	junction	junction	NOUN
cana-5280	149	33	.	.	PUNCT
cana-5280	150	1	li	li	PROPN
cana-5280	150	2	et	et	PROPN
cana-5280	150	3	al	al	PROPN
cana-5280	150	4	.	.	PROPN
cana-5280	151	1	(	(	PUNCT
cana-5280	151	2	2019	2019	NUM
cana-5280	151	3	)	)	PUNCT
cana-5280	151	4	developed	develop	VERB
cana-5280	151	5	models	model	NOUN
cana-5280	151	6	to	to	PART
cana-5280	151	7	forecast	forecast	VERB
cana-5280	151	8	calcium	calcium	NOUN
cana-5280	151	9	carbonate	carbonate	NOUN
cana-5280	151	10	precipitation	precipitation	NOUN
cana-5280	151	11	levels	level	NOUN
cana-5280	151	12	depending	depend	VERB
cana-5280	151	13	on	on	ADP
cana-5280	151	14	bacterial	bacterial	ADJ
cana-5280	151	15	species	specie	NOUN
cana-5280	151	16	,	,	PUNCT
cana-5280	151	17	concentration	concentration	NOUN
cana-5280	151	18	,	,	PUNCT
cana-5280	151	19	and	and	CCONJ
cana-5280	151	20	nutrient	nutrient	ADJ
cana-5280	151	21	composition	composition	NOUN
cana-5280	151	22	by	by	ADP
cana-5280	151	23	means	mean	NOUN
cana-5280	151	24	of	of	ADP
cana-5280	151	25	one	one	NUM
cana-5280	151	26	of	of	ADP
cana-5280	151	27	the	the	DET
cana-5280	151	28	first	first	ADJ
cana-5280	151	29	investigations	investigation	NOUN
cana-5280	151	30	directly	directly	ADV
cana-5280	151	31	using	use	VERB
cana-5280	151	32	neural	neural	ADJ
cana-5280	151	33	networks	network	NOUN
cana-5280	151	34	on	on	ADP
cana-5280	151	35	bacterial	bacterial	ADJ
cana-5280	151	36	concrete	concrete	NOUN
cana-5280	151	37	.	.	PUNCT
cana-5280	152	1	their	their	PRON
cana-5280	152	2	models	model	NOUN
cana-5280	152	3	proved	prove	VERB
cana-5280	152	4	feasible	feasible	ADJ
cana-5280	152	5	by	by	ADP
cana-5280	152	6	attaining	attain	VERB
cana-5280	152	7	prediction	prediction	NOUN
cana-5280	152	8	accuracy	accuracy	NOUN
cana-5280	152	9	above	above	ADP
cana-5280	152	10	85	85	NUM
cana-5280	152	11	%	%	NOUN
cana-5280	152	12	.	.	PUNCT
cana-5280	153	1	though	though	SCONJ
cana-5280	153	2	they	they	PRON
cana-5280	153	3	used	use	VERB
cana-5280	153	4	response	response	NOUN
cana-5280	153	5	surface	surface	NOUN
cana-5280	153	6	methodology	methodology	NOUN
cana-5280	153	7	instead	instead	ADV
cana-5280	153	8	of	of	ADP
cana-5280	153	9	neural	neural	ADJ
cana-5280	153	10	networks	network	NOUN
cana-5280	153	11	,	,	PUNCT
cana-5280	153	12	mors	mor	NOUN
cana-5280	153	13	and	and	CCONJ
cana-5280	153	14	jonkers	jonker	NOUN
cana-5280	153	15	(	(	PUNCT
cana-5280	153	16	2019	2019	NUM
cana-5280	153	17	)	)	PUNCT
cana-5280	153	18	used	use	VERB
cana-5280	153	19	statistical	statistical	ADJ
cana-5280	153	20	modeling	modeling	NOUN
cana-5280	153	21	methods	method	NOUN
cana-5280	153	22	to	to	PART
cana-5280	153	23	maximize	maximize	VERB
cana-5280	153	24	bacterial	bacterial	ADJ
cana-5280	153	25	concrete	concrete	ADJ
cana-5280	153	26	formulations	formulation	NOUN
cana-5280	153	27	.	.	PUNCT
cana-5280	154	1	their	their	PRON
cana-5280	154	2	experiment	experiment	NOUN
cana-5280	154	3	produced	produce	VERB
cana-5280	154	4	significant	significant	ADJ
cana-5280	154	5	correlations	correlation	NOUN
cana-5280	154	6	between	between	ADP
cana-5280	154	7	crucial	crucial	ADJ
cana-5280	154	8	variables	variable	NOUN
cana-5280	154	9	including	include	VERB
cana-5280	154	10	bacterial	bacterial	ADJ
cana-5280	154	11	concentration	concentration	NOUN
cana-5280	154	12	,	,	PUNCT
cana-5280	154	13	type	type	NOUN
cana-5280	154	14	of	of	ADP
cana-5280	154	15	calcium	calcium	NOUN
cana-5280	154	16	source	source	NOUN
cana-5280	154	17	,	,	PUNCT
cana-5280	154	18	and	and	CCONJ
cana-5280	154	19	healing	healing	NOUN
cana-5280	154	20	effectiveness	effectiveness	NOUN
cana-5280	154	21	,	,	PUNCT
cana-5280	154	22	therefore	therefore	ADV
cana-5280	154	23	offering	offer	VERB
cana-5280	154	24	useful	useful	ADJ
cana-5280	154	25	data	datum	NOUN
cana-5280	154	26	that	that	PRON
cana-5280	154	27	might	might	AUX
cana-5280	154	28	guide	guide	VERB
cana-5280	154	29	the	the	DET
cana-5280	154	30	construction	construction	NOUN
cana-5280	154	31	of	of	ADP
cana-5280	154	32	neural	neural	ADJ
cana-5280	154	33	networks	network	NOUN
cana-5280	154	34	.	.	PUNCT
cana-5280	155	1	beyond	beyond	ADP
cana-5280	155	2	direct	direct	ADJ
cana-5280	155	3	bacterial	bacterial	ADJ
cana-5280	155	4	tangible	tangible	ADJ
cana-5280	155	5	uses	use	NOUN
cana-5280	155	6	,	,	PUNCT
cana-5280	155	7	various	various	ADJ
cana-5280	155	8	studies	study	NOUN
cana-5280	155	9	have	have	AUX
cana-5280	155	10	applied	apply	VERB
cana-5280	155	11	machine	machine	NOUN
cana-5280	155	12	learning	learning	NOUN
cana-5280	155	13	methods	method	NOUN
cana-5280	155	14	to	to	PART
cana-5280	155	15	similarly	similarly	ADV
cana-5280	155	16	related	relate	VERB
cana-5280	155	17	domains	domain	NOUN
cana-5280	155	18	.	.	PUNCT
cana-5280	156	1	mechanistically	mechanistically	ADV
cana-5280	156	2	similar	similar	ADJ
cana-5280	156	3	to	to	ADP
cana-5280	156	4	some	some	DET
cana-5280	156	5	bacterial	bacterial	ADJ
cana-5280	156	6	concrete	concrete	ADJ
cana-5280	156	7	compositions	composition	NOUN
cana-5280	156	8	,	,	PUNCT
cana-5280	156	9	karthik	karthik	PROPN
cana-5280	156	10	and	and	CCONJ
cana-5280	156	11	mander	mander	PROPN
cana-5280	156	12	(	(	PUNCT
cana-5280	156	13	2018	2018	NUM
cana-5280	156	14	)	)	PUNCT
cana-5280	156	15	created	create	VERB
cana-5280	156	16	neural	neural	ADJ
cana-5280	156	17	network	network	NOUN
cana-5280	156	18	models	model	NOUN
cana-5280	156	19	for	for	ADP
cana-5280	156	20	forecasting	forecast	VERB
cana-5280	156	21	the	the	DET
cana-5280	156	22	durability	durability	NOUN
cana-5280	156	23	of	of	ADP
cana-5280	156	24	concrete	concrete	NOUN
cana-5280	156	25	including	include	VERB
cana-5280	156	26	microencapsulated	microencapsulate	VERB
cana-5280	156	27	healing	healing	NOUN
cana-5280	156	28	agents	agent	NOUN
cana-5280	156	29	.	.	PUNCT
cana-5280	157	1	their	their	PRON
cana-5280	157	2	findings	finding	NOUN
cana-5280	157	3	revealed	reveal	VERB
cana-5280	157	4	that	that	SCONJ
cana-5280	157	5	the	the	DET
cana-5280	157	6	intricate	intricate	ADJ
cana-5280	157	7	connections	connection	NOUN
cana-5280	157	8	of	of	ADP
cana-5280	157	9	capsule	capsule	NOUN
cana-5280	157	10	parameters	parameter	NOUN
cana-5280	157	11	,	,	PUNCT
cana-5280	157	12	concrete	concrete	ADJ
cana-5280	157	13	composition	composition	NOUN
cana-5280	157	14	,	,	PUNCT
cana-5280	157	15	and	and	CCONJ
cana-5280	157	16	consequent	consequent	ADJ
cana-5280	157	17	durability	durability	NOUN
cana-5280	157	18	measurements	measurement	NOUN
cana-5280	157	19	might	might	AUX
cana-5280	157	20	be	be	AUX
cana-5280	157	21	sufficiently	sufficiently	ADV
cana-5280	157	22	captured	capture	VERB
cana-5280	157	23	by	by	ADP
cana-5280	157	24	neural	neural	ADJ
cana-5280	157	25	networks	network	NOUN
cana-5280	157	26	.	.	PUNCT
cana-5280	158	1	several	several	ADJ
cana-5280	158	2	studies	study	NOUN
cana-5280	158	3	aiming	aim	VERB
cana-5280	158	4	at	at	ADP
cana-5280	158	5	biodeterioration	biodeterioration	NOUN
cana-5280	158	6	have	have	AUX
cana-5280	158	7	addressed	address	VERB
cana-5280	158	8	the	the	DET
cana-5280	158	9	particular	particular	ADJ
cana-5280	158	10	difficulties	difficulty	NOUN
cana-5280	158	11	of	of	ADP
cana-5280	158	12	modeling	model	VERB
cana-5280	158	13	biological	biological	ADJ
cana-5280	158	14	processes	process	NOUN
cana-5280	158	15	within	within	ADP
cana-5280	158	16	building	building	NOUN
cana-5280	158	17	materials	material	NOUN
cana-5280	158	18	.	.	PUNCT
cana-5280	159	1	successfully	successfully	ADV
cana-5280	159	2	capturing	capture	VERB
cana-5280	159	3	the	the	DET
cana-5280	159	4	non	non	ADJ
cana-5280	159	5	-	-	ADJ
cana-5280	159	6	linear	linear	ADJ
cana-5280	159	7	interactions	interaction	NOUN
cana-5280	159	8	between	between	ADP
cana-5280	159	9	environmental	environmental	ADJ
cana-5280	159	10	factors	factor	NOUN
cana-5280	159	11	,	,	PUNCT
cana-5280	159	12	concrete	concrete	ADJ
cana-5280	159	13	qualities	quality	NOUN
cana-5280	159	14	,	,	PUNCT
cana-5280	159	15	and	and	CCONJ
cana-5280	159	16	degradation	degradation	NOUN
cana-5280	159	17	development	development	NOUN
cana-5280	159	18	,	,	PUNCT
cana-5280	159	19	trtnik	trtnik	PROPN
cana-5280	159	20	et	et	PROPN
cana-5280	159	21	al	al	PROPN
cana-5280	159	22	.	.	PROPN
cana-5280	160	1	(	(	PUNCT
cana-5280	160	2	2009	2009	NUM
cana-5280	160	3	)	)	PUNCT
cana-5280	160	4	created	create	VERB
cana-5280	160	5	neural	neural	ADJ
cana-5280	160	6	network	network	NOUN
cana-5280	160	7	models	model	NOUN
cana-5280	160	8	to	to	PART
cana-5280	160	9	forecast	forecast	VERB
cana-5280	160	10	concrete	concrete	ADJ
cana-5280	160	11	deterioration	deterioration	NOUN
cana-5280	160	12	rates	rate	NOUN
cana-5280	160	13	under	under	ADP
cana-5280	160	14	microbial	microbial	ADJ
cana-5280	160	15	exposure	exposure	NOUN
cana-5280	160	16	.	.	PUNCT
cana-5280	161	1	these	these	DET
cana-5280	161	2	investigations	investigation	NOUN
cana-5280	161	3	show	show	VERB
cana-5280	161	4	the	the	DET
cana-5280	161	5	relevance	relevance	NOUN
cana-5280	161	6	of	of	ADP
cana-5280	161	7	neural	neural	ADJ
cana-5280	161	8	networks	network	NOUN
cana-5280	161	9	to	to	ADP
cana-5280	161	10	concrete	concrete	ADJ
cana-5280	161	11	-	-	PUNCT
cana-5280	161	12	biology	biology	NOUN
cana-5280	161	13	interactions	interaction	NOUN
cana-5280	161	14	even	even	ADV
cana-5280	161	15	when	when	SCONJ
cana-5280	161	16	their	their	PRON
cana-5280	161	17	emphasis	emphasis	NOUN
cana-5280	161	18	on	on	ADP
cana-5280	161	19	negative	negative	ADJ
cana-5280	161	20	rather	rather	ADV
cana-5280	161	21	than	than	ADP
cana-5280	161	22	positive	positive	ADJ
cana-5280	161	23	biological	biological	ADJ
cana-5280	161	24	activity	activity	NOUN
cana-5280	161	25	is	be	AUX
cana-5280	161	26	clear	clear	ADJ
cana-5280	161	27	.	.	PUNCT
cana-5280	162	1	zhang	zhang	PROPN
cana-5280	162	2	and	and	CCONJ
cana-5280	162	3	qian	qian	PROPN
cana-5280	162	4	(	(	PUNCT
cana-5280	162	5	2021	2021	NUM
cana-5280	162	6	)	)	PUNCT
cana-5280	162	7	investigated	investigate	VERB
cana-5280	162	8	feature	feature	NOUN
cana-5280	162	9	selection	selection	NOUN
cana-5280	162	10	methods	method	NOUN
cana-5280	162	11	for	for	ADP
cana-5280	162	12	biological	biological	ADJ
cana-5280	162	13	concrete	concrete	ADJ
cana-5280	162	14	systems	system	NOUN
cana-5280	162	15	using	use	VERB
cana-5280	162	16	genetic	genetic	ADJ
cana-5280	162	17	algorithms	algorithm	NOUN
cana-5280	162	18	combined	combine	VERB
cana-5280	162	19	with	with	ADP
cana-5280	162	20	neural	neural	ADJ
cana-5280	162	21	networks	network	NOUN
cana-5280	162	22	to	to	PART
cana-5280	162	23	find	find	VERB
cana-5280	162	24	the	the	DET
cana-5280	162	25	most	most	ADV
cana-5280	162	26	important	important	ADJ
cana-5280	162	27	characteristics	characteristic	NOUN
cana-5280	162	28	influencing	influence	VERB
cana-5280	162	29	biocementation	biocementation	NOUN
cana-5280	162	30	in	in	ADP
cana-5280	162	31	applications	application	NOUN
cana-5280	162	32	of	of	ADP
cana-5280	162	33	soil	soil	NOUN
cana-5280	162	34	stabilization	stabilization	NOUN
cana-5280	162	35	.	.	PUNCT
cana-5280	163	1	their	their	PRON
cana-5280	163	2	method	method	NOUN
cana-5280	163	3	offers	offer	VERB
cana-5280	163	4	a	a	DET
cana-5280	163	5	useful	useful	ADJ
cana-5280	163	6	methodological	methodological	ADJ
cana-5280	163	7	model	model	NOUN
cana-5280	163	8	for	for	ADP
cana-5280	163	9	bacterial	bacterial	ADJ
cana-5280	163	10	concrete	concrete	ADJ
cana-5280	163	11	modeling	modeling	NOUN
cana-5280	163	12	by	by	ADP
cana-5280	163	13	methodically	methodically	ADV
cana-5280	163	14	assessing	assess	VERB
cana-5280	163	15	the	the	DET
cana-5280	163	16	predictive	predictive	ADJ
cana-5280	163	17	value	value	NOUN
cana-5280	163	18	of	of	ADP
cana-5280	163	19	various	various	ADJ
cana-5280	163	20	input	input	NOUN
cana-5280	163	21	variables	variable	NOUN
cana-5280	163	22	.	.	PUNCT
cana-5280	164	1	given	give	VERB
cana-5280	164	2	the	the	DET
cana-5280	164	3	rather	rather	ADV
cana-5280	164	4	small	small	ADJ
cana-5280	164	5	experimental	experimental	ADJ
cana-5280	164	6	datasets	dataset	NOUN
cana-5280	164	7	accessible	accessible	ADJ
cana-5280	164	8	for	for	ADP
cana-5280	164	9	bacterial	bacterial	ADJ
cana-5280	164	10	concrete	concrete	ADJ
cana-5280	164	11	relative	relative	ADJ
cana-5280	164	12	to	to	ADP
cana-5280	164	13	ordinary	ordinary	ADJ
cana-5280	164	14	concrete	concrete	NOUN
cana-5280	164	15	,	,	PUNCT
cana-5280	164	16	data	datum	NOUN
cana-5280	164	17	augmentation	augmentation	NOUN
cana-5280	164	18	techniques	technique	NOUN
cana-5280	164	19	therefore	therefore	ADV
cana-5280	164	20	provide	provide	VERB
cana-5280	164	21	still	still	ADV
cana-5280	164	22	another	another	DET
cana-5280	164	23	crucial	crucial	ADJ
cana-5280	164	24	factor	factor	NOUN
cana-5280	164	25	.	.	PUNCT
cana-5280	165	1	using	use	VERB
cana-5280	165	2	synthetic	synthetic	ADJ
cana-5280	165	3	communications	communication	NOUN
cana-5280	165	4	on	on	ADP
cana-5280	165	5	applied	apply	VERB
cana-5280	165	6	nonlinear	nonlinear	ADJ
cana-5280	165	7	analysis	analysis	NOUN
cana-5280	165	8	issn	issn	NOUN
cana-5280	165	9	:	:	PUNCT
cana-5280	165	10	1074	1074	NUM
cana-5280	165	11	-	-	PUNCT
cana-5280	165	12	133x	133x	NUM
cana-5280	165	13	vol	vol	VERB
cana-5280	165	14	32	32	NUM
cana-5280	165	15	no	no	NOUN
cana-5280	165	16	.	.	PUNCT
cana-5280	166	1	10s	10	NOUN
cana-5280	166	2	(	(	PUNCT
cana-5280	166	3	2025	2025	NUM
cana-5280	166	4	)	)	PUNCT
cana-5280	166	5	1713	1713	NUM
cana-5280	166	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	166	7	minority	minority	NOUN
cana-5280	166	8	oversampling	oversampling	NOUN
cana-5280	166	9	and	and	CCONJ
cana-5280	166	10	physics	physics	NOUN
cana-5280	166	11	-	-	PUNCT
cana-5280	166	12	informed	inform	VERB
cana-5280	166	13	data	data	NOUN
cana-5280	166	14	generation	generation	NOUN
cana-5280	166	15	among	among	ADP
cana-5280	166	16	other	other	ADJ
cana-5280	166	17	well	well	ADV
cana-5280	166	18	crafted	craft	VERB
cana-5280	166	19	data	datum	NOUN
cana-5280	166	20	augmentation	augmentation	NOUN
cana-5280	166	21	techniques	technique	NOUN
cana-5280	166	22	,	,	PUNCT
cana-5280	166	23	khatri	khatri	PROPN
cana-5280	166	24	et	et	PROPN
cana-5280	166	25	al	al	PROPN
cana-5280	166	26	.	.	PROPN
cana-5280	167	1	(	(	PUNCT
cana-5280	167	2	2017	2017	NUM
cana-5280	167	3	)	)	PUNCT
cana-5280	167	4	showed	show	VERB
cana-5280	167	5	that	that	SCONJ
cana-5280	167	6	these	these	DET
cana-5280	167	7	approaches	approach	NOUN
cana-5280	167	8	could	could	AUX
cana-5280	167	9	dramatically	dramatically	ADV
cana-5280	167	10	raise	raise	VERB
cana-5280	167	11	prediction	prediction	NOUN
cana-5280	167	12	accuracy	accuracy	NOUN
cana-5280	167	13	in	in	ADP
cana-5280	167	14	concrete	concrete	ADJ
cana-5280	167	15	durability	durability	NOUN
cana-5280	167	16	models	model	NOUN
cana-5280	167	17	trained	train	VERB
cana-5280	167	18	on	on	ADP
cana-5280	167	19	small	small	ADJ
cana-5280	167	20	datasets	dataset	NOUN
cana-5280	167	21	.	.	PUNCT
cana-5280	168	1	for	for	ADP
cana-5280	168	2	bacterial	bacterial	ADJ
cana-5280	168	3	concrete	concrete	ADJ
cana-5280	168	4	modeling	modeling	NOUN
cana-5280	168	5	,	,	PUNCT
cana-5280	168	6	where	where	SCONJ
cana-5280	168	7	thorough	thorough	ADJ
cana-5280	168	8	experimental	experimental	ADJ
cana-5280	168	9	datasets	dataset	NOUN
cana-5280	168	10	covering	cover	VERB
cana-5280	168	11	the	the	DET
cana-5280	168	12	whole	whole	ADJ
cana-5280	168	13	parameter	parameter	NOUN
cana-5280	168	14	space	space	NOUN
cana-5280	168	15	remain	remain	VERB
cana-5280	168	16	rare	rare	ADJ
cana-5280	168	17	,	,	PUNCT
cana-5280	168	18	similar	similar	ADJ
cana-5280	168	19	methods	method	NOUN
cana-5280	168	20	may	may	AUX
cana-5280	168	21	prove	prove	VERB
cana-5280	168	22	useful	useful	ADJ
cana-5280	168	23	.	.	PUNCT
cana-5280	169	1	therefore	therefore	ADV
cana-5280	169	2	,	,	PUNCT
cana-5280	169	3	the	the	DET
cana-5280	169	4	body	body	NOUN
cana-5280	169	5	of	of	ADP
cana-5280	169	6	current	current	ADJ
cana-5280	169	7	research	research	NOUN
cana-5280	169	8	offers	offer	VERB
cana-5280	169	9	a	a	DET
cana-5280	169	10	basis	basis	NOUN
cana-5280	169	11	for	for	ADP
cana-5280	169	12	creating	create	VERB
cana-5280	169	13	neural	neural	ADJ
cana-5280	169	14	network	network	NOUN
cana-5280	169	15	models	model	NOUN
cana-5280	169	16	especially	especially	ADV
cana-5280	169	17	designed	design	VERB
cana-5280	169	18	to	to	PART
cana-5280	169	19	predict	predict	VERB
cana-5280	169	20	bacterial	bacterial	ADJ
cana-5280	169	21	concrete	concrete	ADJ
cana-5280	169	22	performance	performance	NOUN
cana-5280	169	23	.	.	PUNCT
cana-5280	170	1	this	this	DET
cana-5280	170	2	work	work	NOUN
cana-5280	170	3	intends	intend	VERB
cana-5280	170	4	to	to	PART
cana-5280	170	5	develop	develop	VERB
cana-5280	170	6	thorough	thorough	ADJ
cana-5280	170	7	and	and	CCONJ
cana-5280	170	8	accurate	accurate	ADJ
cana-5280	170	9	predictive	predictive	ADJ
cana-5280	170	10	tools	tool	NOUN
cana-5280	170	11	for	for	ADP
cana-5280	170	12	bacterial	bacterial	ADJ
cana-5280	170	13	concrete	concrete	ADJ
cana-5280	170	14	optimization	optimization	NOUN
cana-5280	170	15	by	by	ADP
cana-5280	170	16	combining	combine	VERB
cana-5280	170	17	insights	insight	NOUN
cana-5280	170	18	from	from	ADP
cana-5280	170	19	the	the	DET
cana-5280	170	20	larger	large	ADJ
cana-5280	170	21	field	field	NOUN
cana-5280	170	22	of	of	ADP
cana-5280	170	23	biological	biological	ADJ
cana-5280	170	24	system	system	NOUN
cana-5280	170	25	modeling	modeling	NOUN
cana-5280	170	26	with	with	ADP
cana-5280	170	27	the	the	DET
cana-5280	170	28	established	establish	VERB
cana-5280	170	29	concrete	concrete	NOUN
cana-5280	170	30	-	-	PUNCT
cana-5280	170	31	oriented	orient	VERB
cana-5280	170	32	neural	neural	ADJ
cana-5280	170	33	network	network	NOUN
cana-5280	170	34	methodologies	methodology	NOUN
cana-5280	170	35	and	and	CCONJ
cana-5280	170	36	the	the	DET
cana-5280	170	37	developing	develop	VERB
cana-5280	170	38	bacterial	bacterial	ADJ
cana-5280	170	39	concrete	concrete	ADJ
cana-5280	170	40	modeling	modeling	NOUN
cana-5280	170	41	efforts	effort	NOUN
cana-5280	170	42	.	.	PUNCT
cana-5280	171	1	6	6	NUM
cana-5280	171	2	.	.	X
cana-5280	171	3	conceptual	conceptual	ADJ
cana-5280	171	4	background	background	NOUN
cana-5280	171	5	6.1	6.1	NUM
cana-5280	171	6	bacterial	bacterial	ADJ
cana-5280	171	7	concrete	concrete	NOUN
cana-5280	171	8	:	:	PUNCT
cana-5280	171	9	fundamental	fundamental	ADJ
cana-5280	171	10	principles	principle	NOUN
cana-5280	171	11	and	and	CCONJ
cana-5280	171	12	mechanisms	mechanism	NOUN
cana-5280	171	13	using	use	VERB
cana-5280	171	14	the	the	DET
cana-5280	171	15	metabolic	metabolic	NOUN
cana-5280	171	16	activities	activity	NOUN
cana-5280	171	17	of	of	ADP
cana-5280	171	18	particular	particular	ADJ
cana-5280	171	19	bacteria	bacteria	NOUN
cana-5280	171	20	to	to	PART
cana-5280	171	21	improve	improve	VERB
cana-5280	171	22	the	the	DET
cana-5280	171	23	self	self	NOUN
cana-5280	171	24	-	-	PUNCT
cana-5280	171	25	healing	heal	VERB
cana-5280	171	26	properties	property	NOUN
cana-5280	171	27	of	of	ADP
cana-5280	171	28	concrete	concrete	ADJ
cana-5280	171	29	,	,	PUNCT
cana-5280	171	30	bacterial	bacterial	ADJ
cana-5280	171	31	concrete	concrete	NOUN
cana-5280	171	32	offers	offer	VERB
cana-5280	171	33	a	a	DET
cana-5280	171	34	novel	novel	ADJ
cana-5280	171	35	merger	merger	NOUN
cana-5280	171	36	of	of	ADP
cana-5280	171	37	microbiology	microbiology	NOUN
cana-5280	171	38	and	and	CCONJ
cana-5280	171	39	civil	civil	ADJ
cana-5280	171	40	engineering	engineering	NOUN
cana-5280	171	41	.	.	PUNCT
cana-5280	172	1	development	development	NOUN
cana-5280	172	2	of	of	ADP
cana-5280	172	3	useful	useful	ADJ
cana-5280	172	4	prediction	prediction	NOUN
cana-5280	172	5	models	model	NOUN
cana-5280	172	6	depends	depend	VERB
cana-5280	172	7	on	on	ADP
cana-5280	172	8	an	an	DET
cana-5280	172	9	awareness	awareness	NOUN
cana-5280	172	10	of	of	ADP
cana-5280	172	11	the	the	DET
cana-5280	172	12	basic	basic	ADJ
cana-5280	172	13	ideas	idea	NOUN
cana-5280	172	14	guiding	guide	VERB
cana-5280	172	15	this	this	DET
cana-5280	172	16	technology	technology	NOUN
cana-5280	172	17	.	.	PUNCT
cana-5280	173	1	several	several	ADJ
cana-5280	173	2	linked	link	VERB
cana-5280	173	3	elements	element	NOUN
cana-5280	173	4	allow	allow	VERB
cana-5280	173	5	one	one	PRON
cana-5280	173	6	to	to	PART
cana-5280	173	7	investigate	investigate	VERB
cana-5280	173	8	the	the	DET
cana-5280	173	9	conceptual	conceptual	ADJ
cana-5280	173	10	framework	framework	NOUN
cana-5280	173	11	of	of	ADP
cana-5280	173	12	bacterial	bacterial	ADJ
cana-5280	173	13	concrete	concrete	NOUN
cana-5280	173	14	:	:	PUNCT
cana-5280	173	15	bacterial	bacterial	ADJ
cana-5280	173	16	metabolism	metabolism	NOUN
cana-5280	173	17	and	and	CCONJ
cana-5280	173	18	biomineralization	biomineralization	NOUN
cana-5280	173	19	,	,	PUNCT
cana-5280	173	20	protective	protective	ADJ
cana-5280	173	21	encapsulation	encapsulation	NOUN
cana-5280	173	22	techniques	technique	NOUN
cana-5280	173	23	,	,	PUNCT
cana-5280	173	24	and	and	CCONJ
cana-5280	173	25	the	the	DET
cana-5280	173	26	mixing	mixing	NOUN
cana-5280	173	27	of	of	ADP
cana-5280	173	28	biological	biological	ADJ
cana-5280	173	29	healing	healing	NOUN
cana-5280	173	30	with	with	ADP
cana-5280	173	31	conventional	conventional	ADJ
cana-5280	173	32	concrete	concrete	ADJ
cana-5280	173	33	behavior	behavior	NOUN
cana-5280	173	34	.	.	PUNCT
cana-5280	174	1	microbially	microbially	ADV
cana-5280	174	2	induced	induce	VERB
cana-5280	174	3	calcium	calcium	NOUN
cana-5280	174	4	carbonate	carbonate	NOUN
cana-5280	174	5	precipitation	precipitation	NOUN
cana-5280	174	6	(	(	PUNCT
cana-5280	174	7	micp	micp	NOUN
cana-5280	174	8	)	)	PUNCT
cana-5280	174	9	,	,	PUNCT
cana-5280	174	10	a	a	DET
cana-5280	174	11	biochemical	biochemical	ADJ
cana-5280	174	12	process	process	NOUN
cana-5280	174	13	whereby	whereby	SCONJ
cana-5280	174	14	bacterial	bacterial	ADJ
cana-5280	174	15	metabolic	metabolic	NOUN
cana-5280	174	16	activities	activity	NOUN
cana-5280	174	17	produce	produce	VERB
cana-5280	174	18	carbonate	carbonate	NOUN
cana-5280	174	19	ions	ion	NOUN
cana-5280	174	20	that	that	PRON
cana-5280	174	21	then	then	ADV
cana-5280	174	22	combine	combine	VERB
cana-5280	174	23	with	with	ADP
cana-5280	174	24	calcium	calcium	NOUN
cana-5280	174	25	to	to	PART
cana-5280	174	26	form	form	VERB
cana-5280	174	27	calcium	calcium	NOUN
cana-5280	174	28	carbonate	carbonate	NOUN
cana-5280	174	29	precipitates	precipitate	NOUN
cana-5280	174	30	,	,	PUNCT
cana-5280	174	31	is	be	AUX
cana-5280	174	32	the	the	DET
cana-5280	174	33	fundamental	fundamental	ADJ
cana-5280	174	34	mechanism	mechanism	NOUN
cana-5280	174	35	driving	drive	VERB
cana-5280	174	36	bacterial	bacterial	ADJ
cana-5280	174	37	concrete	concrete	ADJ
cana-5280	174	38	functioning	functioning	NOUN
cana-5280	174	39	.	.	PUNCT
cana-5280	175	1	though	though	SCONJ
cana-5280	175	2	several	several	ADJ
cana-5280	175	3	metabolic	metabolic	NOUN
cana-5280	175	4	routes	route	NOUN
cana-5280	175	5	can	can	AUX
cana-5280	175	6	provide	provide	VERB
cana-5280	175	7	this	this	DET
cana-5280	175	8	result	result	NOUN
cana-5280	175	9	,	,	PUNCT
cana-5280	175	10	three	three	NUM
cana-5280	175	11	have	have	AUX
cana-5280	175	12	become	become	VERB
cana-5280	175	13	especially	especially	ADV
cana-5280	175	14	important	important	ADJ
cana-5280	175	15	for	for	ADP
cana-5280	175	16	practical	practical	ADJ
cana-5280	175	17	uses	use	NOUN
cana-5280	175	18	:	:	PUNCT
cana-5280	175	19	ureolysis	ureolysis	ADJ
cana-5280	175	20	,	,	PUNCT
cana-5280	175	21	ammonification	ammonification	NOUN
cana-5280	175	22	of	of	ADP
cana-5280	175	23	amino	amino	ADJ
cana-5280	175	24	acids	acid	NOUN
cana-5280	175	25	,	,	PUNCT
cana-5280	175	26	and	and	CCONJ
cana-5280	175	27	oxidation	oxidation	NOUN
cana-5280	175	28	of	of	ADP
cana-5280	175	29	organic	organic	ADJ
cana-5280	175	30	acids	acid	NOUN
cana-5280	175	31	.	.	PUNCT
cana-5280	176	1	ureolysis	ureolysis	PROPN
cana-5280	176	2	involves	involve	VERB
cana-5280	176	3	the	the	DET
cana-5280	176	4	hydrolysis	hydrolysis	NOUN
cana-5280	176	5	of	of	ADP
cana-5280	176	6	urea	urea	NOUN
cana-5280	176	7	by	by	ADP
cana-5280	176	8	the	the	DET
cana-5280	176	9	bacterial	bacterial	ADJ
cana-5280	176	10	enzyme	enzyme	NOUN
cana-5280	176	11	urease	urease	NOUN
cana-5280	176	12	,	,	PUNCT
cana-5280	176	13	according	accord	VERB
cana-5280	176	14	to	to	ADP
cana-5280	176	15	the	the	DET
cana-5280	176	16	reaction	reaction	NOUN
cana-5280	176	17	:	:	PUNCT
cana-5280	176	18	co(nh₂)₂	co(nh₂)₂	NOUN
cana-5280	176	19	+	+	CCONJ
cana-5280	176	20	h₂o	h₂o	PROPN
cana-5280	176	21	→	→	SYM
cana-5280	176	22	2nh₃	2nh₃	NUM
cana-5280	176	23	+	+	CCONJ
cana-5280	176	24	co₂	co₂	NOUN
cana-5280	176	25	the	the	DET
cana-5280	176	26	ammonia	ammonia	NOUN
cana-5280	176	27	produced	produce	VERB
cana-5280	176	28	subsequently	subsequently	ADV
cana-5280	176	29	increases	increase	VERB
cana-5280	176	30	the	the	DET
cana-5280	176	31	local	local	ADJ
cana-5280	176	32	ph	ph	NOUN
cana-5280	176	33	through	through	ADP
cana-5280	176	34	the	the	DET
cana-5280	176	35	reaction	reaction	NOUN
cana-5280	176	36	:	:	PUNCT
cana-5280	176	37	nh₃	nh₃	PROPN
cana-5280	176	38	+	+	CCONJ
cana-5280	176	39	h₂o	h₂o	PROPN
cana-5280	176	40	→	→	SYM
cana-5280	176	41	nh₄⁺	nh₄⁺	ADJ
cana-5280	176	42	+	+	CCONJ
cana-5280	176	43	oh⁻	oh⁻	NUM
cana-5280	176	44	simultaneously	simultaneously	ADV
cana-5280	176	45	,	,	PUNCT
cana-5280	176	46	the	the	DET
cana-5280	176	47	carbon	carbon	NOUN
cana-5280	176	48	dioxide	dioxide	NOUN
cana-5280	176	49	equilibrates	equilibrate	VERB
cana-5280	176	50	with	with	ADP
cana-5280	176	51	water	water	NOUN
cana-5280	176	52	to	to	PART
cana-5280	176	53	form	form	VERB
cana-5280	176	54	bicarbonate	bicarbonate	VERB
cana-5280	176	55	:	:	PUNCT
cana-5280	176	56	co₂	co₂	PROPN
cana-5280	176	57	+	+	CCONJ
cana-5280	176	58	h₂o	h₂o	PROPN
cana-5280	176	59	→	→	SYM
cana-5280	176	60	hco₃⁻	hco₃⁻	PROPN
cana-5280	176	61	+	+	CCONJ
cana-5280	176	62	h⁺	h⁺	PROPN
cana-5280	176	63	under	under	ADP
cana-5280	176	64	the	the	DET
cana-5280	176	65	alkaline	alkaline	NOUN
cana-5280	176	66	conditions	condition	NOUN
cana-5280	176	67	created	create	VERB
cana-5280	176	68	by	by	ADP
cana-5280	176	69	ammonia	ammonia	NOUN
cana-5280	176	70	production	production	NOUN
cana-5280	176	71	,	,	PUNCT
cana-5280	176	72	bicarbonate	bicarbonate	VERB
cana-5280	176	73	further	further	ADJ
cana-5280	176	74	converts	convert	NOUN
cana-5280	176	75	to	to	PART
cana-5280	176	76	carbonate	carbonate	VERB
cana-5280	176	77	:	:	PUNCT
cana-5280	176	78	hco₃⁻	hco₃⁻	PROPN
cana-5280	176	79	+	+	CCONJ
cana-5280	176	80	oh⁻	oh⁻	PROPN
cana-5280	176	81	→	→	SYM
cana-5280	176	82	co₃²⁻	co₃²⁻	NOUN
cana-5280	176	83	+	+	CCONJ
cana-5280	176	84	h₂o	h₂o	PROPN
cana-5280	176	85	finally	finally	ADV
cana-5280	176	86	,	,	PUNCT
cana-5280	176	87	in	in	ADP
cana-5280	176	88	the	the	DET
cana-5280	176	89	presence	presence	NOUN
cana-5280	176	90	of	of	ADP
cana-5280	176	91	calcium	calcium	NOUN
cana-5280	176	92	ions	ion	NOUN
cana-5280	176	93	(	(	PUNCT
cana-5280	176	94	typically	typically	ADV
cana-5280	176	95	provided	provide	VERB
cana-5280	176	96	as	as	ADP
cana-5280	176	97	calcium	calcium	NOUN
cana-5280	176	98	lactate	lactate	NOUN
cana-5280	176	99	,	,	PUNCT
cana-5280	176	100	calcium	calcium	NOUN
cana-5280	176	101	acetate	acetate	NOUN
cana-5280	176	102	,	,	PUNCT
cana-5280	176	103	or	or	CCONJ
cana-5280	176	104	from	from	ADP
cana-5280	176	105	the	the	DET
cana-5280	176	106	dissolution	dissolution	NOUN
cana-5280	176	107	of	of	ADP
cana-5280	176	108	calcium	calcium	NOUN
cana-5280	176	109	hydroxide	hydroxide	NOUN
cana-5280	176	110	in	in	ADP
cana-5280	176	111	the	the	DET
cana-5280	176	112	concrete	concrete	ADJ
cana-5280	176	113	matrix	matrix	NOUN
cana-5280	176	114	)	)	PUNCT
cana-5280	176	115	,	,	PUNCT
cana-5280	176	116	calcium	calcium	NOUN
cana-5280	176	117	carbonate	carbonate	NOUN
cana-5280	176	118	precipitates	precipitate	NOUN
cana-5280	176	119	:	:	PUNCT
cana-5280	176	120	ca²⁺	ca²⁺	PROPN
cana-5280	176	121	+	+	CCONJ
cana-5280	176	122	co₃²⁻	co₃²⁻	PROPN
cana-5280	176	123	→	→	SYM
cana-5280	176	124	caco₃	caco₃	NOUN
cana-5280	176	125	preference	preference	NOUN
cana-5280	176	126	for	for	ADP
cana-5280	176	127	this	this	DET
cana-5280	176	128	precipitation	precipitation	NOUN
cana-5280	176	129	falls	fall	VERB
cana-5280	176	130	on	on	ADP
cana-5280	176	131	bacterial	bacterial	ADJ
cana-5280	176	132	cell	cell	NOUN
cana-5280	176	133	surfaces	surface	NOUN
cana-5280	176	134	and	and	CCONJ
cana-5280	176	135	within	within	ADP
cana-5280	176	136	fissures	fissure	NOUN
cana-5280	176	137	,	,	PUNCT
cana-5280	176	138	therefore	therefore	ADV
cana-5280	176	139	sealing	seal	VERB
cana-5280	176	140	them	they	PRON
cana-5280	176	141	and	and	CCONJ
cana-5280	176	142	restoring	restore	VERB
cana-5280	176	143	concrete	concrete	ADJ
cana-5280	176	144	integrity	integrity	NOUN
cana-5280	176	145	.	.	PUNCT
cana-5280	177	1	particularly	particularly	ADV
cana-5280	177	2	useful	useful	ADJ
cana-5280	177	3	for	for	ADP
cana-5280	177	4	crack	crack	NOUN
cana-5280	177	5	repair	repair	NOUN
cana-5280	177	6	,	,	PUNCT
cana-5280	177	7	the	the	DET
cana-5280	177	8	calcite	calcite	NOUN
cana-5280	177	9	crystals	crystal	NOUN
cana-5280	177	10	generated	generate	VERB
cana-5280	177	11	by	by	ADP
cana-5280	177	12	this	this	DET
cana-5280	177	13	method	method	NOUN
cana-5280	177	14	show	show	VERB
cana-5280	177	15	great	great	ADJ
cana-5280	177	16	mechanical	mechanical	ADJ
cana-5280	177	17	stability	stability	NOUN
cana-5280	177	18	and	and	CCONJ
cana-5280	177	19	adhesiveness	adhesiveness	NOUN
cana-5280	177	20	to	to	ADP
cana-5280	177	21	the	the	DET
cana-5280	177	22	concrete	concrete	ADJ
cana-5280	177	23	substrate	substrate	NOUN
cana-5280	177	24	.	.	PUNCT
cana-5280	178	1	communications	communication	NOUN
cana-5280	178	2	on	on	ADP
cana-5280	178	3	applied	apply	VERB
cana-5280	178	4	nonlinear	nonlinear	ADJ
cana-5280	178	5	analysis	analysis	NOUN
cana-5280	178	6	issn	issn	NOUN
cana-5280	178	7	:	:	PUNCT
cana-5280	178	8	1074	1074	NUM
cana-5280	178	9	-	-	PUNCT
cana-5280	178	10	133x	133x	NUM
cana-5280	178	11	vol	vol	VERB
cana-5280	178	12	32	32	NUM
cana-5280	178	13	no	no	NOUN
cana-5280	178	14	.	.	PUNCT
cana-5280	179	1	10s	10	NOUN
cana-5280	179	2	(	(	PUNCT
cana-5280	179	3	2025	2025	NUM
cana-5280	179	4	)	)	PUNCT
cana-5280	179	5	1714	1714	NUM
cana-5280	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	179	7	a	a	DET
cana-5280	179	8	fundamental	fundamental	ADJ
cana-5280	179	9	component	component	NOUN
cana-5280	179	10	of	of	ADP
cana-5280	179	11	bacterial	bacterial	ADJ
cana-5280	179	12	concrete	concrete	ADJ
cana-5280	179	13	design	design	NOUN
cana-5280	179	14	is	be	AUX
cana-5280	179	15	bacterial	bacterial	ADJ
cana-5280	179	16	species	specie	NOUN
cana-5280	179	17	choice	choice	NOUN
cana-5280	179	18	.	.	PUNCT
cana-5280	180	1	severe	severe	ADJ
cana-5280	180	2	limitations	limitation	NOUN
cana-5280	180	3	on	on	ADP
cana-5280	180	4	bacterial	bacterial	ADJ
cana-5280	180	5	life	life	NOUN
cana-5280	180	6	are	be	AUX
cana-5280	180	7	imposed	impose	VERB
cana-5280	180	8	by	by	ADP
cana-5280	180	9	the	the	DET
cana-5280	180	10	hostile	hostile	ADJ
cana-5280	180	11	environmental	environmental	ADJ
cana-5280	180	12	conditions	condition	NOUN
cana-5280	180	13	within	within	ADP
cana-5280	180	14	concrete	concrete	ADJ
cana-5280	180	15	—	—	PUNCT
cana-5280	180	16	high	high	ADJ
cana-5280	180	17	alkalinity	alkalinity	NOUN
cana-5280	180	18	(	(	PUNCT
cana-5280	180	19	ph	ph	NOUN
cana-5280	180	20	usually	usually	ADV
cana-5280	180	21	exceeding	exceed	VERB
cana-5280	180	22	12	12	NUM
cana-5280	180	23	)	)	PUNCT
cana-5280	180	24	,	,	PUNCT
cana-5280	180	25	restricted	restrict	VERB
cana-5280	180	26	food	food	NOUN
cana-5280	180	27	availability	availability	NOUN
cana-5280	180	28	,	,	PUNCT
cana-5280	180	29	physical	physical	ADJ
cana-5280	180	30	confinement	confinement	NOUN
cana-5280	180	31	within	within	ADP
cana-5280	180	32	the	the	DET
cana-5280	180	33	pore	pore	ADJ
cana-5280	180	34	structure	structure	NOUN
cana-5280	180	35	,	,	PUNCT
cana-5280	180	36	and	and	CCONJ
cana-5280	180	37	desiccation	desiccation	NOUN
cana-5280	180	38	.	.	PUNCT
cana-5280	181	1	most	most	ADJ
cana-5280	181	2	studies	study	NOUN
cana-5280	181	3	thus	thus	ADV
cana-5280	181	4	have	have	AUX
cana-5280	181	5	concentrated	concentrate	VERB
cana-5280	181	6	on	on	ADP
cana-5280	181	7	spore	spore	ADJ
cana-5280	181	8	-	-	PUNCT
cana-5280	181	9	forming	form	VERB
cana-5280	181	10	bacteria	bacteria	NOUN
cana-5280	181	11	from	from	ADP
cana-5280	181	12	the	the	DET
cana-5280	181	13	bacillus	bacillus	NOUN
cana-5280	181	14	genus	genus	NOUN
cana-5280	181	15	,	,	PUNCT
cana-5280	181	16	especially	especially	ADV
cana-5280	181	17	bacillus	bacillus	NOUN
cana-5280	181	18	subtilis	subtili	NOUN
cana-5280	181	19	,	,	PUNCT
cana-5280	181	20	bacillus	bacillus	NOUN
cana-5280	181	21	sphaericus	sphaericus	NOUN
cana-5280	181	22	,	,	PUNCT
cana-5280	181	23	and	and	CCONJ
cana-5280	181	24	sporosarcina	sporosarcina	PROPN
cana-5280	181	25	pasteurii	pasteurii	PROPN
cana-5280	181	26	(	(	PUNCT
cana-5280	181	27	previously	previously	ADV
cana-5280	181	28	bacillus	bacillus	NOUN
cana-5280	181	29	pasteurii	pasteurii	NOUN
cana-5280	181	30	)	)	PUNCT
cana-5280	181	31	.	.	PUNCT
cana-5280	182	1	these	these	DET
cana-5280	182	2	species	specie	NOUN
cana-5280	182	3	can	can	AUX
cana-5280	182	4	create	create	VERB
cana-5280	182	5	endospores	endospore	NOUN
cana-5280	182	6	,	,	PUNCT
cana-5280	182	7	highly	highly	ADV
cana-5280	182	8	resistant	resistant	ADJ
cana-5280	182	9	dormant	dormant	ADJ
cana-5280	182	10	structures	structure	NOUN
cana-5280	182	11	able	able	ADJ
cana-5280	182	12	to	to	PART
cana-5280	182	13	survive	survive	VERB
cana-5280	182	14	severe	severe	ADJ
cana-5280	182	15	conditions	condition	NOUN
cana-5280	182	16	for	for	ADP
cana-5280	182	17	many	many	ADJ
cana-5280	182	18	periods	period	NOUN
cana-5280	182	19	and	and	CCONJ
cana-5280	182	20	germinate	germinate	VERB
cana-5280	182	21	when	when	SCONJ
cana-5280	182	22	suitable	suitable	ADJ
cana-5280	182	23	conditions	condition	NOUN
cana-5280	182	24	return	return	NOUN
cana-5280	182	25	—	—	PUNCT
cana-5280	182	26	that	that	ADV
cana-5280	182	27	is	is	ADV
cana-5280	182	28	,	,	PUNCT
cana-5280	182	29	when	when	SCONJ
cana-5280	182	30	water	water	NOUN
cana-5280	182	31	finds	find	VERB
cana-5280	182	32	its	its	PRON
cana-5280	182	33	way	way	NOUN
cana-5280	182	34	through	through	ADP
cana-5280	182	35	concrete	concrete	ADJ
cana-5280	182	36	cracks	crack	NOUN
cana-5280	182	37	.	.	PUNCT
cana-5280	183	1	healing	healing	NOUN
cana-5280	183	2	performance	performance	NOUN
cana-5280	183	3	is	be	AUX
cana-5280	183	4	much	much	ADV
cana-5280	183	5	influenced	influence	VERB
cana-5280	183	6	by	by	ADP
cana-5280	183	7	the	the	DET
cana-5280	183	8	particular	particular	ADJ
cana-5280	183	9	metabolic	metabolic	NOUN
cana-5280	183	10	capacity	capacity	NOUN
cana-5280	183	11	,	,	PUNCT
cana-5280	183	12	spore	spore	ADJ
cana-5280	183	13	generating	generating	NOUN
cana-5280	183	14	efficiency	efficiency	NOUN
cana-5280	183	15	,	,	PUNCT
cana-5280	183	16	and	and	CCONJ
cana-5280	183	17	environmental	environmental	ADJ
cana-5280	183	18	tolerance	tolerance	NOUN
cana-5280	183	19	of	of	ADP
cana-5280	183	20	various	various	ADJ
cana-5280	183	21	bacterial	bacterial	ADJ
cana-5280	183	22	species	specie	NOUN
cana-5280	183	23	;	;	PUNCT
cana-5280	183	24	hence	hence	ADV
cana-5280	183	25	,	,	PUNCT
cana-5280	183	26	a	a	DET
cana-5280	183	27	crucial	crucial	ADJ
cana-5280	183	28	element	element	NOUN
cana-5280	183	29	that	that	PRON
cana-5280	183	30	has	have	VERB
cana-5280	183	31	to	to	PART
cana-5280	183	32	be	be	AUX
cana-5280	183	33	included	include	VERB
cana-5280	183	34	into	into	ADP
cana-5280	183	35	predictive	predictive	ADJ
cana-5280	183	36	models	model	NOUN
cana-5280	183	37	.	.	PUNCT
cana-5280	184	1	an	an	DET
cana-5280	184	2	other	other	ADJ
cana-5280	184	3	basic	basic	ADJ
cana-5280	184	4	feature	feature	NOUN
cana-5280	184	5	of	of	ADP
cana-5280	184	6	bacterial	bacterial	ADJ
cana-5280	184	7	concrete	concrete	ADJ
cana-5280	184	8	technology	technology	NOUN
cana-5280	184	9	is	be	AUX
cana-5280	184	10	protective	protective	ADJ
cana-5280	184	11	encapsulating	encapsulate	VERB
cana-5280	184	12	techniques	technique	NOUN
cana-5280	184	13	.	.	PUNCT
cana-5280	185	1	although	although	SCONJ
cana-5280	185	2	bacterial	bacterial	ADJ
cana-5280	185	3	spores	spore	NOUN
cana-5280	185	4	show	show	VERB
cana-5280	185	5	amazing	amazing	ADJ
cana-5280	185	6	resistance	resistance	NOUN
cana-5280	185	7	to	to	ADP
cana-5280	185	8	hostile	hostile	ADJ
cana-5280	185	9	environments	environment	NOUN
cana-5280	185	10	,	,	PUNCT
cana-5280	185	11	direct	direct	ADJ
cana-5280	185	12	integration	integration	NOUN
cana-5280	185	13	into	into	ADP
cana-5280	185	14	the	the	DET
cana-5280	185	15	concrete	concrete	ADJ
cana-5280	185	16	matrix	matrix	NOUN
cana-5280	185	17	nonetheless	nonetheless	ADV
cana-5280	185	18	causes	cause	VERB
cana-5280	185	19	notable	notable	ADJ
cana-5280	185	20	viability	viability	NOUN
cana-5280	185	21	loss	loss	NOUN
cana-5280	185	22	over	over	ADP
cana-5280	185	23	time	time	NOUN
cana-5280	185	24	due	due	ADJ
cana-5280	185	25	of	of	ADP
cana-5280	185	26	combined	combined	ADJ
cana-5280	185	27	impacts	impact	NOUN
cana-5280	185	28	of	of	ADP
cana-5280	185	29	high	high	ADJ
cana-5280	185	30	ph	ph	VERB
cana-5280	185	31	,	,	PUNCT
cana-5280	185	32	mechanical	mechanical	ADJ
cana-5280	185	33	stress	stress	NOUN
cana-5280	185	34	during	during	ADP
cana-5280	185	35	mixing	mixing	NOUN
cana-5280	185	36	,	,	PUNCT
cana-5280	185	37	and	and	CCONJ
cana-5280	185	38	pore	pore	ADJ
cana-5280	185	39	space	space	NOUN
cana-5280	185	40	reduction	reduction	NOUN
cana-5280	185	41	during	during	ADP
cana-5280	185	42	cement	cement	NOUN
cana-5280	185	43	hydration	hydration	NOUN
cana-5280	185	44	.	.	PUNCT
cana-5280	186	1	several	several	ADJ
cana-5280	186	2	methods	method	NOUN
cana-5280	186	3	of	of	ADP
cana-5280	186	4	encapsulating	encapsulate	VERB
cana-5280	186	5	have	have	AUX
cana-5280	186	6	been	be	AUX
cana-5280	186	7	explored	explore	VERB
cana-5280	186	8	to	to	PART
cana-5280	186	9	improve	improve	VERB
cana-5280	186	10	long	long	ADJ
cana-5280	186	11	-	-	PUNCT
cana-5280	186	12	term	term	NOUN
cana-5280	186	13	bacterial	bacterial	ADJ
cana-5280	186	14	survival	survival	NOUN
cana-5280	186	15	:	:	PUNCT
cana-5280	186	16	1	1	X
cana-5280	186	17	.	.	X
cana-5280	186	18	lightweight	lightweight	ADJ
cana-5280	186	19	aggregate	aggregate	ADJ
cana-5280	186	20	encapsulation	encapsulation	NOUN
cana-5280	186	21	,	,	PUNCT
cana-5280	186	22	where	where	SCONJ
cana-5280	186	23	porous	porous	ADJ
cana-5280	186	24	materials	material	NOUN
cana-5280	186	25	such	such	ADJ
cana-5280	186	26	as	as	ADP
cana-5280	186	27	expanded	expand	VERB
cana-5280	186	28	clay	clay	NOUN
cana-5280	186	29	,	,	PUNCT
cana-5280	186	30	pumice	pumice	NOUN
cana-5280	186	31	,	,	PUNCT
cana-5280	186	32	or	or	CCONJ
cana-5280	186	33	perlite	perlite	NOUN
cana-5280	186	34	are	be	AUX
cana-5280	186	35	impregnated	impregnate	VERB
cana-5280	186	36	with	with	ADP
cana-5280	186	37	bacterial	bacterial	ADJ
cana-5280	186	38	spores	spore	NOUN
cana-5280	186	39	and	and	CCONJ
cana-5280	186	40	nutrients	nutrient	NOUN
cana-5280	186	41	before	before	ADP
cana-5280	186	42	incorporation	incorporation	NOUN
cana-5280	186	43	into	into	ADP
cana-5280	186	44	concrete	concrete	NOUN
cana-5280	186	45	.	.	PUNCT
cana-5280	187	1	these	these	DET
cana-5280	187	2	aggregates	aggregate	NOUN
cana-5280	187	3	provide	provide	VERB
cana-5280	187	4	physical	physical	ADJ
cana-5280	187	5	protection	protection	NOUN
cana-5280	187	6	while	while	SCONJ
cana-5280	187	7	allowing	allow	VERB
cana-5280	187	8	water	water	NOUN
cana-5280	187	9	infiltration	infiltration	NOUN
cana-5280	187	10	when	when	SCONJ
cana-5280	187	11	cracking	cracking	NOUN
cana-5280	187	12	occurs	occur	VERB
cana-5280	187	13	.	.	PUNCT
cana-5280	188	1	2	2	X
cana-5280	188	2	.	.	X
cana-5280	188	3	microcapsule	microcapsule	NOUN
cana-5280	188	4	-	-	PUNCT
cana-5280	188	5	based	base	VERB
cana-5280	188	6	approaches	approach	NOUN
cana-5280	188	7	,	,	PUNCT
cana-5280	188	8	utilizing	utilize	VERB
cana-5280	188	9	various	various	ADJ
cana-5280	188	10	polymeric	polymeric	ADJ
cana-5280	188	11	materials	material	NOUN
cana-5280	188	12	(	(	PUNCT
cana-5280	188	13	such	such	ADJ
cana-5280	188	14	as	as	ADP
cana-5280	188	15	melamine	melamine	ADJ
cana-5280	188	16	formaldehyde	formaldehyde	NOUN
cana-5280	188	17	,	,	PUNCT
cana-5280	188	18	gelatin	gelatin	NOUN
cana-5280	188	19	,	,	PUNCT
cana-5280	188	20	or	or	CCONJ
cana-5280	188	21	polyurethane	polyurethane	NOUN
cana-5280	188	22	)	)	PUNCT
cana-5280	188	23	to	to	PART
cana-5280	188	24	create	create	VERB
cana-5280	188	25	protective	protective	ADJ
cana-5280	188	26	shells	shell	NOUN
cana-5280	188	27	around	around	ADP
cana-5280	188	28	bacterial	bacterial	ADJ
cana-5280	188	29	spores	spore	NOUN
cana-5280	188	30	and	and	CCONJ
cana-5280	188	31	nutrients	nutrient	NOUN
cana-5280	188	32	.	.	PUNCT
cana-5280	189	1	these	these	DET
cana-5280	189	2	capsules	capsule	NOUN
cana-5280	189	3	rupture	rupture	NOUN
cana-5280	189	4	when	when	SCONJ
cana-5280	189	5	cracks	crack	NOUN
cana-5280	189	6	propagate	propagate	VERB
cana-5280	189	7	through	through	ADP
cana-5280	189	8	them	they	PRON
cana-5280	189	9	,	,	PUNCT
cana-5280	189	10	releasing	release	VERB
cana-5280	189	11	their	their	PRON
cana-5280	189	12	contents	content	NOUN
cana-5280	189	13	precisely	precisely	ADV
cana-5280	189	14	where	where	SCONJ
cana-5280	189	15	healing	healing	NOUN
cana-5280	189	16	is	be	AUX
cana-5280	189	17	needed	need	VERB
cana-5280	189	18	.	.	PUNCT
cana-5280	190	1	3	3	X
cana-5280	190	2	.	.	X
cana-5280	190	3	hydrogel	hydrogel	NOUN
cana-5280	190	4	-	-	PUNCT
cana-5280	190	5	based	base	VERB
cana-5280	190	6	systems	system	NOUN
cana-5280	190	7	,	,	PUNCT
cana-5280	190	8	where	where	SCONJ
cana-5280	190	9	bacteria	bacteria	NOUN
cana-5280	190	10	and	and	CCONJ
cana-5280	190	11	nutrients	nutrient	NOUN
cana-5280	190	12	are	be	AUX
cana-5280	190	13	incorporated	incorporate	VERB
cana-5280	190	14	into	into	ADP
cana-5280	190	15	super	super	ADJ
cana-5280	190	16	-	-	ADJ
cana-5280	190	17	absorbent	absorbent	ADJ
cana-5280	190	18	polymer	polymer	NOUN
cana-5280	190	19	networks	network	NOUN
cana-5280	190	20	that	that	PRON
cana-5280	190	21	swell	swell	VERB
cana-5280	190	22	upon	upon	SCONJ
cana-5280	190	23	water	water	NOUN
cana-5280	190	24	exposure	exposure	NOUN
cana-5280	190	25	,	,	PUNCT
cana-5280	190	26	providing	provide	VERB
cana-5280	190	27	both	both	DET
cana-5280	190	28	protection	protection	NOUN
cana-5280	190	29	during	during	ADP
cana-5280	190	30	dormancy	dormancy	NOUN
cana-5280	190	31	and	and	CCONJ
cana-5280	190	32	an	an	DET
cana-5280	190	33	ideal	ideal	ADJ
cana-5280	190	34	growth	growth	NOUN
cana-5280	190	35	environment	environment	NOUN
cana-5280	190	36	when	when	SCONJ
cana-5280	190	37	activated	activate	VERB
cana-5280	190	38	.	.	PUNCT
cana-5280	191	1	4	4	X
cana-5280	191	2	.	.	X
cana-5280	191	3	vascular	vascular	ADJ
cana-5280	191	4	networks	network	NOUN
cana-5280	191	5	,	,	PUNCT
cana-5280	191	6	inspired	inspire	VERB
cana-5280	191	7	by	by	ADP
cana-5280	191	8	biological	biological	ADJ
cana-5280	191	9	circulatory	circulatory	ADJ
cana-5280	191	10	systems	system	NOUN
cana-5280	191	11	,	,	PUNCT
cana-5280	191	12	consisting	consist	VERB
cana-5280	191	13	of	of	ADP
cana-5280	191	14	hollow	hollow	ADJ
cana-5280	191	15	channels	channel	NOUN
cana-5280	191	16	within	within	ADP
cana-5280	191	17	the	the	DET
cana-5280	191	18	concrete	concrete	ADJ
cana-5280	191	19	structure	structure	NOUN
cana-5280	191	20	that	that	PRON
cana-5280	191	21	can	can	AUX
cana-5280	191	22	deliver	deliver	VERB
cana-5280	191	23	bacterial	bacterial	ADJ
cana-5280	191	24	agents	agent	NOUN
cana-5280	191	25	to	to	ADP
cana-5280	191	26	damaged	damage	VERB
cana-5280	191	27	areas	area	NOUN
cana-5280	191	28	on	on	ADP
cana-5280	191	29	demand	demand	NOUN
cana-5280	191	30	.	.	PUNCT
cana-5280	192	1	regarding	regard	VERB
cana-5280	192	2	protection	protection	NOUN
cana-5280	192	3	efficiency	efficiency	NOUN
cana-5280	192	4	,	,	PUNCT
cana-5280	192	5	cost	cost	NOUN
cana-5280	192	6	,	,	PUNCT
cana-5280	192	7	effect	effect	NOUN
cana-5280	192	8	on	on	ADP
cana-5280	192	9	concrete	concrete	ADJ
cana-5280	192	10	mechanical	mechanical	ADJ
cana-5280	192	11	properties	property	NOUN
cana-5280	192	12	,	,	PUNCT
cana-5280	192	13	and	and	CCONJ
cana-5280	192	14	healing	healing	NOUN
cana-5280	192	15	activation	activation	NOUN
cana-5280	192	16	dynamics	dynamic	NOUN
cana-5280	192	17	,	,	PUNCT
cana-5280	192	18	every	every	DET
cana-5280	192	19	encapsulation	encapsulation	NOUN
cana-5280	192	20	technique	technique	NOUN
cana-5280	192	21	offers	offer	VERB
cana-5280	192	22	different	different	ADJ
cana-5280	192	23	benefits	benefit	NOUN
cana-5280	192	24	and	and	CCONJ
cana-5280	192	25	drawbacks	drawback	NOUN
cana-5280	192	26	.	.	PUNCT
cana-5280	193	1	these	these	DET
cana-5280	193	2	factors	factor	NOUN
cana-5280	193	3	greatly	greatly	ADV
cana-5280	193	4	affect	affect	VERB
cana-5280	193	5	general	general	ADJ
cana-5280	193	6	system	system	NOUN
cana-5280	193	7	performance	performance	NOUN
cana-5280	193	8	and	and	CCONJ
cana-5280	193	9	have	have	VERB
cana-5280	193	10	to	to	PART
cana-5280	193	11	be	be	AUX
cana-5280	193	12	suitably	suitably	ADV
cana-5280	193	13	specified	specify	VERB
cana-5280	193	14	in	in	ADP
cana-5280	193	15	prediction	prediction	NOUN
cana-5280	193	16	models	model	NOUN
cana-5280	193	17	.	.	PUNCT
cana-5280	194	1	integration	integration	NOUN
cana-5280	194	2	of	of	ADP
cana-5280	194	3	bacterial	bacterial	ADJ
cana-5280	194	4	healing	healing	NOUN
cana-5280	194	5	with	with	ADP
cana-5280	194	6	conventional	conventional	ADJ
cana-5280	194	7	concrete	concrete	ADJ
cana-5280	194	8	behavior	behavior	NOUN
cana-5280	194	9	brings	bring	VERB
cana-5280	194	10	complicated	complicated	ADJ
cana-5280	194	11	interactions	interaction	NOUN
cana-5280	194	12	that	that	PRON
cana-5280	194	13	have	have	VERB
cana-5280	194	14	to	to	PART
cana-5280	194	15	be	be	AUX
cana-5280	194	16	taken	take	VERB
cana-5280	194	17	into	into	ADP
cana-5280	194	18	account	account	NOUN
cana-5280	194	19	in	in	ADP
cana-5280	194	20	model	model	NOUN
cana-5280	194	21	creation	creation	NOUN
cana-5280	194	22	.	.	PUNCT
cana-5280	195	1	different	different	ADJ
cana-5280	195	2	significant	significant	ADJ
cana-5280	195	3	events	event	NOUN
cana-5280	195	4	define	define	VERB
cana-5280	195	5	this	this	DET
cana-5280	195	6	integration	integration	NOUN
cana-5280	195	7	:	:	PUNCT
cana-5280	195	8	1	1	X
cana-5280	195	9	.	.	X
cana-5280	195	10	competition	competition	NOUN
cana-5280	195	11	between	between	ADP
cana-5280	195	12	bacterial	bacterial	ADJ
cana-5280	195	13	healing	healing	NOUN
cana-5280	195	14	and	and	CCONJ
cana-5280	195	15	autogenous	autogenous	ADJ
cana-5280	195	16	healing	healing	NOUN
cana-5280	195	17	mechanisms	mechanism	NOUN
cana-5280	195	18	.	.	PUNCT
cana-5280	196	1	conventional	conventional	ADJ
cana-5280	196	2	concrete	concrete	ADJ
cana-5280	196	3	exhibits	exhibit	VERB
cana-5280	196	4	limited	limited	ADJ
cana-5280	196	5	self	self	NOUN
cana-5280	196	6	-	-	PUNCT
cana-5280	196	7	healing	healing	NOUN
cana-5280	196	8	capability	capability	NOUN
cana-5280	196	9	through	through	ADP
cana-5280	196	10	continued	continue	VERB
cana-5280	196	11	cement	cement	NOUN
cana-5280	196	12	hydration	hydration	NOUN
cana-5280	196	13	and	and	CCONJ
cana-5280	196	14	calcium	calcium	NOUN
cana-5280	196	15	carbonate	carbonate	NOUN
cana-5280	196	16	formation	formation	NOUN
cana-5280	196	17	from	from	ADP
cana-5280	196	18	dissolved	dissolve	VERB
cana-5280	196	19	carbon	carbon	NOUN
cana-5280	196	20	dioxide	dioxide	NOUN
cana-5280	196	21	.	.	PUNCT
cana-5280	197	1	bacterial	bacterial	ADJ
cana-5280	197	2	activity	activity	NOUN
cana-5280	197	3	enhances	enhance	VERB
cana-5280	197	4	this	this	DET
cana-5280	197	5	natural	natural	ADJ
cana-5280	197	6	process	process	NOUN
cana-5280	197	7	but	but	CCONJ
cana-5280	197	8	also	also	ADV
cana-5280	197	9	interacts	interact	VERB
cana-5280	197	10	with	with	ADP
cana-5280	197	11	it	it	PRON
cana-5280	197	12	in	in	ADP
cana-5280	197	13	complex	complex	ADJ
cana-5280	197	14	ways	way	NOUN
cana-5280	197	15	.	.	PUNCT
cana-5280	198	1	communications	communication	NOUN
cana-5280	198	2	on	on	ADP
cana-5280	198	3	applied	apply	VERB
cana-5280	198	4	nonlinear	nonlinear	ADJ
cana-5280	198	5	analysis	analysis	NOUN
cana-5280	198	6	issn	issn	NOUN
cana-5280	198	7	:	:	PUNCT
cana-5280	198	8	1074	1074	NUM
cana-5280	198	9	-	-	PUNCT
cana-5280	198	10	133x	133x	NUM
cana-5280	198	11	vol	vol	VERB
cana-5280	198	12	32	32	NUM
cana-5280	198	13	no	no	NOUN
cana-5280	198	14	.	.	PUNCT
cana-5280	199	1	10s	10	NOUN
cana-5280	199	2	(	(	PUNCT
cana-5280	199	3	2025	2025	NUM
cana-5280	199	4	)	)	PUNCT
cana-5280	199	5	1715	1715	NUM
cana-5280	199	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	199	7	2	2	NUM
cana-5280	199	8	.	.	NOUN
cana-5280	199	9	time	time	NOUN
cana-5280	199	10	-	-	PUNCT
cana-5280	199	11	dependent	dependent	ADJ
cana-5280	199	12	behavior	behavior	NOUN
cana-5280	199	13	,	,	PUNCT
cana-5280	199	14	with	with	ADP
cana-5280	199	15	bacterial	bacterial	ADJ
cana-5280	199	16	healing	healing	NOUN
cana-5280	199	17	typically	typically	ADV
cana-5280	199	18	exhibiting	exhibit	VERB
cana-5280	199	19	distinct	distinct	ADJ
cana-5280	199	20	phases	phase	NOUN
cana-5280	199	21	:	:	PUNCT
cana-5280	199	22	an	an	DET
cana-5280	199	23	initial	initial	ADJ
cana-5280	199	24	lag	lag	NOUN
cana-5280	199	25	period	period	NOUN
cana-5280	199	26	following	follow	VERB
cana-5280	199	27	crack	crack	VERB
cana-5280	199	28	formation	formation	NOUN
cana-5280	199	29	and	and	CCONJ
cana-5280	199	30	water	water	NOUN
cana-5280	199	31	ingress	ingress	NOUN
cana-5280	199	32	(	(	PUNCT
cana-5280	199	33	during	during	ADP
cana-5280	199	34	which	which	PRON
cana-5280	199	35	spores	spore	NOUN
cana-5280	199	36	germinate	germinate	VERB
cana-5280	199	37	and	and	CCONJ
cana-5280	199	38	bacterial	bacterial	ADJ
cana-5280	199	39	populations	population	NOUN
cana-5280	199	40	establish	establish	VERB
cana-5280	199	41	)	)	PUNCT
cana-5280	199	42	,	,	PUNCT
cana-5280	199	43	a	a	DET
cana-5280	199	44	rapid	rapid	ADJ
cana-5280	199	45	healing	healing	NOUN
cana-5280	199	46	phase	phase	NOUN
cana-5280	199	47	characterized	characterize	VERB
cana-5280	199	48	by	by	ADP
cana-5280	199	49	accelerated	accelerate	VERB
cana-5280	199	50	calcium	calcium	NOUN
cana-5280	199	51	carbonate	carbonate	NOUN
cana-5280	199	52	precipitation	precipitation	NOUN
cana-5280	199	53	,	,	PUNCT
cana-5280	199	54	and	and	CCONJ
cana-5280	199	55	a	a	DET
cana-5280	199	56	final	final	ADJ
cana-5280	199	57	phase	phase	NOUN
cana-5280	199	58	where	where	SCONJ
cana-5280	199	59	healing	healing	NOUN
cana-5280	199	60	rate	rate	NOUN
cana-5280	199	61	diminishes	diminish	VERB
cana-5280	199	62	as	as	SCONJ
cana-5280	199	63	nutrients	nutrient	NOUN
cana-5280	199	64	are	be	AUX
cana-5280	199	65	depleted	deplete	VERB
cana-5280	199	66	or	or	CCONJ
cana-5280	199	67	available	available	ADJ
cana-5280	199	68	crack	crack	NOUN
cana-5280	199	69	space	space	NOUN
cana-5280	199	70	is	be	AUX
cana-5280	199	71	filled	fill	VERB
cana-5280	199	72	.	.	PUNCT
cana-5280	200	1	3	3	X
cana-5280	200	2	.	.	X
cana-5280	200	3	spatial	spatial	ADJ
cana-5280	200	4	heterogeneity	heterogeneity	NOUN
cana-5280	200	5	of	of	ADP
cana-5280	200	6	the	the	DET
cana-5280	200	7	healing	healing	NOUN
cana-5280	200	8	process	process	NOUN
cana-5280	200	9	,	,	PUNCT
cana-5280	200	10	with	with	ADP
cana-5280	200	11	healing	heal	VERB
cana-5280	200	12	efficiency	efficiency	NOUN
cana-5280	200	13	typically	typically	ADV
cana-5280	200	14	decreasing	decrease	VERB
cana-5280	200	15	with	with	ADP
cana-5280	200	16	distance	distance	NOUN
cana-5280	200	17	from	from	ADP
cana-5280	200	18	bacterial	bacterial	ADJ
cana-5280	200	19	sources	source	NOUN
cana-5280	200	20	and	and	CCONJ
cana-5280	200	21	varying	vary	VERB
cana-5280	200	22	with	with	ADP
cana-5280	200	23	local	local	ADJ
cana-5280	200	24	conditions	condition	NOUN
cana-5280	200	25	within	within	ADP
cana-5280	200	26	cracks	crack	NOUN
cana-5280	200	27	.	.	PUNCT
cana-5280	201	1	4	4	X
cana-5280	201	2	.	.	X
cana-5280	201	3	environmental	environmental	ADJ
cana-5280	201	4	sensitivity	sensitivity	NOUN
cana-5280	201	5	,	,	PUNCT
cana-5280	201	6	with	with	ADP
cana-5280	201	7	bacterial	bacterial	ADJ
cana-5280	201	8	activity	activity	NOUN
cana-5280	201	9	strongly	strongly	ADV
cana-5280	201	10	influenced	influence	VERB
cana-5280	201	11	by	by	ADP
cana-5280	201	12	temperature	temperature	NOUN
cana-5280	201	13	,	,	PUNCT
cana-5280	201	14	moisture	moisture	NOUN
cana-5280	201	15	availability	availability	NOUN
cana-5280	201	16	,	,	PUNCT
cana-5280	201	17	oxygen	oxygen	NOUN
cana-5280	201	18	levels	level	NOUN
cana-5280	201	19	,	,	PUNCT
cana-5280	201	20	and	and	CCONJ
cana-5280	201	21	ph	ph	ADJ
cana-5280	201	22	conditions	condition	NOUN
cana-5280	201	23	—	—	PUNCT
cana-5280	201	24	all	all	PRON
cana-5280	201	25	of	of	ADP
cana-5280	201	26	which	which	PRON
cana-5280	201	27	may	may	AUX
cana-5280	201	28	vary	vary	VERB
cana-5280	201	29	both	both	PRON
cana-5280	201	30	temporally	temporally	ADV
cana-5280	201	31	and	and	CCONJ
cana-5280	201	32	spatially	spatially	ADV
cana-5280	201	33	within	within	ADP
cana-5280	201	34	concrete	concrete	ADJ
cana-5280	201	35	structures	structure	NOUN
cana-5280	201	36	.	.	PUNCT
cana-5280	202	1	these	these	DET
cana-5280	202	2	complicated	complicate	VERB
cana-5280	202	3	behaviors	behavior	NOUN
cana-5280	202	4	provide	provide	VERB
cana-5280	202	5	major	major	ADJ
cana-5280	202	6	difficulties	difficulty	NOUN
cana-5280	202	7	for	for	ADP
cana-5280	202	8	conventional	conventional	ADJ
cana-5280	202	9	deterministic	deterministic	ADJ
cana-5280	202	10	modeling	modeling	NOUN
cana-5280	202	11	methods	method	NOUN
cana-5280	202	12	but	but	CCONJ
cana-5280	202	13	fit	fit	VERB
cana-5280	202	14	very	very	ADV
cana-5280	202	15	nicely	nicely	ADV
cana-5280	202	16	with	with	ADP
cana-5280	202	17	the	the	DET
cana-5280	202	18	pattern	pattern	NOUN
cana-5280	202	19	recognition	recognition	NOUN
cana-5280	202	20	capacity	capacity	NOUN
cana-5280	202	21	of	of	ADP
cana-5280	202	22	neural	neural	ADJ
cana-5280	202	23	networks	network	NOUN
cana-5280	202	24	,	,	PUNCT
cana-5280	202	25	which	which	PRON
cana-5280	202	26	can	can	AUX
cana-5280	202	27	record	record	VERB
cana-5280	202	28	these	these	DET
cana-5280	202	29	non	non	ADJ
cana-5280	202	30	-	-	ADJ
cana-5280	202	31	linear	linear	ADJ
cana-5280	202	32	relationships	relationship	NOUN
cana-5280	202	33	using	use	VERB
cana-5280	202	34	training	training	NOUN
cana-5280	202	35	on	on	ADP
cana-5280	202	36	experimental	experimental	ADJ
cana-5280	202	37	data	datum	NOUN
cana-5280	202	38	without	without	ADP
cana-5280	202	39	explicitly	explicitly	ADV
cana-5280	202	40	mathematical	mathematical	ADJ
cana-5280	202	41	formulation	formulation	NOUN
cana-5280	202	42	of	of	ADP
cana-5280	202	43	all	all	DET
cana-5280	202	44	underlying	underlie	VERB
cana-5280	202	45	mechanisms	mechanism	NOUN
cana-5280	202	46	.	.	PUNCT
cana-5280	203	1	6.2	6.2	NUM
cana-5280	203	2	artificial	artificial	ADJ
cana-5280	203	3	neural	neural	ADJ
cana-5280	203	4	networks	network	NOUN
cana-5280	203	5	:	:	PUNCT
cana-5280	203	6	principles	principle	NOUN
cana-5280	203	7	and	and	CCONJ
cana-5280	203	8	architecture	architecture	NOUN
cana-5280	203	9	inspired	inspire	VERB
cana-5280	203	10	by	by	ADP
cana-5280	203	11	the	the	DET
cana-5280	203	12	structure	structure	NOUN
cana-5280	203	13	and	and	CCONJ
cana-5280	203	14	functional	functional	ADJ
cana-5280	203	15	elements	element	NOUN
cana-5280	203	16	of	of	ADP
cana-5280	203	17	organic	organic	ADJ
cana-5280	203	18	brain	brain	NOUN
cana-5280	203	19	systems	system	NOUN
cana-5280	203	20	,	,	PUNCT
cana-5280	203	21	artificial	artificial	ADJ
cana-5280	203	22	neural	neural	ADJ
cana-5280	203	23	networks	network	NOUN
cana-5280	203	24	constitute	constitute	VERB
cana-5280	203	25	a	a	DET
cana-5280	203	26	family	family	NOUN
cana-5280	203	27	of	of	ADP
cana-5280	203	28	machine	machine	NOUN
cana-5280	203	29	learning	learning	NOUN
cana-5280	203	30	methods	method	NOUN
cana-5280	203	31	.	.	PUNCT
cana-5280	204	1	they	they	PRON
cana-5280	204	2	are	be	AUX
cana-5280	204	3	well	well	ADV
cana-5280	204	4	suited	suited	ADJ
cana-5280	204	5	for	for	ADP
cana-5280	204	6	estimating	estimate	VERB
cana-5280	204	7	bacterial	bacterial	ADJ
cana-5280	204	8	concrete	concrete	ADJ
cana-5280	204	9	performance	performance	NOUN
cana-5280	204	10	where	where	SCONJ
cana-5280	204	11	many	many	ADJ
cana-5280	204	12	interdependent	interdependent	ADJ
cana-5280	204	13	factors	factor	NOUN
cana-5280	204	14	affect	affect	VERB
cana-5280	204	15	outcomes	outcome	NOUN
cana-5280	204	16	since	since	SCONJ
cana-5280	204	17	they	they	PRON
cana-5280	204	18	are	be	AUX
cana-5280	204	19	excellent	excellent	ADJ
cana-5280	204	20	in	in	ADP
cana-5280	204	21	identifying	identify	VERB
cana-5280	204	22	complicated	complicated	ADJ
cana-5280	204	23	patterns	pattern	NOUN
cana-5280	204	24	and	and	CCONJ
cana-5280	204	25	modeling	model	VERB
cana-5280	204	26	non	non	ADJ
cana-5280	204	27	-	-	ADJ
cana-5280	204	28	linear	linear	ADJ
cana-5280	204	29	interactions	interaction	NOUN
cana-5280	204	30	between	between	ADP
cana-5280	204	31	several	several	ADJ
cana-5280	204	32	variables	variable	NOUN
cana-5280	204	33	.	.	PUNCT
cana-5280	205	1	developing	develop	VERB
cana-5280	205	2	good	good	ADJ
cana-5280	205	3	predictive	predictive	ADJ
cana-5280	205	4	models	model	NOUN
cana-5280	205	5	and	and	CCONJ
cana-5280	205	6	comprehending	comprehend	VERB
cana-5280	205	7	ann	ann	PROPN
cana-5280	205	8	results	result	NOUN
cana-5280	205	9	in	in	ADP
cana-5280	205	10	the	the	DET
cana-5280	205	11	framework	framework	NOUN
cana-5280	205	12	of	of	ADP
cana-5280	205	13	bacterial	bacterial	ADJ
cana-5280	205	14	concrete	concrete	ADJ
cana-5280	205	15	optimization	optimization	NOUN
cana-5280	205	16	depends	depend	VERB
cana-5280	205	17	on	on	ADP
cana-5280	205	18	a	a	DET
cana-5280	205	19	knowledge	knowledge	NOUN
cana-5280	205	20	of	of	ADP
cana-5280	205	21	their	their	PRON
cana-5280	205	22	basic	basic	ADJ
cana-5280	205	23	ideas	idea	NOUN
cana-5280	205	24	.	.	PUNCT
cana-5280	206	1	artificial	artificial	ADJ
cana-5280	206	2	neurons	neuron	NOUN
cana-5280	206	3	,	,	PUNCT
cana-5280	206	4	sometimes	sometimes	ADV
cana-5280	206	5	known	know	VERB
cana-5280	206	6	as	as	ADP
cana-5280	206	7	nodes	node	NOUN
cana-5280	206	8	,	,	PUNCT
cana-5280	206	9	are	be	AUX
cana-5280	206	10	the	the	DET
cana-5280	206	11	fundamental	fundamental	ADJ
cana-5280	206	12	building	building	NOUN
cana-5280	206	13	blocks	block	NOUN
cana-5280	206	14	of	of	ADP
cana-5280	206	15	an	an	DET
cana-5280	206	16	artificial	artificial	ADJ
cana-5280	206	17	neural	neural	ADJ
cana-5280	206	18	network	network	NOUN
cana-5280	206	19	;	;	PUNCT
cana-5280	206	20	they	they	PRON
cana-5280	206	21	process	process	VERB
cana-5280	206	22	several	several	ADJ
cana-5280	206	23	weighted	weight	VERB
cana-5280	206	24	inputs	input	NOUN
cana-5280	206	25	using	use	VERB
cana-5280	206	26	an	an	DET
cana-5280	206	27	activation	activation	NOUN
cana-5280	206	28	function	function	NOUN
cana-5280	206	29	and	and	CCONJ
cana-5280	206	30	provide	provide	VERB
cana-5280	206	31	an	an	DET
cana-5280	206	32	output	output	NOUN
cana-5280	206	33	.	.	PUNCT
cana-5280	207	1	mathematically	mathematically	ADV
cana-5280	207	2	,	,	PUNCT
cana-5280	207	3	a	a	DET
cana-5280	207	4	single	single	ADJ
cana-5280	207	5	neuron	neuron	NOUN
cana-5280	207	6	's	's	PART
cana-5280	207	7	behavior	behavior	NOUN
cana-5280	207	8	might	might	AUX
cana-5280	207	9	be	be	AUX
cana-5280	207	10	expressed	express	VERB
cana-5280	207	11	as	as	ADP
cana-5280	207	12	:	:	PUNCT
cana-5280	207	13	y	y	PROPN
cana-5280	207	14	=	=	NOUN
cana-5280	207	15	f(∑i=1nwixi+b)y	f(∑i=1nwixi+b)y	NOUN
cana-5280	207	16	=	=	SYM
cana-5280	207	17	f\left(\sum_{i=1}^{n	f\left(\sum_{i=1}^{n	NUM
cana-5280	207	18	}	}	PUNCT
cana-5280	207	19	w_i	w_i	NUM
cana-5280	207	20	x_i	x_i	PUNCT
cana-5280	208	1	+	+	PUNCT
cana-5280	208	2	b\right)y	b\right)y	ADJ
cana-5280	208	3	=	=	NOUN
cana-5280	208	4	f(∑i=1nwixi+b	f(∑i=1nwixi+b	NOUN
cana-5280	208	5	)	)	PUNCT
cana-5280	208	6	where	where	SCONJ
cana-5280	208	7	:	:	PUNCT
cana-5280	208	8	•	•	NOUN
cana-5280	208	9	$	$	SYM
cana-5280	208	10	y$	y$	NOUN
cana-5280	208	11	is	be	AUX
cana-5280	208	12	the	the	DET
cana-5280	208	13	neuron	neuron	NOUN
cana-5280	208	14	output	output	VERB
cana-5280	208	15	•	•	NOUN
cana-5280	208	16	$	$	SYM
cana-5280	208	17	x_i$	x_i$	NOUN
cana-5280	208	18	are	be	AUX
cana-5280	208	19	the	the	DET
cana-5280	208	20	input	input	NOUN
cana-5280	208	21	values	value	NOUN
cana-5280	208	22	•	•	ADP
cana-5280	208	23	$	$	SYM
cana-5280	208	24	w_i$	w_i$	NOUN
cana-5280	208	25	are	be	AUX
cana-5280	208	26	the	the	DET
cana-5280	208	27	corresponding	corresponding	ADJ
cana-5280	208	28	weights	weight	NOUN
cana-5280	208	29	•	•	NOUN
cana-5280	208	30	$	$	SYM
cana-5280	208	31	b$	b$	VERB
cana-5280	208	32	is	be	AUX
cana-5280	208	33	a	a	DET
cana-5280	208	34	bias	bias	NOUN
cana-5280	208	35	term	term	NOUN
cana-5280	208	36	•	•	NOUN
cana-5280	208	37	$	$	SYM
cana-5280	208	38	f$	f$	NOUN
cana-5280	208	39	is	be	AUX
cana-5280	208	40	the	the	DET
cana-5280	208	41	activation	activation	NOUN
cana-5280	208	42	function	function	NOUN
cana-5280	208	43	layers	layer	NOUN
cana-5280	208	44	of	of	ADP
cana-5280	208	45	neurons	neuron	NOUN
cana-5280	208	46	are	be	AUX
cana-5280	208	47	arranged	arrange	VERB
cana-5280	208	48	with	with	SCONJ
cana-5280	208	49	links	link	NOUN
cana-5280	208	50	between	between	ADP
cana-5280	208	51	them	they	PRON
cana-5280	208	52	weighted	weight	VERB
cana-5280	208	53	to	to	PART
cana-5280	208	54	reflect	reflect	VERB
cana-5280	208	55	their	their	PRON
cana-5280	208	56	respective	respective	ADJ
cana-5280	208	57	relevance	relevance	NOUN
cana-5280	208	58	in	in	ADP
cana-5280	208	59	information	information	NOUN
cana-5280	208	60	processing	processing	NOUN
cana-5280	208	61	.	.	PUNCT
cana-5280	209	1	usually	usually	ADV
cana-5280	209	2	,	,	PUNCT
cana-5280	209	3	a	a	DET
cana-5280	209	4	feedforward	feedforward	ADJ
cana-5280	209	5	neural	neural	ADJ
cana-5280	209	6	network	network	NOUN
cana-5280	209	7	comprises	comprise	NOUN
cana-5280	209	8	:	:	PUNCT
cana-5280	209	9	1	1	X
cana-5280	209	10	.	.	X
cana-5280	209	11	an	an	DET
cana-5280	209	12	input	input	NOUN
cana-5280	209	13	layer	layer	NOUN
cana-5280	209	14	,	,	PUNCT
cana-5280	209	15	where	where	SCONJ
cana-5280	209	16	each	each	DET
cana-5280	209	17	neuron	neuron	NOUN
cana-5280	209	18	corresponds	correspond	VERB
cana-5280	209	19	to	to	ADP
cana-5280	209	20	a	a	DET
cana-5280	209	21	specific	specific	ADJ
cana-5280	209	22	input	input	NOUN
cana-5280	209	23	variable	variable	NOUN
cana-5280	209	24	(	(	PUNCT
cana-5280	209	25	e.g.	e.g.	ADV
cana-5280	209	26	,	,	PUNCT
cana-5280	209	27	bacterial	bacterial	ADJ
cana-5280	209	28	concentration	concentration	NOUN
cana-5280	209	29	,	,	PUNCT
cana-5280	209	30	calcium	calcium	NOUN
cana-5280	209	31	source	source	NOUN
cana-5280	209	32	type	type	NOUN
cana-5280	209	33	,	,	PUNCT
cana-5280	209	34	water	water	NOUN
cana-5280	209	35	-	-	PUNCT
cana-5280	209	36	cement	cement	NOUN
cana-5280	209	37	ratio	ratio	NOUN
cana-5280	209	38	)	)	PUNCT
cana-5280	210	1	2	2	NUM
cana-5280	210	2	.	.	X
cana-5280	210	3	one	one	NUM
cana-5280	210	4	or	or	CCONJ
cana-5280	210	5	more	more	ADV
cana-5280	210	6	hidden	hidden	ADJ
cana-5280	210	7	layers	layer	NOUN
cana-5280	210	8	that	that	PRON
cana-5280	210	9	perform	perform	VERB
cana-5280	210	10	intermediate	intermediate	ADJ
cana-5280	210	11	computations	computation	NOUN
cana-5280	210	12	communications	communication	NOUN
cana-5280	210	13	on	on	ADP
cana-5280	210	14	applied	apply	VERB
cana-5280	210	15	nonlinear	nonlinear	ADJ
cana-5280	210	16	analysis	analysis	NOUN
cana-5280	210	17	issn	issn	NOUN
cana-5280	210	18	:	:	PUNCT
cana-5280	210	19	1074	1074	NUM
cana-5280	210	20	-	-	PUNCT
cana-5280	210	21	133x	133x	NUM
cana-5280	210	22	vol	vol	VERB
cana-5280	210	23	32	32	NUM
cana-5280	210	24	no	no	NOUN
cana-5280	210	25	.	.	PUNCT
cana-5280	211	1	10s	10	NOUN
cana-5280	211	2	(	(	PUNCT
cana-5280	211	3	2025	2025	NUM
cana-5280	211	4	)	)	PUNCT
cana-5280	211	5	1716	1716	NUM
cana-5280	211	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	211	7	3	3	X
cana-5280	211	8	.	.	PUNCT
cana-5280	212	1	an	an	DET
cana-5280	212	2	output	output	NOUN
cana-5280	212	3	layer	layer	NOUN
cana-5280	212	4	that	that	PRON
cana-5280	212	5	produces	produce	VERB
cana-5280	212	6	the	the	DET
cana-5280	212	7	final	final	ADJ
cana-5280	212	8	predictions	prediction	NOUN
cana-5280	212	9	(	(	PUNCT
cana-5280	212	10	e.g.	e.g.	ADV
cana-5280	212	11	,	,	PUNCT
cana-5280	212	12	compressive	compressive	ADJ
cana-5280	212	13	strength	strength	NOUN
cana-5280	212	14	,	,	PUNCT
cana-5280	212	15	healing	healing	NOUN
cana-5280	212	16	efficiency	efficiency	NOUN
cana-5280	212	17	)	)	PUNCT
cana-5280	212	18	from	from	ADP
cana-5280	212	19	input	input	NOUN
cana-5280	212	20	to	to	ADP
cana-5280	212	21	output	output	NOUN
cana-5280	212	22	,	,	PUNCT
cana-5280	212	23	information	information	NOUN
cana-5280	212	24	moves	move	VERB
cana-5280	212	25	unidirectionally	unidirectionally	ADV
cana-5280	212	26	;	;	PUNCT
cana-5280	212	27	each	each	DET
cana-5280	212	28	layer	layer	NOUN
cana-5280	212	29	uses	use	VERB
cana-5280	212	30	its	its	PRON
cana-5280	212	31	weighted	weighted	ADJ
cana-5280	212	32	connections	connection	NOUN
cana-5280	212	33	and	and	CCONJ
cana-5280	212	34	activation	activation	NOUN
cana-5280	212	35	functions	function	NOUN
cana-5280	212	36	to	to	PART
cana-5280	212	37	change	change	VERB
cana-5280	212	38	the	the	DET
cana-5280	212	39	information	information	NOUN
cana-5280	212	40	from	from	ADP
cana-5280	212	41	the	the	DET
cana-5280	212	42	one	one	NUM
cana-5280	212	43	below	below	ADV
cana-5280	212	44	.	.	PUNCT
cana-5280	213	1	learning	learn	VERB
cana-5280	213	2	capacity	capacity	NOUN
cana-5280	213	3	and	and	CCONJ
cana-5280	213	4	network	network	NOUN
cana-5280	213	5	behavior	behavior	NOUN
cana-5280	213	6	are	be	AUX
cana-5280	213	7	strongly	strongly	ADV
cana-5280	213	8	influenced	influence	VERB
cana-5280	213	9	by	by	ADP
cana-5280	213	10	the	the	DET
cana-5280	213	11	choice	choice	NOUN
cana-5280	213	12	of	of	ADP
cana-5280	213	13	suitable	suitable	ADJ
cana-5280	213	14	activation	activation	NOUN
cana-5280	213	15	functions	function	NOUN
cana-5280	213	16	.	.	PUNCT
cana-5280	214	1	typical	typical	ADJ
cana-5280	214	2	activation	activation	NOUN
cana-5280	214	3	purposes	purpose	NOUN
cana-5280	214	4	are	be	AUX
cana-5280	214	5	:	:	PUNCT
cana-5280	214	6	1	1	X
cana-5280	214	7	.	.	X
cana-5280	214	8	sigmoid	sigmoid	NOUN
cana-5280	214	9	function	function	NOUN
cana-5280	214	10	:	:	PUNCT
cana-5280	214	11	$	$	SYM
cana-5280	214	12	f(x	f(x	PROPN
cana-5280	214	13	)	)	PUNCT
cana-5280	215	1	=	=	PUNCT
cana-5280	216	1	\frac{1}{1	\frac{1}{1	X
cana-5280	217	1	+	+	CCONJ
cana-5280	217	2	e^{-x}}$	e^{-x}}$	PROPN
cana-5280	217	3	,	,	PUNCT
cana-5280	217	4	which	which	PRON
cana-5280	217	5	compresses	compress	VERB
cana-5280	217	6	input	input	NOUN
cana-5280	217	7	to	to	ADP
cana-5280	217	8	a	a	DET
cana-5280	217	9	range	range	NOUN
cana-5280	217	10	between	between	ADP
cana-5280	217	11	0	0	NUM
cana-5280	217	12	and	and	CCONJ
cana-5280	217	13	1	1	NUM
cana-5280	217	14	2	2	NUM
cana-5280	217	15	.	.	PUNCT
cana-5280	217	16	hyperbolic	hyperbolic	ADJ
cana-5280	217	17	tangent	tangent	NOUN
cana-5280	217	18	:	:	PUNCT
cana-5280	217	19	$	$	SYM
cana-5280	217	20	f(x	f(x	PROPN
cana-5280	217	21	)	)	PUNCT
cana-5280	217	22	=	=	SYM
cana-5280	218	1	\tanh(x)$	\tanh(x)$	PROPN
cana-5280	218	2	,	,	PUNCT
cana-5280	218	3	which	which	PRON
cana-5280	218	4	maps	map	VERB
cana-5280	218	5	input	input	NOUN
cana-5280	218	6	to	to	ADP
cana-5280	218	7	a	a	DET
cana-5280	218	8	range	range	NOUN
cana-5280	218	9	between	between	ADP
cana-5280	218	10	-1	-1	PUNCT
cana-5280	218	11	and	and	CCONJ
cana-5280	218	12	1	1	NUM
cana-5280	218	13	3	3	NUM
cana-5280	218	14	.	.	PUNCT
cana-5280	218	15	rectified	rectify	VERB
cana-5280	218	16	linear	linear	PROPN
cana-5280	218	17	unit	unit	NOUN
cana-5280	218	18	(	(	PUNCT
cana-5280	218	19	relu	relu	NOUN
cana-5280	218	20	):	):	PUNCT
cana-5280	218	21	$	$	SYM
cana-5280	218	22	f(x	f(x	PROPN
cana-5280	218	23	)	)	PUNCT
cana-5280	218	24	=	=	SYM
cana-5280	219	1	\max(0	\max(0	PROPN
cana-5280	219	2	,	,	PUNCT
cana-5280	219	3	x)$	x)$	PRON
cana-5280	219	4	,	,	PUNCT
cana-5280	219	5	which	which	PRON
cana-5280	219	6	returns	return	VERB
cana-5280	219	7	0	0	NUM
cana-5280	219	8	for	for	ADP
cana-5280	219	9	negative	negative	ADJ
cana-5280	219	10	inputs	input	NOUN
cana-5280	219	11	and	and	CCONJ
cana-5280	219	12	the	the	DET
cana-5280	219	13	input	input	NOUN
cana-5280	219	14	value	value	NOUN
cana-5280	219	15	for	for	ADP
cana-5280	219	16	positive	positive	ADJ
cana-5280	219	17	inputs	input	NOUN
cana-5280	219	18	4	4	NUM
cana-5280	219	19	.	.	PUNCT
cana-5280	220	1	leaky	leaky	ADJ
cana-5280	220	2	relu	relu	NOUN
cana-5280	220	3	:	:	PUNCT
cana-5280	220	4	$	$	SYM
cana-5280	220	5	f(x	f(x	PROPN
cana-5280	220	6	)	)	PUNCT
cana-5280	220	7	=	=	PUNCT
cana-5280	221	1	\max(\alpha	\max(\alpha	PUNCT
cana-5280	221	2	x	x	PROPN
cana-5280	221	3	,	,	PUNCT
cana-5280	221	4	x)$	x)$	PUNCT
cana-5280	221	5	where	where	SCONJ
cana-5280	221	6	$	$	SYM
cana-5280	221	7	\alpha$	\alpha$	NOUN
cana-5280	221	8	is	be	AUX
cana-5280	221	9	a	a	DET
cana-5280	221	10	small	small	ADJ
cana-5280	221	11	constant	constant	ADJ
cana-5280	221	12	,	,	PUNCT
cana-5280	221	13	addressing	address	VERB
cana-5280	221	14	the	the	DET
cana-5280	221	15	"	"	PUNCT
cana-5280	221	16	dying	die	VERB
cana-5280	221	17	relu	relu	NOUN
cana-5280	221	18	"	"	PUNCT
cana-5280	221	19	problem	problem	NOUN
cana-5280	221	20	5	5	NUM
cana-5280	221	21	.	.	PUNCT
cana-5280	221	22	softmax	softmax	NOUN
cana-5280	221	23	function	function	NOUN
cana-5280	221	24	:	:	PUNCT
cana-5280	221	25	$	$	SYM
cana-5280	221	26	f(x_i	f(x_i	PROPN
cana-5280	221	27	)	)	PUNCT
cana-5280	221	28	=	=	PUNCT
cana-5280	222	1	\frac{e^{x_i}}{\sum_{j	\frac{e^{x_i}}{\sum_{j	ADJ
cana-5280	222	2	}	}	PUNCT
cana-5280	222	3	e^{x_j}}$	e^{x_j}}$	NOUN
cana-5280	222	4	,	,	PUNCT
cana-5280	222	5	typically	typically	ADV
cana-5280	222	6	used	use	VERB
cana-5280	222	7	in	in	ADP
cana-5280	222	8	output	output	NOUN
cana-5280	222	9	layers	layer	NOUN
cana-5280	222	10	for	for	ADP
cana-5280	222	11	multi	multi	ADJ
cana-5280	222	12	-	-	ADJ
cana-5280	222	13	class	class	ADJ
cana-5280	222	14	classification	classification	NOUN
cana-5280	222	15	while	while	SCONJ
cana-5280	222	16	relu	relu	NOUN
cana-5280	222	17	and	and	CCONJ
cana-5280	222	18	its	its	PRON
cana-5280	222	19	variants	variant	NOUN
cana-5280	222	20	often	often	ADV
cana-5280	222	21	provide	provide	VERB
cana-5280	222	22	advantages	advantage	NOUN
cana-5280	222	23	in	in	ADP
cana-5280	222	24	hidden	hidden	ADJ
cana-5280	222	25	layers	layer	NOUN
cana-5280	222	26	due	due	ADJ
cana-5280	222	27	of	of	ADP
cana-5280	222	28	their	their	PRON
cana-5280	222	29	computational	computational	ADJ
cana-5280	222	30	efficiency	efficiency	NOUN
cana-5280	222	31	and	and	CCONJ
cana-5280	222	32	resistance	resistance	NOUN
cana-5280	222	33	to	to	ADP
cana-5280	222	34	the	the	DET
cana-5280	222	35	vanishing	vanish	VERB
cana-5280	222	36	gradient	gradient	NOUN
cana-5280	222	37	problem	problem	NOUN
cana-5280	222	38	during	during	ADP
cana-5280	222	39	training	training	NOUN
cana-5280	222	40	,	,	PUNCT
cana-5280	222	41	sigmoid	sigmoid	NOUN
cana-5280	222	42	and	and	CCONJ
cana-5280	222	43	hyperbolic	hyperbolic	ADJ
cana-5280	222	44	tangent	tangent	NOUN
cana-5280	222	45	functions	function	NOUN
cana-5280	222	46	have	have	AUX
cana-5280	222	47	traditionally	traditionally	ADV
cana-5280	222	48	been	be	AUX
cana-5280	222	49	favored	favor	VERB
cana-5280	222	50	in	in	ADP
cana-5280	222	51	output	output	NOUN
cana-5280	222	52	layers	layer	NOUN
cana-5280	222	53	for	for	ADP
cana-5280	222	54	bacterial	bacterial	ADJ
cana-5280	222	55	concrete	concrete	ADJ
cana-5280	222	56	applications	application	NOUN
cana-5280	222	57	stressing	stress	VERB
cana-5280	222	58	numerical	numerical	ADJ
cana-5280	222	59	prediction	prediction	NOUN
cana-5280	222	60	rather	rather	ADV
cana-5280	222	61	than	than	ADP
cana-5280	222	62	classification	classification	NOUN
cana-5280	222	63	.	.	PUNCT
cana-5280	223	1	design	design	NOUN
cana-5280	223	2	of	of	ADP
cana-5280	223	3	network	network	NOUN
cana-5280	223	4	architecture	architecture	NOUN
cana-5280	223	5	includes	include	VERB
cana-5280	223	6	choice	choice	NOUN
cana-5280	223	7	of	of	ADP
cana-5280	223	8	specialized	specialized	ADJ
cana-5280	223	9	architectural	architectural	ADJ
cana-5280	223	10	features	feature	NOUN
cana-5280	223	11	,	,	PUNCT
cana-5280	223	12	connection	connection	NOUN
cana-5280	223	13	patterns	pattern	NOUN
cana-5280	223	14	,	,	PUNCT
cana-5280	223	15	and	and	CCONJ
cana-5280	223	16	number	number	NOUN
cana-5280	223	17	of	of	ADP
cana-5280	223	18	hidden	hidden	ADJ
cana-5280	223	19	layers	layer	NOUN
cana-5280	223	20	and	and	CCONJ
cana-5280	223	21	neurons	neuron	NOUN
cana-5280	223	22	per	per	ADP
cana-5280	223	23	layer	layer	NOUN
cana-5280	223	24	.	.	PUNCT
cana-5280	224	1	more	more	ADV
cana-5280	224	2	complicated	complicated	ADJ
cana-5280	224	3	issues	issue	NOUN
cana-5280	224	4	frequently	frequently	ADV
cana-5280	224	5	benefit	benefit	VERB
cana-5280	224	6	from	from	ADP
cana-5280	224	7	richer	rich	ADJ
cana-5280	224	8	architectures	architecture	NOUN
cana-5280	224	9	that	that	PRON
cana-5280	224	10	may	may	AUX
cana-5280	224	11	capture	capture	VERB
cana-5280	224	12	hierarchical	hierarchical	ADJ
cana-5280	224	13	patterns	pattern	NOUN
cana-5280	224	14	at	at	ADP
cana-5280	224	15	many	many	ADJ
cana-5280	224	16	levels	level	NOUN
cana-5280	224	17	of	of	ADP
cana-5280	224	18	abstraction	abstraction	NOUN
cana-5280	224	19	,	,	PUNCT
cana-5280	224	20	even	even	ADV
cana-5280	224	21	as	as	SCONJ
cana-5280	224	22	early	early	ADJ
cana-5280	224	23	neural	neural	ADJ
cana-5280	224	24	network	network	NOUN
cana-5280	224	25	implementations	implementation	NOUN
cana-5280	224	26	in	in	ADP
cana-5280	224	27	physical	physical	ADJ
cana-5280	224	28	technology	technology	NOUN
cana-5280	224	29	usually	usually	ADV
cana-5280	224	30	used	use	VERB
cana-5280	224	31	somewhat	somewhat	ADV
cana-5280	224	32	simple	simple	ADJ
cana-5280	224	33	structures	structure	NOUN
cana-5280	224	34	with	with	ADP
cana-5280	224	35	a	a	DET
cana-5280	224	36	single	single	ADJ
cana-5280	224	37	hidden	hide	VERB
cana-5280	224	38	layer	layer	NOUN
cana-5280	224	39	.	.	PUNCT
cana-5280	225	1	given	give	VERB
cana-5280	225	2	the	the	DET
cana-5280	225	3	rather	rather	ADV
cana-5280	225	4	small	small	ADJ
cana-5280	225	5	experimental	experimental	ADJ
cana-5280	225	6	datasets	dataset	NOUN
cana-5280	225	7	,	,	PUNCT
cana-5280	225	8	moderate	moderate	ADJ
cana-5280	225	9	complexity	complexity	NOUN
cana-5280	225	10	architectures	architecture	NOUN
cana-5280	225	11	including	include	VERB
cana-5280	225	12	two	two	NUM
cana-5280	225	13	to	to	PART
cana-5280	225	14	three	three	NUM
cana-5280	225	15	hidden	hidden	ADJ
cana-5280	225	16	layers	layer	NOUN
cana-5280	225	17	have	have	AUX
cana-5280	225	18	often	often	ADV
cana-5280	225	19	shown	show	VERB
cana-5280	225	20	good	good	ADJ
cana-5280	225	21	performance	performance	NOUN
cana-5280	225	22	for	for	ADP
cana-5280	225	23	bacterial	bacterial	ADJ
cana-5280	225	24	concrete	concrete	ADJ
cana-5280	225	25	performance	performance	NOUN
cana-5280	225	26	prediction	prediction	NOUN
cana-5280	225	27	,	,	PUNCT
cana-5280	225	28	balancing	balance	VERB
cana-5280	225	29	expressive	expressive	ADJ
cana-5280	225	30	power	power	NOUN
cana-5280	225	31	against	against	ADP
cana-5280	225	32	the	the	DET
cana-5280	225	33	risk	risk	NOUN
cana-5280	225	34	of	of	ADP
cana-5280	225	35	overfitting	overfitte	VERB
cana-5280	225	36	.	.	PUNCT
cana-5280	226	1	training	train	VERB
cana-5280	226	2	a	a	DET
cana-5280	226	3	neural	neural	ADJ
cana-5280	226	4	network	network	NOUN
cana-5280	226	5	is	be	AUX
cana-5280	226	6	changing	change	VERB
cana-5280	226	7	the	the	DET
cana-5280	226	8	weights	weight	NOUN
cana-5280	226	9	and	and	CCONJ
cana-5280	226	10	biases	bias	NOUN
cana-5280	226	11	to	to	PART
cana-5280	226	12	reduce	reduce	VERB
cana-5280	226	13	the	the	DET
cana-5280	226	14	variance	variance	NOUN
cana-5280	226	15	between	between	ADP
cana-5280	226	16	expected	expect	VERB
cana-5280	226	17	and	and	CCONJ
cana-5280	226	18	actual	actual	ADJ
cana-5280	226	19	outputs	output	NOUN
cana-5280	226	20	across	across	ADP
cana-5280	226	21	a	a	DET
cana-5280	226	22	training	training	NOUN
cana-5280	226	23	set	set	NOUN
cana-5280	226	24	.	.	PUNCT
cana-5280	227	1	usually	usually	ADV
cana-5280	227	2	using	use	VERB
cana-5280	227	3	some	some	DET
cana-5280	227	4	variation	variation	NOUN
cana-5280	227	5	of	of	ADP
cana-5280	227	6	the	the	DET
cana-5280	227	7	backpropagation	backpropagation	NOUN
cana-5280	227	8	method	method	NOUN
cana-5280	227	9	,	,	PUNCT
cana-5280	227	10	this	this	DET
cana-5280	227	11	technique	technique	NOUN
cana-5280	227	12	computes	compute	VERB
cana-5280	227	13	the	the	DET
cana-5280	227	14	gradient	gradient	NOUN
cana-5280	227	15	of	of	ADP
cana-5280	227	16	an	an	DET
cana-5280	227	17	error	error	NOUN
cana-5280	227	18	function	function	NOUN
cana-5280	227	19	with	with	ADP
cana-5280	227	20	regard	regard	NOUN
cana-5280	227	21	to	to	ADP
cana-5280	227	22	all	all	DET
cana-5280	227	23	network	network	NOUN
cana-5280	227	24	weights	weight	NOUN
cana-5280	227	25	and	and	CCONJ
cana-5280	227	26	then	then	ADV
cana-5280	227	27	adjusts	adjust	VERB
cana-5280	227	28	weights	weight	NOUN
cana-5280	227	29	in	in	ADP
cana-5280	227	30	the	the	DET
cana-5280	227	31	direction	direction	NOUN
cana-5280	227	32	that	that	PRON
cana-5280	227	33	lowers	lower	VERB
cana-5280	227	34	error	error	NOUN
cana-5280	227	35	.	.	PUNCT
cana-5280	228	1	training	training	NOUN
cana-5280	228	2	efficiency	efficiency	NOUN
cana-5280	228	3	and	and	CCONJ
cana-5280	228	4	convergence	convergence	NOUN
cana-5280	228	5	behavior	behavior	NOUN
cana-5280	228	6	are	be	AUX
cana-5280	228	7	substantially	substantially	ADV
cana-5280	228	8	affected	affect	VERB
cana-5280	228	9	by	by	ADP
cana-5280	228	10	the	the	DET
cana-5280	228	11	particular	particular	ADJ
cana-5280	228	12	optimization	optimization	NOUN
cana-5280	228	13	method	method	NOUN
cana-5280	228	14	applied	apply	VERB
cana-5280	228	15	for	for	ADP
cana-5280	228	16	weight	weight	NOUN
cana-5280	228	17	updates	update	NOUN
cana-5280	228	18	.	.	PUNCT
cana-5280	229	1	typical	typical	ADJ
cana-5280	229	2	choices	choice	NOUN
cana-5280	229	3	are	be	AUX
cana-5280	229	4	:	:	PUNCT
cana-5280	229	5	1	1	X
cana-5280	229	6	.	.	PUNCT
cana-5280	229	7	stochastic	stochastic	ADJ
cana-5280	229	8	gradient	gradient	ADJ
cana-5280	229	9	descent	descent	NOUN
cana-5280	229	10	(	(	PUNCT
cana-5280	229	11	sgd	sgd	PROPN
cana-5280	229	12	):	):	PUNCT
cana-5280	229	13	updates	update	NOUN
cana-5280	229	14	weights	weight	NOUN
cana-5280	229	15	based	base	VERB
cana-5280	229	16	on	on	ADP
cana-5280	229	17	the	the	DET
cana-5280	229	18	gradient	gradient	NOUN
cana-5280	229	19	calculated	calculate	VERB
cana-5280	229	20	from	from	ADP
cana-5280	229	21	individual	individual	ADJ
cana-5280	229	22	samples	sample	NOUN
cana-5280	229	23	or	or	CCONJ
cana-5280	229	24	small	small	ADJ
cana-5280	229	25	batches	batch	NOUN
cana-5280	229	26	2	2	NUM
cana-5280	229	27	.	.	PUNCT
cana-5280	229	28	momentum	momentum	NOUN
cana-5280	229	29	methods	method	NOUN
cana-5280	229	30	:	:	PUNCT
cana-5280	229	31	incorporate	incorporate	VERB
cana-5280	229	32	a	a	DET
cana-5280	229	33	momentum	momentum	NOUN
cana-5280	229	34	term	term	NOUN
cana-5280	229	35	to	to	PART
cana-5280	229	36	accelerate	accelerate	VERB
cana-5280	229	37	convergence	convergence	NOUN
cana-5280	229	38	and	and	CCONJ
cana-5280	229	39	help	help	VERB
cana-5280	229	40	escape	escape	VERB
cana-5280	229	41	local	local	ADJ
cana-5280	229	42	minima	minima	NOUN
cana-5280	229	43	communications	communication	NOUN
cana-5280	229	44	on	on	ADP
cana-5280	229	45	applied	apply	VERB
cana-5280	229	46	nonlinear	nonlinear	ADJ
cana-5280	229	47	analysis	analysis	NOUN
cana-5280	229	48	issn	issn	NOUN
cana-5280	229	49	:	:	PUNCT
cana-5280	229	50	1074	1074	NUM
cana-5280	229	51	-	-	PUNCT
cana-5280	229	52	133x	133x	NUM
cana-5280	229	53	vol	vol	VERB
cana-5280	229	54	32	32	NUM
cana-5280	229	55	no	no	NOUN
cana-5280	229	56	.	.	PUNCT
cana-5280	230	1	10s	10	NOUN
cana-5280	230	2	(	(	PUNCT
cana-5280	230	3	2025	2025	NUM
cana-5280	230	4	)	)	PUNCT
cana-5280	230	5	1717	1717	NUM
cana-5280	230	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	230	7	3	3	X
cana-5280	230	8	.	.	X
cana-5280	230	9	adaptive	adaptive	ADJ
cana-5280	230	10	learning	learning	NOUN
cana-5280	230	11	rate	rate	NOUN
cana-5280	230	12	methods	method	NOUN
cana-5280	230	13	(	(	PUNCT
cana-5280	230	14	e.g.	e.g.	ADV
cana-5280	230	15	,	,	PUNCT
cana-5280	230	16	adagrad	adagrad	ADJ
cana-5280	230	17	,	,	PUNCT
cana-5280	230	18	rmsprop	rmsprop	NOUN
cana-5280	230	19	,	,	PUNCT
cana-5280	230	20	adam	adam	NOUN
cana-5280	230	21	):	):	PUNCT
cana-5280	230	22	adjust	adjust	VERB
cana-5280	230	23	learning	learn	VERB
cana-5280	230	24	rates	rate	NOUN
cana-5280	230	25	for	for	ADP
cana-5280	230	26	each	each	DET
cana-5280	230	27	parameter	parameter	NOUN
cana-5280	230	28	based	base	VERB
cana-5280	230	29	on	on	ADP
cana-5280	230	30	historical	historical	ADJ
cana-5280	230	31	gradient	gradient	NOUN
cana-5280	230	32	information	information	NOUN
cana-5280	230	33	adam	adam	PROPN
cana-5280	230	34	(	(	PUNCT
cana-5280	230	35	adaptive	adaptive	ADJ
cana-5280	230	36	moment	moment	NOUN
cana-5280	230	37	estimation	estimation	NOUN
cana-5280	230	38	)	)	PUNCT
cana-5280	230	39	has	have	AUX
cana-5280	230	40	been	be	AUX
cana-5280	230	41	very	very	ADV
cana-5280	230	42	useful	useful	ADJ
cana-5280	230	43	for	for	ADP
cana-5280	230	44	bacterial	bacterial	ADJ
cana-5280	230	45	concrete	concrete	ADJ
cana-5280	230	46	applications	application	NOUN
cana-5280	230	47	because	because	SCONJ
cana-5280	230	48	of	of	ADP
cana-5280	230	49	its	its	PRON
cana-5280	230	50	capacity	capacity	NOUN
cana-5280	230	51	to	to	PART
cana-5280	230	52	manage	manage	VERB
cana-5280	230	53	noisy	noisy	ADJ
cana-5280	230	54	gradients	gradient	NOUN
cana-5280	230	55	and	and	CCONJ
cana-5280	230	56	alter	alter	VERB
cana-5280	230	57	learning	learn	VERB
cana-5280	230	58	rates	rate	NOUN
cana-5280	230	59	for	for	ADP
cana-5280	230	60	various	various	ADJ
cana-5280	230	61	parameters	parameter	NOUN
cana-5280	230	62	,	,	PUNCT
cana-5280	230	63	which	which	PRON
cana-5280	230	64	is	be	AUX
cana-5280	230	65	favorable	favorable	ADJ
cana-5280	230	66	when	when	SCONJ
cana-5280	230	67	handling	handle	VERB
cana-5280	230	68	inputs	input	NOUN
cana-5280	230	69	of	of	ADP
cana-5280	230	70	varied	varied	ADJ
cana-5280	230	71	scales	scale	NOUN
cana-5280	230	72	and	and	CCONJ
cana-5280	230	73	relevance	relevance	NOUN
cana-5280	230	74	.	.	PUNCT
cana-5280	231	1	to	to	PART
cana-5280	231	2	reach	reach	VERB
cana-5280	231	3	good	good	ADJ
cana-5280	231	4	generalization	generalization	NOUN
cana-5280	231	5	—	—	PUNCT
cana-5280	231	6	that	that	ADV
cana-5280	231	7	is	is	ADV
cana-5280	231	8	,	,	PUNCT
cana-5280	231	9	the	the	DET
cana-5280	231	10	capacity	capacity	NOUN
cana-5280	231	11	to	to	PART
cana-5280	231	12	generate	generate	VERB
cana-5280	231	13	correct	correct	ADJ
cana-5280	231	14	predictions	prediction	NOUN
cana-5280	231	15	for	for	ADP
cana-5280	231	16	hitherto	hitherto	NOUN
cana-5280	231	17	unknown	unknown	ADJ
cana-5280	231	18	inputs	input	NOUN
cana-5280	231	19	—	—	PUNCT
cana-5280	231	20	the	the	DET
cana-5280	231	21	training	training	NOUN
cana-5280	231	22	process	process	NOUN
cana-5280	231	23	calls	call	VERB
cana-5280	231	24	for	for	ADP
cana-5280	231	25	careful	careful	ADJ
cana-5280	231	26	control	control	NOUN
cana-5280	231	27	.	.	PUNCT
cana-5280	232	1	several	several	ADJ
cana-5280	232	2	techniques	technique	NOUN
cana-5280	232	3	improve	improve	VERB
cana-5280	232	4	generalization	generalization	NOUN
cana-5280	232	5	:	:	PUNCT
cana-5280	232	6	1	1	X
cana-5280	232	7	.	.	X
cana-5280	232	8	dataset	dataset	ADJ
cana-5280	232	9	partitioning	partitioning	NOUN
cana-5280	232	10	:	:	PUNCT
cana-5280	232	11	dividing	divide	VERB
cana-5280	232	12	available	available	ADJ
cana-5280	232	13	data	datum	NOUN
cana-5280	232	14	into	into	ADP
cana-5280	232	15	training	training	NOUN
cana-5280	232	16	,	,	PUNCT
cana-5280	232	17	validation	validation	NOUN
cana-5280	232	18	,	,	PUNCT
cana-5280	232	19	and	and	CCONJ
cana-5280	232	20	test	test	NOUN
cana-5280	232	21	sets	set	NOUN
cana-5280	232	22	to	to	PART
cana-5280	232	23	monitor	monitor	VERB
cana-5280	232	24	generalization	generalization	NOUN
cana-5280	232	25	during	during	ADP
cana-5280	232	26	training	training	NOUN
cana-5280	232	27	and	and	CCONJ
cana-5280	232	28	provide	provide	VERB
cana-5280	232	29	unbiased	unbiased	ADJ
cana-5280	232	30	performance	performance	NOUN
cana-5280	232	31	evaluation	evaluation	NOUN
cana-5280	232	32	2	2	NUM
cana-5280	232	33	.	.	PUNCT
cana-5280	233	1	early	early	ADJ
cana-5280	233	2	stopping	stopping	NOUN
cana-5280	233	3	:	:	PUNCT
cana-5280	233	4	terminating	terminate	VERB
cana-5280	233	5	training	training	NOUN
cana-5280	233	6	when	when	SCONJ
cana-5280	233	7	performance	performance	NOUN
cana-5280	233	8	on	on	ADP
cana-5280	233	9	a	a	DET
cana-5280	233	10	validation	validation	NOUN
cana-5280	233	11	set	set	VERB
cana-5280	233	12	stops	stop	NOUN
cana-5280	233	13	improving	improve	VERB
cana-5280	233	14	,	,	PUNCT
cana-5280	233	15	preventing	prevent	VERB
cana-5280	233	16	overfitting	overfitte	VERB
cana-5280	233	17	to	to	ADP
cana-5280	233	18	the	the	DET
cana-5280	233	19	training	training	NOUN
cana-5280	233	20	data	datum	NOUN
cana-5280	233	21	3	3	NUM
cana-5280	233	22	.	.	PUNCT
cana-5280	233	23	regularization	regularization	NOUN
cana-5280	233	24	techniques	technique	NOUN
cana-5280	233	25	:	:	PUNCT
cana-5280	233	26	adding	add	VERB
cana-5280	233	27	penalty	penalty	NOUN
cana-5280	233	28	terms	term	NOUN
cana-5280	233	29	to	to	ADP
cana-5280	233	30	the	the	DET
cana-5280	233	31	error	error	NOUN
cana-5280	233	32	function	function	NOUN
cana-5280	233	33	to	to	PART
cana-5280	233	34	discourage	discourage	VERB
cana-5280	233	35	complex	complex	ADJ
cana-5280	233	36	weight	weight	NOUN
cana-5280	233	37	configurations	configuration	NOUN
cana-5280	233	38	(	(	PUNCT
cana-5280	233	39	e.g.	e.g.	ADV
cana-5280	233	40	,	,	PUNCT
cana-5280	233	41	l1	l1	PROPN
cana-5280	233	42	or	or	CCONJ
cana-5280	233	43	l2	l2	NOUN
cana-5280	233	44	regularization	regularization	NOUN
cana-5280	233	45	)	)	PUNCT
cana-5280	233	46	4	4	NUM
cana-5280	233	47	.	.	X
cana-5280	233	48	dropout	dropout	NOUN
cana-5280	233	49	:	:	PUNCT
cana-5280	233	50	randomly	randomly	ADV
cana-5280	233	51	deactivating	deactivate	VERB
cana-5280	233	52	a	a	DET
cana-5280	233	53	percentage	percentage	NOUN
cana-5280	233	54	of	of	ADP
cana-5280	233	55	neurons	neuron	NOUN
cana-5280	233	56	during	during	ADP
cana-5280	233	57	training	training	NOUN
cana-5280	233	58	to	to	PART
cana-5280	233	59	prevent	prevent	VERB
cana-5280	233	60	coadaptation	coadaptation	NOUN
cana-5280	233	61	and	and	CCONJ
cana-5280	233	62	encourage	encourage	VERB
cana-5280	233	63	robust	robust	ADJ
cana-5280	233	64	feature	feature	NOUN
cana-5280	233	65	learning	learn	VERB
cana-5280	233	66	the	the	DET
cana-5280	233	67	selection	selection	NOUN
cana-5280	233	68	and	and	CCONJ
cana-5280	233	69	preprocessing	preprocessing	NOUN
cana-5280	233	70	of	of	ADP
cana-5280	233	71	input	input	NOUN
cana-5280	233	72	features	feature	NOUN
cana-5280	233	73	significantly	significantly	ADV
cana-5280	233	74	influence	influence	VERB
cana-5280	233	75	neural	neural	ADJ
cana-5280	233	76	network	network	NOUN
cana-5280	233	77	performance	performance	NOUN
cana-5280	233	78	.	.	PUNCT
cana-5280	234	1	for	for	ADP
cana-5280	234	2	bacterial	bacterial	ADJ
cana-5280	234	3	concrete	concrete	ADJ
cana-5280	234	4	modeling	modeling	NOUN
cana-5280	234	5	,	,	PUNCT
cana-5280	234	6	potential	potential	ADJ
cana-5280	234	7	input	input	NOUN
cana-5280	234	8	features	feature	NOUN
cana-5280	234	9	include	include	VERB
cana-5280	234	10	:	:	PUNCT
cana-5280	234	11	1	1	X
cana-5280	234	12	.	.	X
cana-5280	234	13	bacterial	bacterial	ADJ
cana-5280	234	14	characteristics	characteristic	NOUN
cana-5280	234	15	:	:	PUNCT
cana-5280	234	16	species	specie	NOUN
cana-5280	234	17	,	,	PUNCT
cana-5280	234	18	concentration	concentration	NOUN
cana-5280	234	19	,	,	PUNCT
cana-5280	234	20	age	age	NOUN
cana-5280	234	21	,	,	PUNCT
cana-5280	234	22	cultivation	cultivation	NOUN
cana-5280	234	23	conditions	condition	NOUN
cana-5280	234	24	2	2	NUM
cana-5280	234	25	.	.	PUNCT
cana-5280	234	26	protection	protection	NOUN
cana-5280	234	27	system	system	NOUN
cana-5280	234	28	:	:	PUNCT
cana-5280	234	29	carrier	carrier	NOUN
cana-5280	234	30	type	type	NOUN
cana-5280	234	31	,	,	PUNCT
cana-5280	234	32	carrier	carrier	NOUN
cana-5280	234	33	size	size	NOUN
cana-5280	234	34	distribution	distribution	NOUN
cana-5280	234	35	,	,	PUNCT
cana-5280	234	36	encapsulation	encapsulation	NOUN
cana-5280	234	37	efficiency	efficiency	NOUN
cana-5280	234	38	3	3	NUM
cana-5280	234	39	.	.	PUNCT
cana-5280	234	40	nutrient	nutrient	NOUN
cana-5280	234	41	components	component	NOUN
cana-5280	234	42	:	:	PUNCT
cana-5280	234	43	calcium	calcium	NOUN
cana-5280	234	44	source	source	NOUN
cana-5280	234	45	,	,	PUNCT
cana-5280	234	46	nitrogen	nitrogen	NOUN
cana-5280	234	47	source	source	NOUN
cana-5280	234	48	,	,	PUNCT
cana-5280	234	49	concentrations	concentration	NOUN
cana-5280	234	50	4	4	NUM
cana-5280	234	51	.	.	PUNCT
cana-5280	234	52	concrete	concrete	ADJ
cana-5280	234	53	composition	composition	NOUN
cana-5280	234	54	:	:	PUNCT
cana-5280	234	55	cement	cement	NOUN
cana-5280	234	56	type	type	NOUN
cana-5280	234	57	,	,	PUNCT
cana-5280	234	58	water	water	NOUN
cana-5280	234	59	-	-	PUNCT
cana-5280	234	60	cement	cement	NOUN
cana-5280	234	61	ratio	ratio	NOUN
cana-5280	234	62	,	,	PUNCT
cana-5280	234	63	aggregate	aggregate	ADJ
cana-5280	234	64	gradation	gradation	NOUN
cana-5280	234	65	,	,	PUNCT
cana-5280	234	66	supplementary	supplementary	ADJ
cana-5280	234	67	cementitious	cementitious	ADJ
cana-5280	234	68	materials	material	NOUN
cana-5280	234	69	5	5	NUM
cana-5280	234	70	.	.	PUNCT
cana-5280	234	71	environmental	environmental	ADJ
cana-5280	234	72	conditions	condition	NOUN
cana-5280	234	73	:	:	PUNCT
cana-5280	234	74	temperature	temperature	NOUN
cana-5280	234	75	,	,	PUNCT
cana-5280	234	76	humidity	humidity	NOUN
cana-5280	234	77	cycles	cycle	NOUN
cana-5280	234	78	,	,	PUNCT
cana-5280	234	79	ph	ph	ADJ
cana-5280	234	80	,	,	PUNCT
cana-5280	234	81	exposure	exposure	NOUN
cana-5280	234	82	conditions	condition	NOUN
cana-5280	234	83	the	the	DET
cana-5280	234	84	multiple	multiple	ADJ
cana-5280	234	85	ranges	range	NOUN
cana-5280	234	86	of	of	ADP
cana-5280	234	87	these	these	DET
cana-5280	234	88	variables	variable	NOUN
cana-5280	234	89	make	make	VERB
cana-5280	234	90	feature	feature	NOUN
cana-5280	234	91	scaling	scale	VERB
cana-5280	234	92	necessary	necessary	ADJ
cana-5280	234	93	;	;	PUNCT
cana-5280	234	94	usually	usually	ADV
cana-5280	234	95	,	,	PUNCT
cana-5280	234	96	min	min	ADJ
cana-5280	234	97	-	-	ADJ
cana-5280	234	98	max	max	PROPN
cana-5280	234	99	normalisation	normalisation	NOUN
cana-5280	234	100	or	or	CCONJ
cana-5280	234	101	standardisation	standardisation	NOUN
cana-5280	234	102	(	(	PUNCT
cana-5280	234	103	z	z	NOUN
cana-5280	234	104	-	-	PUNCT
cana-5280	234	105	score	score	NOUN
cana-5280	234	106	normalisation	normalisation	NOUN
cana-5280	234	107	)	)	PUNCT
cana-5280	234	108	is	be	AUX
cana-5280	234	109	used	use	VERB
cana-5280	234	110	to	to	PART
cana-5280	234	111	bring	bring	VERB
cana-5280	234	112	all	all	DET
cana-5280	234	113	inputs	input	NOUN
cana-5280	234	114	to	to	ADP
cana-5280	234	115	comparable	comparable	ADJ
cana-5280	234	116	scales	scale	NOUN
cana-5280	234	117	.	.	PUNCT
cana-5280	235	1	the	the	DET
cana-5280	235	2	particular	particular	ADJ
cana-5280	235	3	prediction	prediction	NOUN
cana-5280	235	4	goals	goal	NOUN
cana-5280	235	5	determine	determine	VERB
cana-5280	235	6	both	both	DET
cana-5280	235	7	output	output	NOUN
cana-5280	235	8	selection	selection	NOUN
cana-5280	235	9	and	and	CCONJ
cana-5280	235	10	representation	representation	NOUN
cana-5280	235	11	.	.	PUNCT
cana-5280	236	1	important	important	ADJ
cana-5280	236	2	outputs	output	NOUN
cana-5280	236	3	for	for	ADP
cana-5280	236	4	bacterial	bacterial	ADJ
cana-5280	236	5	concrete	concrete	ADJ
cana-5280	236	6	consist	consist	NOUN
cana-5280	236	7	in	in	ADP
cana-5280	236	8	:	:	PUNCT
cana-5280	236	9	1	1	X
cana-5280	236	10	.	.	PUNCT
cana-5280	236	11	mechanical	mechanical	ADJ
cana-5280	236	12	properties	property	NOUN
cana-5280	236	13	:	:	PUNCT
cana-5280	236	14	compressive	compressive	ADJ
cana-5280	236	15	strength	strength	NOUN
cana-5280	236	16	,	,	PUNCT
cana-5280	236	17	flexural	flexural	ADJ
cana-5280	236	18	strength	strength	NOUN
cana-5280	236	19	,	,	PUNCT
cana-5280	236	20	elastic	elastic	ADJ
cana-5280	236	21	modulus	modulus	NOUN
cana-5280	236	22	2	2	NUM
cana-5280	236	23	.	.	PUNCT
cana-5280	236	24	healing	heal	VERB
cana-5280	236	25	parameters	parameter	NOUN
cana-5280	236	26	:	:	PUNCT
cana-5280	236	27	maximum	maximum	ADJ
cana-5280	236	28	healable	healable	ADJ
cana-5280	236	29	crack	crack	NOUN
cana-5280	236	30	width	width	NOUN
cana-5280	236	31	,	,	PUNCT
cana-5280	236	32	healing	healing	NOUN
cana-5280	236	33	rate	rate	NOUN
cana-5280	236	34	,	,	PUNCT
cana-5280	236	35	healing	heal	VERB
cana-5280	236	36	completion	completion	NOUN
cana-5280	236	37	time	time	NOUN
cana-5280	236	38	3	3	NUM
cana-5280	236	39	.	.	PUNCT
cana-5280	237	1	durability	durability	NOUN
cana-5280	237	2	indicators	indicator	NOUN
cana-5280	237	3	:	:	PUNCT
cana-5280	237	4	water	water	NOUN
cana-5280	237	5	permeability	permeability	NOUN
cana-5280	237	6	,	,	PUNCT
cana-5280	237	7	chloride	chloride	NOUN
cana-5280	237	8	diffusion	diffusion	NOUN
cana-5280	237	9	coefficient	coefficient	NOUN
cana-5280	237	10	,	,	PUNCT
cana-5280	237	11	freeze	freeze	NOUN
cana-5280	237	12	-	-	PUNCT
cana-5280	237	13	thaw	thaw	NOUN
cana-5280	237	14	resistance	resistance	NOUN
cana-5280	237	15	communications	communication	NOUN
cana-5280	237	16	on	on	ADP
cana-5280	237	17	applied	apply	VERB
cana-5280	237	18	nonlinear	nonlinear	ADJ
cana-5280	237	19	analysis	analysis	NOUN
cana-5280	237	20	issn	issn	NOUN
cana-5280	237	21	:	:	PUNCT
cana-5280	237	22	1074	1074	NUM
cana-5280	237	23	-	-	PUNCT
cana-5280	237	24	133x	133x	NUM
cana-5280	237	25	vol	vol	VERB
cana-5280	237	26	32	32	NUM
cana-5280	237	27	no	no	NOUN
cana-5280	237	28	.	.	PUNCT
cana-5280	238	1	10s	10	NOUN
cana-5280	238	2	(	(	PUNCT
cana-5280	238	3	2025	2025	NUM
cana-5280	238	4	)	)	PUNCT
cana-5280	238	5	1718	1718	NUM
cana-5280	238	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	238	7	simultaneous	simultaneous	ADJ
cana-5280	238	8	prediction	prediction	NOUN
cana-5280	238	9	of	of	ADP
cana-5280	238	10	many	many	ADJ
cana-5280	238	11	attributes	attribute	NOUN
cana-5280	238	12	using	use	VERB
cana-5280	238	13	multi	multi	ADJ
cana-5280	238	14	-	-	ADJ
cana-5280	238	15	output	output	ADJ
cana-5280	238	16	networks	network	NOUN
cana-5280	238	17	captures	capture	VERB
cana-5280	238	18	possible	possible	ADJ
cana-5280	238	19	connections	connection	NOUN
cana-5280	238	20	among	among	ADP
cana-5280	238	21	several	several	ADJ
cana-5280	238	22	performance	performance	NOUN
cana-5280	238	23	criteria	criterion	NOUN
cana-5280	238	24	.	.	PUNCT
cana-5280	239	1	on	on	ADP
cana-5280	239	2	other	other	ADJ
cana-5280	239	3	hand	hand	NOUN
cana-5280	239	4	,	,	PUNCT
cana-5280	239	5	customized	customize	VERB
cana-5280	239	6	networks	network	NOUN
cana-5280	239	7	targeted	target	VERB
cana-5280	239	8	on	on	ADP
cana-5280	239	9	unique	unique	ADJ
cana-5280	239	10	properties	property	NOUN
cana-5280	239	11	could	could	AUX
cana-5280	239	12	offer	offer	VERB
cana-5280	239	13	better	well	ADJ
cana-5280	239	14	accuracy	accuracy	NOUN
cana-5280	239	15	for	for	ADP
cana-5280	239	16	particular	particular	ADJ
cana-5280	239	17	prediction	prediction	NOUN
cana-5280	239	18	applications	application	NOUN
cana-5280	239	19	.	.	PUNCT
cana-5280	240	1	effective	effective	ADJ
cana-5280	240	2	modeling	modeling	NOUN
cana-5280	240	3	of	of	ADP
cana-5280	240	4	bacterial	bacterial	ADJ
cana-5280	240	5	concrete	concrete	NOUN
cana-5280	240	6	depends	depend	VERB
cana-5280	240	7	critically	critically	ADV
cana-5280	240	8	on	on	ADP
cana-5280	240	9	the	the	DET
cana-5280	240	10	incorporation	incorporation	NOUN
cana-5280	240	11	of	of	ADP
cana-5280	240	12	domain	domain	NOUN
cana-5280	240	13	information	information	NOUN
cana-5280	240	14	into	into	ADP
cana-5280	240	15	neural	neural	ADJ
cana-5280	240	16	network	network	NOUN
cana-5280	240	17	construction	construction	NOUN
cana-5280	240	18	.	.	PUNCT
cana-5280	241	1	although	although	SCONJ
cana-5280	241	2	knowledge	knowledge	NOUN
cana-5280	241	3	-	-	PUNCT
cana-5280	241	4	guided	guide	VERB
cana-5280	241	5	techniques	technique	NOUN
cana-5280	241	6	are	be	AUX
cana-5280	241	7	especially	especially	ADV
cana-5280	241	8	beneficial	beneficial	ADJ
cana-5280	241	9	in	in	ADP
cana-5280	241	10	the	the	DET
cana-5280	241	11	limited	limited	ADJ
cana-5280	241	12	availability	availability	NOUN
cana-5280	241	13	of	of	ADP
cana-5280	241	14	thorough	thorough	ADJ
cana-5280	241	15	experimental	experimental	ADJ
cana-5280	241	16	datasets	dataset	NOUN
cana-5280	241	17	for	for	ADP
cana-5280	241	18	bacterial	bacterial	ADJ
cana-5280	241	19	concrete	concrete	NOUN
cana-5280	241	20	,	,	PUNCT
cana-5280	241	21	neural	neural	ADJ
cana-5280	241	22	networks	network	NOUN
cana-5280	241	23	can	can	AUX
cana-5280	241	24	potentially	potentially	ADV
cana-5280	241	25	learn	learn	VERB
cana-5280	241	26	correlations	correlation	NOUN
cana-5280	241	27	directly	directly	ADV
cana-5280	241	28	from	from	ADP
cana-5280	241	29	data	datum	NOUN
cana-5280	241	30	without	without	ADP
cana-5280	241	31	prior	prior	ADJ
cana-5280	241	32	assumptions	assumption	NOUN
cana-5280	241	33	.	.	PUNCT
cana-5280	242	1	intelligent	intelligent	ADJ
cana-5280	242	2	feature	feature	NOUN
cana-5280	242	3	selection	selection	NOUN
cana-5280	242	4	,	,	PUNCT
cana-5280	242	5	physically	physically	ADV
cana-5280	242	6	meaningful	meaningful	ADJ
cana-5280	242	7	limitations	limitation	NOUN
cana-5280	242	8	on	on	ADP
cana-5280	242	9	network	network	NOUN
cana-5280	242	10	architecture	architecture	NOUN
cana-5280	242	11	,	,	PUNCT
cana-5280	242	12	and	and	CCONJ
cana-5280	242	13	hybrid	hybrid	ADJ
cana-5280	242	14	modeling	modeling	NOUN
cana-5280	242	15	techniques	technique	NOUN
cana-5280	242	16	combining	combine	VERB
cana-5280	242	17	neural	neural	ADJ
cana-5280	242	18	networks	network	NOUN
cana-5280	242	19	with	with	ADP
cana-5280	242	20	mechanical	mechanical	ADJ
cana-5280	242	21	models	model	NOUN
cana-5280	242	22	of	of	ADP
cana-5280	242	23	certain	certain	ADJ
cana-5280	242	24	bacterial	bacterial	ADJ
cana-5280	242	25	actual	actual	ADJ
cana-5280	242	26	processes	process	NOUN
cana-5280	242	27	can	can	AUX
cana-5280	242	28	all	all	PRON
cana-5280	242	29	help	help	VERB
cana-5280	242	30	to	to	PART
cana-5280	242	31	enable	enable	VERB
cana-5280	242	32	this	this	DET
cana-5280	242	33	integration	integration	NOUN
cana-5280	242	34	.	.	PUNCT
cana-5280	243	1	6.3	6.3	NUM
cana-5280	243	2	performance	performance	NOUN
cana-5280	243	3	metrics	metric	NOUN
cana-5280	243	4	and	and	CCONJ
cana-5280	243	5	evaluation	evaluation	NOUN
cana-5280	243	6	criteria	criterion	NOUN
cana-5280	243	7	to	to	PART
cana-5280	243	8	evaluate	evaluate	VERB
cana-5280	243	9	prediction	prediction	NOUN
cana-5280	243	10	accuracy	accuracy	NOUN
cana-5280	243	11	,	,	PUNCT
cana-5280	243	12	dependability	dependability	NOUN
cana-5280	243	13	,	,	PUNCT
cana-5280	243	14	and	and	CCONJ
cana-5280	243	15	practical	practical	ADJ
cana-5280	243	16	relevance	relevance	NOUN
cana-5280	243	17	of	of	ADP
cana-5280	243	18	efficient	efficient	ADJ
cana-5280	243	19	neural	neural	ADJ
cana-5280	243	20	network	network	NOUN
cana-5280	243	21	models	model	NOUN
cana-5280	243	22	for	for	ADP
cana-5280	243	23	bacterial	bacterial	ADJ
cana-5280	243	24	concrete	concrete	NOUN
cana-5280	243	25	,	,	PUNCT
cana-5280	243	26	suitable	suitable	ADJ
cana-5280	243	27	performance	performance	NOUN
cana-5280	243	28	metrics	metric	NOUN
cana-5280	243	29	and	and	CCONJ
cana-5280	243	30	assessment	assessment	NOUN
cana-5280	243	31	criteria	criterion	NOUN
cana-5280	243	32	are	be	AUX
cana-5280	243	33	needed	need	VERB
cana-5280	243	34	.	.	PUNCT
cana-5280	244	1	these	these	DET
cana-5280	244	2	measures	measure	NOUN
cana-5280	244	3	have	have	VERB
cana-5280	244	4	to	to	PART
cana-5280	244	5	satisfy	satisfy	VERB
cana-5280	244	6	the	the	DET
cana-5280	244	7	domain	domain	NOUN
cana-5280	244	8	-	-	PUNCT
cana-5280	244	9	specific	specific	ADJ
cana-5280	244	10	needs	need	NOUN
cana-5280	244	11	of	of	ADP
cana-5280	244	12	bacterial	bacterial	ADJ
cana-5280	244	13	concrete	concrete	ADJ
cana-5280	244	14	applications	application	NOUN
cana-5280	244	15	as	as	ADV
cana-5280	244	16	well	well	ADV
cana-5280	244	17	as	as	ADP
cana-5280	244	18	the	the	DET
cana-5280	244	19	statistical	statistical	ADJ
cana-5280	244	20	criteria	criterion	NOUN
cana-5280	244	21	of	of	ADP
cana-5280	244	22	prediction	prediction	NOUN
cana-5280	244	23	quality	quality	NOUN
cana-5280	244	24	.	.	PUNCT
cana-5280	245	1	beyond	beyond	ADP
cana-5280	245	2	these	these	DET
cana-5280	245	3	conventional	conventional	ADJ
cana-5280	245	4	benchmarks	benchmark	NOUN
cana-5280	245	5	,	,	PUNCT
cana-5280	245	6	domain	domain	NOUN
cana-5280	245	7	-	-	PUNCT
cana-5280	245	8	specific	specific	ADJ
cana-5280	245	9	evaluation	evaluation	NOUN
cana-5280	245	10	criteria	criterion	NOUN
cana-5280	245	11	for	for	ADP
cana-5280	245	12	bacterial	bacterial	ADJ
cana-5280	245	13	concrete	concrete	ADJ
cana-5280	245	14	applications	application	NOUN
cana-5280	245	15	consist	consist	VERB
cana-5280	245	16	in	in	ADP
cana-5280	245	17	:	:	PUNCT
cana-5280	245	18	1	1	X
cana-5280	245	19	.	.	NOUN
cana-5280	245	20	prediction	prediction	NOUN
cana-5280	245	21	accuracy	accuracy	NOUN
cana-5280	245	22	within	within	ADP
cana-5280	245	23	practically	practically	ADV
cana-5280	245	24	significant	significant	ADJ
cana-5280	245	25	ranges	range	NOUN
cana-5280	245	26	:	:	PUNCT
cana-5280	245	27	for	for	ADP
cana-5280	245	28	bacterial	bacterial	ADJ
cana-5280	245	29	concrete	concrete	NOUN
cana-5280	245	30	,	,	PUNCT
cana-5280	245	31	certain	certain	ADJ
cana-5280	245	32	performance	performance	NOUN
cana-5280	245	33	thresholds	threshold	NOUN
cana-5280	245	34	may	may	AUX
cana-5280	245	35	have	have	VERB
cana-5280	245	36	particular	particular	ADJ
cana-5280	245	37	practical	practical	ADJ
cana-5280	245	38	significance	significance	NOUN
cana-5280	245	39	.	.	PUNCT
cana-5280	246	1	for	for	ADP
cana-5280	246	2	example	example	NOUN
cana-5280	246	3	,	,	PUNCT
cana-5280	246	4	accurately	accurately	ADV
cana-5280	246	5	predicting	predict	VERB
cana-5280	246	6	whether	whether	SCONJ
cana-5280	246	7	crack	crack	NOUN
cana-5280	246	8	healing	healing	NOUN
cana-5280	246	9	will	will	AUX
cana-5280	246	10	exceed	exceed	VERB
cana-5280	246	11	80	80	NUM
cana-5280	246	12	%	%	NOUN
cana-5280	246	13	(	(	PUNCT
cana-5280	246	14	often	often	ADV
cana-5280	246	15	considered	consider	VERB
cana-5280	246	16	the	the	DET
cana-5280	246	17	threshold	threshold	NOUN
cana-5280	246	18	for	for	ADP
cana-5280	246	19	effective	effective	ADJ
cana-5280	246	20	waterproofing	waterproofing	NOUN
cana-5280	246	21	)	)	PUNCT
cana-5280	246	22	may	may	AUX
cana-5280	246	23	be	be	AUX
cana-5280	246	24	more	more	ADV
cana-5280	246	25	important	important	ADJ
cana-5280	246	26	than	than	ADP
cana-5280	246	27	precise	precise	ADJ
cana-5280	246	28	prediction	prediction	NOUN
cana-5280	246	29	of	of	ADP
cana-5280	246	30	the	the	DET
cana-5280	246	31	exact	exact	ADJ
cana-5280	246	32	healing	healing	NOUN
cana-5280	246	33	percentage	percentage	NOUN
cana-5280	246	34	.	.	PUNCT
cana-5280	247	1	2	2	X
cana-5280	247	2	.	.	NOUN
cana-5280	247	3	relative	relative	ADJ
cana-5280	247	4	importance	importance	NOUN
cana-5280	247	5	of	of	ADP
cana-5280	247	6	different	different	ADJ
cana-5280	247	7	errors	error	NOUN
cana-5280	247	8	:	:	PUNCT
cana-5280	247	9	underprediction	underprediction	NOUN
cana-5280	247	10	and	and	CCONJ
cana-5280	247	11	overprediction	overprediction	NOUN
cana-5280	247	12	may	may	AUX
cana-5280	247	13	have	have	VERB
cana-5280	247	14	different	different	ADJ
cana-5280	247	15	practical	practical	ADJ
cana-5280	247	16	implications	implication	NOUN
cana-5280	247	17	.	.	PUNCT
cana-5280	248	1	for	for	ADP
cana-5280	248	2	instance	instance	NOUN
cana-5280	248	3	,	,	PUNCT
cana-5280	248	4	overpredicting	overpredicte	VERB
cana-5280	248	5	compressive	compressive	ADJ
cana-5280	248	6	strength	strength	NOUN
cana-5280	248	7	could	could	AUX
cana-5280	248	8	lead	lead	VERB
cana-5280	248	9	to	to	ADP
cana-5280	248	10	unsafe	unsafe	ADJ
cana-5280	248	11	design	design	NOUN
cana-5280	248	12	decisions	decision	NOUN
cana-5280	248	13	,	,	PUNCT
cana-5280	248	14	while	while	SCONJ
cana-5280	248	15	underpredicting	underpredicte	VERB
cana-5280	248	16	healing	healing	NOUN
cana-5280	248	17	capacity	capacity	NOUN
cana-5280	248	18	might	might	AUX
cana-5280	248	19	result	result	VERB
cana-5280	248	20	in	in	ADP
cana-5280	248	21	unnecessary	unnecessary	ADJ
cana-5280	248	22	material	material	NOUN
cana-5280	248	23	costs	cost	NOUN
cana-5280	248	24	due	due	ADJ
cana-5280	248	25	to	to	ADP
cana-5280	248	26	overdesign	overdesign	VERB
cana-5280	248	27	.	.	PUNCT
cana-5280	249	1	3	3	X
cana-5280	249	2	.	.	X
cana-5280	249	3	performance	performance	NOUN
cana-5280	249	4	consistency	consistency	NOUN
cana-5280	249	5	across	across	ADP
cana-5280	249	6	different	different	ADJ
cana-5280	249	7	bacterial	bacterial	ADJ
cana-5280	249	8	concrete	concrete	ADJ
cana-5280	249	9	types	type	NOUN
cana-5280	249	10	:	:	PUNCT
cana-5280	249	11	models	model	NOUN
cana-5280	249	12	should	should	AUX
cana-5280	249	13	maintain	maintain	VERB
cana-5280	249	14	reasonable	reasonable	ADJ
cana-5280	249	15	accuracy	accuracy	NOUN
cana-5280	249	16	across	across	ADP
cana-5280	249	17	various	various	ADJ
cana-5280	249	18	bacterial	bacterial	ADJ
cana-5280	249	19	species	specie	NOUN
cana-5280	249	20	,	,	PUNCT
cana-5280	249	21	protection	protection	NOUN
cana-5280	249	22	systems	system	NOUN
cana-5280	249	23	,	,	PUNCT
cana-5280	249	24	and	and	CCONJ
cana-5280	249	25	concrete	concrete	ADJ
cana-5280	249	26	compositions	composition	NOUN
cana-5280	249	27	,	,	PUNCT
cana-5280	249	28	rather	rather	ADV
cana-5280	249	29	than	than	ADP
cana-5280	249	30	excelling	excel	VERB
cana-5280	249	31	only	only	ADV
cana-5280	249	32	for	for	ADP
cana-5280	249	33	specific	specific	ADJ
cana-5280	249	34	formulation	formulation	NOUN
cana-5280	249	35	types	type	NOUN
cana-5280	249	36	.	.	PUNCT
cana-5280	250	1	4	4	X
cana-5280	250	2	.	.	X
cana-5280	250	3	reliability	reliability	NOUN
cana-5280	250	4	at	at	ADP
cana-5280	250	5	extrapolation	extrapolation	NOUN
cana-5280	250	6	boundaries	boundary	NOUN
cana-5280	250	7	:	:	PUNCT
cana-5280	250	8	while	while	SCONJ
cana-5280	250	9	neural	neural	ADJ
cana-5280	250	10	networks	network	NOUN
cana-5280	250	11	generally	generally	ADV
cana-5280	250	12	perform	perform	VERB
cana-5280	250	13	best	well	ADV
cana-5280	250	14	within	within	ADP
cana-5280	250	15	the	the	DET
cana-5280	250	16	boundaries	boundary	NOUN
cana-5280	250	17	of	of	ADP
cana-5280	250	18	their	their	PRON
cana-5280	250	19	training	training	NOUN
cana-5280	250	20	data	datum	NOUN
cana-5280	250	21	,	,	PUNCT
cana-5280	250	22	some	some	DET
cana-5280	250	23	degree	degree	NOUN
cana-5280	250	24	of	of	ADP
cana-5280	250	25	extrapolation	extrapolation	NOUN
cana-5280	250	26	is	be	AUX
cana-5280	250	27	often	often	ADV
cana-5280	250	28	necessary	necessary	ADJ
cana-5280	250	29	in	in	ADP
cana-5280	250	30	practical	practical	ADJ
cana-5280	250	31	applications	application	NOUN
cana-5280	250	32	.	.	PUNCT
cana-5280	251	1	evaluating	evaluate	VERB
cana-5280	251	2	model	model	NOUN
cana-5280	251	3	performance	performance	NOUN
cana-5280	251	4	near	near	ADP
cana-5280	251	5	the	the	DET
cana-5280	251	6	boundaries	boundary	NOUN
cana-5280	251	7	of	of	ADP
cana-5280	251	8	the	the	DET
cana-5280	251	9	training	training	NOUN
cana-5280	251	10	data	datum	NOUN
cana-5280	251	11	range	range	NOUN
cana-5280	251	12	provides	provide	VERB
cana-5280	251	13	insight	insight	NOUN
cana-5280	251	14	into	into	ADP
cana-5280	251	15	extrapolation	extrapolation	NOUN
cana-5280	251	16	reliability	reliability	NOUN
cana-5280	251	17	.	.	PUNCT
cana-5280	252	1	to	to	PART
cana-5280	252	2	comprehensively	comprehensively	ADV
cana-5280	252	3	assess	assess	VERB
cana-5280	252	4	model	model	NOUN
cana-5280	252	5	performance	performance	NOUN
cana-5280	252	6	,	,	PUNCT
cana-5280	252	7	a	a	DET
cana-5280	252	8	multi	multi	ADJ
cana-5280	252	9	-	-	ADJ
cana-5280	252	10	faceted	faceted	ADJ
cana-5280	252	11	evaluation	evaluation	NOUN
cana-5280	252	12	approach	approach	NOUN
cana-5280	252	13	is	be	AUX
cana-5280	252	14	typically	typically	ADV
cana-5280	252	15	employed	employ	VERB
cana-5280	252	16	:	:	PUNCT
cana-5280	252	17	1	1	X
cana-5280	252	18	.	.	X
cana-5280	252	19	numerical	numerical	ADJ
cana-5280	252	20	performance	performance	NOUN
cana-5280	252	21	metrics	metric	NOUN
cana-5280	252	22	calculated	calculate	VERB
cana-5280	252	23	on	on	ADP
cana-5280	252	24	a	a	DET
cana-5280	252	25	holdout	holdout	NOUN
cana-5280	252	26	test	test	NOUN
cana-5280	252	27	dataset	dataset	VERB
cana-5280	252	28	not	not	PART
cana-5280	252	29	used	use	VERB
cana-5280	252	30	during	during	ADP
cana-5280	252	31	model	model	NOUN
cana-5280	252	32	training	training	NOUN
cana-5280	252	33	or	or	CCONJ
cana-5280	252	34	hyperparameter	hyperparameter	NOUN
cana-5280	252	35	optimization	optimization	NOUN
cana-5280	252	36	2	2	NUM
cana-5280	252	37	.	.	PUNCT
cana-5280	252	38	graphical	graphical	ADJ
cana-5280	252	39	analysis	analysis	NOUN
cana-5280	252	40	of	of	ADP
cana-5280	252	41	predicted	predict	VERB
cana-5280	252	42	versus	versus	ADP
cana-5280	252	43	actual	actual	ADJ
cana-5280	252	44	values	value	NOUN
cana-5280	252	45	,	,	PUNCT
cana-5280	252	46	with	with	ADP
cana-5280	252	47	attention	attention	NOUN
cana-5280	252	48	to	to	ADP
cana-5280	252	49	systematic	systematic	ADJ
cana-5280	252	50	biases	bias	NOUN
cana-5280	252	51	or	or	CCONJ
cana-5280	252	52	heteroscedasticity	heteroscedasticity	NOUN
cana-5280	252	53	(	(	PUNCT
cana-5280	252	54	non	non	ADJ
cana-5280	252	55	-	-	ADJ
cana-5280	252	56	constant	constant	ADJ
cana-5280	252	57	variance	variance	NOUN
cana-5280	252	58	across	across	ADP
cana-5280	252	59	the	the	DET
cana-5280	252	60	prediction	prediction	NOUN
cana-5280	252	61	range	range	NOUN
cana-5280	252	62	)	)	PUNCT
cana-5280	252	63	communications	communication	NOUN
cana-5280	252	64	on	on	ADP
cana-5280	252	65	applied	apply	VERB
cana-5280	252	66	nonlinear	nonlinear	ADJ
cana-5280	252	67	analysis	analysis	NOUN
cana-5280	252	68	issn	issn	NOUN
cana-5280	252	69	:	:	PUNCT
cana-5280	252	70	1074	1074	NUM
cana-5280	252	71	-	-	PUNCT
cana-5280	252	72	133x	133x	NUM
cana-5280	252	73	vol	vol	VERB
cana-5280	252	74	32	32	NUM
cana-5280	252	75	no	no	NOUN
cana-5280	252	76	.	.	PUNCT
cana-5280	253	1	10s	10	NOUN
cana-5280	253	2	(	(	PUNCT
cana-5280	253	3	2025	2025	NUM
cana-5280	253	4	)	)	PUNCT
cana-5280	253	5	1719	1719	NUM
cana-5280	253	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	253	7	3	3	X
cana-5280	253	8	.	.	PUNCT
cana-5280	253	9	residual	residual	ADJ
cana-5280	253	10	analysis	analysis	NOUN
cana-5280	253	11	to	to	PART
cana-5280	253	12	detect	detect	VERB
cana-5280	253	13	patterns	pattern	NOUN
cana-5280	253	14	in	in	ADP
cana-5280	253	15	prediction	prediction	NOUN
cana-5280	253	16	errors	error	NOUN
cana-5280	253	17	that	that	PRON
cana-5280	253	18	might	might	AUX
cana-5280	253	19	indicate	indicate	VERB
cana-5280	253	20	model	model	NOUN
cana-5280	253	21	deficiencies	deficiency	NOUN
cana-5280	253	22	or	or	CCONJ
cana-5280	253	23	opportunities	opportunity	NOUN
cana-5280	253	24	for	for	ADP
cana-5280	253	25	improvement	improvement	NOUN
cana-5280	253	26	4	4	NUM
cana-5280	253	27	.	.	PUNCT
cana-5280	254	1	cross	cross	ADJ
cana-5280	254	2	-	-	ADJ
cana-5280	254	3	validation	validation	ADJ
cana-5280	254	4	procedures	procedure	NOUN
cana-5280	254	5	,	,	PUNCT
cana-5280	254	6	particularly	particularly	ADV
cana-5280	254	7	k	k	ADJ
cana-5280	254	8	-	-	ADJ
cana-5280	254	9	fold	fold	ADJ
cana-5280	254	10	cross	cross	NOUN
cana-5280	254	11	-	-	NOUN
cana-5280	254	12	validation	validation	ADJ
cana-5280	254	13	,	,	PUNCT
cana-5280	254	14	to	to	PART
cana-5280	254	15	assess	assess	VERB
cana-5280	254	16	model	model	NOUN
cana-5280	254	17	stability	stability	NOUN
cana-5280	254	18	and	and	CCONJ
cana-5280	254	19	sensitivity	sensitivity	NOUN
cana-5280	254	20	to	to	ADP
cana-5280	254	21	data	datum	NOUN
cana-5280	254	22	partitioning	partition	VERB
cana-5280	254	23	5	5	NUM
cana-5280	254	24	.	.	PUNCT
cana-5280	254	25	ensemble	ensemble	ADJ
cana-5280	254	26	evaluation	evaluation	NOUN
cana-5280	254	27	,	,	PUNCT
cana-5280	254	28	combining	combine	VERB
cana-5280	254	29	predictions	prediction	NOUN
cana-5280	254	30	from	from	ADP
cana-5280	254	31	multiple	multiple	ADJ
cana-5280	254	32	neural	neural	ADJ
cana-5280	254	33	network	network	NOUN
cana-5280	254	34	models	model	NOUN
cana-5280	254	35	trained	train	VERB
cana-5280	254	36	with	with	ADP
cana-5280	254	37	different	different	ADJ
cana-5280	254	38	initializations	initialization	NOUN
cana-5280	254	39	or	or	CCONJ
cana-5280	254	40	architectures	architecture	NOUN
cana-5280	254	41	to	to	PART
cana-5280	254	42	quantify	quantify	VERB
cana-5280	254	43	prediction	prediction	NOUN
cana-5280	254	44	uncertainty	uncertainty	NOUN
cana-5280	254	45	additional	additional	ADJ
cana-5280	254	46	evaluation	evaluation	NOUN
cana-5280	254	47	techniques	technique	NOUN
cana-5280	254	48	for	for	ADP
cana-5280	254	49	bacterial	bacterial	ADJ
cana-5280	254	50	concrete	concrete	ADJ
cana-5280	254	51	applications	application	NOUN
cana-5280	254	52	especially	especially	ADV
cana-5280	254	53	could	could	AUX
cana-5280	254	54	be	be	AUX
cana-5280	254	55	case	case	NOUN
cana-5280	254	56	study	study	NOUN
cana-5280	254	57	validations	validation	NOUN
cana-5280	254	58	contrasting	contrast	VERB
cana-5280	254	59	model	model	NOUN
cana-5280	254	60	predictions	prediction	NOUN
cana-5280	254	61	with	with	ADP
cana-5280	254	62	experimental	experimental	ADJ
cana-5280	254	63	results	result	NOUN
cana-5280	254	64	for	for	ADP
cana-5280	254	65	particular	particular	ADJ
cana-5280	254	66	formulations	formulation	NOUN
cana-5280	254	67	of	of	ADP
cana-5280	254	68	practical	practical	ADJ
cana-5280	254	69	interest	interest	NOUN
cana-5280	254	70	and	and	CCONJ
cana-5280	254	71	sensitivity	sensitivity	NOUN
cana-5280	254	72	analysis	analysis	NOUN
cana-5280	254	73	to	to	PART
cana-5280	254	74	evaluate	evaluate	VERB
cana-5280	254	75	how	how	SCONJ
cana-5280	254	76	changes	change	NOUN
cana-5280	254	77	in	in	ADP
cana-5280	254	78	input	input	NOUN
cana-5280	254	79	variables	variable	NOUN
cana-5280	254	80	affect	affect	VERB
cana-5280	254	81	expected	expect	VERB
cana-5280	254	82	outputs	output	NOUN
cana-5280	254	83	.	.	PUNCT
cana-5280	255	1	an	an	DET
cana-5280	255	2	essential	essential	ADJ
cana-5280	255	3	frontier	frontier	NOUN
cana-5280	255	4	for	for	ADP
cana-5280	255	5	bacterial	bacterial	ADJ
cana-5280	255	6	concrete	concrete	ADJ
cana-5280	255	7	modeling	modeling	NOUN
cana-5280	255	8	is	be	AUX
cana-5280	255	9	the	the	DET
cana-5280	255	10	evolution	evolution	NOUN
cana-5280	255	11	of	of	ADP
cana-5280	255	12	benchmark	benchmark	NOUN
cana-5280	255	13	datasets	dataset	NOUN
cana-5280	255	14	and	and	CCONJ
cana-5280	255	15	standardized	standardized	ADJ
cana-5280	255	16	evaluation	evaluation	NOUN
cana-5280	255	17	methods	method	NOUN
cana-5280	255	18	.	.	PUNCT
cana-5280	256	1	unlike	unlike	ADP
cana-5280	256	2	traditional	traditional	ADJ
cana-5280	256	3	concrete	concrete	NOUN
cana-5280	256	4	,	,	PUNCT
cana-5280	256	5	where	where	SCONJ
cana-5280	256	6	consistent	consistent	ADJ
cana-5280	256	7	model	model	NOUN
cana-5280	256	8	comparison	comparison	NOUN
cana-5280	256	9	has	have	AUX
cana-5280	256	10	been	be	AUX
cana-5280	256	11	made	make	VERB
cana-5280	256	12	possible	possible	ADJ
cana-5280	256	13	by	by	ADP
cana-5280	256	14	extensive	extensive	ADJ
cana-5280	256	15	standardized	standardized	ADJ
cana-5280	256	16	databases	database	NOUN
cana-5280	256	17	,	,	PUNCT
cana-5280	256	18	bacterial	bacterial	ADJ
cana-5280	256	19	concrete	concrete	ADJ
cana-5280	256	20	research	research	NOUN
cana-5280	256	21	now	now	ADV
cana-5280	256	22	lacks	lack	VERB
cana-5280	256	23	such	such	ADJ
cana-5280	256	24	thorough	thorough	ADJ
cana-5280	256	25	standards	standard	NOUN
cana-5280	256	26	.	.	PUNCT
cana-5280	257	1	compiling	compile	VERB
cana-5280	257	2	a	a	DET
cana-5280	257	3	varied	varied	ADJ
cana-5280	257	4	dataset	dataset	NOUN
cana-5280	257	5	from	from	ADP
cana-5280	257	6	several	several	ADJ
cana-5280	257	7	sources	source	NOUN
cana-5280	257	8	and	and	CCONJ
cana-5280	257	9	developing	develop	VERB
cana-5280	257	10	evaluation	evaluation	NOUN
cana-5280	257	11	techniques	technique	NOUN
cana-5280	257	12	that	that	PRON
cana-5280	257	13	can	can	AUX
cana-5280	257	14	enable	enable	VERB
cana-5280	257	15	future	future	ADJ
cana-5280	257	16	model	model	NOUN
cana-5280	257	17	comparison	comparison	NOUN
cana-5280	257	18	and	and	CCONJ
cana-5280	257	19	development	development	NOUN
cana-5280	257	20	helps	help	VERB
cana-5280	257	21	this	this	DET
cana-5280	257	22	study	study	NOUN
cana-5280	257	23	to	to	PART
cana-5280	257	24	close	close	VERB
cana-5280	257	25	this	this	DET
cana-5280	257	26	gap	gap	NOUN
cana-5280	257	27	.	.	PUNCT
cana-5280	258	1	7	7	X
cana-5280	258	2	.	.	X
cana-5280	258	3	research	research	NOUN
cana-5280	258	4	methodology	methodology	NOUN
cana-5280	258	5	7.1	7.1	NUM
cana-5280	258	6	data	datum	NOUN
cana-5280	258	7	collection	collection	NOUN
cana-5280	258	8	and	and	CCONJ
cana-5280	258	9	preparation	preparation	NOUN
cana-5280	258	10	accurate	accurate	ADJ
cana-5280	258	11	neural	neural	ADJ
cana-5280	258	12	network	network	NOUN
cana-5280	258	13	models	model	NOUN
cana-5280	258	14	for	for	ADP
cana-5280	258	15	bacterial	bacterial	ADJ
cana-5280	258	16	concrete	concrete	ADJ
cana-5280	258	17	performance	performance	NOUN
cana-5280	258	18	prediction	prediction	NOUN
cana-5280	258	19	must	must	AUX
cana-5280	258	20	be	be	AUX
cana-5280	258	21	developed	develop	VERB
cana-5280	258	22	using	use	VERB
cana-5280	258	23	thorough	thorough	ADJ
cana-5280	258	24	,	,	PUNCT
cana-5280	258	25	high	high	ADJ
cana-5280	258	26	-	-	PUNCT
cana-5280	258	27	quality	quality	NOUN
cana-5280	258	28	datasets	dataset	NOUN
cana-5280	258	29	including	include	VERB
cana-5280	258	30	several	several	ADJ
cana-5280	258	31	formulations	formulation	NOUN
cana-5280	258	32	and	and	CCONJ
cana-5280	258	33	performance	performance	NOUN
cana-5280	258	34	criteria	criterion	NOUN
cana-5280	258	35	.	.	PUNCT
cana-5280	259	1	this	this	DET
cana-5280	259	2	work	work	NOUN
cana-5280	259	3	compiled	compile	VERB
cana-5280	259	4	a	a	DET
cana-5280	259	5	representative	representative	ADJ
cana-5280	259	6	dataset	dataset	NOUN
cana-5280	259	7	spanning	span	VERB
cana-5280	259	8	the	the	DET
cana-5280	259	9	parameter	parameter	NOUN
cana-5280	259	10	space	space	NOUN
cana-5280	259	11	of	of	ADP
cana-5280	259	12	interest	interest	NOUN
cana-5280	259	13	by	by	ADP
cana-5280	259	14	means	mean	NOUN
cana-5280	259	15	of	of	ADP
cana-5280	259	16	a	a	DET
cana-5280	259	17	multifaceted	multifaceted	ADJ
cana-5280	259	18	data	datum	NOUN
cana-5280	259	19	collecting	collect	VERB
cana-5280	259	20	approach	approach	NOUN
cana-5280	259	21	including	include	VERB
cana-5280	259	22	literature	literature	PROPN
cana-5280	259	23	review	review	PROPN
cana-5280	259	24	,	,	PUNCT
cana-5280	259	25	experimental	experimental	ADJ
cana-5280	259	26	activity	activity	NOUN
cana-5280	259	27	,	,	PUNCT
cana-5280	259	28	and	and	CCONJ
cana-5280	259	29	cooperative	cooperative	ADJ
cana-5280	259	30	data	datum	NOUN
cana-5280	259	31	sharing	sharing	NOUN
cana-5280	259	32	.	.	PUNCT
cana-5280	260	1	7.1.1	7.1.1	NUM
cana-5280	260	2	literature	literature	NOUN
cana-5280	260	3	data	data	NOUN
cana-5280	260	4	extraction	extraction	NOUN
cana-5280	260	5	with	with	ADP
cana-5280	260	6	an	an	DET
cana-5280	260	7	eye	eye	NOUN
cana-5280	260	8	on	on	ADP
cana-5280	260	9	papers	paper	NOUN
cana-5280	260	10	offering	offer	VERB
cana-5280	260	11	thorough	thorough	ADJ
cana-5280	260	12	information	information	NOUN
cana-5280	260	13	on	on	ADP
cana-5280	260	14	both	both	DET
cana-5280	260	15	mixture	mixture	NOUN
cana-5280	260	16	formulations	formulation	NOUN
cana-5280	260	17	and	and	CCONJ
cana-5280	260	18	quantitative	quantitative	ADJ
cana-5280	260	19	performance	performance	NOUN
cana-5280	260	20	outcomes	outcome	NOUN
cana-5280	260	21	,	,	PUNCT
cana-5280	260	22	a	a	DET
cana-5280	260	23	methodical	methodical	ADJ
cana-5280	260	24	study	study	NOUN
cana-5280	260	25	of	of	ADP
cana-5280	260	26	published	publish	VERB
cana-5280	260	27	experimental	experimental	ADJ
cana-5280	260	28	studies	study	NOUN
cana-5280	260	29	on	on	ADP
cana-5280	260	30	bacterial	bacterial	ADJ
cana-5280	260	31	concrete	concrete	NOUN
cana-5280	260	32	was	be	AUX
cana-5280	260	33	undertaken	undertake	VERB
cana-5280	260	34	.	.	PUNCT
cana-5280	261	1	the	the	DET
cana-5280	261	2	literature	literature	NOUN
cana-5280	261	3	search	search	NOUN
cana-5280	261	4	turned	turn	VERB
cana-5280	261	5	across	across	ADP
cana-5280	261	6	the	the	DET
cana-5280	261	7	following	following	ADJ
cana-5280	261	8	databases	database	NOUN
cana-5280	261	9	:	:	PUNCT
cana-5280	261	10	using	use	VERB
cana-5280	261	11	search	search	NOUN
cana-5280	261	12	phrases	phrase	NOUN
cana-5280	261	13	like	like	ADP
cana-5280	261	14	"	"	PUNCT
cana-5280	261	15	bacterial	bacterial	ADJ
cana-5280	261	16	concrete	concrete	NOUN
cana-5280	261	17	,	,	PUNCT
cana-5280	261	18	"	"	PUNCT
cana-5280	261	19	"	"	PUNCT
cana-5280	261	20	microbial	microbial	ADJ
cana-5280	261	21	concrete	concrete	NOUN
cana-5280	261	22	,	,	PUNCT
cana-5280	261	23	"	"	PUNCT
cana-5280	261	24	"	"	PUNCT
cana-5280	261	25	self	self	NOUN
cana-5280	261	26	-	-	PUNCT
cana-5280	261	27	healing	heal	VERB
cana-5280	261	28	concrete	concrete	NOUN
cana-5280	261	29	,	,	PUNCT
cana-5280	261	30	"	"	PUNCT
cana-5280	261	31	"	"	PUNCT
cana-5280	261	32	biocementation	biocementation	NOUN
cana-5280	261	33	,	,	PUNCT
cana-5280	261	34	"	"	PUNCT
cana-5280	261	35	and	and	CCONJ
cana-5280	261	36	"	"	PUNCT
cana-5280	261	37	micp	micp	NOUN
cana-5280	261	38	concrete	concrete	NOUN
cana-5280	261	39	,	,	PUNCT
cana-5280	261	40	"	"	PUNCT
cana-5280	261	41	science	science	NOUN
cana-5280	261	42	direct	direct	NOUN
cana-5280	261	43	,	,	PUNCT
cana-5280	261	44	web	web	NOUN
cana-5280	261	45	of	of	ADP
cana-5280	261	46	science	science	NOUN
cana-5280	261	47	,	,	PUNCT
cana-5280	261	48	scopus	scopus	PROPN
cana-5280	261	49	,	,	PUNCT
cana-5280	261	50	and	and	CCONJ
cana-5280	261	51	google	google	PROPN
cana-5280	261	52	scholar	scholar	NOUN
cana-5280	261	53	studies	study	NOUN
cana-5280	261	54	published	publish	VERB
cana-5280	261	55	between	between	ADP
cana-5280	261	56	2005	2005	NUM
cana-5280	261	57	and	and	CCONJ
cana-5280	261	58	2024	2024	NUM
cana-5280	261	59	were	be	AUX
cana-5280	261	60	taken	take	VERB
cana-5280	261	61	into	into	ADP
cana-5280	261	62	account	account	NOUN
cana-5280	261	63	,	,	PUNCT
cana-5280	261	64	giving	give	VERB
cana-5280	261	65	particular	particular	ADJ
cana-5280	261	66	weight	weight	NOUN
cana-5280	261	67	to	to	ADP
cana-5280	261	68	peer	peer	NOUN
cana-5280	261	69	-	-	PUNCT
cana-5280	261	70	reviewed	review	VERB
cana-5280	261	71	journal	journal	NOUN
cana-5280	261	72	publications	publication	NOUN
cana-5280	261	73	with	with	ADP
cana-5280	261	74	whole	whole	ADJ
cana-5280	261	75	reporting	reporting	NOUN
cana-5280	261	76	of	of	ADP
cana-5280	261	77	experimental	experimental	ADJ
cana-5280	261	78	conditions	condition	NOUN
cana-5280	261	79	and	and	CCONJ
cana-5280	261	80	outcomes	outcome	NOUN
cana-5280	261	81	.	.	PUNCT
cana-5280	262	1	literary	literary	ADJ
cana-5280	262	2	data	data	NOUN
cana-5280	262	3	extraction	extraction	NOUN
cana-5280	262	4	adhering	adhere	VERB
cana-5280	262	5	to	to	ADP
cana-5280	262	6	a	a	DET
cana-5280	262	7	set	set	VERB
cana-5280	262	8	procedure	procedure	NOUN
cana-5280	262	9	guaranteed	guarantee	VERB
cana-5280	262	10	consistency	consistency	NOUN
cana-5280	262	11	.	.	PUNCT
cana-5280	263	1	we	we	PRON
cana-5280	263	2	noted	note	VERB
cana-5280	263	3	:	:	PUNCT
cana-5280	263	4	for	for	ADP
cana-5280	263	5	every	every	DET
cana-5280	263	6	study	study	NOUN
cana-5280	263	7	:	:	PUNCT
cana-5280	263	8	1	1	X
cana-5280	263	9	.	.	X
cana-5280	263	10	bacterial	bacterial	ADJ
cana-5280	263	11	characteristics	characteristic	NOUN
cana-5280	263	12	:	:	PUNCT
cana-5280	263	13	species	specie	NOUN
cana-5280	263	14	,	,	PUNCT
cana-5280	263	15	source	source	NOUN
cana-5280	263	16	/	/	SYM
cana-5280	263	17	strain	strain	NOUN
cana-5280	263	18	designation	designation	NOUN
cana-5280	263	19	,	,	PUNCT
cana-5280	263	20	concentration	concentration	NOUN
cana-5280	263	21	,	,	PUNCT
cana-5280	263	22	cultivation	cultivation	NOUN
cana-5280	263	23	conditions	condition	NOUN
cana-5280	263	24	2	2	NUM
cana-5280	263	25	.	.	PUNCT
cana-5280	263	26	protection	protection	NOUN
cana-5280	263	27	system	system	NOUN
cana-5280	263	28	:	:	PUNCT
cana-5280	263	29	method	method	NOUN
cana-5280	263	30	of	of	ADP
cana-5280	263	31	incorporation	incorporation	NOUN
cana-5280	263	32	,	,	PUNCT
cana-5280	263	33	carrier	carrier	NOUN
cana-5280	263	34	material	material	NOUN
cana-5280	263	35	type	type	NOUN
cana-5280	263	36	,	,	PUNCT
cana-5280	263	37	carrier	carrier	NOUN
cana-5280	263	38	dosage	dosage	NOUN
cana-5280	263	39	3	3	NUM
cana-5280	263	40	.	.	PUNCT
cana-5280	263	41	nutrient	nutrient	ADJ
cana-5280	263	42	composition	composition	NOUN
cana-5280	263	43	:	:	PUNCT
cana-5280	263	44	calcium	calcium	NOUN
cana-5280	263	45	source	source	NOUN
cana-5280	263	46	,	,	PUNCT
cana-5280	263	47	concentration	concentration	NOUN
cana-5280	263	48	,	,	PUNCT
cana-5280	263	49	additional	additional	ADJ
cana-5280	263	50	nutrients	nutrient	NOUN
cana-5280	263	51	communications	communication	NOUN
cana-5280	263	52	on	on	ADP
cana-5280	263	53	applied	apply	VERB
cana-5280	263	54	nonlinear	nonlinear	ADJ
cana-5280	263	55	analysis	analysis	NOUN
cana-5280	263	56	issn	issn	NOUN
cana-5280	263	57	:	:	PUNCT
cana-5280	263	58	1074	1074	NUM
cana-5280	263	59	-	-	PUNCT
cana-5280	263	60	133x	133x	NUM
cana-5280	263	61	vol	vol	VERB
cana-5280	263	62	32	32	NUM
cana-5280	263	63	no	no	NOUN
cana-5280	263	64	.	.	PUNCT
cana-5280	264	1	10s	10	NOUN
cana-5280	264	2	(	(	PUNCT
cana-5280	264	3	2025	2025	NUM
cana-5280	264	4	)	)	PUNCT
cana-5280	264	5	1720	1720	NUM
cana-5280	264	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	264	7	4	4	X
cana-5280	264	8	.	.	PUNCT
cana-5280	264	9	concrete	concrete	ADJ
cana-5280	264	10	mixture	mixture	NOUN
cana-5280	264	11	design	design	NOUN
cana-5280	264	12	:	:	PUNCT
cana-5280	264	13	cement	cement	NOUN
cana-5280	264	14	type	type	NOUN
cana-5280	264	15	,	,	PUNCT
cana-5280	264	16	water	water	NOUN
cana-5280	264	17	-	-	PUNCT
cana-5280	264	18	cement	cement	NOUN
cana-5280	264	19	ratio	ratio	NOUN
cana-5280	264	20	,	,	PUNCT
cana-5280	264	21	aggregate	aggregate	ADJ
cana-5280	264	22	proportions	proportion	NOUN
cana-5280	264	23	,	,	PUNCT
cana-5280	264	24	admixtures	admixture	NOUN
cana-5280	264	25	5	5	NUM
cana-5280	264	26	.	.	PUNCT
cana-5280	264	27	curing	cure	VERB
cana-5280	264	28	and	and	CCONJ
cana-5280	264	29	testing	testing	NOUN
cana-5280	264	30	conditions	condition	NOUN
cana-5280	264	31	:	:	PUNCT
cana-5280	264	32	temperature	temperature	NOUN
cana-5280	264	33	,	,	PUNCT
cana-5280	264	34	humidity	humidity	NOUN
cana-5280	264	35	,	,	PUNCT
cana-5280	264	36	age	age	NOUN
cana-5280	264	37	at	at	ADP
cana-5280	264	38	testing	testing	NOUN
cana-5280	264	39	,	,	PUNCT
cana-5280	264	40	crack	crack	VERB
cana-5280	264	41	creation	creation	NOUN
cana-5280	264	42	method	method	NOUN
cana-5280	264	43	6	6	NUM
cana-5280	264	44	.	.	PUNCT
cana-5280	264	45	performance	performance	NOUN
cana-5280	264	46	results	result	NOUN
cana-5280	264	47	:	:	PUNCT
cana-5280	264	48	compressive	compressive	ADJ
cana-5280	264	49	strength	strength	NOUN
cana-5280	264	50	,	,	PUNCT
cana-5280	264	51	crack	crack	NOUN
cana-5280	264	52	-	-	PUNCT
cana-5280	264	53	healing	healing	NOUN
cana-5280	264	54	measurements	measurement	NOUN
cana-5280	264	55	,	,	PUNCT
cana-5280	264	56	permeability	permeability	NOUN
cana-5280	264	57	data	datum	NOUN
cana-5280	264	58	,	,	PUNCT
cana-5280	264	59	durability	durability	NOUN
cana-5280	264	60	indices	index	NOUN
cana-5280	264	61	data	datum	NOUN
cana-5280	264	62	from	from	ADP
cana-5280	264	63	57	57	NUM
cana-5280	264	64	published	publish	VERB
cana-5280	264	65	research	research	NOUN
cana-5280	264	66	were	be	AUX
cana-5280	264	67	included	include	VERB
cana-5280	264	68	overall	overall	ADV
cana-5280	264	69	into	into	ADP
cana-5280	264	70	the	the	DET
cana-5280	264	71	collection	collection	NOUN
cana-5280	264	72	to	to	PART
cana-5280	264	73	produce	produce	VERB
cana-5280	264	74	information	information	NOUN
cana-5280	264	75	on	on	ADP
cana-5280	264	76	165	165	NUM
cana-5280	264	77	different	different	ADJ
cana-5280	264	78	bacterial	bacterial	ADJ
cana-5280	264	79	concrete	concrete	ADJ
cana-5280	264	80	compositions	composition	NOUN
cana-5280	264	81	.	.	PUNCT
cana-5280	265	1	not	not	PART
cana-5280	265	2	all	all	DET
cana-5280	265	3	studies	study	NOUN
cana-5280	265	4	,	,	PUNCT
cana-5280	265	5	meanwhile	meanwhile	ADV
cana-5280	265	6	,	,	PUNCT
cana-5280	265	7	recorded	record	VERB
cana-5280	265	8	all	all	DET
cana-5280	265	9	performance	performance	NOUN
cana-5280	265	10	measures	measure	NOUN
cana-5280	265	11	of	of	ADP
cana-5280	265	12	importance	importance	NOUN
cana-5280	265	13	,	,	PUNCT
cana-5280	265	14	which	which	PRON
cana-5280	265	15	led	lead	VERB
cana-5280	265	16	to	to	ADP
cana-5280	265	17	varying	vary	VERB
cana-5280	265	18	sample	sample	NOUN
cana-5280	265	19	sizes	size	NOUN
cana-5280	265	20	depending	depend	VERB
cana-5280	265	21	on	on	ADP
cana-5280	265	22	the	the	DET
cana-5280	265	23	output	output	NOUN
cana-5280	265	24	parameter	parameter	NOUN
cana-5280	265	25	.	.	PUNCT
cana-5280	266	1	7.1.2	7.1.2	NUM
cana-5280	266	2	experimental	experimental	ADJ
cana-5280	266	3	data	datum	NOUN
cana-5280	266	4	generation	generation	NOUN
cana-5280	266	5	more	more	ADJ
cana-5280	266	6	experimental	experimental	ADJ
cana-5280	266	7	work	work	NOUN
cana-5280	266	8	was	be	AUX
cana-5280	266	9	done	do	VERB
cana-5280	266	10	to	to	PART
cana-5280	266	11	close	close	VERB
cana-5280	266	12	particular	particular	ADJ
cana-5280	266	13	gaps	gap	NOUN
cana-5280	266	14	in	in	ADP
cana-5280	266	15	the	the	DET
cana-5280	266	16	literature	literature	NOUN
cana-5280	266	17	dataset	dataset	VERB
cana-5280	266	18	and	and	CCONJ
cana-5280	266	19	guarantee	guarantee	VERB
cana-5280	266	20	thorough	thorough	ADJ
cana-5280	266	21	coverage	coverage	NOUN
cana-5280	266	22	of	of	ADP
cana-5280	266	23	the	the	DET
cana-5280	266	24	parameter	parameter	NOUN
cana-5280	266	25	space	space	NOUN
cana-5280	266	26	.	.	PUNCT
cana-5280	267	1	designed	design	VERB
cana-5280	267	2	with	with	ADP
cana-5280	267	3	an	an	DET
cana-5280	267	4	eye	eye	NOUN
cana-5280	267	5	on	on	ADP
cana-5280	267	6	combinations	combination	NOUN
cana-5280	267	7	of	of	ADP
cana-5280	267	8	characteristics	characteristic	NOUN
cana-5280	267	9	underrepresented	underrepresente	VERB
cana-5280	267	10	in	in	ADP
cana-5280	267	11	the	the	DET
cana-5280	267	12	literature	literature	NOUN
cana-5280	267	13	data	data	PROPN
cana-5280	267	14	,	,	PUNCT
cana-5280	267	15	twenty	twenty	NUM
cana-5280	267	16	-	-	PUNCT
cana-5280	267	17	two	two	NUM
cana-5280	267	18	additional	additional	ADJ
cana-5280	267	19	bacterial	bacterial	ADJ
cana-5280	267	20	concrete	concrete	ADJ
cana-5280	267	21	mixtures	mixture	NOUN
cana-5280	267	22	were	be	AUX
cana-5280	267	23	developed	develop	VERB
cana-5280	267	24	and	and	CCONJ
cana-5280	267	25	tested	test	VERB
cana-5280	267	26	.	.	PUNCT
cana-5280	268	1	the	the	DET
cana-5280	268	2	experimental	experimental	ADJ
cana-5280	268	3	program	program	NOUN
cana-5280	268	4	applied	apply	VERB
cana-5280	268	5	accepted	accept	VERB
cana-5280	268	6	techniques	technique	NOUN
cana-5280	268	7	for	for	ADP
cana-5280	268	8	:	:	PUNCT
cana-5280	268	9	1	1	X
cana-5280	268	10	.	.	X
cana-5280	268	11	bacterial	bacterial	ADJ
cana-5280	268	12	culture	culture	NOUN
cana-5280	268	13	preparation	preparation	NOUN
cana-5280	268	14	:	:	PUNCT
cana-5280	268	15	bacillus	bacillus	NOUN
cana-5280	268	16	subtilis	subtili	NOUN
cana-5280	268	17	and	and	CCONJ
cana-5280	268	18	sporosarcina	sporosarcina	PROPN
cana-5280	268	19	pasteurii	pasteurii	PROPN
cana-5280	268	20	were	be	AUX
cana-5280	268	21	cultured	cultured	ADJ
cana-5280	268	22	in	in	ADP
cana-5280	268	23	nutrient	nutrient	ADJ
cana-5280	268	24	broth	broth	NOUN
cana-5280	268	25	and	and	CCONJ
cana-5280	268	26	harvested	harvest	VERB
cana-5280	268	27	at	at	ADP
cana-5280	268	28	optimal	optimal	ADJ
cana-5280	268	29	growth	growth	NOUN
cana-5280	268	30	phase	phase	NOUN
cana-5280	268	31	.	.	PUNCT
cana-5280	269	1	bacterial	bacterial	ADJ
cana-5280	269	2	concentrations	concentration	NOUN
cana-5280	269	3	were	be	AUX
cana-5280	269	4	standardized	standardize	VERB
cana-5280	269	5	using	use	VERB
cana-5280	269	6	optical	optical	ADJ
cana-5280	269	7	density	density	NOUN
cana-5280	269	8	measurements	measurement	NOUN
cana-5280	269	9	and	and	CCONJ
cana-5280	269	10	confirmed	confirm	VERB
cana-5280	269	11	through	through	ADP
cana-5280	269	12	plate	plate	NOUN
cana-5280	269	13	count	count	NOUN
cana-5280	269	14	methods	method	NOUN
cana-5280	269	15	.	.	PUNCT
cana-5280	270	1	2	2	X
cana-5280	270	2	.	.	X
cana-5280	270	3	protection	protection	NOUN
cana-5280	270	4	system	system	NOUN
cana-5280	270	5	preparation	preparation	NOUN
cana-5280	270	6	:	:	PUNCT
cana-5280	270	7	three	three	NUM
cana-5280	270	8	carrier	carrier	NOUN
cana-5280	270	9	systems	system	NOUN
cana-5280	270	10	were	be	AUX
cana-5280	270	11	investigated	investigate	VERB
cana-5280	270	12	:	:	PUNCT
cana-5280	270	13	diatomaceous	diatomaceous	ADJ
cana-5280	270	14	earth	earth	NOUN
cana-5280	270	15	,	,	PUNCT
cana-5280	270	16	expanded	expand	VERB
cana-5280	270	17	clay	clay	NOUN
cana-5280	270	18	aggregate	aggregate	NOUN
cana-5280	270	19	,	,	PUNCT
cana-5280	270	20	and	and	CCONJ
cana-5280	270	21	polyurethane	polyurethane	NOUN
cana-5280	270	22	microcapsules	microcapsule	NOUN
cana-5280	270	23	.	.	PUNCT
cana-5280	271	1	carriers	carrier	NOUN
cana-5280	271	2	were	be	AUX
cana-5280	271	3	loaded	load	VERB
cana-5280	271	4	with	with	ADP
cana-5280	271	5	bacterial	bacterial	ADJ
cana-5280	271	6	spores	spore	NOUN
cana-5280	271	7	and	and	CCONJ
cana-5280	271	8	nutrients	nutrient	NOUN
cana-5280	271	9	using	use	VERB
cana-5280	271	10	established	establish	VERB
cana-5280	271	11	protocols	protocol	NOUN
cana-5280	271	12	,	,	PUNCT
cana-5280	271	13	with	with	ADP
cana-5280	271	14	loading	loading	NOUN
cana-5280	271	15	efficiency	efficiency	NOUN
cana-5280	271	16	quantified	quantify	VERB
cana-5280	271	17	through	through	ADP
cana-5280	271	18	recovery	recovery	NOUN
cana-5280	271	19	testing	testing	NOUN
cana-5280	271	20	.	.	PUNCT
cana-5280	272	1	3	3	X
cana-5280	272	2	.	.	X
cana-5280	272	3	concrete	concrete	ADJ
cana-5280	272	4	mixture	mixture	NOUN
cana-5280	272	5	preparation	preparation	NOUN
cana-5280	272	6	:	:	PUNCT
cana-5280	272	7	concrete	concrete	ADJ
cana-5280	272	8	mixes	mix	NOUN
cana-5280	272	9	were	be	AUX
cana-5280	272	10	prepared	prepare	VERB
cana-5280	272	11	according	accord	VERB
cana-5280	272	12	to	to	ADP
cana-5280	272	13	astm	astm	PROPN
cana-5280	272	14	c192	c192	PROPN
cana-5280	272	15	,	,	PUNCT
cana-5280	272	16	with	with	ADP
cana-5280	272	17	systematic	systematic	ADJ
cana-5280	272	18	variation	variation	NOUN
cana-5280	272	19	of	of	ADP
cana-5280	272	20	water	water	NOUN
cana-5280	272	21	-	-	PUNCT
cana-5280	272	22	cement	cement	NOUN
cana-5280	272	23	ratios	ratio	NOUN
cana-5280	272	24	(	(	PUNCT
cana-5280	272	25	0.40	0.40	NUM
cana-5280	272	26	,	,	PUNCT
cana-5280	272	27	0.45	0.45	NUM
cana-5280	272	28	,	,	PUNCT
cana-5280	272	29	0.50	0.50	NUM
cana-5280	272	30	)	)	PUNCT
cana-5280	272	31	,	,	PUNCT
cana-5280	272	32	cement	cement	NOUN
cana-5280	272	33	types	type	NOUN
cana-5280	272	34	(	(	PUNCT
cana-5280	272	35	ordinary	ordinary	ADJ
cana-5280	272	36	portland	portland	PROPN
cana-5280	272	37	cement	cement	NOUN
cana-5280	272	38	,	,	PUNCT
cana-5280	272	39	portland	portland	PROPN
cana-5280	272	40	limestone	limestone	NOUN
cana-5280	272	41	cement	cement	NOUN
cana-5280	272	42	)	)	PUNCT
cana-5280	272	43	,	,	PUNCT
cana-5280	272	44	and	and	CCONJ
cana-5280	272	45	supplementary	supplementary	ADJ
cana-5280	272	46	cementitious	cementitious	ADJ
cana-5280	272	47	materials	material	NOUN
cana-5280	272	48	(	(	PUNCT
cana-5280	272	49	fly	fly	VERB
cana-5280	272	50	ash	ash	NOUN
cana-5280	272	51	,	,	PUNCT
cana-5280	272	52	silica	silica	NOUN
cana-5280	272	53	fume	fume	NOUN
cana-5280	272	54	)	)	PUNCT
cana-5280	272	55	.	.	PUNCT
cana-5280	273	1	4	4	X
cana-5280	273	2	.	.	X
cana-5280	273	3	specimen	speciman	NOUN
cana-5280	273	4	preparation	preparation	NOUN
cana-5280	273	5	and	and	CCONJ
cana-5280	273	6	curing	curing	NOUN
cana-5280	273	7	:	:	PUNCT
cana-5280	273	8	cube	cube	NOUN
cana-5280	273	9	specimens	specimen	NOUN
cana-5280	273	10	(	(	PUNCT
cana-5280	273	11	100	100	NUM
cana-5280	273	12	mm	mm	NOUN
cana-5280	273	13	)	)	PUNCT
cana-5280	273	14	for	for	ADP
cana-5280	273	15	compressive	compressive	ADJ
cana-5280	273	16	testing	testing	NOUN
cana-5280	273	17	and	and	CCONJ
cana-5280	273	18	prismatic	prismatic	ADJ
cana-5280	273	19	specimens	specimen	NOUN
cana-5280	273	20	(	(	PUNCT
cana-5280	273	21	100×100×500	100×100×500	NUM
cana-5280	273	22	mm	mm	NOUN
cana-5280	273	23	)	)	PUNCT
cana-5280	273	24	for	for	ADP
cana-5280	273	25	crack	crack	NOUN
cana-5280	273	26	-	-	PUNCT
cana-5280	273	27	healing	healing	NOUN
cana-5280	273	28	assessment	assessment	NOUN
cana-5280	273	29	were	be	AUX
cana-5280	273	30	prepared	prepare	VERB
cana-5280	273	31	.	.	PUNCT
cana-5280	274	1	controlled	control	VERB
cana-5280	274	2	cracking	cracking	NOUN
cana-5280	274	3	was	be	AUX
cana-5280	274	4	induced	induce	VERB
cana-5280	274	5	at	at	ADP
cana-5280	274	6	28	28	NUM
cana-5280	274	7	days	day	NOUN
cana-5280	274	8	using	use	VERB
cana-5280	274	9	three	three	NUM
cana-5280	274	10	-	-	PUNCT
cana-5280	274	11	point	point	NOUN
cana-5280	274	12	bending	bending	NOUN
cana-5280	274	13	to	to	ADP
cana-5280	274	14	specific	specific	ADJ
cana-5280	274	15	crack	crack	NOUN
cana-5280	274	16	width	width	NOUN
cana-5280	274	17	targets	target	NOUN
cana-5280	274	18	(	(	PUNCT
cana-5280	274	19	0.2	0.2	NUM
cana-5280	274	20	mm	mm	NOUN
cana-5280	274	21	,	,	PUNCT
cana-5280	274	22	0.4	0.4	NUM
cana-5280	274	23	mm	mm	NOUN
cana-5280	274	24	,	,	PUNCT
cana-5280	274	25	0.6	0.6	NUM
cana-5280	274	26	mm	mm	NOUN
cana-5280	274	27	)	)	PUNCT
cana-5280	274	28	.	.	PUNCT
cana-5280	275	1	5	5	X
cana-5280	275	2	.	.	X
cana-5280	275	3	performance	performance	NOUN
cana-5280	275	4	testing	testing	NOUN
cana-5280	275	5	:	:	PUNCT
cana-5280	275	6	compressive	compressive	ADJ
cana-5280	275	7	strength	strength	NOUN
cana-5280	275	8	was	be	AUX
cana-5280	275	9	tested	test	VERB
cana-5280	275	10	according	accord	VERB
cana-5280	275	11	to	to	ADP
cana-5280	275	12	astm	astm	PROPN
cana-5280	275	13	c39	c39	NOUN
cana-5280	275	14	.	.	PUNCT
cana-5280	276	1	crack	crack	VERB
cana-5280	276	2	healing	healing	NOUN
cana-5280	276	3	was	be	AUX
cana-5280	276	4	monitored	monitor	VERB
cana-5280	276	5	through	through	ADP
cana-5280	276	6	optical	optical	ADJ
cana-5280	276	7	microscopy	microscopy	NOUN
cana-5280	276	8	with	with	ADP
cana-5280	276	9	digital	digital	ADJ
cana-5280	276	10	image	image	NOUN
cana-5280	276	11	analysis	analysis	NOUN
cana-5280	276	12	and	and	CCONJ
cana-5280	276	13	water	water	NOUN
cana-5280	276	14	permeability	permeability	NOUN
cana-5280	276	15	testing	testing	NOUN
cana-5280	276	16	using	use	VERB
cana-5280	276	17	a	a	DET
cana-5280	276	18	modified	modify	VERB
cana-5280	276	19	rilem	rilem	NOUN
cana-5280	276	20	tube	tube	NOUN
cana-5280	276	21	method	method	NOUN
cana-5280	276	22	.	.	PUNCT
cana-5280	277	1	durability	durability	NOUN
cana-5280	277	2	assessment	assessment	NOUN
cana-5280	277	3	included	include	VERB
cana-5280	277	4	rapid	rapid	ADJ
cana-5280	277	5	chloride	chloride	NOUN
cana-5280	277	6	permeability	permeability	NOUN
cana-5280	277	7	testing	testing	NOUN
cana-5280	277	8	(	(	PUNCT
cana-5280	277	9	astm	astm	PROPN
cana-5280	277	10	c1202	c1202	PROPN
cana-5280	277	11	)	)	PUNCT
cana-5280	277	12	and	and	CCONJ
cana-5280	277	13	freeze	freeze	ADJ
cana-5280	277	14	-	-	PUNCT
cana-5280	277	15	thaw	thaw	NOUN
cana-5280	277	16	resistance	resistance	NOUN
cana-5280	277	17	evaluation	evaluation	NOUN
cana-5280	277	18	(	(	PUNCT
cana-5280	277	19	astm	astm	PROPN
cana-5280	277	20	c666	c666	PROPN
cana-5280	277	21	)	)	PUNCT
cana-5280	277	22	.	.	PUNCT
cana-5280	278	1	7.1.3	7.1.3	NUM
cana-5280	278	2	dataset	dataset	NOUN
cana-5280	278	3	integration	integration	NOUN
cana-5280	278	4	and	and	CCONJ
cana-5280	278	5	preprocessing	preprocesse	VERB
cana-5280	278	6	the	the	DET
cana-5280	278	7	combined	combine	VERB
cana-5280	278	8	dataset	dataset	NOUN
cana-5280	278	9	from	from	ADP
cana-5280	278	10	literature	literature	NOUN
cana-5280	278	11	and	and	CCONJ
cana-5280	278	12	experimental	experimental	ADJ
cana-5280	278	13	sources	source	NOUN
cana-5280	278	14	required	require	VERB
cana-5280	278	15	careful	careful	ADJ
cana-5280	278	16	preprocessing	preprocessing	NOUN
cana-5280	278	17	to	to	PART
cana-5280	278	18	ensure	ensure	VERB
cana-5280	278	19	compatibility	compatibility	NOUN
cana-5280	278	20	and	and	CCONJ
cana-5280	278	21	quality	quality	NOUN
cana-5280	278	22	.	.	PUNCT
cana-5280	279	1	the	the	DET
cana-5280	279	2	following	follow	VERB
cana-5280	279	3	preprocessing	preprocesse	VERB
cana-5280	279	4	steps	step	NOUN
cana-5280	279	5	were	be	AUX
cana-5280	279	6	applied	apply	VERB
cana-5280	279	7	:	:	PUNCT
cana-5280	279	8	1	1	X
cana-5280	279	9	.	.	PUNCT
cana-5280	279	10	data	datum	NOUN
cana-5280	279	11	standardization	standardization	NOUN
cana-5280	279	12	:	:	PUNCT
cana-5280	279	13	variables	variable	NOUN
cana-5280	279	14	reported	report	VERB
cana-5280	279	15	in	in	ADP
cana-5280	279	16	different	different	ADJ
cana-5280	279	17	units	unit	NOUN
cana-5280	279	18	or	or	CCONJ
cana-5280	279	19	formats	format	NOUN
cana-5280	279	20	across	across	ADP
cana-5280	279	21	studies	study	NOUN
cana-5280	279	22	were	be	AUX
cana-5280	279	23	converted	convert	VERB
cana-5280	279	24	to	to	ADP
cana-5280	279	25	consistent	consistent	ADJ
cana-5280	279	26	standard	standard	ADJ
cana-5280	279	27	units	unit	NOUN
cana-5280	279	28	.	.	PUNCT
cana-5280	280	1	for	for	ADP
cana-5280	280	2	example	example	NOUN
cana-5280	280	3	,	,	PUNCT
cana-5280	280	4	bacterial	bacterial	ADJ
cana-5280	280	5	concentrations	concentration	NOUN
cana-5280	280	6	were	be	AUX
cana-5280	280	7	standardized	standardize	VERB
cana-5280	280	8	to	to	ADP
cana-5280	280	9	cells	cell	NOUN
cana-5280	280	10	/	/	SYM
cana-5280	280	11	ml	ml	ADP
cana-5280	280	12	,	,	PUNCT
cana-5280	280	13	and	and	CCONJ
cana-5280	280	14	healing	healing	NOUN
cana-5280	280	15	measurements	measurement	NOUN
cana-5280	280	16	were	be	AUX
cana-5280	280	17	converted	convert	VERB
cana-5280	280	18	to	to	ADP
cana-5280	280	19	percentage	percentage	NOUN
cana-5280	280	20	of	of	ADP
cana-5280	280	21	original	original	ADJ
cana-5280	280	22	crack	crack	NOUN
cana-5280	280	23	width	width	NOUN
cana-5280	280	24	healed	heal	VERB
cana-5280	280	25	.	.	PUNCT
cana-5280	281	1	communications	communication	NOUN
cana-5280	281	2	on	on	ADP
cana-5280	281	3	applied	apply	VERB
cana-5280	281	4	nonlinear	nonlinear	ADJ
cana-5280	281	5	analysis	analysis	NOUN
cana-5280	281	6	issn	issn	NOUN
cana-5280	281	7	:	:	PUNCT
cana-5280	281	8	1074	1074	NUM
cana-5280	281	9	-	-	PUNCT
cana-5280	281	10	133x	133x	NUM
cana-5280	281	11	vol	vol	VERB
cana-5280	281	12	32	32	NUM
cana-5280	281	13	no	no	NOUN
cana-5280	281	14	.	.	PUNCT
cana-5280	282	1	10s	10	NOUN
cana-5280	282	2	(	(	PUNCT
cana-5280	282	3	2025	2025	NUM
cana-5280	282	4	)	)	PUNCT
cana-5280	282	5	1721	1721	NUM
cana-5280	282	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	282	7	2	2	X
cana-5280	282	8	.	.	PUNCT
cana-5280	282	9	missing	miss	VERB
cana-5280	282	10	data	datum	NOUN
cana-5280	282	11	handling	handling	NOUN
cana-5280	282	12	:	:	PUNCT
cana-5280	282	13	studies	study	NOUN
cana-5280	282	14	with	with	ADP
cana-5280	282	15	incomplete	incomplete	ADJ
cana-5280	282	16	reporting	reporting	NOUN
cana-5280	282	17	presented	present	VERB
cana-5280	282	18	a	a	DET
cana-5280	282	19	significant	significant	ADJ
cana-5280	282	20	challenge	challenge	NOUN
cana-5280	282	21	.	.	PUNCT
cana-5280	283	1	for	for	ADP
cana-5280	283	2	formulation	formulation	NOUN
cana-5280	283	3	variables	variable	NOUN
cana-5280	283	4	with	with	ADP
cana-5280	283	5	occasional	occasional	ADJ
cana-5280	283	6	missing	missing	ADJ
cana-5280	283	7	values	value	NOUN
cana-5280	283	8	,	,	PUNCT
cana-5280	283	9	multiple	multiple	ADJ
cana-5280	283	10	imputation	imputation	NOUN
cana-5280	283	11	techniques	technique	NOUN
cana-5280	283	12	based	base	VERB
cana-5280	283	13	on	on	ADP
cana-5280	283	14	related	related	ADJ
cana-5280	283	15	parameters	parameter	NOUN
cana-5280	283	16	were	be	AUX
cana-5280	283	17	employed	employ	VERB
cana-5280	283	18	.	.	PUNCT
cana-5280	284	1	for	for	ADP
cana-5280	284	2	performance	performance	NOUN
cana-5280	284	3	metrics	metric	NOUN
cana-5280	284	4	,	,	PUNCT
cana-5280	284	5	no	no	DET
cana-5280	284	6	imputation	imputation	NOUN
cana-5280	284	7	was	be	AUX
cana-5280	284	8	attempted	attempt	VERB
cana-5280	284	9	;	;	PUNCT
cana-5280	284	10	instead	instead	ADV
cana-5280	284	11	,	,	PUNCT
cana-5280	284	12	separate	separate	ADJ
cana-5280	284	13	models	model	NOUN
cana-5280	284	14	were	be	AUX
cana-5280	284	15	developed	develop	VERB
cana-5280	284	16	for	for	ADP
cana-5280	284	17	each	each	DET
cana-5280	284	18	output	output	NOUN
cana-5280	284	19	parameter	parameter	NOUN
cana-5280	284	20	using	use	VERB
cana-5280	284	21	the	the	DET
cana-5280	284	22	available	available	ADJ
cana-5280	284	23	samples	sample	NOUN
cana-5280	284	24	for	for	ADP
cana-5280	284	25	that	that	DET
cana-5280	284	26	parameter	parameter	NOUN
cana-5280	284	27	.	.	PUNCT
cana-5280	285	1	3	3	X
cana-5280	285	2	.	.	NOUN
cana-5280	285	3	outlier	outlier	NOUN
cana-5280	285	4	detection	detection	NOUN
cana-5280	285	5	and	and	CCONJ
cana-5280	285	6	verification	verification	NOUN
cana-5280	285	7	:	:	PUNCT
cana-5280	285	8	statistical	statistical	ADJ
cana-5280	285	9	outlier	outlier	NOUN
cana-5280	285	10	detection	detection	NOUN
cana-5280	285	11	methods	method	NOUN
cana-5280	285	12	identified	identify	VERB
cana-5280	285	13	potential	potential	ADJ
cana-5280	285	14	anomalies	anomaly	NOUN
cana-5280	285	15	in	in	ADP
cana-5280	285	16	the	the	DET
cana-5280	285	17	dataset	dataset	NOUN
cana-5280	285	18	.	.	PUNCT
cana-5280	286	1	rather	rather	ADV
cana-5280	286	2	than	than	ADP
cana-5280	286	3	automatic	automatic	ADJ
cana-5280	286	4	removal	removal	NOUN
cana-5280	286	5	,	,	PUNCT
cana-5280	286	6	identified	identify	VERB
cana-5280	286	7	outliers	outlier	NOUN
cana-5280	286	8	were	be	AUX
cana-5280	286	9	subjected	subject	VERB
cana-5280	286	10	to	to	ADP
cana-5280	286	11	detailed	detailed	ADJ
cana-5280	286	12	review	review	NOUN
cana-5280	286	13	,	,	PUNCT
cana-5280	286	14	examining	examine	VERB
cana-5280	286	15	the	the	DET
cana-5280	286	16	original	original	ADJ
cana-5280	286	17	publications	publication	NOUN
cana-5280	286	18	for	for	ADP
cana-5280	286	19	potential	potential	ADJ
cana-5280	286	20	experimental	experimental	ADJ
cana-5280	286	21	issues	issue	NOUN
cana-5280	286	22	or	or	CCONJ
cana-5280	286	23	special	special	ADJ
cana-5280	286	24	conditions	condition	NOUN
cana-5280	286	25	.	.	PUNCT
cana-5280	287	1	outliers	outlier	NOUN
cana-5280	287	2	were	be	AUX
cana-5280	287	3	only	only	ADV
cana-5280	287	4	removed	remove	VERB
cana-5280	287	5	when	when	SCONJ
cana-5280	287	6	specific	specific	ADJ
cana-5280	287	7	methodological	methodological	ADJ
cana-5280	287	8	concerns	concern	NOUN
cana-5280	287	9	were	be	AUX
cana-5280	287	10	identified	identify	VERB
cana-5280	287	11	.	.	PUNCT
cana-5280	288	1	4	4	X
cana-5280	288	2	.	.	X
cana-5280	288	3	feature	feature	NOUN
cana-5280	288	4	engineering	engineering	NOUN
cana-5280	288	5	:	:	PUNCT
cana-5280	288	6	beyond	beyond	ADP
cana-5280	288	7	the	the	DET
cana-5280	288	8	directly	directly	ADV
cana-5280	288	9	reported	report	VERB
cana-5280	288	10	variables	variable	NOUN
cana-5280	288	11	,	,	PUNCT
cana-5280	288	12	several	several	ADJ
cana-5280	288	13	engineered	engineer	VERB
cana-5280	288	14	features	feature	NOUN
cana-5280	288	15	were	be	AUX
cana-5280	288	16	created	create	VERB
cana-5280	288	17	to	to	PART
cana-5280	288	18	capture	capture	VERB
cana-5280	288	19	known	know	VERB
cana-5280	288	20	interactions	interaction	NOUN
cana-5280	288	21	.	.	PUNCT
cana-5280	289	1	these	these	PRON
cana-5280	289	2	included	include	VERB
cana-5280	289	3	the	the	DET
cana-5280	289	4	calcium	calcium	NOUN
cana-5280	289	5	-	-	PUNCT
cana-5280	289	6	to	to	ADP
cana-5280	289	7	-	-	PUNCT
cana-5280	289	8	urea	urea	NOUN
cana-5280	289	9	ratio	ratio	NOUN
cana-5280	289	10	(	(	PUNCT
cana-5280	289	11	for	for	ADP
cana-5280	289	12	ureolytic	ureolytic	ADJ
cana-5280	289	13	pathways	pathway	NOUN
cana-5280	289	14	)	)	PUNCT
cana-5280	289	15	,	,	PUNCT
cana-5280	289	16	protective	protective	ADJ
cana-5280	289	17	carrier	carrier	NOUN
cana-5280	289	18	efficiency	efficiency	NOUN
cana-5280	289	19	index	index	NOUN
cana-5280	289	20	(	(	PUNCT
cana-5280	289	21	based	base	VERB
cana-5280	289	22	on	on	ADP
cana-5280	289	23	surface	surface	NOUN
cana-5280	289	24	area	area	NOUN
cana-5280	289	25	and	and	CCONJ
cana-5280	289	26	porosity	porosity	NOUN
cana-5280	289	27	characteristics	characteristic	NOUN
cana-5280	289	28	)	)	PUNCT
cana-5280	289	29	,	,	PUNCT
cana-5280	289	30	and	and	CCONJ
cana-5280	289	31	water	water	NOUN
cana-5280	289	32	availability	availability	NOUN
cana-5280	289	33	factor	factor	NOUN
cana-5280	289	34	(	(	PUNCT
cana-5280	289	35	combining	combine	VERB
cana-5280	289	36	water	water	NOUN
cana-5280	289	37	-	-	PUNCT
cana-5280	289	38	cement	cement	NOUN
cana-5280	289	39	ratio	ratio	NOUN
cana-5280	289	40	and	and	CCONJ
cana-5280	289	41	supplementary	supplementary	ADJ
cana-5280	289	42	cementitious	cementitious	ADJ
cana-5280	289	43	material	material	NOUN
cana-5280	289	44	effects	effect	NOUN
cana-5280	289	45	on	on	ADP
cana-5280	289	46	pore	pore	ADJ
cana-5280	289	47	solution	solution	NOUN
cana-5280	289	48	)	)	PUNCT
cana-5280	289	49	.	.	PUNCT
cana-5280	290	1	5	5	X
cana-5280	290	2	.	.	X
cana-5280	290	3	data	datum	NOUN
cana-5280	290	4	normalization	normalization	NOUN
cana-5280	290	5	:	:	PUNCT
cana-5280	290	6	to	to	PART
cana-5280	290	7	facilitate	facilitate	VERB
cana-5280	290	8	neural	neural	ADJ
cana-5280	290	9	network	network	NOUN
cana-5280	290	10	training	training	NOUN
cana-5280	290	11	,	,	PUNCT
cana-5280	290	12	all	all	DET
cana-5280	290	13	input	input	NOUN
cana-5280	290	14	features	feature	NOUN
cana-5280	290	15	were	be	AUX
cana-5280	290	16	normalized	normalize	VERB
cana-5280	290	17	to	to	ADP
cana-5280	290	18	the	the	DET
cana-5280	290	19	[	[	X
cana-5280	290	20	0,1	0,1	NUM
cana-5280	290	21	]	]	PUNCT
cana-5280	290	22	range	range	NOUN
cana-5280	290	23	using	use	VERB
cana-5280	290	24	min	min	ADJ
cana-5280	290	25	-	-	ADJ
cana-5280	290	26	max	max	ADJ
cana-5280	290	27	scaling	scaling	NOUN
cana-5280	290	28	:	:	PUNCT
cana-5280	290	29	$	$	SYM
cana-5280	290	30	x_{normalized	x_{normalize	VERB
cana-5280	290	31	}	}	PUNCT
cana-5280	290	32	=	=	SYM
cana-5280	290	33	\frac{x	\frac{x	NOUN
cana-5280	290	34	x_{min}}{x_{max	x_{min}}{x_{max	NOUN
cana-5280	290	35	}	}	PUNCT
cana-5280	290	36	x_{min}}$	x_{min}}$	PUNCT
cana-5280	290	37	where	where	SCONJ
cana-5280	290	38	$	$	SYM
cana-5280	290	39	x_{min}$	x_{min}$	NOUN
cana-5280	290	40	and	and	CCONJ
cana-5280	290	41	$	$	SYM
cana-5280	290	42	x_{max}$	x_{max}$	NOUN
cana-5280	290	43	indicate	indicate	VERB
cana-5280	290	44	the	the	DET
cana-5280	290	45	lowest	low	ADJ
cana-5280	290	46	and	and	CCONJ
cana-5280	290	47	highest	high	ADJ
cana-5280	290	48	values	value	NOUN
cana-5280	290	49	of	of	ADP
cana-5280	290	50	every	every	DET
cana-5280	290	51	feature	feature	NOUN
cana-5280	290	52	in	in	ADP
cana-5280	290	53	the	the	DET
cana-5280	290	54	dataset	dataset	NOUN
cana-5280	290	55	.	.	PUNCT
cana-5280	291	1	this	this	DET
cana-5280	291	2	normalizing	normalizing	NOUN
cana-5280	291	3	helps	help	VERB
cana-5280	291	4	to	to	PART
cana-5280	291	5	avoid	avoid	VERB
cana-5280	291	6	features	feature	NOUN
cana-5280	291	7	with	with	ADP
cana-5280	291	8	more	more	ADJ
cana-5280	291	9	numerical	numerical	ADJ
cana-5280	291	10	ranges	range	NOUN
cana-5280	291	11	controlling	control	VERB
cana-5280	291	12	the	the	DET
cana-5280	291	13	learning	learning	NOUN
cana-5280	291	14	process	process	NOUN
cana-5280	291	15	.	.	PUNCT
cana-5280	292	1	saved	save	VERB
cana-5280	292	2	for	for	ADP
cana-5280	292	3	use	use	NOUN
cana-5280	292	4	in	in	ADP
cana-5280	292	5	transforming	transform	VERB
cana-5280	292	6	fresh	fresh	ADJ
cana-5280	292	7	inputs	input	NOUN
cana-5280	292	8	for	for	ADP
cana-5280	292	9	prediction	prediction	NOUN
cana-5280	292	10	were	be	AUX
cana-5280	292	11	the	the	DET
cana-5280	292	12	normalizing	normalizing	ADJ
cana-5280	292	13	parameters	parameter	NOUN
cana-5280	292	14	.	.	PUNCT
cana-5280	293	1	the	the	DET
cana-5280	293	2	last	last	ADJ
cana-5280	293	3	preprocessed	preprocesse	VERB
cana-5280	293	4	set	set	NOUN
cana-5280	293	5	consisted	consist	VERB
cana-5280	293	6	in	in	ADP
cana-5280	293	7	:	:	PUNCT
cana-5280	293	8	•	•	NUM
cana-5280	293	9	187	187	NUM
cana-5280	293	10	distinct	distinct	ADJ
cana-5280	293	11	bacterial	bacterial	ADJ
cana-5280	293	12	concrete	concrete	ADJ
cana-5280	293	13	formulations	formulation	NOUN
cana-5280	293	14	•	•	PUNCT
cana-5280	293	15	24	24	NUM
cana-5280	293	16	input	input	NOUN
cana-5280	293	17	features	feature	NOUN
cana-5280	293	18	capturing	capture	VERB
cana-5280	293	19	formulation	formulation	NOUN
cana-5280	293	20	and	and	CCONJ
cana-5280	293	21	environmental	environmental	ADJ
cana-5280	293	22	variables	variable	NOUN
cana-5280	293	23	•	•	PUNCT
cana-5280	293	24	4	4	NUM
cana-5280	293	25	output	output	NOUN
cana-5280	293	26	parameters	parameter	NOUN
cana-5280	293	27	:	:	PUNCT
cana-5280	293	28	28	28	NUM
cana-5280	293	29	-	-	PUNCT
cana-5280	293	30	day	day	NOUN
cana-5280	293	31	compressive	compressive	ADJ
cana-5280	293	32	strength	strength	NOUN
cana-5280	293	33	(	(	PUNCT
cana-5280	293	34	187	187	NUM
cana-5280	293	35	samples	sample	NOUN
cana-5280	293	36	)	)	PUNCT
cana-5280	293	37	,	,	PUNCT
cana-5280	293	38	maximum	maximum	ADJ
cana-5280	293	39	healable	healable	ADJ
cana-5280	293	40	crack	crack	NOUN
cana-5280	293	41	width	width	NOUN
cana-5280	293	42	(	(	PUNCT
cana-5280	293	43	163	163	NUM
cana-5280	293	44	samples	sample	NOUN
cana-5280	293	45	)	)	PUNCT
cana-5280	293	46	,	,	PUNCT
cana-5280	293	47	water	water	NOUN
cana-5280	293	48	permeability	permeability	NOUN
cana-5280	293	49	reduction	reduction	NOUN
cana-5280	293	50	(	(	PUNCT
cana-5280	293	51	142	142	NUM
cana-5280	293	52	samples	sample	NOUN
cana-5280	293	53	)	)	PUNCT
cana-5280	293	54	,	,	PUNCT
cana-5280	293	55	and	and	CCONJ
cana-5280	293	56	freeze	freeze	ADJ
cana-5280	293	57	-	-	PUNCT
cana-5280	293	58	thaw	thaw	NOUN
cana-5280	293	59	durability	durability	NOUN
cana-5280	293	60	factor	factor	NOUN
cana-5280	293	61	(	(	PUNCT
cana-5280	293	62	97	97	NUM
cana-5280	293	63	samples	sample	NOUN
cana-5280	293	64	)	)	PUNCT
cana-5280	293	65	7.1.4	7.1.4	NUM
cana-5280	293	66	data	datum	NOUN
cana-5280	293	67	partitioning	partition	VERB
cana-5280	293	68	the	the	DET
cana-5280	293	69	dataset	dataset	NOUN
cana-5280	293	70	was	be	AUX
cana-5280	293	71	partitioned	partition	VERB
cana-5280	293	72	into	into	ADP
cana-5280	293	73	training	training	NOUN
cana-5280	293	74	,	,	PUNCT
cana-5280	293	75	validation	validation	NOUN
cana-5280	293	76	,	,	PUNCT
cana-5280	293	77	and	and	CCONJ
cana-5280	293	78	testing	testing	NOUN
cana-5280	293	79	subsets	subset	NOUN
cana-5280	293	80	using	use	VERB
cana-5280	293	81	a	a	DET
cana-5280	293	82	stratified	stratified	ADJ
cana-5280	293	83	approach	approach	NOUN
cana-5280	293	84	to	to	PART
cana-5280	293	85	ensure	ensure	VERB
cana-5280	293	86	representative	representative	ADJ
cana-5280	293	87	distribution	distribution	NOUN
cana-5280	293	88	across	across	ADP
cana-5280	293	89	the	the	DET
cana-5280	293	90	parameter	parameter	NOUN
cana-5280	293	91	space	space	NOUN
cana-5280	293	92	.	.	PUNCT
cana-5280	294	1	the	the	DET
cana-5280	294	2	partitioning	partitioning	ADJ
cana-5280	294	3	ratios	ratio	NOUN
cana-5280	294	4	were	be	AUX
cana-5280	294	5	:	:	PUNCT
cana-5280	294	6	•	•	NUM
cana-5280	294	7	70	70	NUM
cana-5280	294	8	%	%	NOUN
cana-5280	294	9	training	training	NOUN
cana-5280	294	10	set	set	NOUN
cana-5280	294	11	(	(	PUNCT
cana-5280	294	12	131	131	NUM
cana-5280	294	13	samples	sample	NOUN
cana-5280	294	14	)	)	PUNCT
cana-5280	294	15	•	•	NUM
cana-5280	294	16	15	15	NUM
cana-5280	294	17	%	%	NOUN
cana-5280	294	18	validation	validation	NOUN
cana-5280	294	19	set	set	NOUN
cana-5280	294	20	(	(	PUNCT
cana-5280	294	21	28	28	NUM
cana-5280	294	22	samples	sample	NOUN
cana-5280	294	23	)	)	PUNCT
cana-5280	294	24	•	•	NUM
cana-5280	294	25	15	15	NUM
cana-5280	294	26	%	%	NOUN
cana-5280	294	27	test	test	NOUN
cana-5280	294	28	set	set	NOUN
cana-5280	294	29	(	(	PUNCT
cana-5280	294	30	28	28	NUM
cana-5280	294	31	samples	sample	NOUN
cana-5280	294	32	)	)	PUNCT
cana-5280	294	33	stratification	stratification	NOUN
cana-5280	294	34	was	be	AUX
cana-5280	294	35	based	base	VERB
cana-5280	294	36	on	on	ADP
cana-5280	294	37	bacterial	bacterial	ADJ
cana-5280	294	38	species	specie	NOUN
cana-5280	294	39	and	and	CCONJ
cana-5280	294	40	protection	protection	NOUN
cana-5280	294	41	system	system	NOUN
cana-5280	294	42	type	type	NOUN
cana-5280	294	43	,	,	PUNCT
cana-5280	294	44	the	the	DET
cana-5280	294	45	two	two	NUM
cana-5280	294	46	variables	variable	NOUN
cana-5280	294	47	with	with	ADP
cana-5280	294	48	the	the	DET
cana-5280	294	49	most	most	ADV
cana-5280	294	50	significant	significant	ADJ
cana-5280	294	51	impact	impact	NOUN
cana-5280	294	52	on	on	ADP
cana-5280	294	53	performance	performance	NOUN
cana-5280	294	54	variability	variability	NOUN
cana-5280	294	55	.	.	PUNCT
cana-5280	295	1	this	this	DET
cana-5280	295	2	approach	approach	NOUN
cana-5280	295	3	ensured	ensure	VERB
cana-5280	295	4	that	that	SCONJ
cana-5280	295	5	each	each	DET
cana-5280	295	6	subset	subset	NOUN
cana-5280	295	7	contained	contain	VERB
cana-5280	295	8	communications	communication	NOUN
cana-5280	295	9	on	on	ADP
cana-5280	295	10	applied	apply	VERB
cana-5280	295	11	nonlinear	nonlinear	ADJ
cana-5280	295	12	analysis	analysis	NOUN
cana-5280	295	13	issn	issn	NOUN
cana-5280	295	14	:	:	PUNCT
cana-5280	295	15	1074	1074	NUM
cana-5280	295	16	-	-	PUNCT
cana-5280	295	17	133x	133x	NUM
cana-5280	295	18	vol	vol	VERB
cana-5280	295	19	32	32	NUM
cana-5280	295	20	no	no	NOUN
cana-5280	295	21	.	.	PUNCT
cana-5280	296	1	10s	10	NOUN
cana-5280	296	2	(	(	PUNCT
cana-5280	296	3	2025	2025	NUM
cana-5280	296	4	)	)	PUNCT
cana-5280	296	5	1722	1722	NUM
cana-5280	296	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	296	7	proportional	proportional	ADJ
cana-5280	296	8	representation	representation	NOUN
cana-5280	296	9	of	of	ADP
cana-5280	296	10	different	different	ADJ
cana-5280	296	11	bacterial	bacterial	ADJ
cana-5280	296	12	concrete	concrete	ADJ
cana-5280	296	13	types	type	NOUN
cana-5280	296	14	,	,	PUNCT
cana-5280	296	15	avoiding	avoid	VERB
cana-5280	296	16	potential	potential	ADJ
cana-5280	296	17	biases	bias	NOUN
cana-5280	296	18	in	in	ADP
cana-5280	296	19	model	model	NOUN
cana-5280	296	20	evaluation	evaluation	NOUN
cana-5280	296	21	.	.	PUNCT
cana-5280	297	1	table	table	NOUN
cana-5280	297	2	1	1	NUM
cana-5280	297	3	:	:	PUNCT
cana-5280	297	4	overview	overview	NOUN
cana-5280	297	5	of	of	ADP
cana-5280	297	6	input	input	NOUN
cana-5280	297	7	features	feature	NOUN
cana-5280	297	8	in	in	ADP
cana-5280	297	9	the	the	DET
cana-5280	297	10	final	final	ADJ
cana-5280	297	11	dataset	dataset	NOUN
cana-5280	297	12	feature	feature	NOUN
cana-5280	297	13	category	category	NOUN
cana-5280	297	14	specific	specific	ADJ
cana-5280	297	15	features	feature	NOUN
cana-5280	297	16	range	range	NOUN
cana-5280	297	17	or	or	CCONJ
cana-5280	297	18	categories	category	NOUN
cana-5280	297	19	units	unit	NOUN
cana-5280	297	20	bacterial	bacterial	ADJ
cana-5280	297	21	characteristics	characteristic	NOUN
cana-5280	297	22	species	species	PROPN
cana-5280	297	23	b.	b.	PROPN
cana-5280	297	24	subtilis	subtilis	PROPN
cana-5280	297	25	,	,	PUNCT
cana-5280	297	26	b.	b.	PROPN
cana-5280	297	27	sphaericus	sphaericus	PROPN
cana-5280	297	28	,	,	PUNCT
cana-5280	297	29	s.	s.	PROPN
cana-5280	297	30	pasteurii	pasteurii	VERB
cana-5280	297	31	concentration	concentration	NOUN
cana-5280	297	32	10	10	NUM
cana-5280	297	33	^	^	SYM
cana-5280	297	34	3	3	NUM
cana-5280	297	35	10	10	NUM
cana-5280	297	36	^	^	SYM
cana-5280	297	37	9	9	NUM
cana-5280	297	38	cells	cell	NOUN
cana-5280	297	39	/	/	SYM
cana-5280	297	40	ml	ml	ADP
cana-5280	297	41	cultivation	cultivation	NOUN
cana-5280	297	42	time	time	NOUN
cana-5280	297	43	24	24	NUM
cana-5280	297	44	120	120	NUM
cana-5280	297	45	hours	hour	NOUN
cana-5280	297	46	protection	protection	NOUN
cana-5280	297	47	system	system	NOUN
cana-5280	297	48	carrier	carrier	NOUN
cana-5280	297	49	type	type	NOUN
cana-5280	297	50	direct	direct	ADJ
cana-5280	297	51	,	,	PUNCT
cana-5280	297	52	lwa	lwa	PROPN
cana-5280	297	53	,	,	PUNCT
cana-5280	297	54	hydrogel	hydrogel	NOUN
cana-5280	297	55	,	,	PUNCT
cana-5280	297	56	microcapsule	microcapsule	ADJ
cana-5280	297	57	,	,	PUNCT
cana-5280	297	58	vascular	vascular	ADJ
cana-5280	297	59	carrier	carrier	NOUN
cana-5280	297	60	dosage	dosage	NOUN
cana-5280	297	61	0	0	NUM
cana-5280	297	62	15	15	NUM
cana-5280	297	63	%	%	NOUN
cana-5280	297	64	by	by	ADP
cana-5280	297	65	cement	cement	NOUN
cana-5280	297	66	weight	weight	NOUN
cana-5280	297	67	encapsulation	encapsulation	NOUN
cana-5280	297	68	efficiency	efficiency	NOUN
cana-5280	297	69	15	15	NUM
cana-5280	297	70	95	95	NUM
cana-5280	297	71	%	%	NOUN
cana-5280	297	72	nutrient	nutrient	NOUN
cana-5280	297	73	components	component	NOUN
cana-5280	297	74	calcium	calcium	NOUN
cana-5280	297	75	source	source	NOUN
cana-5280	297	76	ca(oh)₂	ca(oh)₂	NOUN
cana-5280	297	77	,	,	PUNCT
cana-5280	297	78	cacl₂	cacl₂	PROPN
cana-5280	297	79	,	,	PUNCT
cana-5280	297	80	ca(c₃h₅o₃)₂	ca(c₃h₅o₃)₂	PROPN
cana-5280	297	81	,	,	PUNCT
cana-5280	297	82	ca(ch₃coo)₂	ca(ch₃coo)₂	PROPN
cana-5280	297	83	calcium	calcium	NOUN
cana-5280	297	84	concentration	concentration	NOUN
cana-5280	297	85	0.1	0.1	NUM
cana-5280	297	86	8.0	8.0	NUM
cana-5280	297	87	%	%	NOUN
cana-5280	297	88	by	by	ADP
cana-5280	297	89	cement	cement	NOUN
cana-5280	297	90	weight	weight	NOUN
cana-5280	297	91	nitrogen	nitrogen	NOUN
cana-5280	297	92	source	source	NOUN
cana-5280	297	93	urea	urea	NOUN
cana-5280	297	94	,	,	PUNCT
cana-5280	297	95	peptone	peptone	NOUN
cana-5280	297	96	,	,	PUNCT
cana-5280	297	97	yeast	yeast	NOUN
cana-5280	297	98	extract	extract	NOUN
cana-5280	297	99	,	,	PUNCT
cana-5280	297	100	none	none	NOUN
cana-5280	297	101	nitrogen	nitrogen	NOUN
cana-5280	297	102	concentration	concentration	NOUN
cana-5280	297	103	0	0	NUM
cana-5280	297	104	5.0	5.0	NUM
cana-5280	297	105	%	%	NOUN
cana-5280	297	106	by	by	ADP
cana-5280	297	107	cement	cement	NOUN
cana-5280	297	108	weight	weight	NOUN
cana-5280	297	109	concrete	concrete	ADJ
cana-5280	297	110	composition	composition	NOUN
cana-5280	297	111	cement	cement	NOUN
cana-5280	297	112	type	type	NOUN
cana-5280	297	113	opc	opc	PROPN
cana-5280	297	114	,	,	PUNCT
cana-5280	297	115	plc	plc	PROPN
cana-5280	297	116	,	,	PUNCT
cana-5280	297	117	srpc	srpc	NOUN
cana-5280	297	118	water	water	NOUN
cana-5280	297	119	-	-	PUNCT
cana-5280	297	120	cement	cement	NOUN
cana-5280	297	121	ratio	ratio	NOUN
cana-5280	297	122	0.35	0.35	NUM
cana-5280	297	123	0.65	0.65	NUM
cana-5280	297	124	coarse	coarse	NOUN
cana-5280	297	125	aggregate	aggregate	NOUN
cana-5280	297	126	0	0	NUM
cana-5280	297	127	60	60	NUM
cana-5280	297	128	%	%	NOUN
cana-5280	297	129	by	by	ADP
cana-5280	297	130	volume	volume	NOUN
cana-5280	297	131	fine	fine	NOUN
cana-5280	297	132	aggregate	aggregate	VERB
cana-5280	297	133	20	20	NUM
cana-5280	297	134	55	55	NUM
cana-5280	297	135	%	%	NOUN
cana-5280	297	136	by	by	ADP
cana-5280	297	137	volume	volume	NOUN
cana-5280	297	138	scm	scm	PROPN
cana-5280	297	139	type	type	NOUN
cana-5280	297	140	none	none	NOUN
cana-5280	297	141	,	,	PUNCT
cana-5280	297	142	fly	fly	VERB
cana-5280	297	143	ash	ash	NOUN
cana-5280	297	144	,	,	PUNCT
cana-5280	297	145	ggbs	ggbs	NOUN
cana-5280	297	146	,	,	PUNCT
cana-5280	297	147	silica	silica	NOUN
cana-5280	297	148	fume	fume	NOUN
cana-5280	297	149	scm	scm	PROPN
cana-5280	297	150	content	content	NOUN
cana-5280	297	151	0	0	NUM
cana-5280	297	152	35	35	NUM
cana-5280	297	153	%	%	NOUN
cana-5280	297	154	by	by	ADP
cana-5280	297	155	cement	cement	NOUN
cana-5280	297	156	weight	weight	NOUN
cana-5280	297	157	environmental	environmental	ADJ
cana-5280	297	158	conditions	condition	NOUN
cana-5280	297	159	curing	cure	VERB
cana-5280	297	160	temperature	temperature	NOUN
cana-5280	297	161	5	5	NUM
cana-5280	297	162	40	40	NUM
cana-5280	297	163	°	°	NOUN
cana-5280	297	164	c	c	NOUN
cana-5280	297	165	communications	communication	NOUN
cana-5280	297	166	on	on	ADP
cana-5280	297	167	applied	apply	VERB
cana-5280	297	168	nonlinear	nonlinear	ADJ
cana-5280	297	169	analysis	analysis	NOUN
cana-5280	297	170	issn	issn	NOUN
cana-5280	297	171	:	:	PUNCT
cana-5280	297	172	1074	1074	NUM
cana-5280	297	173	-	-	PUNCT
cana-5280	297	174	133x	133x	NUM
cana-5280	297	175	vol	vol	VERB
cana-5280	297	176	32	32	NUM
cana-5280	297	177	no	no	NOUN
cana-5280	297	178	.	.	PUNCT
cana-5280	298	1	10s	10	NOUN
cana-5280	298	2	(	(	PUNCT
cana-5280	298	3	2025	2025	NUM
cana-5280	298	4	)	)	PUNCT
cana-5280	298	5	1723	1723	NUM
cana-5280	298	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	298	7	feature	feature	NOUN
cana-5280	298	8	category	category	NOUN
cana-5280	298	9	specific	specific	ADJ
cana-5280	298	10	features	feature	NOUN
cana-5280	298	11	range	range	NOUN
cana-5280	298	12	or	or	CCONJ
cana-5280	298	13	categories	category	NOUN
cana-5280	298	14	units	unit	NOUN
cana-5280	298	15	relative	relative	ADJ
cana-5280	298	16	humidity	humidity	NOUN
cana-5280	298	17	40	40	NUM
cana-5280	298	18	100	100	NUM
cana-5280	298	19	%	%	NOUN
cana-5280	298	20	wetting	wet	VERB
cana-5280	298	21	condition	condition	NOUN
cana-5280	298	22	continuous	continuous	ADJ
cana-5280	298	23	,	,	PUNCT
cana-5280	298	24	cyclic	cyclic	ADJ
cana-5280	298	25	,	,	PUNCT
cana-5280	298	26	initial	initial	ADJ
cana-5280	298	27	only	only	ADV
cana-5280	298	28	ph	ph	ADJ
cana-5280	298	29	exposure	exposure	NOUN
cana-5280	298	30	4	4	NUM
cana-5280	298	31	13	13	NUM
cana-5280	298	32	age	age	NOUN
cana-5280	298	33	7	7	NUM
cana-5280	298	34	360	360	NUM
cana-5280	298	35	days	day	NOUN
cana-5280	298	36	crack	crack	VERB
cana-5280	298	37	width	width	NOUN
cana-5280	298	38	0.1	0.1	NUM
cana-5280	298	39	2.0	2.0	NUM
cana-5280	298	40	mm	mm	NOUN
cana-5280	298	41	table	table	NOUN
cana-5280	298	42	2	2	NUM
cana-5280	298	43	:	:	PUNCT
cana-5280	298	44	output	output	NOUN
cana-5280	298	45	parameters	parameter	NOUN
cana-5280	298	46	and	and	CCONJ
cana-5280	298	47	available	available	ADJ
cana-5280	298	48	sample	sample	NOUN
cana-5280	298	49	sizes	size	NOUN
cana-5280	298	50	output	output	NOUN
cana-5280	298	51	parameter	parameter	PROPN
cana-5280	298	52	sample	sample	NOUN
cana-5280	298	53	size	size	NOUN
cana-5280	298	54	units	unit	NOUN
cana-5280	298	55	range	range	VERB
cana-5280	298	56	28	28	NUM
cana-5280	298	57	-	-	PUNCT
cana-5280	298	58	day	day	NOUN
cana-5280	298	59	compressive	compressive	ADJ
cana-5280	298	60	strength	strength	NOUN
cana-5280	298	61	187	187	NUM
cana-5280	298	62	mpa	mpa	NOUN
cana-5280	298	63	18.5	18.5	NUM
cana-5280	298	64	62.3	62.3	NUM
cana-5280	298	65	maximum	maximum	ADJ
cana-5280	298	66	healable	healable	ADJ
cana-5280	298	67	crack	crack	NOUN
cana-5280	298	68	width	width	NOUN
cana-5280	298	69	163	163	NUM
cana-5280	298	70	mm	mm	NOUN
cana-5280	298	71	0.15	0.15	NUM
cana-5280	298	72	1.35	1.35	NUM
cana-5280	298	73	water	water	NOUN
cana-5280	298	74	permeability	permeability	NOUN
cana-5280	298	75	reduction	reduction	NOUN
cana-5280	298	76	142	142	NUM
cana-5280	298	77	%	%	NOUN
cana-5280	298	78	15.2	15.2	NUM
cana-5280	298	79	97.8	97.8	NUM
cana-5280	298	80	freeze	freeze	NOUN
cana-5280	298	81	-	-	PUNCT
cana-5280	298	82	thaw	thaw	NOUN
cana-5280	298	83	durability	durability	NOUN
cana-5280	298	84	factor	factor	NOUN
cana-5280	298	85	97	97	NUM
cana-5280	298	86	%	%	NOUN
cana-5280	298	87	42.5	42.5	NUM
cana-5280	298	88	92.6	92.6	NUM
cana-5280	298	89	7.2	7.2	NUM
cana-5280	298	90	neural	neural	ADJ
cana-5280	298	91	network	network	NOUN
cana-5280	298	92	development	development	PROPN
cana-5280	298	93	architectural	architectural	PROPN
cana-5280	298	94	design	design	PROPN
cana-5280	298	95	,	,	PUNCT
cana-5280	298	96	hyperparameter	hyperparameter	NOUN
cana-5280	298	97	optimization	optimization	NOUN
cana-5280	298	98	,	,	PUNCT
cana-5280	298	99	training	training	NOUN
cana-5280	298	100	protocol	protocol	NOUN
cana-5280	298	101	implementation	implementation	NOUN
cana-5280	298	102	,	,	PUNCT
cana-5280	298	103	and	and	CCONJ
cana-5280	298	104	ensemble	ensemble	ADJ
cana-5280	298	105	model	model	NOUN
cana-5280	298	106	building	building	NOUN
cana-5280	298	107	included	include	VERB
cana-5280	298	108	multiple	multiple	ADJ
cana-5280	298	109	linked	link	VERB
cana-5280	298	110	phases	phase	NOUN
cana-5280	298	111	in	in	ADP
cana-5280	298	112	the	the	DET
cana-5280	298	113	development	development	NOUN
cana-5280	298	114	of	of	ADP
cana-5280	298	115	neural	neural	ADJ
cana-5280	298	116	network	network	NOUN
cana-5280	298	117	models	model	NOUN
cana-5280	298	118	for	for	ADP
cana-5280	298	119	bacterial	bacterial	ADJ
cana-5280	298	120	concrete	concrete	ADJ
cana-5280	298	121	performance	performance	NOUN
cana-5280	298	122	prediction	prediction	NOUN
cana-5280	298	123	.	.	PUNCT
cana-5280	299	1	domain	domain	NOUN
cana-5280	299	2	knowledge	knowledge	NOUN
cana-5280	299	3	was	be	AUX
cana-5280	299	4	included	include	VERB
cana-5280	299	5	into	into	ADP
cana-5280	299	6	this	this	DET
cana-5280	299	7	approach	approach	NOUN
cana-5280	299	8	to	to	PART
cana-5280	299	9	guide	guide	VERB
cana-5280	299	10	design	design	NOUN
cana-5280	299	11	choices	choice	NOUN
cana-5280	299	12	and	and	CCONJ
cana-5280	299	13	improve	improve	VERB
cana-5280	299	14	model	model	NOUN
cana-5280	299	15	performance	performance	NOUN
cana-5280	299	16	.	.	PUNCT
cana-5280	300	1	7.2.1	7.2.1	NUM
cana-5280	300	2	architecture	architecture	NOUN
cana-5280	300	3	design	design	NOUN
cana-5280	300	4	multiple	multiple	ADJ
cana-5280	300	5	neural	neural	ADJ
cana-5280	300	6	network	network	NOUN
cana-5280	300	7	architectures	architecture	NOUN
cana-5280	300	8	were	be	AUX
cana-5280	300	9	evaluated	evaluate	VERB
cana-5280	300	10	to	to	PART
cana-5280	300	11	determine	determine	VERB
cana-5280	300	12	the	the	DET
cana-5280	300	13	optimal	optimal	ADJ
cana-5280	300	14	structure	structure	NOUN
cana-5280	300	15	for	for	ADP
cana-5280	300	16	bacterial	bacterial	ADJ
cana-5280	300	17	concrete	concrete	ADJ
cana-5280	300	18	performance	performance	NOUN
cana-5280	300	19	prediction	prediction	NOUN
cana-5280	300	20	.	.	PUNCT
cana-5280	301	1	the	the	DET
cana-5280	301	2	primary	primary	ADJ
cana-5280	301	3	architectures	architecture	NOUN
cana-5280	301	4	investigated	investigate	VERB
cana-5280	301	5	included	include	VERB
cana-5280	301	6	:	:	PUNCT
cana-5280	301	7	1	1	X
cana-5280	301	8	.	.	X
cana-5280	301	9	standard	standard	ADJ
cana-5280	301	10	feedforward	feedforward	PROPN
cana-5280	301	11	multilayer	multilayer	NOUN
cana-5280	301	12	perceptron	perceptron	PROPN
cana-5280	301	13	(	(	PUNCT
cana-5280	301	14	mlp	mlp	PROPN
cana-5280	301	15	)	)	PUNCT
cana-5280	301	16	with	with	ADP
cana-5280	301	17	varying	vary	VERB
cana-5280	301	18	numbers	number	NOUN
cana-5280	301	19	of	of	ADP
cana-5280	301	20	hidden	hidden	ADJ
cana-5280	301	21	layers	layer	NOUN
cana-5280	301	22	and	and	CCONJ
cana-5280	301	23	neurons	neuron	NOUN
cana-5280	301	24	2	2	NUM
cana-5280	301	25	.	.	PUNCT
cana-5280	301	26	residual	residual	ADJ
cana-5280	301	27	neural	neural	ADJ
cana-5280	301	28	networks	network	NOUN
cana-5280	301	29	(	(	PUNCT
cana-5280	301	30	resnet	resnet	NOUN
cana-5280	301	31	)	)	PUNCT
cana-5280	301	32	incorporating	incorporate	VERB
cana-5280	301	33	skip	skip	ADJ
cana-5280	301	34	connections	connection	NOUN
cana-5280	301	35	to	to	PART
cana-5280	301	36	facilitate	facilitate	VERB
cana-5280	301	37	gradient	gradient	ADJ
cana-5280	301	38	flow	flow	NOUN
cana-5280	301	39	in	in	ADP
cana-5280	301	40	deeper	deep	ADJ
cana-5280	301	41	networks	network	NOUN
cana-5280	301	42	3	3	NUM
cana-5280	301	43	.	.	NOUN
cana-5280	301	44	wide	wide	ADJ
cana-5280	301	45	and	and	CCONJ
cana-5280	301	46	deep	deep	ADJ
cana-5280	301	47	networks	network	NOUN
cana-5280	301	48	combining	combine	VERB
cana-5280	301	49	a	a	DET
cana-5280	301	50	"	"	PUNCT
cana-5280	301	51	wide	wide	ADJ
cana-5280	301	52	"	"	PUNCT
cana-5280	301	53	linear	linear	ADJ
cana-5280	301	54	component	component	NOUN
cana-5280	301	55	with	with	ADP
cana-5280	301	56	a	a	DET
cana-5280	301	57	"	"	PUNCT
cana-5280	301	58	deep	deep	ADJ
cana-5280	301	59	"	"	PUNCT
cana-5280	301	60	neural	neural	ADJ
cana-5280	301	61	network	network	NOUN
cana-5280	301	62	component	component	NOUN
cana-5280	301	63	to	to	PART
cana-5280	301	64	simultaneously	simultaneously	ADV
cana-5280	301	65	capture	capture	VERB
cana-5280	301	66	memorization	memorization	NOUN
cana-5280	301	67	and	and	CCONJ
cana-5280	301	68	generalization	generalization	NOUN
cana-5280	301	69	aspects	aspect	VERB
cana-5280	301	70	variations	variation	NOUN
cana-5280	301	71	in	in	ADP
cana-5280	301	72	depth	depth	NOUN
cana-5280	301	73	—	—	PUNCT
cana-5280	301	74	number	number	NOUN
cana-5280	301	75	of	of	ADP
cana-5280	301	76	layers	layer	NOUN
cana-5280	301	77	—	—	PUNCT
cana-5280	301	78	width	width	ADJ
cana-5280	301	79	—	—	PUNCT
cana-5280	301	80	neurons	neuron	NOUN
cana-5280	301	81	per	per	ADP
cana-5280	301	82	layer	layer	NOUN
cana-5280	301	83	—	—	PUNCT
cana-5280	301	84	and	and	CCONJ
cana-5280	301	85	activation	activation	NOUN
cana-5280	301	86	functions	function	NOUN
cana-5280	301	87	were	be	AUX
cana-5280	301	88	methodically	methodically	ADV
cana-5280	301	89	assessed	assess	VERB
cana-5280	301	90	for	for	ADP
cana-5280	301	91	every	every	DET
cana-5280	301	92	type	type	NOUN
cana-5280	301	93	of	of	ADP
cana-5280	301	94	architecture	architecture	NOUN
cana-5280	301	95	.	.	PUNCT
cana-5280	302	1	initial	initial	ADJ
cana-5280	302	2	architecture	architecture	NOUN
cana-5280	302	3	screening	screen	VERB
cana-5280	302	4	used	use	VERB
cana-5280	302	5	a	a	DET
cana-5280	302	6	grid	grid	NOUN
cana-5280	302	7	search	search	NOUN
cana-5280	302	8	on	on	ADP
cana-5280	302	9	the	the	DET
cana-5280	302	10	following	follow	VERB
cana-5280	302	11	values	value	NOUN
cana-5280	302	12	:	:	PUNCT
cana-5280	302	13	communications	communication	NOUN
cana-5280	302	14	on	on	ADP
cana-5280	302	15	applied	apply	VERB
cana-5280	302	16	nonlinear	nonlinear	ADJ
cana-5280	302	17	analysis	analysis	NOUN
cana-5280	302	18	issn	issn	NOUN
cana-5280	302	19	:	:	PUNCT
cana-5280	302	20	1074	1074	NUM
cana-5280	302	21	-	-	PUNCT
cana-5280	302	22	133x	133x	NUM
cana-5280	302	23	vol	vol	VERB
cana-5280	302	24	32	32	NUM
cana-5280	302	25	no	no	NOUN
cana-5280	302	26	.	.	PUNCT
cana-5280	303	1	10s	10	NOUN
cana-5280	303	2	(	(	PUNCT
cana-5280	303	3	2025	2025	NUM
cana-5280	303	4	)	)	PUNCT
cana-5280	303	5	1724	1724	NUM
cana-5280	303	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	303	7	•	•	NUM
cana-5280	303	8	hidden	hide	VERB
cana-5280	303	9	layers	layer	NOUN
cana-5280	303	10	:	:	PUNCT
cana-5280	303	11	1	1	NUM
cana-5280	303	12	-	-	SYM
cana-5280	303	13	4	4	NUM
cana-5280	303	14	•	•	NOUN
cana-5280	303	15	neurons	neuron	NOUN
cana-5280	303	16	per	per	ADP
cana-5280	303	17	layer	layer	NOUN
cana-5280	303	18	:	:	PUNCT
cana-5280	303	19	10	10	NUM
cana-5280	303	20	-	-	SYM
cana-5280	303	21	50	50	NUM
cana-5280	303	22	in	in	ADP
cana-5280	303	23	increments	increment	NOUN
cana-5280	303	24	of	of	ADP
cana-5280	303	25	10	10	NUM
cana-5280	303	26	•	•	NOUN
cana-5280	303	27	activation	activation	NOUN
cana-5280	303	28	functions	function	NOUN
cana-5280	303	29	:	:	PUNCT
cana-5280	303	30	relu	relu	NOUN
cana-5280	303	31	,	,	PUNCT
cana-5280	303	32	leaky	leaky	ADJ
cana-5280	303	33	relu	relu	NOUN
cana-5280	303	34	,	,	PUNCT
cana-5280	303	35	tanh	tanh	NOUN
cana-5280	303	36	,	,	PUNCT
cana-5280	303	37	and	and	CCONJ
cana-5280	303	38	sigmoid	sigmoid	VERB
cana-5280	303	39	the	the	DET
cana-5280	303	40	most	most	ADV
cana-5280	303	41	exciting	exciting	ADJ
cana-5280	303	42	architectural	architectural	ADJ
cana-5280	303	43	family	family	NOUN
cana-5280	303	44	for	for	ADP
cana-5280	303	45	the	the	DET
cana-5280	303	46	bacterial	bacterial	ADJ
cana-5280	303	47	concrete	concrete	ADJ
cana-5280	303	48	dataset	dataset	NOUN
cana-5280	303	49	found	find	VERB
cana-5280	303	50	by	by	ADP
cana-5280	303	51	this	this	DET
cana-5280	303	52	first	first	ADJ
cana-5280	303	53	screening	screen	VERB
cana-5280	303	54	to	to	PART
cana-5280	303	55	be	be	AUX
cana-5280	303	56	multilayer	multilayer	ADJ
cana-5280	303	57	perceptrons	perceptron	NOUN
cana-5280	303	58	with	with	ADP
cana-5280	303	59	2	2	NUM
cana-5280	303	60	-	-	SYM
cana-5280	303	61	3	3	NUM
cana-5280	303	62	hidden	hidden	ADJ
cana-5280	303	63	layers	layer	NOUN
cana-5280	303	64	.	.	PUNCT
cana-5280	304	1	more	more	ADV
cana-5280	304	2	exact	exact	ADJ
cana-5280	304	3	parameter	parameter	NOUN
cana-5280	304	4	tweaking	tweaking	NOUN
cana-5280	304	5	in	in	ADP
cana-5280	304	6	this	this	DET
cana-5280	304	7	architectural	architectural	ADJ
cana-5280	304	8	type	type	NOUN
cana-5280	304	9	helped	help	VERB
cana-5280	304	10	to	to	PART
cana-5280	304	11	further	far	ADV
cana-5280	304	12	improve	improve	VERB
cana-5280	304	13	it	it	PRON
cana-5280	304	14	.	.	PUNCT
cana-5280	305	1	following	follow	VERB
cana-5280	305	2	thorough	thorough	ADJ
cana-5280	305	3	analysis	analysis	NOUN
cana-5280	305	4	,	,	PUNCT
cana-5280	305	5	each	each	DET
cana-5280	305	6	output	output	NOUN
cana-5280	305	7	parameter	parameter	NOUN
cana-5280	305	8	's	's	PART
cana-5280	305	9	corresponding	corresponding	ADJ
cana-5280	305	10	architecture	architecture	NOUN
cana-5280	305	11	was	be	AUX
cana-5280	305	12	chosen	choose	VERB
cana-5280	305	13	:	:	PUNCT
cana-5280	305	14	compressive	compressive	ADJ
cana-5280	305	15	strength	strength	NOUN
cana-5280	305	16	model	model	NOUN
cana-5280	305	17	:	:	PUNCT
cana-5280	305	18	•	•	ADJ
cana-5280	305	19	input	input	NOUN
cana-5280	305	20	layer	layer	NOUN
cana-5280	305	21	:	:	PUNCT
cana-5280	305	22	24	24	NUM
cana-5280	305	23	neurons	neuron	NOUN
cana-5280	305	24	(	(	PUNCT
cana-5280	305	25	corresponding	correspond	VERB
cana-5280	305	26	to	to	ADP
cana-5280	305	27	input	input	NOUN
cana-5280	305	28	features	feature	NOUN
cana-5280	305	29	)	)	PUNCT
cana-5280	305	30	•	•	PUNCT
cana-5280	305	31	hidden	hide	VERB
cana-5280	305	32	layer	layer	NOUN
cana-5280	305	33	1	1	NUM
cana-5280	305	34	:	:	SYM
cana-5280	305	35	42	42	NUM
cana-5280	305	36	neurons	neuron	NOUN
cana-5280	305	37	with	with	ADP
cana-5280	305	38	relu	relu	NOUN
cana-5280	305	39	activation	activation	NOUN
cana-5280	305	40	•	•	ADP
cana-5280	305	41	hidden	hide	VERB
cana-5280	305	42	layer	layer	NOUN
cana-5280	305	43	2	2	NUM
cana-5280	305	44	:	:	SYM
cana-5280	305	45	30	30	NUM
cana-5280	305	46	neurons	neuron	NOUN
cana-5280	305	47	with	with	ADP
cana-5280	305	48	relu	relu	NOUN
cana-5280	305	49	activation	activation	NOUN
cana-5280	305	50	•	•	ADP
cana-5280	305	51	hidden	hide	VERB
cana-5280	305	52	layer	layer	NOUN
cana-5280	305	53	3	3	NUM
cana-5280	305	54	:	:	SYM
cana-5280	305	55	18	18	NUM
cana-5280	305	56	neurons	neuron	NOUN
cana-5280	305	57	with	with	ADP
cana-5280	305	58	relu	relu	NOUN
cana-5280	305	59	activation	activation	NOUN
cana-5280	305	60	•	•	NOUN
cana-5280	305	61	output	output	NOUN
cana-5280	305	62	layer	layer	NOUN
cana-5280	305	63	:	:	PUNCT
cana-5280	305	64	1	1	NUM
cana-5280	305	65	neuron	neuron	NOUN
cana-5280	305	66	with	with	ADP
cana-5280	305	67	linear	linear	ADJ
cana-5280	305	68	activation	activation	NOUN
cana-5280	305	69	crack	crack	NOUN
cana-5280	305	70	-	-	PUNCT
cana-5280	305	71	healing	healing	NOUN
cana-5280	305	72	model	model	NOUN
cana-5280	305	73	:	:	PUNCT
cana-5280	305	74	•	•	ADJ
cana-5280	305	75	input	input	NOUN
cana-5280	305	76	layer	layer	NOUN
cana-5280	305	77	:	:	PUNCT
cana-5280	305	78	24	24	NUM
cana-5280	305	79	neurons	neuron	NOUN
cana-5280	305	80	•	•	NOUN
cana-5280	305	81	hidden	hide	VERB
cana-5280	305	82	layer	layer	NOUN
cana-5280	305	83	1	1	NUM
cana-5280	305	84	:	:	SYM
cana-5280	305	85	38	38	NUM
cana-5280	305	86	neurons	neuron	NOUN
cana-5280	305	87	with	with	ADP
cana-5280	305	88	leaky	leaky	ADJ
cana-5280	305	89	relu	relu	NOUN
cana-5280	305	90	activation	activation	NOUN
cana-5280	305	91	(	(	PUNCT
cana-5280	305	92	α=0.1	α=0.1	NOUN
cana-5280	305	93	)	)	PUNCT
cana-5280	305	94	•	•	PUNCT
cana-5280	305	95	hidden	hide	VERB
cana-5280	305	96	layer	layer	NOUN
cana-5280	305	97	2	2	NUM
cana-5280	305	98	:	:	SYM
cana-5280	305	99	26	26	NUM
cana-5280	305	100	neurons	neuron	NOUN
cana-5280	305	101	with	with	ADP
cana-5280	305	102	leaky	leaky	ADJ
cana-5280	305	103	relu	relu	NOUN
cana-5280	305	104	activation	activation	NOUN
cana-5280	305	105	(	(	PUNCT
cana-5280	305	106	α=0.1	α=0.1	NOUN
cana-5280	305	107	)	)	PUNCT
cana-5280	305	108	•	•	NUM
cana-5280	305	109	output	output	NOUN
cana-5280	305	110	layer	layer	NOUN
cana-5280	305	111	:	:	PUNCT
cana-5280	305	112	1	1	NUM
cana-5280	305	113	neuron	neuron	NOUN
cana-5280	305	114	with	with	ADP
cana-5280	305	115	sigmoid	sigmoid	NOUN
cana-5280	305	116	activation	activation	NOUN
cana-5280	305	117	permeability	permeability	NOUN
cana-5280	305	118	reduction	reduction	NOUN
cana-5280	305	119	model	model	NOUN
cana-5280	305	120	:	:	PUNCT
cana-5280	305	121	•	•	ADJ
cana-5280	305	122	input	input	NOUN
cana-5280	305	123	layer	layer	NOUN
cana-5280	305	124	:	:	PUNCT
cana-5280	305	125	24	24	NUM
cana-5280	305	126	neurons	neuron	NOUN
cana-5280	305	127	•	•	NOUN
cana-5280	305	128	hidden	hide	VERB
cana-5280	305	129	layer	layer	NOUN
cana-5280	305	130	1	1	NUM
cana-5280	305	131	:	:	SYM
cana-5280	305	132	45	45	NUM
cana-5280	305	133	neurons	neuron	NOUN
cana-5280	305	134	with	with	ADP
cana-5280	305	135	relu	relu	NOUN
cana-5280	305	136	activation	activation	NOUN
cana-5280	305	137	•	•	ADP
cana-5280	305	138	hidden	hide	VERB
cana-5280	305	139	layer	layer	NOUN
cana-5280	305	140	2	2	NUM
cana-5280	305	141	:	:	SYM
cana-5280	305	142	30	30	NUM
cana-5280	305	143	neurons	neuron	NOUN
cana-5280	305	144	with	with	ADP
cana-5280	305	145	relu	relu	NOUN
cana-5280	305	146	activation	activation	NOUN
cana-5280	305	147	•	•	ADP
cana-5280	305	148	hidden	hide	VERB
cana-5280	305	149	layer	layer	NOUN
cana-5280	305	150	3	3	NUM
cana-5280	305	151	:	:	SYM
cana-5280	305	152	15	15	NUM
cana-5280	305	153	neurons	neuron	NOUN
cana-5280	305	154	with	with	ADP
cana-5280	305	155	relu	relu	NOUN
cana-5280	305	156	activation	activation	NOUN
cana-5280	305	157	•	•	NOUN
cana-5280	305	158	output	output	NOUN
cana-5280	305	159	layer	layer	NOUN
cana-5280	305	160	:	:	PUNCT
cana-5280	305	161	1	1	NUM
cana-5280	305	162	neuron	neuron	NOUN
cana-5280	305	163	with	with	ADP
cana-5280	305	164	sigmoid	sigmoid	NOUN
cana-5280	305	165	activation	activation	NOUN
cana-5280	305	166	freeze	freeze	NOUN
cana-5280	305	167	-	-	PUNCT
cana-5280	305	168	thaw	thaw	NOUN
cana-5280	305	169	durability	durability	NOUN
cana-5280	305	170	model	model	NOUN
cana-5280	305	171	:	:	PUNCT
cana-5280	305	172	•	•	ADJ
cana-5280	305	173	input	input	NOUN
cana-5280	305	174	layer	layer	NOUN
cana-5280	305	175	:	:	PUNCT
cana-5280	305	176	24	24	NUM
cana-5280	305	177	neurons	neuron	NOUN
cana-5280	305	178	•	•	NOUN
cana-5280	305	179	hidden	hide	VERB
cana-5280	305	180	layer	layer	NOUN
cana-5280	305	181	1	1	NUM
cana-5280	305	182	:	:	SYM
cana-5280	305	183	35	35	NUM
cana-5280	305	184	neurons	neuron	NOUN
cana-5280	305	185	with	with	ADP
cana-5280	305	186	relu	relu	NOUN
cana-5280	305	187	activation	activation	NOUN
cana-5280	305	188	•	•	ADP
cana-5280	305	189	hidden	hide	VERB
cana-5280	305	190	layer	layer	NOUN
cana-5280	305	191	2	2	NUM
cana-5280	305	192	:	:	SYM
cana-5280	305	193	25	25	NUM
cana-5280	305	194	neurons	neuron	NOUN
cana-5280	305	195	with	with	ADP
cana-5280	305	196	relu	relu	NOUN
cana-5280	305	197	activation	activation	NOUN
cana-5280	305	198	•	•	NOUN
cana-5280	305	199	output	output	NOUN
cana-5280	305	200	layer	layer	NOUN
cana-5280	305	201	:	:	PUNCT
cana-5280	305	202	1	1	NUM
cana-5280	305	203	neuron	neuron	NOUN
cana-5280	305	204	with	with	ADP
cana-5280	305	205	sigmoid	sigmoid	NOUN
cana-5280	305	206	activation	activation	NOUN
cana-5280	305	207	the	the	DET
cana-5280	305	208	kind	kind	NOUN
cana-5280	305	209	of	of	ADP
cana-5280	305	210	each	each	DET
cana-5280	305	211	parameter	parameter	NOUN
cana-5280	305	212	guided	guide	VERB
cana-5280	305	213	the	the	DET
cana-5280	305	214	choice	choice	NOUN
cana-5280	305	215	of	of	ADP
cana-5280	305	216	output	output	NOUN
cana-5280	305	217	layer	layer	NOUN
cana-5280	305	218	activation	activation	NOUN
cana-5280	305	219	functions	function	NOUN
cana-5280	305	220	:	:	PUNCT
cana-5280	305	221	sigmoid	sigmoid	NOUN
cana-5280	305	222	activation	activation	NOUN
cana-5280	305	223	for	for	ADP
cana-5280	305	224	the	the	DET
cana-5280	305	225	other	other	ADJ
cana-5280	305	226	parameters	parameter	NOUN
cana-5280	305	227	(	(	PUNCT
cana-5280	305	228	which	which	PRON
cana-5280	305	229	are	be	AUX
cana-5280	305	230	naturally	naturally	ADV
cana-5280	305	231	limited	limit	VERB
cana-5280	305	232	between	between	ADP
cana-5280	305	233	0	0	NUM
cana-5280	305	234	-	-	SYM
cana-5280	305	235	100	100	NUM
cana-5280	305	236	%	%	NOUN
cana-5280	305	237	)	)	PUNCT
cana-5280	305	238	and	and	CCONJ
cana-5280	305	239	linear	linear	ADJ
cana-5280	305	240	activation	activation	NOUN
cana-5280	305	241	for	for	ADP
cana-5280	305	242	compressive	compressive	ADJ
cana-5280	305	243	strength	strength	NOUN
cana-5280	305	244	(	(	PUNCT
cana-5280	305	245	an	an	DET
cana-5280	305	246	unbounded	unbounded	ADJ
cana-5280	305	247	parameter	parameter	NOUN
cana-5280	305	248	)	)	PUNCT
cana-5280	305	249	.	.	PUNCT
cana-5280	306	1	communications	communication	NOUN
cana-5280	306	2	on	on	ADP
cana-5280	306	3	applied	apply	VERB
cana-5280	306	4	nonlinear	nonlinear	ADJ
cana-5280	306	5	analysis	analysis	NOUN
cana-5280	306	6	issn	issn	NOUN
cana-5280	306	7	:	:	PUNCT
cana-5280	306	8	1074	1074	NUM
cana-5280	306	9	-	-	PUNCT
cana-5280	306	10	133x	133x	NUM
cana-5280	306	11	vol	vol	VERB
cana-5280	306	12	32	32	NUM
cana-5280	306	13	no	no	NOUN
cana-5280	306	14	.	.	PUNCT
cana-5280	307	1	10s	10	NOUN
cana-5280	307	2	(	(	PUNCT
cana-5280	307	3	2025	2025	NUM
cana-5280	307	4	)	)	PUNCT
cana-5280	307	5	1725	1725	NUM
cana-5280	307	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	307	7	7.2.2	7.2.2	NUM
cana-5280	307	8	hyperparameter	hyperparameter	NOUN
cana-5280	307	9	optimization	optimization	NOUN
cana-5280	307	10	beyond	beyond	ADP
cana-5280	307	11	architecture	architecture	NOUN
cana-5280	307	12	design	design	NOUN
cana-5280	307	13	,	,	PUNCT
cana-5280	307	14	several	several	ADJ
cana-5280	307	15	additional	additional	ADJ
cana-5280	307	16	hyperparameters	hyperparameter	NOUN
cana-5280	307	17	significantly	significantly	ADV
cana-5280	307	18	influence	influence	VERB
cana-5280	307	19	neural	neural	ADJ
cana-5280	307	20	network	network	NOUN
cana-5280	307	21	performance	performance	NOUN
cana-5280	307	22	.	.	PUNCT
cana-5280	308	1	these	these	DET
cana-5280	308	2	parameters	parameter	NOUN
cana-5280	308	3	were	be	AUX
cana-5280	308	4	optimized	optimize	VERB
cana-5280	308	5	using	use	VERB
cana-5280	308	6	a	a	DET
cana-5280	308	7	combination	combination	NOUN
cana-5280	308	8	of	of	ADP
cana-5280	308	9	random	random	ADJ
cana-5280	308	10	search	search	NOUN
cana-5280	308	11	and	and	CCONJ
cana-5280	308	12	bayesian	bayesian	NOUN
cana-5280	308	13	optimization	optimization	NOUN
cana-5280	308	14	approaches	approach	NOUN
cana-5280	308	15	.	.	PUNCT
cana-5280	309	1	the	the	DET
cana-5280	309	2	key	key	ADJ
cana-5280	309	3	hyperparameters	hyperparameter	NOUN
cana-5280	309	4	tuned	tune	VERB
cana-5280	309	5	included	include	VERB
cana-5280	309	6	:	:	PUNCT
cana-5280	309	7	1	1	X
cana-5280	309	8	.	.	X
cana-5280	309	9	learning	learn	VERB
cana-5280	309	10	rate	rate	NOUN
cana-5280	309	11	:	:	PUNCT
cana-5280	309	12	initial	initial	ADJ
cana-5280	309	13	values	value	NOUN
cana-5280	309	14	and	and	CCONJ
cana-5280	309	15	scheduling	scheduling	NOUN
cana-5280	309	16	strategy	strategy	NOUN
cana-5280	309	17	2	2	NUM
cana-5280	309	18	.	.	NOUN
cana-5280	309	19	batch	batch	NOUN
cana-5280	309	20	size	size	NOUN
cana-5280	309	21	:	:	PUNCT
cana-5280	309	22	number	number	NOUN
cana-5280	309	23	of	of	ADP
cana-5280	309	24	samples	sample	NOUN
cana-5280	309	25	processed	process	VERB
cana-5280	309	26	before	before	SCONJ
cana-5280	309	27	weight	weight	NOUN
cana-5280	309	28	updates	update	VERB
cana-5280	309	29	3	3	NUM
cana-5280	309	30	.	.	PUNCT
cana-5280	309	31	regularization	regularization	NOUN
cana-5280	309	32	parameters	parameter	NOUN
cana-5280	309	33	:	:	PUNCT
cana-5280	309	34	l1	l1	PROPN
cana-5280	309	35	and	and	CCONJ
cana-5280	309	36	l2	l2	NOUN
cana-5280	309	37	regularization	regularization	NOUN
cana-5280	309	38	strengths	strength	NOUN
cana-5280	309	39	4	4	NUM
cana-5280	309	40	.	.	X
cana-5280	309	41	dropout	dropout	NOUN
cana-5280	309	42	rates	rate	NOUN
cana-5280	309	43	:	:	PUNCT
cana-5280	309	44	probability	probability	NOUN
cana-5280	309	45	of	of	ADP
cana-5280	309	46	neuron	neuron	NOUN
cana-5280	309	47	deactivation	deactivation	NOUN
cana-5280	309	48	during	during	ADP
cana-5280	309	49	training	training	NOUN
cana-5280	309	50	5	5	NUM
cana-5280	309	51	.	.	PUNCT
cana-5280	309	52	optimizer	optimizer	NOUN
cana-5280	309	53	selection	selection	NOUN
cana-5280	309	54	:	:	PUNCT
cana-5280	309	55	comparison	comparison	NOUN
cana-5280	309	56	of	of	ADP
cana-5280	309	57	different	different	ADJ
cana-5280	309	58	optimization	optimization	NOUN
cana-5280	309	59	algorithms	algorithm	NOUN
cana-5280	309	60	using	use	VERB
cana-5280	309	61	5	5	NUM
cana-5280	309	62	-	-	ADJ
cana-5280	309	63	fold	fold	ADJ
cana-5280	309	64	cross	cross	ADJ
cana-5280	309	65	-	-	ADJ
cana-5280	309	66	valuated	valuate	VERB
cana-5280	309	67	rmse	rmse	NOUN
cana-5280	309	68	as	as	SCONJ
cana-5280	309	69	the	the	DET
cana-5280	309	70	optimization	optimization	NOUN
cana-5280	309	71	goal	goal	NOUN
cana-5280	309	72	,	,	PUNCT
cana-5280	309	73	bayesian	bayesian	NOUN
cana-5280	309	74	optimization	optimization	NOUN
cana-5280	309	75	using	use	VERB
cana-5280	309	76	gaussian	gaussian	ADJ
cana-5280	309	77	process	process	NOUN
cana-5280	309	78	surrogate	surrogate	NOUN
cana-5280	309	79	models	model	NOUN
cana-5280	309	80	was	be	AUX
cana-5280	309	81	used	use	VERB
cana-5280	309	82	to	to	PART
cana-5280	309	83	effectively	effectively	ADV
cana-5280	309	84	traverse	traverse	VERB
cana-5280	309	85	the	the	DET
cana-5280	309	86	hyperparameter	hyperparameter	NOUN
cana-5280	309	87	space	space	NOUN
cana-5280	309	88	.	.	PUNCT
cana-5280	310	1	this	this	DET
cana-5280	310	2	method	method	NOUN
cana-5280	310	3	methodically	methodically	ADV
cana-5280	310	4	balanced	balance	VERB
cana-5280	310	5	investigation	investigation	NOUN
cana-5280	310	6	of	of	ADP
cana-5280	310	7	new	new	ADJ
cana-5280	310	8	parameter	parameter	NOUN
cana-5280	310	9	combinations	combination	NOUN
cana-5280	310	10	with	with	ADP
cana-5280	310	11	use	use	NOUN
cana-5280	310	12	of	of	ADP
cana-5280	310	13	identified	identify	VERB
cana-5280	310	14	promising	promise	VERB
cana-5280	310	15	areas	area	NOUN
cana-5280	310	16	from	from	ADP
cana-5280	310	17	earlier	early	ADJ
cana-5280	310	18	cycles	cycle	NOUN
cana-5280	310	19	.	.	PUNCT
cana-5280	311	1	although	although	SCONJ
cana-5280	311	2	the	the	DET
cana-5280	311	3	ideal	ideal	ADJ
cana-5280	311	4	hyperparameter	hyperparameter	NOUN
cana-5280	311	5	settings	setting	NOUN
cana-5280	311	6	differed	differ	VERB
cana-5280	311	7	significantly	significantly	ADV
cana-5280	311	8	among	among	ADP
cana-5280	311	9	output	output	NOUN
cana-5280	311	10	models	model	NOUN
cana-5280	311	11	,	,	PUNCT
cana-5280	311	12	generally	generally	ADV
cana-5280	311	13	they	they	PRON
cana-5280	311	14	converged	converge	VERB
cana-5280	311	15	toward	toward	ADP
cana-5280	311	16	:	:	PUNCT
cana-5280	311	17	•	•	NUM
cana-5280	311	18	optimizer	optimizer	NOUN
cana-5280	311	19	:	:	PUNCT
cana-5280	311	20	adam	adam	NOUN
cana-5280	311	21	with	with	ADP
cana-5280	311	22	initial	initial	ADJ
cana-5280	311	23	learning	learning	NOUN
cana-5280	311	24	rate	rate	NOUN
cana-5280	311	25	between	between	ADP
cana-5280	311	26	0.001	0.001	NUM
cana-5280	311	27	-	-	PUNCT
cana-5280	311	28	0.003	0.003	NUM
cana-5280	311	29	•	•	NOUN
cana-5280	311	30	batch	batch	NOUN
cana-5280	311	31	size	size	NOUN
cana-5280	311	32	:	:	PUNCT
cana-5280	311	33	16	16	NUM
cana-5280	311	34	-	-	SYM
cana-5280	311	35	32	32	NUM
cana-5280	311	36	samples	sample	NOUN
cana-5280	311	37	•	•	NOUN
cana-5280	311	38	l2	l2	NOUN
cana-5280	311	39	regularization	regularization	NOUN
cana-5280	311	40	:	:	PUNCT
cana-5280	311	41	0.0001	0.0001	NUM
cana-5280	311	42	-	-	SYM
cana-5280	311	43	0.001	0.001	NUM
cana-5280	311	44	•	•	NOUN
cana-5280	311	45	dropout	dropout	NOUN
cana-5280	311	46	:	:	PUNCT
cana-5280	311	47	20	20	NUM
cana-5280	311	48	-	-	SYM
cana-5280	311	49	30	30	NUM
cana-5280	311	50	%	%	NOUN
cana-5280	311	51	in	in	ADP
cana-5280	311	52	hidden	hidden	ADJ
cana-5280	311	53	layers	layer	NOUN
cana-5280	311	54	•	•	NOUN
cana-5280	311	55	learning	learn	VERB
cana-5280	311	56	rate	rate	NOUN
cana-5280	311	57	schedule	schedule	NOUN
cana-5280	311	58	:	:	PUNCT
cana-5280	311	59	reduction	reduction	NOUN
cana-5280	311	60	by	by	ADP
cana-5280	311	61	factor	factor	NOUN
cana-5280	311	62	of	of	ADP
cana-5280	311	63	0.5	0.5	NUM
cana-5280	311	64	after	after	ADP
cana-5280	311	65	10	10	NUM
cana-5280	311	66	epochs	epoch	NOUN
cana-5280	311	67	without	without	ADP
cana-5280	311	68	validation	validation	NOUN
cana-5280	311	69	improvement	improvement	NOUN
cana-5280	311	70	7.2.3	7.2.3	NUM
cana-5280	311	71	training	training	NOUN
cana-5280	311	72	protocol	protocol	NOUN
cana-5280	311	73	model	model	NOUN
cana-5280	311	74	training	training	NOUN
cana-5280	311	75	employed	employ	VERB
cana-5280	311	76	a	a	DET
cana-5280	311	77	consistent	consistent	ADJ
cana-5280	311	78	protocol	protocol	NOUN
cana-5280	311	79	designed	design	VERB
cana-5280	311	80	to	to	PART
cana-5280	311	81	ensure	ensure	VERB
cana-5280	311	82	reproducibility	reproducibility	NOUN
cana-5280	311	83	and	and	CCONJ
cana-5280	311	84	optimize	optimize	VERB
cana-5280	311	85	generalization	generalization	NOUN
cana-5280	311	86	performance	performance	NOUN
cana-5280	311	87	:	:	PUNCT
cana-5280	311	88	1	1	X
cana-5280	311	89	.	.	X
cana-5280	311	90	weight	weight	NOUN
cana-5280	311	91	initialization	initialization	NOUN
cana-5280	311	92	:	:	PUNCT
cana-5280	311	93	he	he	PRON
cana-5280	311	94	initialization	initialization	NOUN
cana-5280	311	95	for	for	ADP
cana-5280	311	96	relu	relu	NOUN
cana-5280	311	97	/	/	SYM
cana-5280	311	98	leaky	leaky	ADJ
cana-5280	311	99	relu	relu	NOUN
cana-5280	311	100	layers	layer	NOUN
cana-5280	311	101	and	and	CCONJ
cana-5280	311	102	xavier	xavier	PROPN
cana-5280	311	103	/	/	SYM
cana-5280	311	104	glorot	glorot	PROPN
cana-5280	311	105	initialization	initialization	NOUN
cana-5280	311	106	for	for	ADP
cana-5280	311	107	tanh	tanh	NOUN
cana-5280	311	108	/	/	SYM
cana-5280	311	109	sigmoid	sigmoid	NOUN
cana-5280	311	110	layers	layer	NOUN
cana-5280	311	111	to	to	PART
cana-5280	311	112	establish	establish	VERB
cana-5280	311	113	appropriate	appropriate	ADJ
cana-5280	311	114	initial	initial	ADJ
cana-5280	311	115	weight	weight	NOUN
cana-5280	311	116	scales	scale	NOUN
cana-5280	311	117	2	2	NUM
cana-5280	311	118	.	.	PUNCT
cana-5280	311	119	early	early	ADJ
cana-5280	311	120	stopping	stopping	NOUN
cana-5280	311	121	:	:	PUNCT
cana-5280	311	122	training	training	NOUN
cana-5280	311	123	terminated	terminate	VERB
cana-5280	311	124	after	after	ADP
cana-5280	311	125	20	20	NUM
cana-5280	311	126	epochs	epoch	NOUN
cana-5280	311	127	without	without	ADP
cana-5280	311	128	improvement	improvement	NOUN
cana-5280	311	129	in	in	ADP
cana-5280	311	130	validation	validation	NOUN
cana-5280	311	131	set	set	NOUN
cana-5280	311	132	performance	performance	NOUN
cana-5280	311	133	,	,	PUNCT
cana-5280	311	134	with	with	ADP
cana-5280	311	135	the	the	DET
cana-5280	311	136	best	well	ADV
cana-5280	311	137	-	-	PUNCT
cana-5280	311	138	performing	perform	VERB
cana-5280	311	139	weights	weight	NOUN
cana-5280	311	140	(	(	PUNCT
cana-5280	311	141	based	base	VERB
cana-5280	311	142	on	on	ADP
cana-5280	311	143	validation	validation	NOUN
cana-5280	311	144	rmse	rmse	NOUN
cana-5280	311	145	)	)	PUNCT
cana-5280	311	146	restored	restore	VERB
cana-5280	311	147	3	3	NUM
cana-5280	311	148	.	.	PUNCT
cana-5280	312	1	learning	learn	VERB
cana-5280	312	2	rate	rate	NOUN
cana-5280	312	3	scheduling	scheduling	NOUN
cana-5280	312	4	:	:	PUNCT
cana-5280	312	5	reduction	reduction	NOUN
cana-5280	312	6	on	on	ADP
cana-5280	312	7	plateau	plateau	NOUN
cana-5280	312	8	approach	approach	NOUN
cana-5280	312	9	,	,	PUNCT
cana-5280	312	10	decreasing	decrease	VERB
cana-5280	312	11	learning	learning	NOUN
cana-5280	312	12	rate	rate	NOUN
cana-5280	312	13	when	when	SCONJ
cana-5280	312	14	validation	validation	NOUN
cana-5280	312	15	performance	performance	NOUN
cana-5280	312	16	stagnated	stagnate	VERB
cana-5280	312	17	4	4	NUM
cana-5280	312	18	.	.	PUNCT
cana-5280	312	19	gradient	gradient	ADJ
cana-5280	312	20	clipping	clipping	NOUN
cana-5280	312	21	:	:	PUNCT
cana-5280	312	22	applied	apply	VERB
cana-5280	312	23	with	with	ADP
cana-5280	312	24	a	a	DET
cana-5280	312	25	threshold	threshold	NOUN
cana-5280	312	26	of	of	ADP
cana-5280	312	27	1.0	1.0	NUM
cana-5280	312	28	to	to	PART
cana-5280	312	29	prevent	prevent	VERB
cana-5280	312	30	exploding	explode	VERB
cana-5280	312	31	gradient	gradient	ADJ
cana-5280	312	32	problems	problem	NOUN
cana-5280	312	33	5	5	NUM
cana-5280	312	34	.	.	NOUN
cana-5280	312	35	batch	batch	NOUN
cana-5280	312	36	normalization	normalization	NOUN
cana-5280	312	37	:	:	PUNCT
cana-5280	312	38	applied	apply	VERB
cana-5280	312	39	after	after	SCONJ
cana-5280	312	40	each	each	DET
cana-5280	312	41	hidden	hide	VERB
cana-5280	312	42	layer	layer	NOUN
cana-5280	312	43	to	to	PART
cana-5280	312	44	stabilize	stabilize	VERB
cana-5280	312	45	and	and	CCONJ
cana-5280	312	46	accelerate	accelerate	VERB
cana-5280	312	47	training	training	NOUN
cana-5280	312	48	training	training	NOUN
cana-5280	312	49	on	on	ADP
cana-5280	312	50	a	a	DET
cana-5280	312	51	machine	machine	NOUN
cana-5280	312	52	with	with	ADP
cana-5280	312	53	nvidia	nvidia	PROPN
cana-5280	312	54	rtx	rtx	PROPN
cana-5280	312	55	3090	3090	NUM
cana-5280	312	56	gpus	gpu	NOUN
cana-5280	312	57	was	be	AUX
cana-5280	312	58	done	do	VERB
cana-5280	312	59	with	with	ADP
cana-5280	312	60	tensorflow	tensorflow	NOUN
cana-5280	312	61	2.6	2.6	NUM
cana-5280	312	62	utilizing	utilize	VERB
cana-5280	312	63	the	the	DET
cana-5280	312	64	keras	keras	PROPN
cana-5280	312	65	api	api	NOUN
cana-5280	312	66	.	.	PUNCT
cana-5280	313	1	to	to	PART
cana-5280	313	2	evaluate	evaluate	VERB
cana-5280	313	3	training	training	NOUN
cana-5280	313	4	stability	stability	NOUN
cana-5280	313	5	and	and	CCONJ
cana-5280	313	6	create	create	VERB
cana-5280	313	7	model	model	NOUN
cana-5280	313	8	ensembles	ensemble	NOUN
cana-5280	313	9	,	,	PUNCT
cana-5280	313	10	every	every	DET
cana-5280	313	11	model	model	NOUN
cana-5280	313	12	was	be	AUX
cana-5280	313	13	trained	train	VERB
cana-5280	313	14	communications	communication	NOUN
cana-5280	313	15	on	on	ADP
cana-5280	313	16	applied	apply	VERB
cana-5280	313	17	nonlinear	nonlinear	ADJ
cana-5280	313	18	analysis	analysis	NOUN
cana-5280	313	19	issn	issn	NOUN
cana-5280	313	20	:	:	PUNCT
cana-5280	313	21	1074	1074	NUM
cana-5280	313	22	-	-	PUNCT
cana-5280	313	23	133x	133x	NUM
cana-5280	313	24	vol	vol	VERB
cana-5280	313	25	32	32	NUM
cana-5280	313	26	no	no	NOUN
cana-5280	313	27	.	.	PUNCT
cana-5280	314	1	10s	10	NOUN
cana-5280	314	2	(	(	PUNCT
cana-5280	314	3	2025	2025	NUM
cana-5280	314	4	)	)	PUNCT
cana-5280	314	5	1726	1726	NUM
cana-5280	314	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	314	7	several	several	ADJ
cana-5280	314	8	times—10	times—10	NOUN
cana-5280	314	9	iterations	iteration	NOUN
cana-5280	314	10	—	—	PUNCT
cana-5280	314	11	using	use	VERB
cana-5280	314	12	various	various	ADJ
cana-5280	314	13	random	random	ADJ
cana-5280	314	14	seeds	seed	NOUN
cana-5280	314	15	.	.	PUNCT
cana-5280	315	1	usually	usually	ADV
cana-5280	315	2	requiring	require	VERB
cana-5280	315	3	100–300	100–300	NUM
cana-5280	315	4	epochs	epoch	NOUN
cana-5280	315	5	to	to	PART
cana-5280	315	6	obtain	obtain	VERB
cana-5280	315	7	convergence	convergence	NOUN
cana-5280	315	8	,	,	PUNCT
cana-5280	315	9	a	a	DET
cana-5280	315	10	single	single	ADJ
cana-5280	315	11	training	training	NOUN
cana-5280	315	12	run	run	NOUN
cana-5280	315	13	depends	depend	VERB
cana-5280	315	14	on	on	ADP
cana-5280	315	15	the	the	DET
cana-5280	315	16	particular	particular	ADJ
cana-5280	315	17	model	model	NOUN
cana-5280	315	18	architecture	architecture	NOUN
cana-5280	315	19	on	on	ADP
cana-5280	315	20	overall	overall	ADJ
cana-5280	315	21	training	training	NOUN
cana-5280	315	22	duration	duration	NOUN
cana-5280	315	23	ranging	range	VERB
cana-5280	315	24	from	from	ADP
cana-5280	315	25	15	15	NUM
cana-5280	315	26	minutes	minute	NOUN
cana-5280	315	27	to	to	ADP
cana-5280	315	28	2	2	NUM
cana-5280	315	29	hours	hour	NOUN
cana-5280	315	30	.	.	PUNCT
cana-5280	316	1	7.2.4	7.2.4	NUM
cana-5280	316	2	ensemble	ensemble	ADJ
cana-5280	316	3	model	model	NOUN
cana-5280	316	4	creation	creation	NOUN
cana-5280	316	5	to	to	PART
cana-5280	316	6	enhance	enhance	VERB
cana-5280	316	7	prediction	prediction	NOUN
cana-5280	316	8	robustness	robustness	NOUN
cana-5280	316	9	and	and	CCONJ
cana-5280	316	10	provide	provide	VERB
cana-5280	316	11	uncertainty	uncertainty	NOUN
cana-5280	316	12	estimates	estimate	NOUN
cana-5280	316	13	,	,	PUNCT
cana-5280	316	14	ensemble	ensemble	ADJ
cana-5280	316	15	models	model	NOUN
cana-5280	316	16	were	be	AUX
cana-5280	316	17	created	create	VERB
cana-5280	316	18	for	for	ADP
cana-5280	316	19	each	each	DET
cana-5280	316	20	output	output	NOUN
cana-5280	316	21	parameter	parameter	NOUN
cana-5280	316	22	.	.	PUNCT
cana-5280	317	1	two	two	NUM
cana-5280	317	2	ensemble	ensemble	ADJ
cana-5280	317	3	approaches	approach	NOUN
cana-5280	317	4	were	be	AUX
cana-5280	317	5	implemented	implement	VERB
cana-5280	317	6	and	and	CCONJ
cana-5280	317	7	compared	compare	VERB
cana-5280	317	8	:	:	PUNCT
cana-5280	317	9	1	1	X
cana-5280	317	10	.	.	X
cana-5280	317	11	simple	simple	ADJ
cana-5280	317	12	averaging	averaging	NOUN
cana-5280	317	13	ensemble	ensemble	ADJ
cana-5280	317	14	:	:	PUNCT
cana-5280	317	15	direct	direct	ADJ
cana-5280	317	16	averaging	averaging	NOUN
cana-5280	317	17	of	of	ADP
cana-5280	317	18	predictions	prediction	NOUN
cana-5280	317	19	from	from	ADP
cana-5280	317	20	10	10	NUM
cana-5280	317	21	models	model	NOUN
cana-5280	317	22	trained	train	VERB
cana-5280	317	23	with	with	ADP
cana-5280	317	24	identical	identical	ADJ
cana-5280	317	25	architectures	architecture	NOUN
cana-5280	317	26	but	but	CCONJ
cana-5280	317	27	different	different	ADJ
cana-5280	317	28	random	random	ADJ
cana-5280	317	29	initializations	initialization	NOUN
cana-5280	317	30	2	2	NUM
cana-5280	317	31	.	.	PUNCT
cana-5280	318	1	stacked	stack	VERB
cana-5280	318	2	ensemble	ensemble	ADJ
cana-5280	318	3	:	:	PUNCT
cana-5280	318	4	a	a	DET
cana-5280	318	5	meta	meta	ADJ
cana-5280	318	6	-	-	PUNCT
cana-5280	318	7	learner	learner	NOUN
cana-5280	318	8	(	(	PUNCT
cana-5280	318	9	ridge	ridge	NOUN
cana-5280	318	10	regression	regression	PROPN
cana-5280	318	11	)	)	PUNCT
cana-5280	318	12	trained	train	VERB
cana-5280	318	13	to	to	PART
cana-5280	318	14	combine	combine	VERB
cana-5280	318	15	predictions	prediction	NOUN
cana-5280	318	16	from	from	ADP
cana-5280	318	17	multiple	multiple	ADJ
cana-5280	318	18	base	base	NOUN
cana-5280	318	19	models	model	NOUN
cana-5280	318	20	with	with	ADP
cana-5280	318	21	varying	vary	VERB
cana-5280	318	22	architectures	architecture	NOUN
cana-5280	318	23	on	on	ADP
cana-5280	318	24	the	the	DET
cana-5280	318	25	validation	validation	NOUN
cana-5280	318	26	set	set	NOUN
cana-5280	318	27	,	,	PUNCT
cana-5280	318	28	simple	simple	ADJ
cana-5280	318	29	averaging	averaging	NOUN
cana-5280	318	30	showed	show	VERB
cana-5280	318	31	higher	high	ADJ
cana-5280	318	32	performance	performance	NOUN
cana-5280	318	33	for	for	ADP
cana-5280	318	34	compressive	compressive	ADJ
cana-5280	318	35	strength	strength	NOUN
cana-5280	318	36	and	and	CCONJ
cana-5280	318	37	crack	crack	VERB
cana-5280	318	38	healing	healing	NOUN
cana-5280	318	39	prediction	prediction	NOUN
cana-5280	318	40	;	;	PUNCT
cana-5280	318	41	the	the	DET
cana-5280	318	42	stacked	stack	VERB
cana-5280	318	43	technique	technique	NOUN
cana-5280	318	44	produced	produce	VERB
cana-5280	318	45	better	well	ADJ
cana-5280	318	46	results	result	NOUN
cana-5280	318	47	for	for	ADP
cana-5280	318	48	permeability	permeability	NOUN
cana-5280	318	49	and	and	CCONJ
cana-5280	318	50	freezethaw	freezethaw	NOUN
cana-5280	318	51	durability	durability	NOUN
cana-5280	318	52	prediction	prediction	NOUN
cana-5280	318	53	.	.	PUNCT
cana-5280	319	1	these	these	DET
cana-5280	319	2	results	result	NOUN
cana-5280	319	3	were	be	AUX
cana-5280	319	4	included	include	VERB
cana-5280	319	5	into	into	ADP
cana-5280	319	6	the	the	DET
cana-5280	319	7	last	last	ADJ
cana-5280	319	8	ensemble	ensemble	ADJ
cana-5280	319	9	models	model	NOUN
cana-5280	319	10	,	,	PUNCT
cana-5280	319	11	which	which	PRON
cana-5280	319	12	applied	apply	VERB
cana-5280	319	13	the	the	DET
cana-5280	319	14	suitable	suitable	ADJ
cana-5280	319	15	ensemble	ensemble	ADJ
cana-5280	319	16	technique	technique	NOUN
cana-5280	319	17	for	for	ADP
cana-5280	319	18	every	every	DET
cana-5280	319	19	output	output	NOUN
cana-5280	319	20	value	value	NOUN
cana-5280	319	21	.	.	PUNCT
cana-5280	320	1	7.2.5	7.2.5	NUM
cana-5280	320	2	domain	domain	NOUN
cana-5280	320	3	knowledge	knowledge	NOUN
cana-5280	320	4	integration	integration	NOUN
cana-5280	320	5	throughout	throughout	ADP
cana-5280	320	6	the	the	DET
cana-5280	320	7	neural	neural	ADJ
cana-5280	320	8	network	network	NOUN
cana-5280	320	9	development	development	NOUN
cana-5280	320	10	process	process	NOUN
cana-5280	320	11	,	,	PUNCT
cana-5280	320	12	domain	domain	NOUN
cana-5280	320	13	knowledge	knowledge	NOUN
cana-5280	320	14	about	about	ADP
cana-5280	320	15	bacterial	bacterial	ADJ
cana-5280	320	16	concrete	concrete	ADJ
cana-5280	320	17	behavior	behavior	NOUN
cana-5280	320	18	was	be	AUX
cana-5280	320	19	systematically	systematically	ADV
cana-5280	320	20	integrated	integrate	VERB
cana-5280	320	21	to	to	PART
cana-5280	320	22	enhance	enhance	VERB
cana-5280	320	23	model	model	NOUN
cana-5280	320	24	performance	performance	NOUN
cana-5280	320	25	.	.	PUNCT
cana-5280	321	1	key	key	ADJ
cana-5280	321	2	applications	application	NOUN
cana-5280	321	3	of	of	ADP
cana-5280	321	4	domain	domain	NOUN
cana-5280	321	5	knowledge	knowledge	NOUN
cana-5280	321	6	included	include	VERB
cana-5280	321	7	:	:	PUNCT
cana-5280	321	8	1	1	X
cana-5280	321	9	.	.	X
cana-5280	321	10	feature	feature	NOUN
cana-5280	321	11	engineering	engineering	NOUN
cana-5280	321	12	:	:	PUNCT
cana-5280	321	13	creation	creation	NOUN
cana-5280	321	14	of	of	ADP
cana-5280	321	15	composite	composite	ADJ
cana-5280	321	16	features	feature	NOUN
cana-5280	321	17	capturing	capture	VERB
cana-5280	321	18	known	know	VERB
cana-5280	321	19	interaction	interaction	NOUN
cana-5280	321	20	effects	effect	NOUN
cana-5280	321	21	between	between	ADP
cana-5280	321	22	variables	variable	NOUN
cana-5280	321	23	,	,	PUNCT
cana-5280	321	24	such	such	ADJ
cana-5280	321	25	as	as	ADP
cana-5280	321	26	the	the	DET
cana-5280	321	27	calcium	calcium	NOUN
cana-5280	321	28	-	-	PUNCT
cana-5280	321	29	to	to	ADP
cana-5280	321	30	-	-	PUNCT
cana-5280	321	31	nitrogen	nitrogen	NOUN
cana-5280	321	32	ratio	ratio	NOUN
cana-5280	321	33	and	and	CCONJ
cana-5280	321	34	the	the	DET
cana-5280	321	35	encapsulation	encapsulation	NOUN
cana-5280	321	36	efficiency	efficiency	NOUN
cana-5280	321	37	index	index	NOUN
cana-5280	321	38	2	2	NUM
cana-5280	321	39	.	.	PUNCT
cana-5280	321	40	physically	physically	ADV
cana-5280	321	41	-	-	PUNCT
cana-5280	321	42	informed	inform	VERB
cana-5280	321	43	architecture	architecture	NOUN
cana-5280	321	44	constraints	constraint	NOUN
cana-5280	321	45	:	:	PUNCT
cana-5280	321	46	network	network	NOUN
cana-5280	321	47	design	design	NOUN
cana-5280	321	48	decisions	decision	NOUN
cana-5280	321	49	reflecting	reflect	VERB
cana-5280	321	50	known	known	ADJ
cana-5280	321	51	relationships	relationship	NOUN
cana-5280	321	52	,	,	PUNCT
cana-5280	321	53	such	such	ADJ
cana-5280	321	54	as	as	ADP
cana-5280	321	55	the	the	DET
cana-5280	321	56	use	use	NOUN
cana-5280	321	57	of	of	ADP
cana-5280	321	58	sigmoid	sigmoid	NOUN
cana-5280	321	59	activation	activation	NOUN
cana-5280	321	60	for	for	ADP
cana-5280	321	61	naturally	naturally	ADV
cana-5280	321	62	bounded	bound	VERB
cana-5280	321	63	outputs	output	NOUN
cana-5280	321	64	3	3	NUM
cana-5280	321	65	.	.	PUNCT
cana-5280	322	1	data	datum	NOUN
cana-5280	322	2	augmentation	augmentation	NOUN
cana-5280	322	3	:	:	PUNCT
cana-5280	322	4	generation	generation	NOUN
cana-5280	322	5	of	of	ADP
cana-5280	322	6	additional	additional	ADJ
cana-5280	322	7	training	training	NOUN
cana-5280	322	8	samples	sample	NOUN
cana-5280	322	9	through	through	ADP
cana-5280	322	10	perturbation	perturbation	NOUN
cana-5280	322	11	of	of	ADP
cana-5280	322	12	existing	exist	VERB
cana-5280	322	13	data	datum	NOUN
cana-5280	322	14	points	point	NOUN
cana-5280	322	15	,	,	PUNCT
cana-5280	322	16	with	with	ADP
cana-5280	322	17	perturbation	perturbation	NOUN
cana-5280	322	18	magnitudes	magnitude	NOUN
cana-5280	322	19	guided	guide	VERB
cana-5280	322	20	by	by	ADP
cana-5280	322	21	known	know	VERB
cana-5280	322	22	sensitivity	sensitivity	NOUN
cana-5280	322	23	relationships	relationship	NOUN
cana-5280	322	24	4	4	NUM
cana-5280	322	25	.	.	PUNCT
cana-5280	323	1	transfer	transfer	NOUN
cana-5280	323	2	learning	learning	NOUN
cana-5280	323	3	:	:	PUNCT
cana-5280	323	4	pre	pre	ADJ
cana-5280	323	5	-	-	NOUN
cana-5280	323	6	training	training	NOUN
cana-5280	323	7	of	of	ADP
cana-5280	323	8	certain	certain	ADJ
cana-5280	323	9	network	network	NOUN
cana-5280	323	10	components	component	NOUN
cana-5280	323	11	on	on	ADP
cana-5280	323	12	conventional	conventional	ADJ
cana-5280	323	13	concrete	concrete	ADJ
cana-5280	323	14	strength	strength	NOUN
cana-5280	323	15	prediction	prediction	NOUN
cana-5280	323	16	tasks	task	NOUN
cana-5280	323	17	,	,	PUNCT
cana-5280	323	18	then	then	ADV
cana-5280	323	19	fine	fine	ADV
cana-5280	323	20	-	-	PUNCT
cana-5280	323	21	tuning	tuning	NOUN
cana-5280	323	22	for	for	ADP
cana-5280	323	23	bacterial	bacterial	ADJ
cana-5280	323	24	concrete	concrete	ADJ
cana-5280	323	25	prediction	prediction	NOUN
cana-5280	323	26	this	this	DET
cana-5280	323	27	integration	integration	NOUN
cana-5280	323	28	of	of	ADP
cana-5280	323	29	domain	domain	NOUN
cana-5280	323	30	knowledge	knowledge	NOUN
cana-5280	323	31	with	with	ADP
cana-5280	323	32	data	data	NOUN
cana-5280	323	33	-	-	PUNCT
cana-5280	323	34	driven	drive	VERB
cana-5280	323	35	learning	learning	NOUN
cana-5280	323	36	significantly	significantly	ADV
cana-5280	323	37	improved	improve	VERB
cana-5280	323	38	model	model	NOUN
cana-5280	323	39	performance	performance	NOUN
cana-5280	323	40	compared	compare	VERB
cana-5280	323	41	to	to	ADP
cana-5280	323	42	purely	purely	ADV
cana-5280	323	43	data	data	NOUN
cana-5280	323	44	-	-	PUNCT
cana-5280	323	45	driven	drive	VERB
cana-5280	323	46	approaches	approach	NOUN
cana-5280	323	47	,	,	PUNCT
cana-5280	323	48	particularly	particularly	ADV
cana-5280	323	49	for	for	ADP
cana-5280	323	50	outputs	output	NOUN
cana-5280	323	51	with	with	ADP
cana-5280	323	52	smaller	small	ADJ
cana-5280	323	53	available	available	ADJ
cana-5280	323	54	datasets	dataset	NOUN
cana-5280	323	55	.	.	PUNCT
cana-5280	324	1	7.3	7.3	NUM
cana-5280	324	2	model	model	NOUN
cana-5280	324	3	evaluation	evaluation	NOUN
cana-5280	324	4	and	and	CCONJ
cana-5280	324	5	analysis	analysis	NOUN
cana-5280	324	6	standard	standard	ADJ
cana-5280	324	7	statistical	statistical	ADJ
cana-5280	324	8	evaluation	evaluation	NOUN
cana-5280	324	9	as	as	ADV
cana-5280	324	10	well	well	ADV
cana-5280	324	11	as	as	ADP
cana-5280	324	12	domain	domain	NOUN
cana-5280	324	13	-	-	PUNCT
cana-5280	324	14	specific	specific	ADJ
cana-5280	324	15	performance	performance	NOUN
cana-5280	324	16	analysis	analysis	NOUN
cana-5280	324	17	were	be	AUX
cana-5280	324	18	part	part	NOUN
cana-5280	324	19	of	of	ADP
cana-5280	324	20	the	the	DET
cana-5280	324	21	evaluation	evaluation	NOUN
cana-5280	324	22	and	and	CCONJ
cana-5280	324	23	analysis	analysis	NOUN
cana-5280	324	24	of	of	ADP
cana-5280	324	25	the	the	DET
cana-5280	324	26	produced	produce	VERB
cana-5280	324	27	neural	neural	ADJ
cana-5280	324	28	network	network	NOUN
cana-5280	324	29	models	model	NOUN
cana-5280	324	30	.	.	PUNCT
cana-5280	325	1	this	this	DET
cana-5280	325	2	multifarious	multifarious	ADJ
cana-5280	325	3	assessment	assessment	NOUN
cana-5280	325	4	strategy	strategy	NOUN
cana-5280	325	5	gave	give	VERB
cana-5280	325	6	thorough	thorough	ADJ
cana-5280	325	7	understanding	understanding	NOUN
cana-5280	325	8	of	of	ADP
cana-5280	325	9	model	model	NOUN
cana-5280	325	10	capacities	capacity	NOUN
cana-5280	325	11	,	,	PUNCT
cana-5280	325	12	constraints	constraint	NOUN
cana-5280	325	13	,	,	PUNCT
cana-5280	325	14	and	and	CCONJ
cana-5280	325	15	pragmatic	pragmatic	ADJ
cana-5280	325	16	relevance	relevance	NOUN
cana-5280	325	17	.	.	PUNCT
cana-5280	326	1	7.3.1	7.3.1	NUM
cana-5280	326	2	statistical	statistical	ADJ
cana-5280	326	3	performance	performance	NOUN
cana-5280	326	4	evaluation	evaluation	NOUN
cana-5280	326	5	multiple	multiple	ADJ
cana-5280	326	6	statistical	statistical	ADJ
cana-5280	326	7	tests	test	NOUN
cana-5280	326	8	computed	compute	VERB
cana-5280	326	9	on	on	ADP
cana-5280	326	10	the	the	DET
cana-5280	326	11	holdout	holdout	NOUN
cana-5280	326	12	test	test	NOUN
cana-5280	326	13	dataset	dataset	VERB
cana-5280	326	14	not	not	PART
cana-5280	326	15	used	use	VERB
cana-5280	326	16	during	during	ADP
cana-5280	326	17	model	model	NOUN
cana-5280	326	18	building	building	NOUN
cana-5280	326	19	helped	help	VERB
cana-5280	326	20	to	to	PART
cana-5280	326	21	evaluate	evaluate	VERB
cana-5280	326	22	model	model	NOUN
cana-5280	326	23	performance	performance	NOUN
cana-5280	326	24	.	.	PUNCT
cana-5280	327	1	computed	compute	VERB
cana-5280	327	2	for	for	ADP
cana-5280	327	3	every	every	DET
cana-5280	327	4	output	output	NOUN
cana-5280	327	5	parameter	parameter	NOUN
cana-5280	327	6	were	be	AUX
cana-5280	327	7	the	the	DET
cana-5280	327	8	following	following	NOUN
cana-5280	327	9	:	:	PUNCT
cana-5280	327	10	communications	communication	NOUN
cana-5280	327	11	on	on	ADP
cana-5280	327	12	applied	apply	VERB
cana-5280	327	13	nonlinear	nonlinear	ADJ
cana-5280	327	14	analysis	analysis	NOUN
cana-5280	327	15	issn	issn	NOUN
cana-5280	327	16	:	:	PUNCT
cana-5280	327	17	1074	1074	NUM
cana-5280	327	18	-	-	PUNCT
cana-5280	327	19	133x	133x	NUM
cana-5280	327	20	vol	vol	VERB
cana-5280	327	21	32	32	NUM
cana-5280	327	22	no	no	NOUN
cana-5280	327	23	.	.	PUNCT
cana-5280	328	1	10s	10	NOUN
cana-5280	328	2	(	(	PUNCT
cana-5280	328	3	2025	2025	NUM
cana-5280	328	4	)	)	PUNCT
cana-5280	328	5	1727	1727	NUM
cana-5280	328	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	328	7	1	1	X
cana-5280	328	8	.	.	PUNCT
cana-5280	329	1	root	root	NOUN
cana-5280	329	2	mean	mean	VERB
cana-5280	329	3	squared	square	VERB
cana-5280	329	4	error	error	NOUN
cana-5280	329	5	(	(	PUNCT
cana-5280	329	6	rmse	rmse	NOUN
cana-5280	329	7	)	)	PUNCT
cana-5280	329	8	2	2	NUM
cana-5280	329	9	.	.	PUNCT
cana-5280	330	1	mean	mean	VERB
cana-5280	330	2	absolute	absolute	ADJ
cana-5280	330	3	error	error	NOUN
cana-5280	330	4	(	(	PUNCT
cana-5280	330	5	mae	mae	PROPN
cana-5280	330	6	)	)	PUNCT
cana-5280	330	7	3	3	NUM
cana-5280	330	8	.	.	PUNCT
cana-5280	331	1	coefficient	coefficient	NOUN
cana-5280	331	2	of	of	ADP
cana-5280	331	3	determination	determination	NOUN
cana-5280	331	4	(	(	PUNCT
cana-5280	331	5	r²	r²	NOUN
cana-5280	331	6	)	)	PUNCT
cana-5280	331	7	4	4	NUM
cana-5280	331	8	.	.	PUNCT
cana-5280	332	1	mean	mean	VERB
cana-5280	332	2	absolute	absolute	ADJ
cana-5280	332	3	percentage	percentage	NOUN
cana-5280	332	4	error	error	NOUN
cana-5280	332	5	(	(	PUNCT
cana-5280	332	6	mape	mape	NOUN
cana-5280	332	7	)	)	PUNCT
cana-5280	332	8	prediction	prediction	NOUN
cana-5280	332	9	residuals	residual	NOUN
cana-5280	332	10	also	also	ADV
cana-5280	332	11	were	be	AUX
cana-5280	332	12	examined	examine	VERB
cana-5280	332	13	for	for	ADP
cana-5280	332	14	homoscedasticity	homoscedasticity	NOUN
cana-5280	332	15	,	,	PUNCT
cana-5280	332	16	normalcy	normalcy	NOUN
cana-5280	332	17	,	,	PUNCT
cana-5280	332	18	and	and	CCONJ
cana-5280	332	19	any	any	DET
cana-5280	332	20	systematic	systematic	ADJ
cana-5280	332	21	biases	bias	NOUN
cana-5280	332	22	.	.	PUNCT
cana-5280	333	1	graphical	graphical	ADJ
cana-5280	333	2	analysis	analysis	NOUN
cana-5280	333	3	includes	include	VERB
cana-5280	333	4	residual	residual	ADJ
cana-5280	333	5	distribution	distribution	NOUN
cana-5280	333	6	plots	plot	NOUN
cana-5280	333	7	and	and	CCONJ
cana-5280	333	8	scatter	scatter	NOUN
cana-5280	333	9	plots	plot	NOUN
cana-5280	333	10	of	of	ADP
cana-5280	333	11	expected	expect	VERB
cana-5280	333	12	against	against	ADP
cana-5280	333	13	actual	actual	ADJ
cana-5280	333	14	values	value	NOUN
cana-5280	333	15	.	.	PUNCT
cana-5280	334	1	table	table	NOUN
cana-5280	334	2	3	3	NUM
cana-5280	334	3	:	:	PUNCT
cana-5280	334	4	statistical	statistical	ADJ
cana-5280	334	5	performance	performance	NOUN
cana-5280	334	6	metrics	metric	NOUN
cana-5280	334	7	for	for	ADP
cana-5280	334	8	final	final	ADJ
cana-5280	334	9	models	model	NOUN
cana-5280	334	10	(	(	PUNCT
cana-5280	334	11	test	test	NOUN
cana-5280	334	12	set	set	NOUN
cana-5280	334	13	)	)	PUNCT
cana-5280	334	14	output	output	NOUN
cana-5280	334	15	parameter	parameter	NOUN
cana-5280	334	16	rmse	rmse	PROPN
cana-5280	334	17	mae	mae	PROPN
cana-5280	334	18	r²	r²	PROPN
cana-5280	334	19	mape	mape	NOUN
cana-5280	334	20	(	(	PUNCT
cana-5280	334	21	%	%	NOUN
cana-5280	334	22	)	)	PUNCT
cana-5280	334	23	compressive	compressive	ADJ
cana-5280	334	24	strength	strength	NOUN
cana-5280	334	25	2.15	2.15	NUM
cana-5280	334	26	mpa	mpa	PROPN
cana-5280	334	27	1.63	1.63	NUM
cana-5280	334	28	mpa	mpa	NOUN
cana-5280	334	29	0.943	0.943	NUM
cana-5280	334	30	4.52	4.52	NUM
cana-5280	334	31	maximum	maximum	ADJ
cana-5280	334	32	healable	healable	ADJ
cana-5280	334	33	crack	crack	NOUN
cana-5280	334	34	width	width	NOUN
cana-5280	334	35	0.08	0.08	NUM
cana-5280	334	36	mm	mm	NOUN
cana-5280	334	37	0.06	0.06	NUM
cana-5280	334	38	mm	mm	PROPN
cana-5280	334	39	0.917	0.917	NUM
cana-5280	334	40	8.76	8.76	NUM
cana-5280	334	41	water	water	NOUN
cana-5280	334	42	permeability	permeability	NOUN
cana-5280	334	43	reduction	reduction	NOUN
cana-5280	334	44	6.43	6.43	NUM
cana-5280	334	45	%	%	NOUN
cana-5280	334	46	4.87	4.87	NUM
cana-5280	334	47	%	%	NOUN
cana-5280	334	48	0.895	0.895	NUM
cana-5280	334	49	7.35	7.35	NUM
cana-5280	334	50	freeze	freeze	NOUN
cana-5280	334	51	-	-	PUNCT
cana-5280	334	52	thaw	thaw	NOUN
cana-5280	334	53	durability	durability	NOUN
cana-5280	334	54	factor	factor	NOUN
cana-5280	334	55	4.98	4.98	NUM
cana-5280	334	56	%	%	NOUN
cana-5280	334	57	3.76	3.76	NUM
cana-5280	334	58	%	%	NOUN
cana-5280	334	59	0.882	0.882	NUM
cana-5280	334	60	5.24	5.24	NUM
cana-5280	334	61	with	with	ADP
cana-5280	334	62	r²	r²	NOUN
cana-5280	334	63	values	value	NOUN
cana-5280	334	64	above	above	ADP
cana-5280	334	65	0.88	0.88	NUM
cana-5280	334	66	and	and	CCONJ
cana-5280	334	67	low	low	ADJ
cana-5280	334	68	percentage	percentage	NOUN
cana-5280	334	69	errors	error	NOUN
cana-5280	334	70	,	,	PUNCT
cana-5280	334	71	the	the	DET
cana-5280	334	72	results	result	NOUN
cana-5280	334	73	showed	show	VERB
cana-5280	334	74	good	good	ADJ
cana-5280	334	75	predictive	predictive	ADJ
cana-5280	334	76	ability	ability	NOUN
cana-5280	334	77	over	over	ADP
cana-5280	334	78	all	all	DET
cana-5280	334	79	four	four	NUM
cana-5280	334	80	output	output	NOUN
cana-5280	334	81	parameters	parameter	NOUN
cana-5280	334	82	.	.	PUNCT
cana-5280	335	1	with	with	ADP
cana-5280	335	2	r²=0.943	r²=0.943	NUM
cana-5280	335	3	,	,	PUNCT
cana-5280	335	4	compressive	compressive	ADJ
cana-5280	335	5	strength	strength	NOUN
cana-5280	335	6	prediction	prediction	NOUN
cana-5280	335	7	attained	attain	VERB
cana-5280	335	8	the	the	DET
cana-5280	335	9	best	good	ADJ
cana-5280	335	10	accuracy	accuracy	NOUN
cana-5280	335	11	probably	probably	ADV
cana-5280	335	12	because	because	SCONJ
cana-5280	335	13	of	of	ADP
cana-5280	335	14	the	the	DET
cana-5280	335	15	bigger	big	ADJ
cana-5280	335	16	available	available	ADJ
cana-5280	335	17	dataset	dataset	NOUN
cana-5280	335	18	and	and	CCONJ
cana-5280	335	19	the	the	DET
cana-5280	335	20	considerable	considerable	ADJ
cana-5280	335	21	preceding	precede	VERB
cana-5280	335	22	research	research	NOUN
cana-5280	335	23	on	on	ADP
cana-5280	335	24	concrete	concrete	ADJ
cana-5280	335	25	strength	strength	NOUN
cana-5280	335	26	prediction	prediction	NOUN
cana-5280	335	27	that	that	PRON
cana-5280	335	28	guided	guide	VERB
cana-5280	335	29	model	model	NOUN
cana-5280	335	30	development	development	NOUN
cana-5280	335	31	.	.	PUNCT
cana-5280	336	1	7.3.2	7.3.2	NUM
cana-5280	336	2	ensemble	ensemble	ADJ
cana-5280	336	3	advantage	advantage	NOUN
cana-5280	336	4	assessment	assessment	NOUN
cana-5280	336	5	comparative	comparative	ADJ
cana-5280	336	6	analysis	analysis	NOUN
cana-5280	336	7	of	of	ADP
cana-5280	336	8	ensemble	ensemble	ADJ
cana-5280	336	9	forecasts	forecast	NOUN
cana-5280	336	10	with	with	ADP
cana-5280	336	11	those	those	PRON
cana-5280	336	12	of	of	ADP
cana-5280	336	13	the	the	DET
cana-5280	336	14	best	well	ADV
cana-5280	336	15	-	-	PUNCT
cana-5280	336	16	performing	perform	VERB
cana-5280	336	17	individual	individual	ADJ
cana-5280	336	18	models	model	NOUN
cana-5280	336	19	allowed	allow	VERB
cana-5280	336	20	one	one	NOUN
cana-5280	336	21	to	to	PART
cana-5280	336	22	measure	measure	VERB
cana-5280	336	23	the	the	DET
cana-5280	336	24	performance	performance	NOUN
cana-5280	336	25	benefit	benefit	NOUN
cana-5280	336	26	of	of	ADP
cana-5280	336	27	ensemble	ensemble	ADJ
cana-5280	336	28	modeling	modeling	NOUN
cana-5280	336	29	.	.	PUNCT
cana-5280	337	1	with	with	ADP
cana-5280	337	2	the	the	DET
cana-5280	337	3	best	good	ADJ
cana-5280	337	4	results	result	NOUN
cana-5280	337	5	shown	show	VERB
cana-5280	337	6	for	for	ADP
cana-5280	337	7	parameters	parameter	NOUN
cana-5280	337	8	with	with	ADP
cana-5280	337	9	smaller	small	ADJ
cana-5280	337	10	training	training	NOUN
cana-5280	337	11	datasets	dataset	NOUN
cana-5280	337	12	,	,	PUNCT
cana-5280	337	13	this	this	DET
cana-5280	337	14	study	study	NOUN
cana-5280	337	15	showed	show	VERB
cana-5280	337	16	that	that	SCONJ
cana-5280	337	17	ensembling	ensemble	VERB
cana-5280	337	18	lowered	lower	VERB
cana-5280	337	19	rmse	rmse	NOUN
cana-5280	337	20	by	by	ADP
cana-5280	337	21	8	8	NUM
cana-5280	337	22	-	-	SYM
cana-5280	337	23	15	15	NUM
cana-5280	337	24	%	%	NOUN
cana-5280	337	25	across	across	ADP
cana-5280	337	26	several	several	ADJ
cana-5280	337	27	output	output	NOUN
cana-5280	337	28	values	value	NOUN
cana-5280	337	29	.	.	PUNCT
cana-5280	338	1	apart	apart	ADV
cana-5280	338	2	from	from	ADP
cana-5280	338	3	better	well	ADJ
cana-5280	338	4	accuracy	accuracy	NOUN
cana-5280	338	5	,	,	PUNCT
cana-5280	338	6	ensembling	ensemble	VERB
cana-5280	338	7	gave	give	VERB
cana-5280	338	8	useful	useful	ADJ
cana-5280	338	9	uncertainty	uncertainty	NOUN
cana-5280	338	10	estimates	estimate	NOUN
cana-5280	338	11	by	by	ADP
cana-5280	338	12	means	mean	NOUN
cana-5280	338	13	of	of	ADP
cana-5280	338	14	the	the	DET
cana-5280	338	15	variance	variance	NOUN
cana-5280	338	16	in	in	ADP
cana-5280	338	17	predictions	prediction	NOUN
cana-5280	338	18	amongst	amongst	ADP
cana-5280	338	19	ensemble	ensemble	ADJ
cana-5280	338	20	members	member	NOUN
cana-5280	338	21	.	.	PUNCT
cana-5280	339	1	7.3.3	7.3.3	NUM
cana-5280	339	2	sensitivity	sensitivity	NOUN
cana-5280	339	3	analysis	analysis	NOUN
cana-5280	339	4	to	to	PART
cana-5280	339	5	identify	identify	VERB
cana-5280	339	6	the	the	DET
cana-5280	339	7	most	most	ADV
cana-5280	339	8	influential	influential	ADJ
cana-5280	339	9	parameters	parameter	NOUN
cana-5280	339	10	affecting	affect	VERB
cana-5280	339	11	bacterial	bacterial	ADJ
cana-5280	339	12	concrete	concrete	ADJ
cana-5280	339	13	performance	performance	NOUN
cana-5280	339	14	,	,	PUNCT
cana-5280	339	15	a	a	DET
cana-5280	339	16	comprehensive	comprehensive	ADJ
cana-5280	339	17	sensitivity	sensitivity	NOUN
cana-5280	339	18	analysis	analysis	NOUN
cana-5280	339	19	was	be	AUX
cana-5280	339	20	conducted	conduct	VERB
cana-5280	339	21	.	.	PUNCT
cana-5280	340	1	two	two	NUM
cana-5280	340	2	complementary	complementary	ADJ
cana-5280	340	3	approaches	approach	NOUN
cana-5280	340	4	were	be	AUX
cana-5280	340	5	employed	employ	VERB
cana-5280	340	6	:	:	PUNCT
cana-5280	340	7	1	1	X
cana-5280	340	8	.	.	PUNCT
cana-5280	340	9	permutation	permutation	NOUN
cana-5280	340	10	importance	importance	NOUN
cana-5280	340	11	:	:	PUNCT
cana-5280	340	12	systematic	systematic	ADJ
cana-5280	340	13	randomization	randomization	NOUN
cana-5280	340	14	of	of	ADP
cana-5280	340	15	individual	individual	ADJ
cana-5280	340	16	input	input	NOUN
cana-5280	340	17	features	feature	VERB
cana-5280	340	18	to	to	PART
cana-5280	340	19	quantify	quantify	VERB
cana-5280	340	20	their	their	PRON
cana-5280	340	21	impact	impact	NOUN
cana-5280	340	22	on	on	ADP
cana-5280	340	23	prediction	prediction	NOUN
cana-5280	340	24	accuracy	accuracy	NOUN
cana-5280	340	25	2	2	NUM
cana-5280	340	26	.	.	PUNCT
cana-5280	340	27	partial	partial	ADJ
cana-5280	340	28	dependence	dependence	NOUN
cana-5280	340	29	plots	plot	NOUN
cana-5280	340	30	:	:	PUNCT
cana-5280	340	31	visualization	visualization	NOUN
cana-5280	340	32	of	of	ADP
cana-5280	340	33	how	how	SCONJ
cana-5280	340	34	predictions	prediction	NOUN
cana-5280	340	35	change	change	VERB
cana-5280	340	36	as	as	ADP
cana-5280	340	37	specific	specific	ADJ
cana-5280	340	38	input	input	NOUN
cana-5280	340	39	features	feature	NOUN
cana-5280	340	40	vary	vary	VERB
cana-5280	340	41	while	while	SCONJ
cana-5280	340	42	others	other	NOUN
cana-5280	340	43	remain	remain	VERB
cana-5280	340	44	constant	constant	ADJ
cana-5280	340	45	this	this	DET
cana-5280	340	46	analysis	analysis	NOUN
cana-5280	340	47	revealed	reveal	VERB
cana-5280	340	48	several	several	ADJ
cana-5280	340	49	key	key	ADJ
cana-5280	340	50	insights	insight	NOUN
cana-5280	340	51	:	:	PUNCT
cana-5280	340	52	communications	communication	NOUN
cana-5280	340	53	on	on	ADP
cana-5280	340	54	applied	apply	VERB
cana-5280	340	55	nonlinear	nonlinear	ADJ
cana-5280	340	56	analysis	analysis	NOUN
cana-5280	340	57	issn	issn	NOUN
cana-5280	340	58	:	:	PUNCT
cana-5280	340	59	1074	1074	NUM
cana-5280	340	60	-	-	PUNCT
cana-5280	340	61	133x	133x	NUM
cana-5280	340	62	vol	vol	VERB
cana-5280	340	63	32	32	NUM
cana-5280	340	64	no	no	NOUN
cana-5280	340	65	.	.	PUNCT
cana-5280	341	1	10s	10	NOUN
cana-5280	341	2	(	(	PUNCT
cana-5280	341	3	2025	2025	NUM
cana-5280	341	4	)	)	PUNCT
cana-5280	341	5	1728	1728	NUM
cana-5280	341	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	341	7	•	•	ADP
cana-5280	341	8	bacterial	bacterial	ADJ
cana-5280	341	9	concentration	concentration	NOUN
cana-5280	341	10	emerged	emerge	VERB
cana-5280	341	11	as	as	ADP
cana-5280	341	12	the	the	DET
cana-5280	341	13	most	most	ADV
cana-5280	341	14	influential	influential	ADJ
cana-5280	341	15	parameter	parameter	NOUN
cana-5280	341	16	for	for	ADP
cana-5280	341	17	crack	crack	NOUN
cana-5280	341	18	healing	healing	NOUN
cana-5280	341	19	capacity	capacity	NOUN
cana-5280	341	20	and	and	CCONJ
cana-5280	341	21	permeability	permeability	NOUN
cana-5280	341	22	reduction	reduction	NOUN
cana-5280	341	23	,	,	PUNCT
cana-5280	341	24	with	with	ADP
cana-5280	341	25	optimal	optimal	ADJ
cana-5280	341	26	concentrations	concentration	NOUN
cana-5280	341	27	typically	typically	ADV
cana-5280	341	28	falling	fall	VERB
cana-5280	341	29	between	between	ADP
cana-5280	341	30	10⁶	10⁶	NUM
cana-5280	341	31	and	and	CCONJ
cana-5280	341	32	10⁸	10⁸	NUM
cana-5280	341	33	cells	cell	NOUN
cana-5280	341	34	/	/	SYM
cana-5280	341	35	ml	ml	PROPN
cana-5280	341	36	•	•	NOUN
cana-5280	341	37	protection	protection	NOUN
cana-5280	341	38	system	system	NOUN
cana-5280	341	39	type	type	NOUN
cana-5280	341	40	strongly	strongly	ADV
cana-5280	341	41	influenced	influence	VERB
cana-5280	341	42	long	long	ADJ
cana-5280	341	43	-	-	PUNCT
cana-5280	341	44	term	term	NOUN
cana-5280	341	45	healing	healing	NOUN
cana-5280	341	46	performance	performance	NOUN
cana-5280	341	47	,	,	PUNCT
cana-5280	341	48	with	with	ADP
cana-5280	341	49	encapsulated	encapsulate	VERB
cana-5280	341	50	systems	system	NOUN
cana-5280	341	51	generally	generally	ADV
cana-5280	341	52	outperforming	outperform	VERB
cana-5280	341	53	direct	direct	ADJ
cana-5280	341	54	incorporation	incorporation	NOUN
cana-5280	341	55	•	•	NOUN
cana-5280	341	56	calcium	calcium	NOUN
cana-5280	341	57	source	source	NOUN
cana-5280	341	58	type	type	NOUN
cana-5280	341	59	and	and	CCONJ
cana-5280	341	60	concentration	concentration	NOUN
cana-5280	341	61	significantly	significantly	ADV
cana-5280	341	62	affected	affect	VERB
cana-5280	341	63	both	both	DET
cana-5280	341	64	strength	strength	NOUN
cana-5280	341	65	development	development	NOUN
cana-5280	341	66	and	and	CCONJ
cana-5280	341	67	healing	healing	NOUN
cana-5280	341	68	capacity	capacity	NOUN
cana-5280	341	69	•	•	NOUN
cana-5280	341	70	water	water	NOUN
cana-5280	341	71	-	-	PUNCT
cana-5280	341	72	cement	cement	NOUN
cana-5280	341	73	ratio	ratio	NOUN
cana-5280	341	74	remained	remain	VERB
cana-5280	341	75	a	a	DET
cana-5280	341	76	dominant	dominant	ADJ
cana-5280	341	77	factor	factor	NOUN
cana-5280	341	78	for	for	ADP
cana-5280	341	79	compressive	compressive	ADJ
cana-5280	341	80	strength	strength	NOUN
cana-5280	341	81	,	,	PUNCT
cana-5280	341	82	similar	similar	ADJ
cana-5280	341	83	to	to	ADP
cana-5280	341	84	conventional	conventional	ADJ
cana-5280	341	85	concrete	concrete	ADJ
cana-5280	341	86	•	•	NOUN
cana-5280	341	87	temperature	temperature	NOUN
cana-5280	341	88	showed	show	VERB
cana-5280	341	89	strong	strong	ADJ
cana-5280	341	90	non	non	ADJ
cana-5280	341	91	-	-	ADJ
cana-5280	341	92	linear	linear	ADJ
cana-5280	341	93	effects	effect	NOUN
cana-5280	341	94	on	on	ADP
cana-5280	341	95	healing	heal	VERB
cana-5280	341	96	efficiency	efficiency	NOUN
cana-5280	341	97	,	,	PUNCT
cana-5280	341	98	with	with	ADP
cana-5280	341	99	performance	performance	NOUN
cana-5280	341	100	peaking	peak	VERB
cana-5280	341	101	between	between	ADP
cana-5280	341	102	,	,	PUNCT
cana-5280	341	103	and	and	CCONJ
cana-5280	341	104	declining	decline	VERB
cana-5280	341	105	significantly	significantly	ADV
cana-5280	341	106	below	below	ADP
cana-5280	341	107	15	15	NUM
cana-5280	341	108	°	°	NOUN
cana-5280	341	109	c	c	NOUN
cana-5280	341	110	or	or	CCONJ
cana-5280	341	111	above	above	ADP
cana-5280	341	112	35	35	NUM
cana-5280	341	113	°	°	NUM
cana-5280	341	114	c	c	NOUN
cana-5280	341	115	figure	figure	NOUN
cana-5280	341	116	1	1	NUM
cana-5280	341	117	:	:	PUNCT
cana-5280	341	118	sensitivity	sensitivity	NOUN
cana-5280	341	119	analysis	analysis	NOUN
cana-5280	341	120	results	result	NOUN
cana-5280	341	121	showing	show	VERB
cana-5280	341	122	relative	relative	ADJ
cana-5280	341	123	importance	importance	NOUN
cana-5280	341	124	of	of	ADP
cana-5280	341	125	key	key	ADJ
cana-5280	341	126	input	input	NOUN
cana-5280	341	127	parameters	parameter	NOUN
cana-5280	341	128	7.3.4	7.3.4	NUM
cana-5280	341	129	comparative	comparative	ADJ
cana-5280	341	130	analysis	analysis	NOUN
cana-5280	341	131	with	with	ADP
cana-5280	341	132	alternative	alternative	ADJ
cana-5280	341	133	modeling	modeling	ADJ
cana-5280	341	134	approaches	approach	NOUN
cana-5280	341	135	contextualit	contextualit	VERB
cana-5280	341	136	:	:	PUNCT
cana-5280	341	137	structures	structure	NOUN
cana-5280	341	138	suffer	suffer	VERB
cana-5280	341	139	faster	fast	ADJ
cana-5280	341	140	degradation	degradation	NOUN
cana-5280	341	141	,	,	PUNCT
cana-5280	341	142	more	more	ADJ
cana-5280	341	143	maintenance	maintenance	NOUN
cana-5280	341	144	,	,	PUNCT
cana-5280	341	145	and	and	CCONJ
cana-5280	341	146	shorter	short	ADJ
cana-5280	341	147	lifespans	lifespan	NOUN
cana-5280	341	148	without	without	ADP
cana-5280	341	149	the	the	DET
cana-5280	341	150	self	self	NOUN
cana-5280	341	151	-	-	PUNCT
cana-5280	341	152	healing	heal	VERB
cana-5280	341	153	capacity	capacity	NOUN
cana-5280	341	154	of	of	ADP
cana-5280	341	155	bacterial	bacterial	ADJ
cana-5280	341	156	concrete	concrete	NOUN
cana-5280	341	157	.	.	PUNCT
cana-5280	342	1	using	use	VERB
cana-5280	342	2	microorganisms	microorganism	NOUN
cana-5280	342	3	—	—	PUNCT
cana-5280	342	4	usually	usually	ADV
cana-5280	342	5	from	from	ADP
cana-5280	342	6	the	the	DET
cana-5280	342	7	bacillus	bacillus	NOUN
cana-5280	342	8	genus	genus	NOUN
cana-5280	342	9	—	—	PUNCT
cana-5280	342	10	that	that	PRON
cana-5280	342	11	create	create	VERB
cana-5280	342	12	calcium	calcium	NOUN
cana-5280	342	13	carbonate	carbonate	NOUN
cana-5280	342	14	to	to	PART
cana-5280	342	15	independently	independently	ADV
cana-5280	342	16	seal	seal	VERB
cana-5280	342	17	cracks	crack	NOUN
cana-5280	342	18	when	when	SCONJ
cana-5280	342	19	activated	activate	VERB
cana-5280	342	20	by	by	ADP
cana-5280	342	21	water	water	NOUN
cana-5280	342	22	intrusion	intrusion	NOUN
cana-5280	342	23	,	,	PUNCT
cana-5280	342	24	bacterial	bacterial	ADJ
cana-5280	342	25	concrete	concrete	NOUN
cana-5280	342	26	presents	present	VERB
cana-5280	342	27	a	a	DET
cana-5280	342	28	promising	promising	ADJ
cana-5280	342	29	sustainable	sustainable	ADJ
cana-5280	342	30	alternative	alternative	NOUN
cana-5280	342	31	.	.	PUNCT
cana-5280	343	1	but	but	CCONJ
cana-5280	343	2	producing	produce	VERB
cana-5280	343	3	ideal	ideal	ADJ
cana-5280	343	4	bacterial	bacterial	ADJ
cana-5280	343	5	concrete	concrete	ADJ
cana-5280	343	6	formulations	formulation	NOUN
cana-5280	343	7	calls	call	VERB
cana-5280	343	8	for	for	ADP
cana-5280	343	9	negotiating	negotiate	VERB
cana-5280	343	10	difficult	difficult	ADJ
cana-5280	343	11	combinations	combination	NOUN
cana-5280	343	12	between	between	ADP
cana-5280	343	13	bacterial	bacterial	ADJ
cana-5280	343	14	species	specie	NOUN
cana-5280	343	15	,	,	PUNCT
cana-5280	343	16	protection	protection	NOUN
cana-5280	343	17	strategies	strategy	NOUN
cana-5280	343	18	,	,	PUNCT
cana-5280	343	19	nutrients	nutrient	NOUN
cana-5280	343	20	,	,	PUNCT
cana-5280	343	21	and	and	CCONJ
cana-5280	343	22	conventional	conventional	ADJ
cana-5280	343	23	concrete	concrete	ADJ
cana-5280	343	24	components	component	NOUN
cana-5280	343	25	—	—	PUNCT
cana-5280	343	26	a	a	DET
cana-5280	343	27	difficulty	difficulty	NOUN
cana-5280	343	28	that	that	PRON
cana-5280	343	29	has	have	AUX
cana-5280	343	30	hampered	hamper	VERB
cana-5280	343	31	general	general	ADJ
cana-5280	343	32	useful	useful	ADJ
cana-5280	343	33	application	application	NOUN
cana-5280	343	34	.	.	PUNCT
cana-5280	344	1	developing	develop	VERB
cana-5280	344	2	models	model	NOUN
cana-5280	344	3	for	for	ADP
cana-5280	344	4	compressive	compressive	ADJ
cana-5280	344	5	strength	strength	NOUN
cana-5280	344	6	,	,	PUNCT
cana-5280	344	7	crack	crack	NOUN
cana-5280	344	8	-	-	PUNCT
cana-5280	344	9	healing	healing	NOUN
cana-5280	344	10	efficiency	efficiency	NOUN
cana-5280	344	11	,	,	PUNCT
cana-5280	344	12	water	water	NOUN
cana-5280	344	13	permeability	permeability	NOUN
cana-5280	344	14	,	,	PUNCT
cana-5280	344	15	and	and	CCONJ
cana-5280	344	16	durability	durability	NOUN
cana-5280	344	17	,	,	PUNCT
cana-5280	344	18	this	this	DET
cana-5280	344	19	team	team	NOUN
cana-5280	344	20	used	use	VERB
cana-5280	344	21	artificial	artificial	ADJ
cana-5280	344	22	neural	neural	ADJ
cana-5280	344	23	networks	network	NOUN
cana-5280	344	24	(	(	PUNCT
cana-5280	344	25	anns	anns	PROPN
cana-5280	344	26	)	)	PUNCT
cana-5280	344	27	to	to	PART
cana-5280	344	28	predict	predict	VERB
cana-5280	344	29	bacterial	bacterial	ADJ
cana-5280	344	30	concrete	concrete	ADJ
cana-5280	344	31	performance	performance	NOUN
cana-5280	344	32	indicators	indicator	NOUN
cana-5280	344	33	.	.	PUNCT
cana-5280	345	1	multiple	multiple	ADJ
cana-5280	345	2	ann	ann	PROPN
cana-5280	345	3	architectures	architecture	NOUN
cana-5280	345	4	were	be	AUX
cana-5280	345	5	trained	train	VERB
cana-5280	345	6	and	and	CCONJ
cana-5280	345	7	validated	validate	VERB
cana-5280	345	8	using	use	VERB
cana-5280	345	9	a	a	DET
cana-5280	345	10	complete	complete	ADJ
cana-5280	345	11	dataset	dataset	NOUN
cana-5280	345	12	of	of	ADP
cana-5280	345	13	communications	communication	NOUN
cana-5280	345	14	on	on	ADP
cana-5280	345	15	applied	apply	VERB
cana-5280	345	16	nonlinear	nonlinear	ADJ
cana-5280	345	17	analysis	analysis	NOUN
cana-5280	345	18	issn	issn	NOUN
cana-5280	345	19	:	:	PUNCT
cana-5280	345	20	1074	1074	NUM
cana-5280	345	21	-	-	PUNCT
cana-5280	345	22	133x	133x	NUM
cana-5280	345	23	vol	vol	VERB
cana-5280	345	24	32	32	NUM
cana-5280	345	25	no	no	NOUN
cana-5280	345	26	.	.	PUNCT
cana-5280	346	1	10s	10	NOUN
cana-5280	346	2	(	(	PUNCT
cana-5280	346	3	2025	2025	NUM
cana-5280	346	4	)	)	PUNCT
cana-5280	346	5	1729	1729	NUM
cana-5280	346	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	346	7	experimental	experimental	ADJ
cana-5280	346	8	data	datum	NOUN
cana-5280	346	9	(	(	PUNCT
cana-5280	346	10	187	187	NUM
cana-5280	346	11	unique	unique	ADJ
cana-5280	346	12	mixtures	mixture	NOUN
cana-5280	346	13	)	)	PUNCT
cana-5280	346	14	combining	combine	VERB
cana-5280	346	15	literature	literature	NOUN
cana-5280	346	16	.	.	PUNCT
cana-5280	347	1	over	over	ADP
cana-5280	347	2	all	all	DET
cana-5280	347	3	performance	performance	NOUN
cana-5280	347	4	criteria	criterion	NOUN
cana-5280	347	5	,	,	PUNCT
cana-5280	347	6	the	the	DET
cana-5280	347	7	final	final	ADJ
cana-5280	347	8	ensemble	ensemble	ADJ
cana-5280	347	9	models	model	NOUN
cana-5280	347	10	obtained	obtain	VERB
cana-5280	347	11	outstanding	outstanding	ADJ
cana-5280	347	12	prediction	prediction	NOUN
cana-5280	347	13	accuracy	accuracy	NOUN
cana-5280	347	14	(	(	PUNCT
cana-5280	347	15	r²	r²	VERB
cana-5280	347	16	values	value	NOUN
cana-5280	347	17	0.88–0.94	0.88–0.94	NUM
cana-5280	347	18	)	)	PUNCT
cana-5280	347	19	.	.	PUNCT
cana-5280	348	1	the	the	DET
cana-5280	348	2	most	most	ADV
cana-5280	348	3	important	important	ADJ
cana-5280	348	4	determinant	determinant	ADJ
cana-5280	348	5	of	of	ADP
cana-5280	348	6	performance	performance	NOUN
cana-5280	348	7	,	,	PUNCT
cana-5280	348	8	sensitivity	sensitivity	NOUN
cana-5280	348	9	analysis	analysis	NOUN
cana-5280	348	10	found	find	VERB
cana-5280	348	11	bacterial	bacterial	ADJ
cana-5280	348	12	concentration	concentration	NOUN
cana-5280	348	13	,	,	PUNCT
cana-5280	348	14	kind	kind	NOUN
cana-5280	348	15	of	of	ADP
cana-5280	348	16	calcium	calcium	NOUN
cana-5280	348	17	source	source	NOUN
cana-5280	348	18	,	,	PUNCT
cana-5280	348	19	and	and	CCONJ
cana-5280	348	20	protection	protection	NOUN
cana-5280	348	21	technique	technique	NOUN
cana-5280	348	22	.	.	PUNCT
cana-5280	349	1	the	the	DET
cana-5280	349	2	simulations	simulation	NOUN
cana-5280	349	3	showed	show	VERB
cana-5280	349	4	that	that	SCONJ
cana-5280	349	5	,	,	PUNCT
cana-5280	349	6	with	with	ADP
cana-5280	349	7	declining	decline	VERB
cana-5280	349	8	returns	return	NOUN
cana-5280	349	9	at	at	ADP
cana-5280	349	10	higher	high	ADJ
cana-5280	349	11	levels	level	NOUN
cana-5280	349	12	,	,	PUNCT
cana-5280	349	13	ideal	ideal	ADJ
cana-5280	349	14	bacterial	bacterial	ADJ
cana-5280	349	15	concentrations	concentration	NOUN
cana-5280	349	16	usually	usually	ADV
cana-5280	349	17	fall	fall	VERB
cana-5280	349	18	between	between	ADP
cana-5280	349	19	10⁶-10⁸	10⁶-10⁸	NUM
cana-5280	349	20	cells	cell	NOUN
cana-5280	349	21	/	/	SYM
cana-5280	349	22	ml	ml	NOUN
cana-5280	349	23	.	.	PUNCT
cana-5280	350	1	for	for	ADP
cana-5280	350	2	long	long	ADJ
cana-5280	350	3	-	-	PUNCT
cana-5280	350	4	term	term	NOUN
cana-5280	350	5	performance	performance	NOUN
cana-5280	350	6	,	,	PUNCT
cana-5280	350	7	encapsulated	encapsulate	VERB
cana-5280	350	8	protective	protective	ADJ
cana-5280	350	9	systems	system	NOUN
cana-5280	350	10	often	often	ADV
cana-5280	350	11	exceeded	exceed	VERB
cana-5280	350	12	direct	direct	ADJ
cana-5280	350	13	bacterial	bacterial	ADJ
cana-5280	350	14	incorporation	incorporation	NOUN
cana-5280	350	15	;	;	PUNCT
cana-5280	350	16	meanwhile	meanwhile	ADV
cana-5280	350	17	,	,	PUNCT
cana-5280	350	18	calcium	calcium	NOUN
cana-5280	350	19	lactate	lactate	NOUN
cana-5280	350	20	turned	turn	VERB
cana-5280	350	21	out	out	ADP
cana-5280	350	22	to	to	PART
cana-5280	350	23	be	be	AUX
cana-5280	350	24	the	the	DET
cana-5280	350	25	most	most	ADV
cana-5280	350	26	successful	successful	ADJ
cana-5280	350	27	calcium	calcium	NOUN
cana-5280	350	28	supply	supply	NOUN
cana-5280	350	29	in	in	ADP
cana-5280	350	30	terms	term	NOUN
cana-5280	350	31	of	of	ADP
cana-5280	350	32	strength	strength	NOUN
cana-5280	350	33	and	and	CCONJ
cana-5280	350	34	healing	healing	NOUN
cana-5280	350	35	efficiency	efficiency	NOUN
cana-5280	350	36	.	.	PUNCT
cana-5280	351	1	this	this	DET
cana-5280	351	2	work	work	NOUN
cana-5280	351	3	identifies	identify	VERB
cana-5280	351	4	anns	ann	NOUN
cana-5280	351	5	as	as	ADP
cana-5280	351	6	useful	useful	ADJ
cana-5280	351	7	tools	tool	NOUN
cana-5280	351	8	for	for	ADP
cana-5280	351	9	optimizing	optimize	VERB
cana-5280	351	10	bacterial	bacterial	ADJ
cana-5280	351	11	concrete	concrete	ADJ
cana-5280	351	12	formulations	formulation	NOUN
cana-5280	351	13	,	,	PUNCT
cana-5280	351	14	hence	hence	ADV
cana-5280	351	15	possibly	possibly	ADV
cana-5280	351	16	hastening	hasten	VERB
cana-5280	351	17	the	the	DET
cana-5280	351	18	shift	shift	NOUN
cana-5280	351	19	of	of	ADP
cana-5280	351	20	this	this	DET
cana-5280	351	21	sustainable	sustainable	ADJ
cana-5280	351	22	technology	technology	NOUN
cana-5280	351	23	from	from	ADP
cana-5280	351	24	laboratory	laboratory	NOUN
cana-5280	351	25	to	to	ADP
cana-5280	351	26	useful	useful	ADJ
cana-5280	351	27	applications	application	NOUN
cana-5280	351	28	.	.	PUNCT
cana-5280	352	1	supporting	support	VERB
cana-5280	352	2	the	the	DET
cana-5280	352	3	building	building	NOUN
cana-5280	352	4	sector	sector	NOUN
cana-5280	352	5	's	's	PART
cana-5280	352	6	change	change	NOUN
cana-5280	352	7	toward	toward	ADP
cana-5280	352	8	more	more	ADV
cana-5280	352	9	sustainable	sustainable	ADJ
cana-5280	352	10	and	and	CCONJ
cana-5280	352	11	resilient	resilient	ADJ
cana-5280	352	12	infrastructure	infrastructure	NOUN
cana-5280	352	13	solutions	solution	NOUN
cana-5280	352	14	,	,	PUNCT
cana-5280	352	15	the	the	DET
cana-5280	352	16	computational	computational	ADJ
cana-5280	352	17	framework	framework	NOUN
cana-5280	352	18	developed	develop	VERB
cana-5280	352	19	provides	provide	VERB
cana-5280	352	20	a	a	DET
cana-5280	352	21	road	road	NOUN
cana-5280	352	22	to	to	ADP
cana-5280	352	23	lowering	lower	VERB
cana-5280	352	24	experimental	experimental	ADJ
cana-5280	352	25	costs	cost	NOUN
cana-5280	352	26	and	and	CCONJ
cana-5280	352	27	accelerating	accelerate	VERB
cana-5280	352	28	mixture	mixture	NOUN
cana-5280	352	29	design	design	NOUN
cana-5280	352	30	for	for	ADP
cana-5280	352	31	specific	specific	ADJ
cana-5280	352	32	performance	performance	NOUN
cana-5280	352	33	needs	need	NOUN
cana-5280	352	34	.	.	PUNCT
cana-5280	353	1	13	13	NUM
cana-5280	353	2	.	.	PUNCT
cana-5280	353	3	conclusion	conclusion	NOUN
cana-5280	353	4	with	with	ADP
cana-5280	353	5	prediction	prediction	NOUN
cana-5280	353	6	accuracies	accuracy	NOUN
cana-5280	353	7	above	above	ADP
cana-5280	353	8	88	88	NUM
cana-5280	353	9	%	%	NOUN
cana-5280	353	10	for	for	ADP
cana-5280	353	11	all	all	DET
cana-5280	353	12	target	target	NOUN
cana-5280	353	13	parameters	parameter	NOUN
cana-5280	353	14	,	,	PUNCT
cana-5280	353	15	our	our	PRON
cana-5280	353	16	work	work	NOUN
cana-5280	353	17	effectively	effectively	ADV
cana-5280	353	18	created	create	VERB
cana-5280	353	19	artificial	artificial	ADJ
cana-5280	353	20	neural	neural	ADJ
cana-5280	353	21	network	network	NOUN
cana-5280	353	22	models	model	NOUN
cana-5280	353	23	able	able	ADJ
cana-5280	353	24	to	to	PART
cana-5280	353	25	precisely	precisely	ADV
cana-5280	353	26	estimate	estimate	VERB
cana-5280	353	27	important	important	ADJ
cana-5280	353	28	performance	performance	NOUN
cana-5280	353	29	features	feature	NOUN
cana-5280	353	30	of	of	ADP
cana-5280	353	31	bacterial	bacterial	ADJ
cana-5280	353	32	concrete	concrete	NOUN
cana-5280	353	33	.	.	PUNCT
cana-5280	354	1	the	the	DET
cana-5280	354	2	models	model	NOUN
cana-5280	354	3	found	find	VERB
cana-5280	354	4	that	that	SCONJ
cana-5280	354	5	the	the	DET
cana-5280	354	6	most	most	ADV
cana-5280	354	7	important	important	ADJ
cana-5280	354	8	elements	element	NOUN
cana-5280	354	9	influencing	influence	VERB
cana-5280	354	10	performance	performance	NOUN
cana-5280	354	11	were	be	AUX
cana-5280	354	12	bacterial	bacterial	ADJ
cana-5280	354	13	concentration	concentration	NOUN
cana-5280	354	14	,	,	PUNCT
cana-5280	354	15	kind	kind	NOUN
cana-5280	354	16	of	of	ADP
cana-5280	354	17	calcium	calcium	NOUN
cana-5280	354	18	source	source	NOUN
cana-5280	354	19	,	,	PUNCT
cana-5280	354	20	and	and	CCONJ
cana-5280	354	21	protective	protective	ADJ
cana-5280	354	22	strategy	strategy	NOUN
cana-5280	354	23	,	,	PUNCT
cana-5280	354	24	so	so	ADV
cana-5280	354	25	offering	offer	VERB
cana-5280	354	26	useful	useful	ADJ
cana-5280	354	27	direction	direction	NOUN
cana-5280	354	28	for	for	ADP
cana-5280	354	29	formulation	formulation	NOUN
cana-5280	354	30	modification	modification	NOUN
cana-5280	354	31	.	.	PUNCT
cana-5280	355	1	by	by	ADP
cana-5280	355	2	lowering	lower	VERB
cana-5280	355	3	the	the	DET
cana-5280	355	4	requirement	requirement	NOUN
cana-5280	355	5	for	for	ADP
cana-5280	355	6	extensive	extensive	ADJ
cana-5280	355	7	laboratory	laboratory	NOUN
cana-5280	355	8	testing	testing	NOUN
cana-5280	355	9	and	and	CCONJ
cana-5280	355	10	therefore	therefore	ADV
cana-5280	355	11	helping	help	VERB
cana-5280	355	12	to	to	PART
cana-5280	355	13	close	close	VERB
cana-5280	355	14	the	the	DET
cana-5280	355	15	gap	gap	NOUN
cana-5280	355	16	between	between	ADP
cana-5280	355	17	experimental	experimental	ADJ
cana-5280	355	18	research	research	NOUN
cana-5280	355	19	and	and	CCONJ
cana-5280	355	20	practical	practical	ADJ
cana-5280	355	21	application	application	NOUN
cana-5280	355	22	,	,	PUNCT
cana-5280	355	23	the	the	DET
cana-5280	355	24	computational	computational	ADJ
cana-5280	355	25	framework	framework	NOUN
cana-5280	355	26	developed	develop	VERB
cana-5280	355	27	via	via	ADP
cana-5280	355	28	this	this	DET
cana-5280	355	29	work	work	NOUN
cana-5280	355	30	offers	offer	VERB
cana-5280	355	31	great	great	ADJ
cana-5280	355	32	possibility	possibility	NOUN
cana-5280	355	33	for	for	ADP
cana-5280	355	34	expediting	expedite	VERB
cana-5280	355	35	bacterial	bacterial	ADJ
cana-5280	355	36	concrete	concrete	ADJ
cana-5280	355	37	development	development	NOUN
cana-5280	355	38	.	.	PUNCT
cana-5280	356	1	these	these	DET
cana-5280	356	2	models	model	NOUN
cana-5280	356	3	can	can	AUX
cana-5280	356	4	help	help	VERB
cana-5280	356	5	to	to	PART
cana-5280	356	6	promote	promote	VERB
cana-5280	356	7	the	the	DET
cana-5280	356	8	more	more	ADV
cana-5280	356	9	general	general	ADJ
cana-5280	356	10	acceptance	acceptance	NOUN
cana-5280	356	11	of	of	ADP
cana-5280	356	12	this	this	DET
cana-5280	356	13	sustainable	sustainable	ADJ
cana-5280	356	14	self	self	NOUN
cana-5280	356	15	-	-	PUNCT
cana-5280	356	16	healing	heal	VERB
cana-5280	356	17	concrete	concrete	ADJ
cana-5280	356	18	technology	technology	NOUN
cana-5280	356	19	by	by	ADP
cana-5280	356	20	allowing	allow	VERB
cana-5280	356	21	more	more	ADV
cana-5280	356	22	effective	effective	ADJ
cana-5280	356	23	formulation	formulation	NOUN
cana-5280	356	24	optimization	optimization	NOUN
cana-5280	356	25	,	,	PUNCT
cana-5280	356	26	therefore	therefore	ADV
cana-5280	356	27	supporting	support	VERB
cana-5280	356	28	more	more	ADV
cana-5280	356	29	durable	durable	ADJ
cana-5280	356	30	and	and	CCONJ
cana-5280	356	31	ecologically	ecologically	ADV
cana-5280	356	32	friendly	friendly	ADJ
cana-5280	356	33	infrastructure	infrastructure	NOUN
cana-5280	356	34	solutions	solution	NOUN
cana-5280	356	35	.	.	PUNCT
cana-5280	357	1	expanding	expand	VERB
cana-5280	357	2	the	the	DET
cana-5280	357	3	model	model	NOUN
cana-5280	357	4	capabilities	capability	NOUN
cana-5280	357	5	to	to	PART
cana-5280	357	6	include	include	VERB
cana-5280	357	7	economic	economic	ADJ
cana-5280	357	8	aspects	aspect	NOUN
cana-5280	357	9	,	,	PUNCT
cana-5280	357	10	life	life	NOUN
cana-5280	357	11	-	-	PUNCT
cana-5280	357	12	cycle	cycle	NOUN
cana-5280	357	13	analysis	analysis	NOUN
cana-5280	357	14	,	,	PUNCT
cana-5280	357	15	and	and	CCONJ
cana-5280	357	16	harsh	harsh	ADJ
cana-5280	357	17	environmental	environmental	ADJ
cana-5280	357	18	circumstances	circumstance	NOUN
cana-5280	357	19	should	should	AUX
cana-5280	357	20	be	be	AUX
cana-5280	357	21	the	the	DET
cana-5280	357	22	main	main	ADJ
cana-5280	357	23	emphasis	emphasis	NOUN
cana-5280	357	24	of	of	ADP
cana-5280	357	25	future	future	ADJ
cana-5280	357	26	study	study	NOUN
cana-5280	357	27	in	in	ADP
cana-5280	357	28	order	order	NOUN
cana-5280	357	29	to	to	PART
cana-5280	357	30	significantly	significantly	ADV
cana-5280	357	31	improve	improve	VERB
cana-5280	357	32	the	the	DET
cana-5280	357	33	practical	practical	ADJ
cana-5280	357	34	relevance	relevance	NOUN
cana-5280	357	35	of	of	ADP
cana-5280	357	36	this	this	DET
cana-5280	357	37	method	method	NOUN
cana-5280	357	38	.	.	PUNCT
cana-5280	357	39	.	.	PUNCT
cana-5280	358	1	for	for	ADP
cana-5280	358	2	compressive	compressive	ADJ
cana-5280	358	3	strength	strength	NOUN
cana-5280	358	4	,	,	PUNCT
cana-5280	358	5	3	3	NUM
cana-5280	358	6	%	%	NOUN
cana-5280	358	7	;	;	PUNCT
cana-5280	358	8	for	for	ADP
cana-5280	358	9	healing	healing	NOUN
cana-5280	358	10	of	of	ADP
cana-5280	358	11	cracks	crack	NOUN
cana-5280	358	12	,	,	PUNCT
cana-5280	358	13	91.7	91.7	NUM
cana-5280	358	14	%	%	NOUN
cana-5280	358	15	;	;	PUNCT
cana-5280	358	16	for	for	ADP
cana-5280	358	17	permeability	permeability	NOUN
cana-5280	358	18	reduction	reduction	NOUN
cana-5280	358	19	,	,	PUNCT
cana-5280	358	20	89.5	89.5	NUM
cana-5280	358	21	%	%	NOUN
cana-5280	358	22	.	.	PUNCT
cana-5280	359	1	the	the	DET
cana-5280	359	2	most	most	ADV
cana-5280	359	3	important	important	ADJ
cana-5280	359	4	factors	factor	NOUN
cana-5280	359	5	influencing	influence	VERB
cana-5280	359	6	performance	performance	NOUN
cana-5280	359	7	were	be	AUX
cana-5280	359	8	found	find	VERB
cana-5280	359	9	by	by	ADP
cana-5280	359	10	sensitivity	sensitivity	NOUN
cana-5280	359	11	analysis	analysis	NOUN
cana-5280	359	12	to	to	PART
cana-5280	359	13	be	be	AUX
cana-5280	359	14	bacterial	bacterial	ADJ
cana-5280	359	15	concentration	concentration	NOUN
cana-5280	359	16	,	,	PUNCT
cana-5280	359	17	kind	kind	NOUN
cana-5280	359	18	of	of	ADP
cana-5280	359	19	calcium	calcium	NOUN
cana-5280	359	20	supply	supply	NOUN
cana-5280	359	21	,	,	PUNCT
cana-5280	359	22	and	and	CCONJ
cana-5280	359	23	water	water	NOUN
cana-5280	359	24	-	-	PUNCT
cana-5280	359	25	cement	cement	NOUN
cana-5280	359	26	ratio	ratio	NOUN
cana-5280	359	27	.	.	PUNCT
cana-5280	360	1	this	this	DET
cana-5280	360	2	work	work	NOUN
cana-5280	360	3	shows	show	VERB
cana-5280	360	4	that	that	SCONJ
cana-5280	360	5	,	,	PUNCT
cana-5280	360	6	in	in	ADP
cana-5280	360	7	absence	absence	NOUN
cana-5280	360	8	of	of	ADP
cana-5280	360	9	significant	significant	ADJ
cana-5280	360	10	laboratory	laboratory	NOUN
cana-5280	360	11	testing	testing	NOUN
cana-5280	360	12	,	,	PUNCT
cana-5280	360	13	anns	anns	PROPN
cana-5280	360	14	can	can	AUX
cana-5280	360	15	be	be	AUX
cana-5280	360	16	effective	effective	ADJ
cana-5280	360	17	instruments	instrument	NOUN
cana-5280	360	18	for	for	ADP
cana-5280	360	19	optimizing	optimize	VERB
cana-5280	360	20	bacterial	bacterial	ADJ
cana-5280	360	21	concrete	concrete	ADJ
cana-5280	360	22	formulas	formula	NOUN
cana-5280	360	23	,	,	PUNCT
cana-5280	360	24	therefore	therefore	ADV
cana-5280	360	25	hastening	hasten	VERB
cana-5280	360	26	the	the	DET
cana-5280	360	27	use	use	NOUN
cana-5280	360	28	of	of	ADP
cana-5280	360	29	this	this	DET
cana-5280	360	30	sustainable	sustainable	ADJ
cana-5280	360	31	building	building	NOUN
cana-5280	360	32	material	material	NOUN
cana-5280	360	33	in	in	ADP
cana-5280	360	34	useful	useful	ADJ
cana-5280	360	35	applications	application	NOUN
cana-5280	360	36	.	.	PUNCT
cana-5280	361	1	references	reference	NOUN
cana-5280	361	2	[	[	X
cana-5280	361	3	1	1	NUM
cana-5280	361	4	]	]	X
cana-5280	361	5	noor	noor	PROPN
cana-5280	361	6	,	,	PUNCT
cana-5280	361	7	n.	n.	PROPN
cana-5280	361	8	m.	m.	NOUN
cana-5280	361	9	,	,	PUNCT
cana-5280	361	10	ibrahim	ibrahim	PROPN
cana-5280	361	11	,	,	PUNCT
cana-5280	361	12	i.	i.	PROPN
cana-5280	361	13	s.	s.	PROPN
cana-5280	361	14	,	,	PUNCT
cana-5280	361	15	tahir	tahir	PROPN
cana-5280	361	16	,	,	PUNCT
cana-5280	361	17	m.	m.	NOUN
cana-5280	361	18	m.	m.	NOUN
cana-5280	361	19	,	,	PUNCT
cana-5280	361	20	&	&	CCONJ
cana-5280	361	21	yaacob	yaacob	PROPN
cana-5280	361	22	,	,	PUNCT
cana-5280	361	23	h.	h.	PROPN
cana-5280	361	24	(	(	PUNCT
cana-5280	361	25	2018	2018	NUM
cana-5280	361	26	)	)	PUNCT
cana-5280	361	27	.	.	PUNCT
cana-5280	362	1	bacterial	bacterial	ADJ
cana-5280	362	2	-	-	PUNCT
cana-5280	362	3	based	base	VERB
cana-5280	362	4	self	self	NOUN
cana-5280	362	5	-	-	PUNCT
cana-5280	362	6	healing	heal	VERB
cana-5280	362	7	concrete	concrete	NOUN
cana-5280	362	8	:	:	PUNCT
cana-5280	362	9	a	a	DET
cana-5280	362	10	review	review	NOUN
cana-5280	362	11	on	on	ADP
cana-5280	362	12	different	different	ADJ
cana-5280	362	13	types	type	NOUN
cana-5280	362	14	of	of	ADP
cana-5280	362	15	bacterial	bacterial	ADJ
cana-5280	362	16	species	specie	NOUN
cana-5280	362	17	and	and	CCONJ
cana-5280	362	18	their	their	PRON
cana-5280	362	19	compatibility	compatibility	NOUN
cana-5280	362	20	in	in	ADP
cana-5280	362	21	concrete	concrete	NOUN
cana-5280	362	22	.	.	PUNCT
cana-5280	363	1	matec	matec	ADJ
cana-5280	363	2	web	web	NOUN
cana-5280	363	3	of	of	ADP
cana-5280	363	4	conferences	conference	NOUN
cana-5280	363	5	,	,	PUNCT
cana-5280	363	6	250	250	NUM
cana-5280	363	7	,	,	PUNCT
cana-5280	363	8	02003	02003	NUM
cana-5280	363	9	.	.	PUNCT
cana-5280	364	1	[	[	X
cana-5280	364	2	2	2	NUM
cana-5280	364	3	]	]	SYM
cana-5280	364	4	xu	xu	PROPN
cana-5280	364	5	,	,	PUNCT
cana-5280	364	6	j.	j.	PROPN
cana-5280	364	7	,	,	PUNCT
cana-5280	364	8	&	&	CCONJ
cana-5280	364	9	wang	wang	PROPN
cana-5280	364	10	,	,	PUNCT
cana-5280	364	11	x.	x.	NOUN
cana-5280	364	12	(	(	PUNCT
cana-5280	364	13	2018	2018	NUM
cana-5280	364	14	)	)	PUNCT
cana-5280	364	15	.	.	PUNCT
cana-5280	365	1	self	self	NOUN
cana-5280	365	2	-	-	PUNCT
cana-5280	365	3	healing	healing	NOUN
cana-5280	365	4	of	of	ADP
cana-5280	365	5	concrete	concrete	ADJ
cana-5280	365	6	cracks	crack	NOUN
cana-5280	365	7	by	by	ADP
cana-5280	365	8	use	use	NOUN
cana-5280	365	9	of	of	ADP
cana-5280	365	10	bacteria	bacteria	NOUN
cana-5280	365	11	-	-	PUNCT
cana-5280	365	12	containing	contain	VERB
cana-5280	365	13	low	low	ADJ
cana-5280	365	14	alkali	alkali	ADJ
cana-5280	365	15	cementitious	cementitious	ADJ
cana-5280	365	16	material	material	NOUN
cana-5280	365	17	.	.	PUNCT
cana-5280	366	1	construction	construction	NOUN
cana-5280	366	2	and	and	CCONJ
cana-5280	366	3	building	building	NOUN
cana-5280	366	4	materials	material	NOUN
cana-5280	366	5	,	,	PUNCT
cana-5280	366	6	167	167	NUM
cana-5280	366	7	,	,	PUNCT
cana-5280	366	8	1	1	NUM
cana-5280	366	9	-	-	SYM
cana-5280	366	10	14	14	NUM
cana-5280	366	11	.	.	PUNCT
cana-5280	367	1	[	[	X
cana-5280	367	2	3	3	NUM
cana-5280	367	3	]	]	X
cana-5280	367	4	nguyen	nguyen	NOUN
cana-5280	367	5	,	,	PUNCT
cana-5280	367	6	t.	t.	PROPN
cana-5280	367	7	h.	h.	PROPN
cana-5280	367	8	,	,	PUNCT
cana-5280	367	9	ghorbel	ghorbel	PROPN
cana-5280	367	10	,	,	PUNCT
cana-5280	367	11	e.	e.	PROPN
cana-5280	367	12	,	,	PUNCT
cana-5280	367	13	fares	fare	NOUN
cana-5280	367	14	,	,	PUNCT
cana-5280	367	15	h.	h.	PROPN
cana-5280	367	16	,	,	PUNCT
cana-5280	367	17	&	&	CCONJ
cana-5280	367	18	cousture	cousture	NOUN
cana-5280	367	19	,	,	PUNCT
cana-5280	367	20	a.	a.	NOUN
cana-5280	367	21	(	(	PUNCT
cana-5280	367	22	2019	2019	NUM
cana-5280	367	23	)	)	PUNCT
cana-5280	367	24	.	.	PUNCT
cana-5280	368	1	bacterial	bacterial	ADJ
cana-5280	368	2	self	self	NOUN
cana-5280	368	3	-	-	PUNCT
cana-5280	368	4	healing	healing	NOUN
cana-5280	368	5	of	of	ADP
cana-5280	368	6	concrete	concrete	ADJ
cana-5280	368	7	and	and	CCONJ
cana-5280	368	8	durability	durability	NOUN
cana-5280	368	9	assessment	assessment	NOUN
cana-5280	368	10	.	.	PUNCT
cana-5280	369	1	cement	cement	NOUN
cana-5280	369	2	and	and	CCONJ
cana-5280	369	3	concrete	concrete	ADJ
cana-5280	369	4	composites	composite	NOUN
cana-5280	369	5	,	,	PUNCT
cana-5280	369	6	104	104	NUM
cana-5280	369	7	,	,	PUNCT
cana-5280	369	8	103340	103340	NUM
cana-5280	369	9	.	.	PUNCT
cana-5280	370	1	communications	communication	NOUN
cana-5280	370	2	on	on	ADP
cana-5280	370	3	applied	apply	VERB
cana-5280	370	4	nonlinear	nonlinear	ADJ
cana-5280	370	5	analysis	analysis	NOUN
cana-5280	370	6	issn	issn	NOUN
cana-5280	370	7	:	:	PUNCT
cana-5280	370	8	1074	1074	NUM
cana-5280	370	9	-	-	PUNCT
cana-5280	370	10	133x	133x	NUM
cana-5280	370	11	vol	vol	VERB
cana-5280	370	12	32	32	NUM
cana-5280	370	13	no	no	NOUN
cana-5280	370	14	.	.	PUNCT
cana-5280	371	1	10s	10	NOUN
cana-5280	371	2	(	(	PUNCT
cana-5280	371	3	2025	2025	NUM
cana-5280	371	4	)	)	PUNCT
cana-5280	371	5	1730	1730	NUM
cana-5280	371	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	372	1	[	[	X
cana-5280	372	2	4	4	NUM
cana-5280	372	3	]	]	X
cana-5280	372	4	choi	choi	NOUN
cana-5280	372	5	,	,	PUNCT
cana-5280	372	6	h.	h.	PROPN
cana-5280	372	7	,	,	PUNCT
cana-5280	372	8	inoue	inoue	PROPN
cana-5280	372	9	,	,	PUNCT
cana-5280	372	10	m.	m.	NOUN
cana-5280	372	11	,	,	PUNCT
cana-5280	372	12	kwon	kwon	PROPN
cana-5280	372	13	,	,	PUNCT
cana-5280	372	14	s.	s.	PROPN
cana-5280	372	15	,	,	PUNCT
cana-5280	372	16	&	&	CCONJ
cana-5280	372	17	choi	choi	PROPN
cana-5280	372	18	,	,	PUNCT
cana-5280	372	19	h.	h.	PROPN
cana-5280	372	20	(	(	PUNCT
cana-5280	372	21	2020	2020	NUM
cana-5280	372	22	)	)	PUNCT
cana-5280	372	23	.	.	PUNCT
cana-5280	373	1	microstructural	microstructural	ADJ
cana-5280	373	2	characteristics	characteristic	NOUN
cana-5280	373	3	and	and	CCONJ
cana-5280	373	4	mechanical	mechanical	ADJ
cana-5280	373	5	properties	property	NOUN
cana-5280	373	6	of	of	ADP
cana-5280	373	7	concrete	concrete	NOUN
cana-5280	373	8	mixed	mix	VERB
cana-5280	373	9	with	with	ADP
cana-5280	373	10	biogenic	biogenic	ADJ
cana-5280	373	11	peptone	peptone	NOUN
cana-5280	373	12	and	and	CCONJ
cana-5280	373	13	calcium	calcium	NOUN
cana-5280	373	14	lactate	lactate	NOUN
cana-5280	373	15	:	:	PUNCT
cana-5280	373	16	a	a	DET
cana-5280	373	17	case	case	NOUN
cana-5280	373	18	study	study	NOUN
cana-5280	373	19	on	on	ADP
cana-5280	373	20	microbial	microbial	ADJ
cana-5280	373	21	self	self	NOUN
cana-5280	373	22	-	-	PUNCT
cana-5280	373	23	healing	heal	VERB
cana-5280	373	24	concrete	concrete	NOUN
cana-5280	373	25	using	use	VERB
cana-5280	373	26	artificial	artificial	ADJ
cana-5280	373	27	neural	neural	ADJ
cana-5280	373	28	networks	network	NOUN
cana-5280	373	29	.	.	PUNCT
cana-5280	374	1	applied	apply	VERB
cana-5280	374	2	sciences	science	NOUN
cana-5280	374	3	,	,	PUNCT
cana-5280	374	4	[	[	X
cana-5280	374	5	5	5	NUM
cana-5280	374	6	]	]	X
cana-5280	374	7	rajesh	rajesh	PROPN
cana-5280	374	8	,	,	PUNCT
cana-5280	374	9	a.	a.	PROPN
cana-5280	374	10	,	,	PUNCT
cana-5280	374	11	anand	anand	PROPN
cana-5280	374	12	kumar	kumar	PROPN
cana-5280	374	13	,	,	PUNCT
cana-5280	374	14	b.	b.	PROPN
cana-5280	374	15	g.	g.	PROPN
cana-5280	374	16	,	,	PUNCT
cana-5280	374	17	&	&	CCONJ
cana-5280	374	18	srinivas	srinivas	PROPN
cana-5280	374	19	,	,	PUNCT
cana-5280	374	20	r.	r.	PROPN
cana-5280	374	21	(	(	PUNCT
cana-5280	374	22	2020	2020	NUM
cana-5280	374	23	)	)	PUNCT
cana-5280	374	24	.	.	PUNCT
cana-5280	375	1	prediction	prediction	NOUN
cana-5280	375	2	of	of	ADP
cana-5280	375	3	compressive	compressive	ADJ
cana-5280	375	4	strength	strength	NOUN
cana-5280	375	5	of	of	ADP
cana-5280	375	6	bacterial	bacterial	ADJ
cana-5280	375	7	concrete	concrete	NOUN
cana-5280	375	8	using	use	VERB
cana-5280	375	9	artificial	artificial	ADJ
cana-5280	375	10	neural	neural	ADJ
cana-5280	375	11	network	network	NOUN
cana-5280	375	12	.	.	PUNCT
cana-5280	376	1	materials	material	NOUN
cana-5280	376	2	today	today	NOUN
cana-5280	376	3	:	:	PUNCT
cana-5280	376	4	proceedings	proceeding	NOUN
cana-5280	376	5	,	,	PUNCT
cana-5280	376	6	27	27	NUM
cana-5280	376	7	,	,	PUNCT
cana-5280	376	8	[	[	X
cana-5280	376	9	6	6	NUM
cana-5280	376	10	]	]	X
cana-5280	376	11	siddique	siddique	X
cana-5280	376	12	,	,	PUNCT
cana-5280	376	13	r.	r.	PROPN
cana-5280	376	14	,	,	PUNCT
cana-5280	376	15	nanda	nanda	ADV
cana-5280	376	16	,	,	PUNCT
cana-5280	376	17	v.	v.	ADV
cana-5280	376	18	,	,	PUNCT
cana-5280	376	19	kadri	kadri	PROPN
cana-5280	376	20	,	,	PUNCT
cana-5280	376	21	e.	e.	PROPN
cana-5280	376	22	h.	h.	PROPN
cana-5280	376	23	,	,	PUNCT
cana-5280	376	24	khan	khan	PROPN
cana-5280	376	25	,	,	PUNCT
cana-5280	376	26	m.	m.	NOUN
cana-5280	376	27	i.	i.	PROPN
cana-5280	376	28	,	,	PUNCT
cana-5280	376	29	singh	singh	PROPN
cana-5280	376	30	,	,	PUNCT
cana-5280	376	31	m.	m.	NOUN
cana-5280	376	32	,	,	PUNCT
cana-5280	376	33	&	&	CCONJ
cana-5280	376	34	rajor	rajor	PROPN
cana-5280	376	35	,	,	PUNCT
cana-5280	376	36	a.	a.	NOUN
cana-5280	376	37	(	(	PUNCT
cana-5280	376	38	2020	2020	NUM
cana-5280	376	39	)	)	PUNCT
cana-5280	376	40	.	.	PUNCT
cana-5280	377	1	influence	influence	NOUN
cana-5280	377	2	of	of	ADP
cana-5280	377	3	bacteria	bacteria	NOUN
cana-5280	377	4	on	on	ADP
cana-5280	377	5	compressive	compressive	ADJ
cana-5280	377	6	strength	strength	NOUN
cana-5280	377	7	and	and	CCONJ
cana-5280	377	8	permeation	permeation	NOUN
cana-5280	377	9	properties	property	NOUN
cana-5280	377	10	of	of	ADP
cana-5280	377	11	concrete	concrete	NOUN
cana-5280	377	12	made	make	VERB
cana-5280	377	13	with	with	ADP
cana-5280	377	14	cement	cement	NOUN
cana-5280	377	15	baghouse	baghouse	NOUN
cana-5280	377	16	filter	filter	NOUN
cana-5280	377	17	dust	dust	NOUN
cana-5280	377	18	.	.	PUNCT
cana-5280	378	1	construction	construction	NOUN
cana-5280	378	2	and	and	CCONJ
cana-5280	378	3	building	building	NOUN
cana-5280	378	4	materials	material	NOUN
cana-5280	378	5	,	,	PUNCT
cana-5280	378	6	106	106	NUM
cana-5280	378	7	,	,	PUNCT
cana-5280	378	8	119	119	NUM
cana-5280	378	9	-	-	SYM
cana-5280	378	10	129	129	NUM
cana-5280	378	11	.	.	PUNCT
cana-5280	379	1	[	[	X
cana-5280	379	2	7	7	NUM
cana-5280	379	3	]	]	X
cana-5280	379	4	reddy	reddy	NOUN
cana-5280	379	5	,	,	PUNCT
cana-5280	379	6	m.	m.	NOUN
cana-5280	379	7	v.	v.	PROPN
cana-5280	379	8	,	,	PUNCT
cana-5280	379	9	ramana	ramana	PROPN
cana-5280	379	10	,	,	PUNCT
cana-5280	379	11	k.	k.	PROPN
cana-5280	379	12	v.	v.	PROPN
cana-5280	379	13	,	,	PUNCT
cana-5280	379	14	&	&	CCONJ
cana-5280	379	15	reddy	reddy	PROPN
cana-5280	379	16	,	,	PUNCT
cana-5280	379	17	m.	m.	NOUN
cana-5280	379	18	m.	m.	NOUN
cana-5280	379	19	(	(	PUNCT
cana-5280	379	20	2020	2020	NUM
cana-5280	379	21	)	)	PUNCT
cana-5280	379	22	.	.	PUNCT
cana-5280	380	1	prediction	prediction	NOUN
cana-5280	380	2	of	of	ADP
cana-5280	380	3	strength	strength	NOUN
cana-5280	380	4	parameters	parameter	NOUN
cana-5280	380	5	of	of	ADP
cana-5280	380	6	bacterial	bacterial	ADJ
cana-5280	380	7	concrete	concrete	NOUN
cana-5280	380	8	using	use	VERB
cana-5280	380	9	artificial	artificial	ADJ
cana-5280	380	10	neural	neural	ADJ
cana-5280	380	11	networks	network	NOUN
cana-5280	380	12	.	.	PUNCT
cana-5280	381	1	iop	iop	PROPN
cana-5280	381	2	conference	conference	PROPN
cana-5280	381	3	series	series	PROPN
cana-5280	381	4	:	:	PUNCT
cana-5280	381	5	materials	material	NOUN
cana-5280	381	6	science	science	NOUN
cana-5280	381	7	and	and	CCONJ
cana-5280	381	8	engineering	engineering	NOUN
cana-5280	381	9	,	,	PUNCT
cana-5280	381	10	872(1	872(1	NUM
cana-5280	381	11	)	)	PUNCT
cana-5280	381	12	,	,	PUNCT
cana-5280	381	13	012160	012160	NUM
cana-5280	381	14	.	.	PUNCT
cana-5280	382	1	[	[	X
cana-5280	382	2	8	8	NUM
cana-5280	382	3	]	]	X
cana-5280	382	4	zhang	zhang	PROPN
cana-5280	382	5	,	,	PUNCT
cana-5280	382	6	j.	j.	PROPN
cana-5280	382	7	,	,	PUNCT
cana-5280	382	8	liu	liu	PROPN
cana-5280	382	9	,	,	PUNCT
cana-5280	382	10	y.	y.	PROPN
cana-5280	382	11	,	,	PUNCT
cana-5280	382	12	feng	feng	PROPN
cana-5280	382	13	,	,	PUNCT
cana-5280	382	14	t.	t.	PROPN
cana-5280	382	15	,	,	PUNCT
cana-5280	382	16	zhou	zhou	PROPN
cana-5280	382	17	,	,	PUNCT
cana-5280	382	18	m.	m.	NOUN
cana-5280	382	19	,	,	PUNCT
cana-5280	382	20	zhao	zhao	PROPN
cana-5280	382	21	,	,	PUNCT
cana-5280	382	22	l.	l.	PROPN
cana-5280	382	23	,	,	PUNCT
cana-5280	382	24	zhou	zhou	PROPN
cana-5280	382	25	,	,	PUNCT
cana-5280	382	26	a.	a.	PROPN
cana-5280	382	27	,	,	PUNCT
cana-5280	382	28	&	&	CCONJ
cana-5280	382	29	li	li	PROPN
cana-5280	382	30	,	,	PUNCT
cana-5280	382	31	z.	z.	PROPN
cana-5280	382	32	(	(	PUNCT
cana-5280	382	33	2020	2020	NUM
cana-5280	382	34	)	)	PUNCT
cana-5280	382	35	.	.	PUNCT
cana-5280	383	1	immobilizing	immobilize	VERB
cana-5280	383	2	bacteria	bacteria	NOUN
cana-5280	383	3	in	in	ADP
cana-5280	383	4	expanded	expand	VERB
cana-5280	383	5	perlite	perlite	NOUN
cana-5280	383	6	for	for	ADP
cana-5280	383	7	the	the	DET
cana-5280	383	8	crack	crack	NOUN
cana-5280	383	9	self	self	NOUN
cana-5280	383	10	-	-	PUNCT
cana-5280	383	11	healing	healing	NOUN
cana-5280	383	12	in	in	ADP
cana-5280	383	13	concrete	concrete	NOUN
cana-5280	383	14	.	.	PUNCT
cana-5280	384	1	construction	construction	NOUN
cana-5280	384	2	and	and	CCONJ
cana-5280	384	3	building	building	NOUN
cana-5280	384	4	materials	material	NOUN
cana-5280	384	5	,	,	PUNCT
cana-5280	384	6	247	247	NUM
cana-5280	384	7	,	,	PUNCT
cana-5280	384	8	118584	118584	NUM
cana-5280	384	9	.	.	PUNCT
cana-5280	385	1	[	[	X
cana-5280	385	2	9	9	NUM
cana-5280	385	3	]	]	SYM
cana-5280	385	4	aneja	aneja	PROPN
cana-5280	385	5	,	,	PUNCT
cana-5280	385	6	k.	k.	PROPN
cana-5280	385	7	r.	r.	PROPN
cana-5280	385	8	,	,	PUNCT
cana-5280	385	9	bhatti	bhatti	PROPN
cana-5280	385	10	,	,	PUNCT
cana-5280	385	11	r.	r.	PROPN
cana-5280	385	12	,	,	PUNCT
cana-5280	385	13	arora	arora	PROPN
cana-5280	385	14	,	,	PUNCT
cana-5280	385	15	n.	n.	PROPN
cana-5280	385	16	,	,	PUNCT
cana-5280	385	17	&	&	CCONJ
cana-5280	385	18	prakash	prakash	PROPN
cana-5280	385	19	,	,	PUNCT
cana-5280	385	20	s.	s.	PROPN
cana-5280	385	21	(	(	PUNCT
cana-5280	385	22	2021	2021	NUM
cana-5280	385	23	)	)	PUNCT
cana-5280	385	24	.	.	PUNCT
cana-5280	385	25	machine	machine	NOUN
cana-5280	385	26	learning	learn	VERB
cana-5280	385	27	techniques	technique	NOUN
cana-5280	385	28	for	for	ADP
cana-5280	385	29	optimization	optimization	NOUN
cana-5280	385	30	of	of	ADP
cana-5280	385	31	bacterial	bacterial	ADJ
cana-5280	385	32	concrete	concrete	NOUN
cana-5280	385	33	:	:	PUNCT
cana-5280	385	34	a	a	DET
cana-5280	385	35	step	step	NOUN
cana-5280	385	36	towards	towards	ADP
cana-5280	385	37	sustainable	sustainable	ADJ
cana-5280	385	38	construction	construction	NOUN
cana-5280	385	39	.	.	PUNCT
cana-5280	386	1	journal	journal	NOUN
cana-5280	386	2	of	of	ADP
cana-5280	386	3	cleaner	clean	ADJ
cana-5280	386	4	production	production	NOUN
cana-5280	386	5	,	,	PUNCT
cana-5280	386	6	280	280	NUM
cana-5280	386	7	,	,	PUNCT
cana-5280	386	8	124371	124371	NUM
cana-5280	386	9	.	.	PUNCT
cana-5280	387	1	[	[	X
cana-5280	387	2	10	10	NUM
cana-5280	387	3	]	]	X
cana-5280	387	4	bhaskar	bhaskar	NOUN
cana-5280	387	5	,	,	PUNCT
cana-5280	387	6	s.	s.	PROPN
cana-5280	387	7	,	,	PUNCT
cana-5280	387	8	hossain	hossain	PROPN
cana-5280	387	9	,	,	PUNCT
cana-5280	387	10	k.	k.	PROPN
cana-5280	387	11	m.	m.	PROPN
cana-5280	387	12	a.	a.	PROPN
cana-5280	387	13	,	,	PUNCT
cana-5280	387	14	lachemi	lachemi	ADV
cana-5280	387	15	,	,	PUNCT
cana-5280	387	16	m.	m.	NOUN
cana-5280	387	17	,	,	PUNCT
cana-5280	387	18	wolfaardt	wolfaardt	NOUN
cana-5280	387	19	,	,	PUNCT
cana-5280	387	20	g.	g.	PROPN
cana-5280	387	21	,	,	PUNCT
cana-5280	387	22	&	&	CCONJ
cana-5280	387	23	kroukamp	kroukamp	PROPN
cana-5280	387	24	,	,	PUNCT
cana-5280	387	25	o.	o.	NOUN
cana-5280	387	26	(	(	PUNCT
cana-5280	387	27	2021	2021	NUM
cana-5280	387	28	)	)	PUNCT
cana-5280	387	29	.	.	PUNCT
cana-5280	388	1	selfhealing	selfheale	VERB
cana-5280	388	2	bacterial	bacterial	ADJ
cana-5280	388	3	cementitious	cementitious	ADJ
cana-5280	388	4	composites	composite	NOUN
cana-5280	388	5	:	:	PUNCT
cana-5280	388	6	a	a	DET
cana-5280	388	7	systematic	systematic	ADJ
cana-5280	388	8	review	review	NOUN
cana-5280	388	9	of	of	ADP
cana-5280	388	10	performance	performance	NOUN
cana-5280	388	11	prediction	prediction	NOUN
cana-5280	388	12	models	model	NOUN
cana-5280	388	13	using	use	VERB
cana-5280	388	14	artificial	artificial	ADJ
cana-5280	388	15	neural	neural	ADJ
cana-5280	388	16	networks	network	NOUN
cana-5280	388	17	.	.	PUNCT
cana-5280	389	1	cement	cement	NOUN
cana-5280	389	2	and	and	CCONJ
cana-5280	389	3	concrete	concrete	ADJ
cana-5280	389	4	composites	composite	NOUN
cana-5280	389	5	,	,	PUNCT
cana-5280	389	6	121	121	NUM
cana-5280	389	7	,	,	PUNCT
cana-5280	389	8	104057	104057	NUM
cana-5280	389	9	.	.	PUNCT
cana-5280	390	1	[	[	X
cana-5280	390	2	11	11	NUM
cana-5280	390	3	]	]	X
cana-5280	390	4	kumar	kumar	PROPN
cana-5280	390	5	,	,	PUNCT
cana-5280	390	6	v.	v.	PROPN
cana-5280	390	7	r.	r.	PROPN
cana-5280	390	8	,	,	PUNCT
cana-5280	390	9	bhuvaneshwari	bhuvaneshwari	PROPN
cana-5280	390	10	,	,	PUNCT
cana-5280	390	11	b.	b.	PROPN
cana-5280	390	12	,	,	PUNCT
cana-5280	390	13	&	&	CCONJ
cana-5280	390	14	maheswaran	maheswaran	PROPN
cana-5280	390	15	,	,	PUNCT
cana-5280	390	16	s.	s.	PROPN
cana-5280	390	17	(	(	PUNCT
cana-5280	390	18	2021	2021	NUM
cana-5280	390	19	)	)	PUNCT
cana-5280	390	20	.	.	PUNCT
cana-5280	391	1	performance	performance	NOUN
cana-5280	391	2	prediction	prediction	NOUN
cana-5280	391	3	of	of	ADP
cana-5280	391	4	bacterial	bacterial	ADJ
cana-5280	391	5	concrete	concrete	NOUN
cana-5280	391	6	using	use	VERB
cana-5280	391	7	artificial	artificial	ADJ
cana-5280	391	8	neural	neural	ADJ
cana-5280	391	9	networks	network	NOUN
cana-5280	391	10	.	.	PUNCT
cana-5280	392	1	materials	material	NOUN
cana-5280	392	2	today	today	NOUN
cana-5280	392	3	:	:	PUNCT
cana-5280	392	4	proceedings	proceeding	NOUN
cana-5280	392	5	,	,	PUNCT
cana-5280	392	6	42	42	NUM
cana-5280	392	7	,	,	PUNCT
cana-5280	392	8	530	530	NUM
cana-5280	392	9	-	-	SYM
cana-5280	392	10	535	535	NUM
cana-5280	392	11	.	.	PUNCT
cana-5280	393	1	[	[	X
cana-5280	393	2	12	12	NUM
cana-5280	393	3	]	]	X
cana-5280	393	4	liu	liu	PROPN
cana-5280	393	5	,	,	PUNCT
cana-5280	393	6	s.	s.	PROPN
cana-5280	393	7	,	,	PUNCT
cana-5280	393	8	bundur	bundur	PROPN
cana-5280	393	9	,	,	PUNCT
cana-5280	393	10	z.	z.	PROPN
cana-5280	393	11	b.	b.	PROPN
cana-5280	393	12	,	,	PUNCT
cana-5280	393	13	zhu	zhu	PROPN
cana-5280	393	14	,	,	PUNCT
cana-5280	393	15	j.	j.	PROPN
cana-5280	393	16	,	,	PUNCT
cana-5280	393	17	&	&	CCONJ
cana-5280	393	18	ferron	ferron	PROPN
cana-5280	393	19	,	,	PUNCT
cana-5280	393	20	r.	r.	PROPN
cana-5280	393	21	d.	d.	PROPN
cana-5280	393	22	(	(	PUNCT
cana-5280	393	23	2021	2021	NUM
cana-5280	393	24	)	)	PUNCT
cana-5280	393	25	.	.	PUNCT
cana-5280	394	1	predicting	predict	VERB
cana-5280	394	2	carbonation	carbonation	NOUN
cana-5280	394	3	-	-	PUNCT
cana-5280	394	4	healing	healing	NOUN
cana-5280	394	5	of	of	ADP
cana-5280	394	6	cracks	crack	NOUN
cana-5280	394	7	in	in	ADP
cana-5280	394	8	concrete	concrete	ADJ
cana-5280	394	9	using	use	VERB
cana-5280	394	10	machine	machine	NOUN
cana-5280	394	11	learning	learning	NOUN
cana-5280	394	12	methods	method	NOUN
cana-5280	394	13	.	.	PUNCT
cana-5280	395	1	cement	cement	NOUN
cana-5280	395	2	and	and	CCONJ
cana-5280	395	3	concrete	concrete	ADJ
cana-5280	395	4	research	research	NOUN
cana-5280	395	5	,	,	PUNCT
cana-5280	395	6	147	147	NUM
cana-5280	395	7	,	,	PUNCT
cana-5280	395	8	106497	106497	NUM
cana-5280	395	9	.	.	PUNCT
cana-5280	396	1	[	[	X
cana-5280	396	2	13	13	NUM
cana-5280	396	3	]	]	SYM
cana-5280	396	4	snoeck	snoeck	NOUN
cana-5280	396	5	,	,	PUNCT
cana-5280	396	6	d.	d.	PROPN
cana-5280	396	7	,	,	PUNCT
cana-5280	396	8	wang	wang	PROPN
cana-5280	396	9	,	,	PUNCT
cana-5280	396	10	j.	j.	PROPN
cana-5280	396	11	,	,	PUNCT
cana-5280	396	12	bentz	bentz	PROPN
cana-5280	396	13	,	,	PUNCT
cana-5280	396	14	d.	d.	PROPN
cana-5280	396	15	p.	p.	PROPN
cana-5280	396	16	,	,	PUNCT
cana-5280	396	17	&	&	CCONJ
cana-5280	396	18	van	van	PROPN
cana-5280	396	19	vlierberghe	vlierberghe	NOUN
cana-5280	396	20	,	,	PUNCT
cana-5280	396	21	s.	s.	PROPN
cana-5280	396	22	(	(	PUNCT
cana-5280	396	23	2022	2022	NUM
cana-5280	396	24	)	)	PUNCT
cana-5280	396	25	.	.	PUNCT
cana-5280	397	1	applying	apply	VERB
cana-5280	397	2	machine	machine	NOUN
cana-5280	397	3	learning	learn	VERB
cana-5280	397	4	techniques	technique	NOUN
cana-5280	397	5	for	for	ADP
cana-5280	397	6	predicting	predict	VERB
cana-5280	397	7	the	the	DET
cana-5280	397	8	self	self	NOUN
cana-5280	397	9	-	-	PUNCT
cana-5280	397	10	healing	healing	NOUN
cana-5280	397	11	capability	capability	NOUN
cana-5280	397	12	of	of	ADP
cana-5280	397	13	cementitious	cementitious	ADJ
cana-5280	397	14	materials	material	NOUN
cana-5280	397	15	with	with	ADP
cana-5280	397	16	encapsulated	encapsulate	VERB
cana-5280	397	17	healing	healing	NOUN
cana-5280	397	18	agents	agent	NOUN
cana-5280	397	19	.	.	PUNCT
cana-5280	398	1	construction	construction	NOUN
cana-5280	398	2	and	and	CCONJ
cana-5280	398	3	building	building	NOUN
cana-5280	398	4	materials	material	NOUN
cana-5280	398	5	,	,	PUNCT
cana-5280	398	6	321	321	NUM
cana-5280	398	7	,	,	PUNCT
cana-5280	398	8	126328	126328	NUM
cana-5280	398	9	.	.	PUNCT
cana-5280	399	1	[	[	X
cana-5280	399	2	14	14	NUM
cana-5280	399	3	]	]	SYM
cana-5280	399	4	abo	abo	PROPN
cana-5280	399	5	-	-	PUNCT
cana-5280	399	6	el	el	NOUN
cana-5280	399	7	-	-	PUNCT
cana-5280	399	8	enein	enein	NOUN
cana-5280	399	9	,	,	PUNCT
cana-5280	399	10	s.	s.	PROPN
cana-5280	399	11	a.	a.	PROPN
cana-5280	399	12	,	,	PUNCT
cana-5280	399	13	ali	ali	PROPN
cana-5280	399	14	,	,	PUNCT
cana-5280	399	15	a.	a.	PROPN
cana-5280	399	16	h.	h.	PROPN
cana-5280	399	17	,	,	PUNCT
cana-5280	399	18	fahmy	fahmy	PROPN
cana-5280	399	19	,	,	PUNCT
cana-5280	399	20	w.	w.	PROPN
cana-5280	399	21	s.	s.	PROPN
cana-5280	399	22	,	,	PUNCT
cana-5280	399	23	&	&	CCONJ
cana-5280	399	24	khalil	khalil	PROPN
cana-5280	399	25	,	,	PUNCT
cana-5280	399	26	h.	h.	PROPN
cana-5280	399	27	a.	a.	PROPN
cana-5280	399	28	(	(	PUNCT
cana-5280	399	29	2022	2022	NUM
cana-5280	399	30	)	)	PUNCT
cana-5280	399	31	.	.	PUNCT
cana-5280	400	1	prediction	prediction	NOUN
cana-5280	400	2	of	of	ADP
cana-5280	400	3	self	self	NOUN
cana-5280	400	4	-	-	PUNCT
cana-5280	400	5	healing	heal	VERB
cana-5280	400	6	concrete	concrete	ADJ
cana-5280	400	7	properties	property	NOUN
cana-5280	400	8	incorporated	incorporate	VERB
cana-5280	400	9	with	with	ADP
cana-5280	400	10	bacteria	bacteria	NOUN
cana-5280	400	11	using	use	VERB
cana-5280	400	12	artificial	artificial	ADJ
cana-5280	400	13	neural	neural	ADJ
cana-5280	400	14	networks	network	NOUN
cana-5280	400	15	.	.	PUNCT
cana-5280	401	1	case	case	NOUN
cana-5280	401	2	studies	study	NOUN
cana-5280	401	3	in	in	ADP
cana-5280	401	4	construction	construction	NOUN
cana-5280	401	5	materials	material	NOUN
cana-5280	401	6	,	,	PUNCT
cana-5280	401	7	16	16	NUM
cana-5280	401	8	,	,	PUNCT
cana-5280	401	9	e01004	e01004	NOUN
cana-5280	401	10	.	.	PUNCT
cana-5280	402	1	[	[	X
cana-5280	402	2	15	15	NUM
cana-5280	402	3	]	]	X
cana-5280	402	4	jain	jain	PROPN
cana-5280	402	5	,	,	PUNCT
cana-5280	402	6	a.	a.	PROPN
cana-5280	402	7	,	,	PUNCT
cana-5280	402	8	gupta	gupta	PROPN
cana-5280	402	9	,	,	PUNCT
cana-5280	402	10	r.	r.	PROPN
cana-5280	402	11	,	,	PUNCT
cana-5280	402	12	&	&	CCONJ
cana-5280	402	13	chaudhary	chaudhary	PROPN
cana-5280	402	14	,	,	PUNCT
cana-5280	402	15	s.	s.	PROPN
cana-5280	402	16	(	(	PUNCT
cana-5280	402	17	2022	2022	NUM
cana-5280	402	18	)	)	PUNCT
cana-5280	402	19	.	.	PUNCT
cana-5280	403	1	artificial	artificial	ADJ
cana-5280	403	2	neural	neural	ADJ
cana-5280	403	3	network	network	NOUN
cana-5280	403	4	-	-	PUNCT
cana-5280	403	5	based	base	VERB
cana-5280	403	6	prediction	prediction	NOUN
cana-5280	403	7	model	model	NOUN
cana-5280	403	8	for	for	ADP
cana-5280	403	9	crack	crack	NOUN
cana-5280	403	10	-	-	PUNCT
cana-5280	403	11	healing	healing	NOUN
cana-5280	403	12	in	in	ADP
cana-5280	403	13	bacterial	bacterial	ADJ
cana-5280	403	14	concrete	concrete	ADJ
cana-5280	403	15	incorporating	incorporate	VERB
cana-5280	403	16	industrial	industrial	ADJ
cana-5280	403	17	waste	waste	NOUN
cana-5280	403	18	.	.	PUNCT
cana-5280	404	1	journal	journal	NOUN
cana-5280	404	2	of	of	ADP
cana-5280	404	3	building	build	VERB
cana-5280	404	4	engineering	engineering	NOUN
cana-5280	404	5	,	,	PUNCT
cana-5280	404	6	52	52	NUM
cana-5280	404	7	,	,	PUNCT
cana-5280	404	8	104347	104347	NUM
cana-5280	404	9	.	.	PUNCT
cana-5280	405	1	[	[	X
cana-5280	405	2	16	16	NUM
cana-5280	405	3	]	]	PUNCT
cana-5280	405	4	xu	xu	PROPN
cana-5280	405	5	,	,	PUNCT
cana-5280	405	6	x.	x.	PROPN
cana-5280	405	7	,	,	PUNCT
cana-5280	405	8	ji	ji	PROPN
cana-5280	405	9	,	,	PUNCT
cana-5280	405	10	t.	t.	PROPN
cana-5280	405	11	,	,	PUNCT
cana-5280	405	12	wu	wu	PROPN
cana-5280	405	13	,	,	PUNCT
cana-5280	405	14	m.	m.	NOUN
cana-5280	405	15	,	,	PUNCT
cana-5280	405	16	&	&	CCONJ
cana-5280	405	17	yang	yang	PROPN
cana-5280	405	18	,	,	PUNCT
cana-5280	405	19	w.	w.	PROPN
cana-5280	405	20	(	(	PUNCT
cana-5280	405	21	2023	2023	NUM
cana-5280	405	22	)	)	PUNCT
cana-5280	405	23	.	.	PUNCT
cana-5280	406	1	ml	ml	VERB
cana-5280	406	2	-	-	PUNCT
cana-5280	406	3	based	base	VERB
cana-5280	406	4	prediction	prediction	NOUN
cana-5280	406	5	of	of	ADP
cana-5280	406	6	crack	crack	VERB
cana-5280	406	7	healing	healing	NOUN
cana-5280	406	8	rate	rate	NOUN
cana-5280	406	9	in	in	ADP
cana-5280	406	10	bacterial	bacterial	ADJ
cana-5280	406	11	concretes	concrete	NOUN
cana-5280	406	12	:	:	PUNCT
cana-5280	406	13	comparative	comparative	ADJ
cana-5280	406	14	analysis	analysis	NOUN
cana-5280	406	15	of	of	ADP
cana-5280	406	16	ann	ann	PROPN
cana-5280	406	17	,	,	PUNCT
cana-5280	406	18	svm	svm	PROPN
cana-5280	406	19	,	,	PUNCT
cana-5280	406	20	and	and	CCONJ
cana-5280	406	21	rf	rf	NOUN
cana-5280	406	22	approaches	approach	NOUN
cana-5280	406	23	.	.	PUNCT
cana-5280	407	1	construction	construction	NOUN
cana-5280	407	2	and	and	CCONJ
cana-5280	407	3	building	building	NOUN
cana-5280	407	4	materials	material	NOUN
cana-5280	407	5	,	,	PUNCT
cana-5280	407	6	365	365	NUM
cana-5280	407	7	,	,	PUNCT
cana-5280	407	8	130089	130089	NUM
cana-5280	407	9	.	.	PUNCT
cana-5280	408	1	[	[	X
cana-5280	408	2	17	17	NUM
cana-5280	408	3	]	]	X
cana-5280	408	4	patel	patel	PROPN
cana-5280	408	5	,	,	PUNCT
cana-5280	408	6	h.	h.	PROPN
cana-5280	408	7	r.	r.	PROPN
cana-5280	408	8	,	,	PUNCT
cana-5280	408	9	shah	shah	PROPN
cana-5280	408	10	,	,	PUNCT
cana-5280	408	11	s.	s.	PROPN
cana-5280	408	12	k.	k.	PROPN
cana-5280	408	13	,	,	PUNCT
cana-5280	408	14	&	&	CCONJ
cana-5280	408	15	patel	patel	PROPN
cana-5280	408	16	,	,	PUNCT
cana-5280	408	17	j.	j.	PROPN
cana-5280	408	18	a.	a.	PROPN
cana-5280	408	19	(	(	PUNCT
cana-5280	408	20	2023	2023	NUM
cana-5280	408	21	)	)	PUNCT
cana-5280	408	22	.	.	PUNCT
cana-5280	409	1	development	development	NOUN
cana-5280	409	2	of	of	ADP
cana-5280	409	3	intelligent	intelligent	ADJ
cana-5280	409	4	prediction	prediction	NOUN
cana-5280	409	5	models	model	NOUN
cana-5280	409	6	for	for	ADP
cana-5280	409	7	bacterial	bacterial	ADJ
cana-5280	409	8	concrete	concrete	ADJ
cana-5280	409	9	performance	performance	NOUN
cana-5280	409	10	using	use	VERB
cana-5280	409	11	hybrid	hybrid	ADJ
cana-5280	409	12	neural	neural	ADJ
cana-5280	409	13	networks	network	NOUN
cana-5280	409	14	and	and	CCONJ
cana-5280	409	15	genetic	genetic	ADJ
cana-5280	409	16	algorithms	algorithm	NOUN
cana-5280	409	17	.	.	PUNCT
cana-5280	410	1	sustainability	sustainability	NOUN
cana-5280	410	2	,	,	PUNCT
cana-5280	410	3	15(5	15(5	NUM
cana-5280	410	4	)	)	PUNCT
cana-5280	410	5	,	,	PUNCT
cana-5280	410	6	4329	4329	NUM
cana-5280	410	7	.	.	PUNCT
cana-5280	411	1	[	[	X
cana-5280	411	2	18	18	NUM
cana-5280	411	3	]	]	X
cana-5280	411	4	chen	chen	PROPN
cana-5280	411	5	,	,	PUNCT
cana-5280	411	6	y.	y.	PROPN
cana-5280	411	7	,	,	PUNCT
cana-5280	411	8	zhang	zhang	PROPN
cana-5280	411	9	,	,	PUNCT
cana-5280	411	10	l.	l.	PROPN
cana-5280	411	11	,	,	PUNCT
cana-5280	411	12	wang	wang	PROPN
cana-5280	411	13	,	,	PUNCT
cana-5280	411	14	t.	t.	PROPN
cana-5280	411	15	,	,	PUNCT
cana-5280	411	16	&	&	CCONJ
cana-5280	411	17	li	li	PROPN
cana-5280	411	18	,	,	PUNCT
cana-5280	411	19	h.	h.	PROPN
cana-5280	411	20	(	(	PUNCT
cana-5280	411	21	2023	2023	NUM
cana-5280	411	22	)	)	PUNCT
cana-5280	411	23	.	.	PUNCT
cana-5280	412	1	deep	deep	ADJ
cana-5280	412	2	learning	learning	NOUN
cana-5280	412	3	approaches	approach	NOUN
cana-5280	412	4	for	for	ADP
cana-5280	412	5	predicting	predict	VERB
cana-5280	412	6	calcium	calcium	NOUN
cana-5280	412	7	carbonate	carbonate	NOUN
cana-5280	412	8	precipitation	precipitation	NOUN
cana-5280	412	9	in	in	ADP
cana-5280	412	10	micp	micp	ADV
cana-5280	412	11	-	-	PUNCT
cana-5280	412	12	treated	treat	VERB
cana-5280	412	13	concrete	concrete	NOUN
cana-5280	412	14	:	:	PUNCT
cana-5280	412	15	a	a	DET
cana-5280	412	16	state	state	NOUN
cana-5280	412	17	-	-	PUNCT
cana-5280	412	18	of	of	ADP
cana-5280	412	19	-	-	PUNCT
cana-5280	412	20	the	the	DET
cana-5280	412	21	-	-	PUNCT
cana-5280	412	22	art	art	NOUN
cana-5280	412	23	review	review	NOUN
cana-5280	412	24	.	.	PUNCT
cana-5280	413	1	journal	journal	NOUN
cana-5280	413	2	of	of	ADP
cana-5280	413	3	cleaner	clean	ADJ
cana-5280	413	4	production	production	NOUN
cana-5280	413	5	,	,	PUNCT
cana-5280	413	6	392	392	NUM
cana-5280	413	7	,	,	PUNCT
cana-5280	413	8	136297	136297	NUM
cana-5280	413	9	.	.	PUNCT
cana-5280	414	1	communications	communication	NOUN
cana-5280	414	2	on	on	ADP
cana-5280	414	3	applied	apply	VERB
cana-5280	414	4	nonlinear	nonlinear	ADJ
cana-5280	414	5	analysis	analysis	NOUN
cana-5280	414	6	issn	issn	NOUN
cana-5280	414	7	:	:	PUNCT
cana-5280	414	8	1074	1074	NUM
cana-5280	414	9	-	-	PUNCT
cana-5280	414	10	133x	133x	NUM
cana-5280	414	11	vol	vol	VERB
cana-5280	414	12	32	32	NUM
cana-5280	414	13	no	no	NOUN
cana-5280	414	14	.	.	PUNCT
cana-5280	415	1	10s	10	NOUN
cana-5280	415	2	(	(	PUNCT
cana-5280	415	3	2025	2025	NUM
cana-5280	415	4	)	)	PUNCT
cana-5280	415	5	1731	1731	NUM
cana-5280	415	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	416	1	[	[	X
cana-5280	416	2	19	19	NUM
cana-5280	416	3	]	]	X
cana-5280	416	4	raval	raval	NOUN
cana-5280	416	5	,	,	PUNCT
cana-5280	416	6	m.	m.	NOUN
cana-5280	416	7	,	,	PUNCT
cana-5280	416	8	patel	patel	PROPN
cana-5280	416	9	,	,	PUNCT
cana-5280	416	10	d.	d.	PROPN
cana-5280	416	11	,	,	PUNCT
cana-5280	416	12	&	&	CCONJ
cana-5280	416	13	shah	shah	PROPN
cana-5280	416	14	,	,	PUNCT
cana-5280	416	15	b.	b.	PROPN
cana-5280	416	16	(	(	PUNCT
cana-5280	416	17	2024	2024	NUM
cana-5280	416	18	)	)	PUNCT
cana-5280	416	19	.	.	PUNCT
cana-5280	417	1	ensemble	ensemble	ADJ
cana-5280	417	2	neural	neural	ADJ
cana-5280	417	3	network	network	NOUN
cana-5280	417	4	approach	approach	NOUN
cana-5280	417	5	for	for	ADP
cana-5280	417	6	durability	durability	NOUN
cana-5280	417	7	prediction	prediction	NOUN
cana-5280	417	8	of	of	ADP
cana-5280	417	9	bacterial	bacterial	ADJ
cana-5280	417	10	concrete	concrete	NOUN
cana-5280	417	11	under	under	ADP
cana-5280	417	12	variable	variable	ADJ
cana-5280	417	13	environmental	environmental	ADJ
cana-5280	417	14	conditions	condition	NOUN
cana-5280	417	15	.	.	PUNCT
cana-5280	418	1	construction	construction	NOUN
cana-5280	418	2	and	and	CCONJ
cana-5280	418	3	building	building	NOUN
cana-5280	418	4	materials	material	NOUN
cana-5280	418	5	,	,	PUNCT
cana-5280	418	6	405	405	NUM
cana-5280	418	7	,	,	PUNCT
cana-5280	418	8	134512	134512	NUM
cana-5280	418	9	.	.	PUNCT
cana-5280	419	1	[	[	X
cana-5280	419	2	20	20	NUM
cana-5280	419	3	]	]	X
cana-5280	419	4	goyal	goyal	PROPN
cana-5280	419	5	,	,	PUNCT
cana-5280	419	6	s.	s.	PROPN
cana-5280	419	7	,	,	PUNCT
cana-5280	419	8	kumar	kumar	PROPN
cana-5280	419	9	,	,	PUNCT
cana-5280	419	10	m.	m.	NOUN
cana-5280	419	11	,	,	PUNCT
cana-5280	419	12	&	&	CCONJ
cana-5280	419	13	singh	singh	PROPN
cana-5280	419	14	,	,	PUNCT
cana-5280	419	15	n.	n.	PROPN
cana-5280	419	16	b.	b.	PROPN
cana-5280	419	17	(	(	PUNCT
cana-5280	419	18	2024	2024	NUM
cana-5280	419	19	)	)	PUNCT
cana-5280	419	20	.	.	PUNCT
cana-5280	420	1	novel	novel	ADJ
cana-5280	420	2	optimization	optimization	NOUN
cana-5280	420	3	framework	framework	NOUN
cana-5280	420	4	using	use	VERB
cana-5280	420	5	convolutional	convolutional	ADJ
cana-5280	420	6	neural	neural	ADJ
cana-5280	420	7	networks	network	NOUN
cana-5280	420	8	for	for	ADP
cana-5280	420	9	predicting	predict	VERB
cana-5280	420	10	crack	crack	NOUN
cana-5280	420	11	healing	healing	NOUN
cana-5280	420	12	efficiency	efficiency	NOUN
cana-5280	420	13	in	in	ADP
cana-5280	420	14	bacterial	bacterial	ADJ
cana-5280	420	15	concrete	concrete	ADJ
cana-5280	420	16	structures	structure	NOUN
cana-5280	420	17	.	.	PUNCT
cana-5280	421	1	cement	cement	NOUN
cana-5280	421	2	and	and	CCONJ
cana-5280	421	3	concrete	concrete	ADJ
cana-5280	421	4	research	research	NOUN
cana-5280	421	5	,	,	PUNCT
cana-5280	421	6	176	176	NUM
cana-5280	421	7	,	,	PUNCT
cana-5280	421	8	107293	107293	NUM
cana-5280	421	9	.	.	PUNCT
cana-5280	422	1	[	[	X
cana-5280	422	2	21	21	NUM
cana-5280	422	3	]	]	X
cana-5280	422	4	nilesh	nilesh	PROPN
cana-5280	422	5	zanjad	zanjad	PROPN
cana-5280	422	6	,	,	PUNCT
cana-5280	422	7	shantanu	shantanu	PROPN
cana-5280	422	8	pawar	pawar	PROPN
cana-5280	422	9	and	and	CCONJ
cana-5280	422	10	chittaranjan	chittaranjan	PROPN
cana-5280	422	11	nayak	nayak	PROPN
cana-5280	422	12	.	.	PUNCT
cana-5280	423	1	(	(	PUNCT
cana-5280	423	2	2024	2024	NUM
cana-5280	423	3	)	)	PUNCT
cana-5280	423	4	.	.	PUNCT
cana-5280	424	1	experimental	experimental	ADJ
cana-5280	424	2	study	study	NOUN
cana-5280	424	3	on	on	ADP
cana-5280	424	4	different	different	ADJ
cana-5280	424	5	properties	property	NOUN
cana-5280	424	6	of	of	ADP
cana-5280	424	7	cenosphere	cenosphere	NOUN
cana-5280	424	8	based	base	VERB
cana-5280	424	9	concrete	concrete	ADJ
cana-5280	424	10	using	use	VERB
cana-5280	424	11	calcium	calcium	NOUN
cana-5280	424	12	lactate	lactate	NOUN
cana-5280	424	13	,	,	PUNCT
cana-5280	424	14	sigma	sigma	PROPN
cana-5280	424	15	journal	journal	PROPN
cana-5280	424	16	of	of	ADP
cana-5280	424	17	engineering	engineering	NOUN
cana-5280	424	18	and	and	CCONJ
cana-5280	424	19	natural	natural	ADJ
cana-5280	424	20	sciences	science	NOUN
cana-5280	424	21	,	,	PUNCT
cana-5280	424	22	42,6	42,6	NOUN
cana-5280	424	23	,	,	PUNCT
cana-5280	424	24	1786−1796	1786−1796	NUM
cana-5280	424	25	.	.	PUNCT
cana-5280	425	1	[	[	X
cana-5280	425	2	22	22	NUM
cana-5280	425	3	]	]	X
cana-5280	425	4	nilesh	nilesh	PROPN
cana-5280	425	5	zanjad	zanjad	PROPN
cana-5280	425	6	,	,	PUNCT
cana-5280	425	7	shantanu	shantanu	PROPN
cana-5280	425	8	pawar	pawar	PROPN
cana-5280	425	9	and	and	CCONJ
cana-5280	425	10	chittaranjan	chittaranjan	PROPN
cana-5280	425	11	nayak	nayak	PROPN
cana-5280	425	12	(	(	PUNCT
cana-5280	425	13	2024	2024	NUM
cana-5280	425	14	)	)	PUNCT
cana-5280	425	15	.	.	PUNCT
cana-5280	426	1	self	self	NOUN
cana-5280	426	2	-	-	PUNCT
cana-5280	426	3	healing	heal	VERB
cana-5280	426	4	molecular	molecular	ADJ
cana-5280	426	5	biology	biology	NOUN
cana-5280	426	6	for	for	ADP
cana-5280	426	7	microbial	microbial	ADJ
cana-5280	426	8	concrete	concrete	NOUN
cana-5280	426	9	:	:	PUNCT
cana-5280	426	10	a	a	DET
cana-5280	426	11	review	review	NOUN
cana-5280	426	12	,	,	PUNCT
cana-5280	426	13	macromolecular	macromolecular	PROPN
cana-5280	426	14	symposia	symposia	NOUN
cana-5280	426	15	,	,	PUNCT
cana-5280	426	16	413	413	NUM
cana-5280	426	17	,	,	PUNCT
cana-5280	426	18	1	1	NUM
cana-5280	426	19	,	,	PUNCT
cana-5280	426	20	2300001	2300001	NUM
cana-5280	426	21	.	.	PUNCT
cana-5280	427	1	[	[	X
cana-5280	427	2	23	23	NUM
cana-5280	427	3	]	]	X
cana-5280	427	4	nilesh	nilesh	PROPN
cana-5280	427	5	zanjad	zanjad	PROPN
cana-5280	427	6	,	,	PUNCT
cana-5280	427	7	shantanu	shantanu	PROPN
cana-5280	427	8	pawar	pawar	PROPN
cana-5280	427	9	,	,	PUNCT
cana-5280	427	10	chittaranjan	chittaranjan	PROPN
cana-5280	427	11	nayak	nayak	PROPN
cana-5280	427	12	,	,	PUNCT
cana-5280	427	13	(	(	PUNCT
cana-5280	427	14	2024	2024	NUM
cana-5280	427	15	)	)	PUNCT
cana-5280	427	16	review	review	NOUN
cana-5280	427	17	on	on	ADP
cana-5280	427	18	application	application	NOUN
cana-5280	427	19	of	of	ADP
cana-5280	427	20	lightweight	lightweight	ADJ
cana-5280	427	21	cenosphere	cenosphere	NOUN
cana-5280	427	22	in	in	ADP
cana-5280	427	23	construction	construction	NOUN
cana-5280	427	24	material	material	NOUN
cana-5280	427	25	,	,	PUNCT
cana-5280	427	26	macromolecular	macromolecular	NOUN
cana-5280	427	27	symposia	symposia	NOUN
cana-5280	427	28	,	,	PUNCT
cana-5280	427	29	413	413	NUM
cana-5280	427	30	,	,	PUNCT
cana-5280	427	31	1	1	NUM
cana-5280	427	32	,	,	PUNCT
cana-5280	427	33	2300006	2300006	NUM
cana-5280	427	34	.	.	PUNCT
cana-5280	428	1	[	[	X
cana-5280	428	2	24	24	NUM
cana-5280	428	3	]	]	X
cana-5280	428	4	shriram	shriram	PROPN
cana-5280	428	5	n.	n.	PROPN
cana-5280	428	6	bengal	bengal	PROPN
cana-5280	428	7	,	,	PUNCT
cana-5280	428	8	sujesh	sujesh	PROPN
cana-5280	428	9	ghodmar	ghodmar	PROPN
cana-5280	428	10	,	,	PUNCT
cana-5280	428	11	chittaranjan	chittaranjan	PROPN
cana-5280	428	12	b.	b.	PROPN
cana-5280	428	13	nayak	nayak	PROPN
cana-5280	428	14	,	,	PUNCT
cana-5280	428	15	anjul	anjul	PROPN
cana-5280	428	16	tomar	tomar	PROPN
cana-5280	428	17	(	(	PUNCT
cana-5280	428	18	2024	2024	NUM
cana-5280	428	19	)	)	PUNCT
cana-5280	428	20	organic	organic	ADJ
cana-5280	428	21	admixtures	admixture	NOUN
cana-5280	428	22	as	as	ADP
cana-5280	428	23	additive	additive	NOUN
cana-5280	428	24	:	:	PUNCT
cana-5280	428	25	an	an	DET
cana-5280	428	26	initiative	initiative	NOUN
cana-5280	428	27	to	to	PART
cana-5280	428	28	reduce	reduce	VERB
cana-5280	428	29	carbon	carbon	NOUN
cana-5280	428	30	dioxide	dioxide	NOUN
cana-5280	428	31	emission	emission	NOUN
cana-5280	428	32	due	due	ADP
cana-5280	428	33	to	to	ADP
cana-5280	428	34	concrete	concrete	ADJ
cana-5280	428	35	,	,	PUNCT
cana-5280	428	36	413	413	NUM
cana-5280	428	37	,	,	PUNCT
cana-5280	428	38	1	1	NUM
cana-5280	428	39	,	,	PUNCT
cana-5280	428	40	2300011	2300011	NUM
cana-5280	428	41	.	.	PUNCT
cana-5280	429	1	[	[	X
cana-5280	429	2	25	25	NUM
cana-5280	429	3	]	]	PUNCT
cana-5280	429	4	chittaranjan	chittaranjan	PROPN
cana-5280	429	5	nayak	nayak	PROPN
cana-5280	429	6	anil	anil	PROPN
cana-5280	429	7	disale	disale	PROPN
cana-5280	429	8	nagesh	nagesh	PROPN
cana-5280	429	9	suryawanshi	suryawanshi	PROPN
cana-5280	429	10	,	,	PUNCT
cana-5280	429	11	nitin	nitin	PROPN
cana-5280	429	12	jadhav	jadhav	PROPN
cana-5280	429	13	umesh	umesh	PROPN
cana-5280	429	14	,	,	PUNCT
cana-5280	429	15	jagdale	jagdale	PROPN
cana-5280	429	16	gauri	gauri	PROPN
cana-5280	429	17	bhoite	bhoite	PROPN
cana-5280	429	18	,	,	PUNCT
cana-5280	429	19	sunil	sunil	PROPN
cana-5280	429	20	thakare	thakare	PROPN
cana-5280	429	21	,	,	PUNCT
cana-5280	429	22	shri	shri	PROPN
cana-5280	429	23	prakash	prakash	PROPN
cana-5280	429	24	pandey	pandey	PROPN
cana-5280	429	25	(	(	PUNCT
cana-5280	429	26	2024	2024	NUM
cana-5280	429	27	)	)	PUNCT
cana-5280	429	28	monitoring	monitoring	NOUN
cana-5280	429	29	and	and	CCONJ
cana-5280	429	30	accelerating	accelerate	VERB
cana-5280	429	31	methods	method	NOUN
cana-5280	429	32	of	of	ADP
cana-5280	429	33	corrosion	corrosion	NOUN
cana-5280	429	34	for	for	ADP
cana-5280	429	35	reinforced	reinforce	VERB
cana-5280	429	36	concrete	concrete	NOUN
cana-5280	429	37	:	:	PUNCT
cana-5280	429	38	a	a	DET
cana-5280	429	39	review	review	NOUN
cana-5280	429	40	macromolecular	macromolecular	NOUN
cana-5280	429	41	symposia	symposia	NOUN
cana-5280	429	42	,	,	PUNCT
cana-5280	429	43	413	413	NUM
cana-5280	429	44	,	,	PUNCT
cana-5280	429	45	1	1	NUM
cana-5280	429	46	,	,	PUNCT
cana-5280	429	47	2300010	2300010	NUM
cana-5280	429	48	.	.	PUNCT
cana-5280	430	1	[	[	X
cana-5280	430	2	26	26	NUM
cana-5280	430	3	]	]	X
cana-5280	430	4	anil	anil	PROPN
cana-5280	430	5	disale	disale	PROPN
cana-5280	430	6	,	,	PUNCT
cana-5280	430	7	chittaranjan	chittaranjan	PROPN
cana-5280	430	8	nayak	nayak	PROPN
cana-5280	430	9	,	,	PUNCT
cana-5280	430	10	nagesh	nagesh	PROPN
cana-5280	430	11	suryawanshi	suryawanshi	PROPN
cana-5280	430	12	,	,	PUNCT
cana-5280	430	13	nitin	nitin	PROPN
cana-5280	430	14	jadhav	jadhav	PROPN
cana-5280	430	15	,	,	PUNCT
cana-5280	430	16	umesh	umesh	PROPN
cana-5280	430	17	jagdale	jagdale	PROPN
cana-5280	430	18	,	,	PUNCT
cana-5280	430	19	gunwant	gunwant	ADJ
cana-5280	430	20	kate	kate	PROPN
cana-5280	430	21	,	,	PUNCT
cana-5280	430	22	sunil	sunil	PROPN
cana-5280	430	23	thakare	thakare	PROPN
cana-5280	430	24	,	,	PUNCT
cana-5280	430	25	shri	shri	PROPN
cana-5280	430	26	prakash	prakash	PROPN
cana-5280	430	27	pandey	pandey	PROPN
cana-5280	430	28	,	,	PUNCT
cana-5280	430	29	prakhakar	prakhakar	NOUN
cana-5280	430	30	sharma	sharma	PROPN
cana-5280	430	31	,	,	PUNCT
cana-5280	430	32	amit	amit	PROPN
cana-5280	430	33	saxena	saxena	PROPN
cana-5280	430	34	(	(	PUNCT
cana-5280	430	35	2024	2024	NUM
cana-5280	430	36	)	)	PUNCT
cana-5280	430	37	evaluating	evaluate	VERB
cana-5280	430	38	properties	property	NOUN
cana-5280	430	39	of	of	ADP
cana-5280	430	40	green	green	ADJ
cana-5280	430	41	concrete	concrete	NOUN
cana-5280	430	42	produced	produce	VERB
cana-5280	430	43	using	use	VERB
cana-5280	430	44	waste	waste	NOUN
cana-5280	430	45	marble	marble	NOUN
cana-5280	430	46	powder	powder	NOUN
cana-5280	430	47	,	,	PUNCT
cana-5280	430	48	quarry	quarry	NOUN
cana-5280	430	49	dust	dust	NOUN
cana-5280	430	50	,	,	PUNCT
cana-5280	430	51	and	and	CCONJ
cana-5280	430	52	paper	paper	NOUN
cana-5280	430	53	pulp	pulp	NOUN
cana-5280	430	54	evaluating	evaluating	NOUN
cana-5280	430	55	properties	property	NOUN
cana-5280	430	56	of	of	ADP
cana-5280	430	57	green	green	ADJ
cana-5280	430	58	concrete	concrete	NOUN
cana-5280	430	59	produced	produce	VERB
cana-5280	430	60	.	.	PUNCT
cana-5280	431	1	using	use	VERB
cana-5280	431	2	waste	waste	NOUN
cana-5280	431	3	marble	marble	NOUN
cana-5280	431	4	powder	powder	NOUN
cana-5280	431	5	,	,	PUNCT
cana-5280	431	6	quarry	quarry	NOUN
cana-5280	431	7	dust	dust	NOUN
cana-5280	431	8	,	,	PUNCT
cana-5280	431	9	and	and	CCONJ
cana-5280	431	10	paper	paper	NOUN
cana-5280	431	11	pulp	pulp	NOUN
cana-5280	431	12	,	,	PUNCT
cana-5280	431	13	macromolecular	macromolecular	NOUN
cana-5280	431	14	symposia	symposia	NOUN
cana-5280	431	15	,	,	PUNCT
cana-5280	431	16	413	413	NUM
cana-5280	431	17	,	,	PUNCT
cana-5280	431	18	1	1	NUM
cana-5280	431	19	,	,	PUNCT
cana-5280	431	20	2300009	2300009	NUM
cana-5280	431	21	.	.	PUNCT
cana-5280	432	1	[	[	X
cana-5280	432	2	27	27	NUM
cana-5280	432	3	]	]	X
cana-5280	432	4	anil	anil	PROPN
cana-5280	432	5	disale	disale	PROPN
cana-5280	432	6	,	,	PUNCT
cana-5280	432	7	chittaranjan	chittaranjan	PROPN
cana-5280	432	8	nayak	nayak	PROPN
cana-5280	432	9	,	,	PUNCT
cana-5280	432	10	nagesh	nagesh	PROPN
cana-5280	432	11	suryawanshi	suryawanshi	PROPN
cana-5280	432	12	,	,	PUNCT
cana-5280	432	13	nitin	nitin	PROPN
cana-5280	432	14	jadhav	jadhav	PROPN
cana-5280	432	15	,	,	PUNCT
cana-5280	432	16	umesh	umesh	PROPN
cana-5280	432	17	jagdale	jagdale	PROPN
cana-5280	432	18	,	,	PUNCT
cana-5280	432	19	sunil	sunil	PROPN
cana-5280	432	20	thakare	thakare	PROPN
cana-5280	432	21	,	,	PUNCT
cana-5280	432	22	shri	shri	PROPN
cana-5280	432	23	prakash	prakash	PROPN
cana-5280	432	24	pandeyprakhakar	pandeyprakhakar	PROPN
cana-5280	432	25	sharma	sharma	PROPN
cana-5280	432	26	,	,	PUNCT
cana-5280	432	27	amit	amit	PROPN
cana-5280	432	28	saxena	saxena	PROPN
cana-5280	432	29	,	,	PUNCT
cana-5280	432	30	gunwant	gunwant	ADJ
cana-5280	432	31	kate	kate	PROPN
cana-5280	432	32	(	(	PUNCT
cana-5280	432	33	2024	2024	NUM
cana-5280	432	34	)	)	PUNCT
cana-5280	432	35	evaluation	evaluation	NOUN
cana-5280	432	36	of	of	ADP
cana-5280	432	37	properties	property	NOUN
cana-5280	432	38	of	of	ADP
cana-5280	432	39	concrete	concrete	NOUN
cana-5280	432	40	without	without	ADP
cana-5280	432	41	cement	cement	NOUN
cana-5280	432	42	produced	produce	VERB
cana-5280	432	43	.	.	PUNCT
cana-5280	433	1	using	use	VERB
cana-5280	433	2	fly	fly	NOUN
cana-5280	433	3	ash	ash	NOUN
cana-5280	433	4	-	-	PUNCT
cana-5280	433	5	based	base	VERB
cana-5280	433	6	geopolymer	geopolymer	NOUN
cana-5280	433	7	,	,	PUNCT
cana-5280	433	8	macromolecular	macromolecular	NOUN
cana-5280	433	9	symposia	symposia	NOUN
cana-5280	433	10	,	,	PUNCT
cana-5280	433	11	413	413	NUM
cana-5280	433	12	,	,	PUNCT
cana-5280	433	13	1	1	NUM
cana-5280	433	14	,	,	PUNCT
cana-5280	433	15	2300003	2300003	NUM
cana-5280	433	16	.	.	PUNCT
cana-5280	434	1	[	[	X
cana-5280	434	2	28	28	NUM
cana-5280	434	3	]	]	X
cana-5280	434	4	nilesh	nilesh	PROPN
cana-5280	434	5	zanjad	zanjad	PROPN
cana-5280	434	6	,	,	PUNCT
cana-5280	434	7	chittaranjan	chittaranjan	PROPN
cana-5280	434	8	nayak	nayak	PROPN
cana-5280	434	9	,	,	PUNCT
cana-5280	434	10	shantanu	shantanu	PROPN
cana-5280	434	11	pawar	pawar	PROPN
cana-5280	434	12	,	,	PUNCT
cana-5280	434	13	saurabh	saurabh	PROPN
cana-5280	434	14	naik	naik	PROPN
cana-5280	434	15	(	(	PUNCT
cana-5280	434	16	2024	2024	NUM
cana-5280	434	17	)	)	PUNCT
cana-5280	434	18	experimental	experimental	ADJ
cana-5280	434	19	analysis	analysis	NOUN
cana-5280	434	20	of	of	ADP
cana-5280	434	21	mechanical	mechanical	ADJ
cana-5280	434	22	properties	property	NOUN
cana-5280	434	23	of	of	ADP
cana-5280	434	24	fiber	fiber	NOUN
cana-5280	434	25	reinforced	reinforce	VERB
cana-5280	434	26	genosphere	genosphere	INTJ
cana-5280	434	27	lightweight	lightweight	ADJ
cana-5280	434	28	concrete	concrete	NOUN
cana-5280	434	29	with	with	ADP
cana-5280	434	30	higher	high	ADJ
cana-5280	434	31	temperature	temperature	NOUN
cana-5280	434	32	effect	effect	NOUN
cana-5280	434	33	,	,	PUNCT
cana-5280	434	34	innovative	innovative	ADJ
cana-5280	434	35	approaches	approach	NOUN
cana-5280	434	36	in	in	ADP
cana-5280	434	37	nonlinear	nonlinear	ADJ
cana-5280	434	38	.	.	PUNCT
cana-5280	435	1	analysis	analysis	NOUN
cana-5280	435	2	for	for	ADP
cana-5280	435	3	materials	material	NOUN
cana-5280	435	4	and	and	CCONJ
cana-5280	435	5	manufacturing	manufacturing	NOUN
cana-5280	435	6	,	,	PUNCT
cana-5280	435	7	31	31	NUM
cana-5280	435	8	,	,	PUNCT
cana-5280	435	9	1,107	1,107	NUM
cana-5280	435	10	.	.	PUNCT
cana-5280	436	1	[	[	X
cana-5280	436	2	29	29	NUM
cana-5280	436	3	]	]	SYM
cana-5280	436	4	kenchappa	kenchappa	PROPN
cana-5280	436	5	manageni	manageni	PROPN
cana-5280	436	6	dudhal	dudhal	PROPN
cana-5280	436	7	,	,	PUNCT
cana-5280	436	8	nayak	nayak	PROPN
cana-5280	436	9	chittaranjan	chittaranjan	PROPN
cana-5280	436	10	birabar	birabar	PROPN
cana-5280	436	11	(	(	PUNCT
cana-5280	436	12	2024	2024	NUM
cana-5280	436	13	)	)	PUNCT
cana-5280	436	14	application	application	NOUN
cana-5280	436	15	of	of	ADP
cana-5280	436	16	artificial	artificial	ADJ
cana-5280	436	17	neural	neural	ADJ
cana-5280	436	18	technique	technique	NOUN
cana-5280	436	19	for	for	ADP
cana-5280	436	20	performance	performance	NOUN
cana-5280	436	21	predication	predication	NOUN
cana-5280	436	22	of	of	ADP
cana-5280	436	23	bacterial	bacterial	ADJ
cana-5280	436	24	based	base	VERB
cana-5280	436	25	concrete	concrete	NOUN
cana-5280	436	26	,	,	PUNCT
cana-5280	436	27	international	international	ADJ
cana-5280	436	28	journal	journal	NOUN
cana-5280	436	29	of	of	ADP
cana-5280	436	30	engineering	engineering	NOUN
cana-5280	436	31	applied	apply	VERB
cana-5280	436	32	science	science	NOUN
cana-5280	436	33	and	and	CCONJ
cana-5280	436	34	management	management	NOUN
cana-5280	436	35	,	,	PUNCT
cana-5280	436	36	5	5	NUM
cana-5280	436	37	,	,	PUNCT
cana-5280	436	38	8	8	NUM
cana-5280	436	39	,	,	PUNCT
cana-5280	436	40	1	1	NUM
cana-5280	436	41	-	-	SYM
cana-5280	436	42	8	8	NUM
cana-5280	436	43	.	.	PUNCT
cana-5280	437	1	[	[	X
cana-5280	437	2	30	30	NUM
cana-5280	437	3	]	]	PUNCT
cana-5280	437	4	chittaranjan	chittaranjan	PROPN
cana-5280	437	5	nayak	nayak	PROPN
cana-5280	437	6	,	,	PUNCT
cana-5280	437	7	amit	amit	PROPN
cana-5280	437	8	deokate	deokate	NOUN
cana-5280	437	9	,	,	PUNCT
cana-5280	437	10	umesh	umesh	PROPN
cana-5280	437	11	jagadale	jagadale	NOUN
cana-5280	437	12	(	(	PUNCT
cana-5280	437	13	2023	2023	NUM
cana-5280	437	14	)	)	PUNCT
cana-5280	437	15	performance	performance	NOUN
cana-5280	437	16	based	base	VERB
cana-5280	437	17	assessment	assessment	NOUN
cana-5280	437	18	of	of	ADP
cana-5280	437	19	rcc	rcc	PROPN
cana-5280	437	20	bridge	bridge	PROPN
cana-5280	437	21	structure	structure	NOUN
cana-5280	437	22	using	use	VERB
cana-5280	437	23	non	non	ADJ
cana-5280	437	24	linear	linear	PROPN
cana-5280	437	25	push	push	VERB
cana-5280	437	26	over	over	ADP
cana-5280	437	27	analysis	analysis	NOUN
cana-5280	437	28	,	,	PUNCT
cana-5280	437	29	journal	journal	NOUN
cana-5280	437	30	of	of	ADP
cana-5280	437	31	emerging	emerge	VERB
cana-5280	437	32	technologies	technology	NOUN
cana-5280	437	33	and	and	CCONJ
cana-5280	437	34	innovative	innovative	ADJ
cana-5280	437	35	research	research	NOUN
cana-5280	437	36	(	(	PUNCT
cana-5280	437	37	jetir	jetir	NOUN
cana-5280	437	38	)	)	PUNCT
cana-5280	437	39	,	,	PUNCT
cana-5280	437	40	10	10	NUM
cana-5280	437	41	,	,	PUNCT
cana-5280	437	42	1	1	NUM
cana-5280	437	43	,	,	PUNCT
cana-5280	437	44	17	17	NUM
cana-5280	437	45	-	-	SYM
cana-5280	437	46	22	22	NUM
cana-5280	437	47	.	.	PUNCT
cana-5280	438	1	[	[	X
cana-5280	438	2	31	31	NUM
cana-5280	438	3	]	]	PUNCT
cana-5280	438	4	chittaranjan	chittaranjan	PROPN
cana-5280	438	5	nayak	nayak	PROPN
cana-5280	438	6	,	,	PUNCT
cana-5280	438	7	abhijeet	abhijeet	PROPN
cana-5280	438	8	ovekar	ovekar	PROPN
cana-5280	438	9	,	,	PUNCT
cana-5280	438	10	pallavi	pallavi	ADJ
cana-5280	438	11	bokey	bokey	NOUN
cana-5280	438	12	(	(	PUNCT
cana-5280	438	13	2023	2023	NUM
cana-5280	438	14	)	)	PUNCT
cana-5280	438	15	performance	performance	NOUN
cana-5280	438	16	of	of	ADP
cana-5280	438	17	reinforced	reinforce	VERB
cana-5280	438	18	concrete	concrete	ADJ
cana-5280	438	19	structure	structure	NOUN
cana-5280	438	20	subjected	subject	VERB
cana-5280	438	21	to	to	ADP
cana-5280	438	22	blast	blast	NOUN
cana-5280	438	23	loading	loading	NOUN
cana-5280	438	24	using	use	VERB
cana-5280	438	25	ansys	ansys	PROPN
cana-5280	438	26	workbench	workbench	PROPN
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cana-5280	438	28	,	,	PUNCT
cana-5280	438	29	journal	journal	NOUN
cana-5280	438	30	of	of	ADP
cana-5280	438	31	emerging	emerge	VERB
cana-5280	438	32	technologies	technology	NOUN
cana-5280	438	33	and	and	CCONJ
cana-5280	438	34	innovative	innovative	ADJ
cana-5280	438	35	research	research	NOUN
cana-5280	438	36	(	(	PUNCT
cana-5280	438	37	jetir	jetir	NOUN
cana-5280	438	38	)	)	PUNCT
cana-5280	438	39	,	,	PUNCT
cana-5280	438	40	10	10	NUM
cana-5280	438	41	,	,	PUNCT
cana-5280	438	42	1	1	NUM
cana-5280	438	43	,	,	PUNCT
cana-5280	438	44	23	23	NUM
cana-5280	438	45	-	-	SYM
cana-5280	438	46	27	27	NUM
cana-5280	438	47	.	.	PUNCT
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cana-5280	439	4	https://onlinelibrary.wiley.com/authored-by/zanjad/nilesh	https://onlinelibrary.wiley.com/authored-by/zanjad/nilesh	PROPN
cana-5280	439	5	https://onlinelibrary.wiley.com/authored-by/pawar/shantanu	https://onlinelibrary.wiley.com/authored-by/pawar/shantanu	PROPN
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cana-5280	439	10	https://onlinelibrary.wiley.com/authored-by/jadhav/nitin	https://onlinelibrary.wiley.com/authored-by/jadhav/nitin	PROPN
cana-5280	439	11	https://onlinelibrary.wiley.com/authored-by/jagdale/umesh	https://onlinelibrary.wiley.com/authored-by/jagdale/umesh	NUM
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cana-5280	439	18	https://onlinelibrary.wiley.com/authored-by/disale/anil	https://onlinelibrary.wiley.com/authored-by/disale/anil	PROPN
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cana-5280	439	20	https://onlinelibrary.wiley.com/authored-by/suryawanshi/nagesh	https://onlinelibrary.wiley.com/authored-by/suryawanshi/nagesh	PROPN
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cana-5280	439	22	https://onlinelibrary.wiley.com/authored-by/jagdale/umesh	https://onlinelibrary.wiley.com/authored-by/jagdale/umesh	PROPN
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cana-5280	439	25	https://onlinelibrary.wiley.com/authored-by/pandey/shri+prakash	https://onlinelibrary.wiley.com/authored-by/pandey/shri+prakash	VERB
cana-5280	439	26	https://onlinelibrary.wiley.com/authored-by/sharma/prakhakar	https://onlinelibrary.wiley.com/authored-by/sharma/prakhakar	NOUN
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cana-5280	439	30	https://internationalpubls.com/index.php/cana/issue/view/56	https://internationalpubls.com/index.php/cana/issue/view/56	PROPN
cana-5280	439	31	communications	communication	NOUN
cana-5280	439	32	on	on	ADP
cana-5280	439	33	applied	apply	VERB
cana-5280	439	34	nonlinear	nonlinear	ADJ
cana-5280	439	35	analysis	analysis	NOUN
cana-5280	439	36	issn	issn	NOUN
cana-5280	439	37	:	:	PUNCT
cana-5280	439	38	1074	1074	NUM
cana-5280	439	39	-	-	PUNCT
cana-5280	439	40	133x	133x	NUM
cana-5280	439	41	vol	vol	VERB
cana-5280	439	42	32	32	NUM
cana-5280	439	43	no	no	NOUN
cana-5280	439	44	.	.	PUNCT
cana-5280	440	1	10s	10	NOUN
cana-5280	440	2	(	(	PUNCT
cana-5280	440	3	2025	2025	NUM
cana-5280	440	4	)	)	PUNCT
cana-5280	440	5	1732	1732	NUM
cana-5280	440	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	441	1	[	[	X
cana-5280	441	2	32	32	NUM
cana-5280	441	3	]	]	X
cana-5280	441	4	shriram	shriram	PROPN
cana-5280	441	5	n.	n.	PROPN
cana-5280	441	6	bengal	bengal	PROPN
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cana-5280	441	9	ghodmare	ghodmare	PROPN
cana-5280	441	10	,	,	PUNCT
cana-5280	441	11	chittaranjan	chittaranjan	PROPN
cana-5280	441	12	b.	b.	PROPN
cana-5280	441	13	nayak	nayak	PROPN
cana-5280	441	14	(	(	PUNCT
cana-5280	441	15	2023	2023	NUM
cana-5280	441	16	)	)	PUNCT
cana-5280	441	17	partial	partial	ADJ
cana-5280	441	18	replacement	replacement	NOUN
cana-5280	441	19	of	of	ADP
cana-5280	441	20	concrete	concrete	NOUN
cana-5280	441	21	by	by	ADP
cana-5280	441	22	sticky	sticky	ADJ
cana-5280	441	23	rice	rice	NOUN
cana-5280	441	24	and	and	CCONJ
cana-5280	441	25	jaggery	jaggery	NOUN
cana-5280	441	26	,	,	PUNCT
cana-5280	441	27	eur	eur	PROPN
cana-5280	441	28	.	.	PUNCT
cana-5280	441	29	chem	chem	PROPN
cana-5280	441	30	.	.	PUNCT
cana-5280	442	1	bull	bull	NOUN
cana-5280	442	2	.	.	PUNCT
cana-5280	443	1	2023,12	2023,12	NUM
cana-5280	443	2	,	,	PUNCT
cana-5280	443	3	5	5	NUM
cana-5280	443	4	,	,	PUNCT
cana-5280	443	5	3016	3016	NUM
cana-5280	443	6	-	-	SYM
cana-5280	443	7	3028	3028	NUM
cana-5280	443	8	.	.	PUNCT
cana-5280	444	1	[	[	X
cana-5280	444	2	33	33	NUM
cana-5280	444	3	]	]	PUNCT
cana-5280	444	4	chittaranjan	chittaranjan	PROPN
cana-5280	444	5	nayak	nayak	PROPN
cana-5280	444	6	(	(	PUNCT
cana-5280	444	7	2022	2022	NUM
cana-5280	444	8	)	)	PUNCT
cana-5280	444	9	experimental	experimental	ADJ
cana-5280	444	10	and	and	CCONJ
cana-5280	444	11	numerical	numerical	ADJ
cana-5280	444	12	study	study	NOUN
cana-5280	444	13	on	on	ADP
cana-5280	444	14	reinforced	reinforce	VERB
cana-5280	444	15	concrete	concrete	ADJ
cana-5280	444	16	deep	deep	ADJ
cana-5280	444	17	beam	beam	NOUN
cana-5280	444	18	in	in	ADP
cana-5280	444	19	shear	shear	NOUN
cana-5280	444	20	with	with	ADP
cana-5280	444	21	crimped	crimp	VERB
cana-5280	444	22	steel	steel	NOUN
cana-5280	444	23	fiber	fiber	NOUN
cana-5280	444	24	,	,	PUNCT
cana-5280	444	25	innovative	innovative	ADJ
cana-5280	444	26	infrastructure	infrastructure	NOUN
cana-5280	444	27	solutions,7	solutions,7	NOUN
cana-5280	444	28	,	,	PUNCT
cana-5280	444	29	41	41	NUM
cana-5280	444	30	,	,	PUNCT
cana-5280	444	31	1	1	NUM
cana-5280	444	32	-	-	SYM
cana-5280	444	33	14	14	NUM
cana-5280	444	34	.	.	PUNCT
cana-5280	445	1	[	[	X
cana-5280	445	2	34	34	NUM
cana-5280	445	3	]	]	PUNCT
cana-5280	445	4	chittaranjan	chittaranjan	PROPN
cana-5280	445	5	b.	b.	PROPN
cana-5280	445	6	nayak	nayak	PROPN
cana-5280	445	7	,	,	PUNCT
cana-5280	445	8	pratik	pratik	NOUN
cana-5280	445	9	p.	p.	PROPN
cana-5280	445	10	taware	taware	PROPN
cana-5280	445	11	,	,	PUNCT
cana-5280	445	12	umesh	umesh	PROPN
cana-5280	445	13	t.	t.	PROPN
cana-5280	445	14	jagadale	jagadale	PROPN
cana-5280	445	15	,	,	PUNCT
cana-5280	445	16	nitin	nitin	PROPN
cana-5280	445	17	a.	a.	PROPN
cana-5280	445	18	jadhav	jadhav	PROPN
cana-5280	445	19	&	&	CCONJ
cana-5280	445	20	samadhan	samadhan	PROPN
cana-5280	445	21	g.	g.	PROPN
cana-5280	445	22	morkhade	morkhade	PROPN
cana-5280	445	23	(	(	PUNCT
cana-5280	445	24	2022	2022	NUM
cana-5280	445	25	)	)	PUNCT
cana-5280	445	26	effect	effect	NOUN
cana-5280	445	27	of	of	ADP
cana-5280	445	28	sio2	sio2	PROPN
cana-5280	445	29	and	and	CCONJ
cana-5280	445	30	zno	zno	PROPN
cana-5280	445	31	nano	nano	PROPN
cana-5280	445	32	composites	composite	NOUN
cana-5280	445	33	on	on	ADP
cana-5280	445	34	mechanical	mechanical	ADJ
cana-5280	445	35	and	and	CCONJ
cana-5280	445	36	chemical	chemical	NOUN
cana-5280	445	37	properties	property	NOUN
cana-5280	445	38	of	of	ADP
cana-5280	445	39	modified	modified	ADJ
cana-5280	445	40	concrete	concrete	NOUN
cana-5280	445	41	,	,	PUNCT
cana-5280	445	42	iranian	iranian	ADJ
cana-5280	445	43	journal	journal	NOUN
cana-5280	445	44	of	of	ADP
cana-5280	445	45	science	science	NOUN
cana-5280	445	46	and	and	CCONJ
cana-5280	445	47	technology	technology	NOUN
cana-5280	445	48	,	,	PUNCT
cana-5280	445	49	transactions	transaction	NOUN
cana-5280	445	50	of	of	ADP
cana-5280	445	51	civil	civil	ADJ
cana-5280	445	52	engineering	engineering	NOUN
cana-5280	445	53	,	,	PUNCT
cana-5280	445	54	46	46	NUM
cana-5280	445	55	,	,	PUNCT
cana-5280	445	56	1237–1247	1237–1247	NUM
cana-5280	445	57	.	.	PUNCT
cana-5280	446	1	[	[	X
cana-5280	446	2	35	35	NUM
cana-5280	446	3	]	]	X
cana-5280	446	4	nagesh	nagesh	PROPN
cana-5280	446	5	t.	t.	PROPN
cana-5280	446	6	suryawanshi	suryawanshi	PROPN
cana-5280	446	7	,	,	PUNCT
cana-5280	446	8	chittaranjan	chittaranjan	PROPN
cana-5280	446	9	b.	b.	PROPN
cana-5280	446	10	nayak	nayak	PROPN
cana-5280	446	11	,	,	PUNCT
cana-5280	446	12	sunil	sunil	PROPN
cana-5280	446	13	b.	b.	PROPN
cana-5280	446	14	thakare	thakare	PROPN
cana-5280	446	15	,	,	PUNCT
cana-5280	446	16	gunavant	gunavant	PROPN
cana-5280	446	17	k.	k.	PROPN
cana-5280	446	18	kate	kate	PROPN
cana-5280	446	19	(	(	PUNCT
cana-5280	446	20	2022	2022	NUM
cana-5280	446	21	)	)	PUNCT
cana-5280	446	22	optimization	optimization	NOUN
cana-5280	446	23	of	of	ADP
cana-5280	446	24	self	self	NOUN
cana-5280	446	25	-	-	PUNCT
cana-5280	446	26	cured	cure	VERB
cana-5280	446	27	high	high	ADJ
cana-5280	446	28	-	-	PUNCT
cana-5280	446	29	strength	strength	NOUN
cana-5280	446	30	concrete	concrete	NOUN
cana-5280	446	31	by	by	ADP
cana-5280	446	32	experimental	experimental	ADJ
cana-5280	446	33	and	and	CCONJ
cana-5280	446	34	grey	grey	PROPN
cana-5280	446	35	taguchi	taguchi	PROPN
cana-5280	446	36	modelling	modelling	PROPN
cana-5280	446	37	,	,	PUNCT
cana-5280	446	38	iranian	iranian	ADJ
cana-5280	446	39	journal	journal	PROPN
cana-5280	446	40	of	of	ADP
cana-5280	446	41	science	science	NOUN
cana-5280	446	42	and	and	CCONJ
cana-5280	446	43	technology	technology	NOUN
cana-5280	446	44	,	,	PUNCT
cana-5280	446	45	transactions	transaction	NOUN
cana-5280	446	46	of	of	ADP
cana-5280	446	47	civil	civil	ADJ
cana-5280	446	48	engineering,46,6,4313	engineering,46,6,4313	NOUN
cana-5280	446	49	-	-	SYM
cana-5280	446	50	4326	4326	NUM
cana-5280	446	51	.	.	PUNCT
cana-5280	447	1	[	[	X
cana-5280	447	2	36	36	NUM
cana-5280	447	3	]	]	PUNCT
cana-5280	447	4	chittaranjan	chittaranjan	PROPN
cana-5280	447	5	birabar	birabar	PROPN
cana-5280	447	6	nayak	nayak	PROPN
cana-5280	447	7	,	,	PUNCT
cana-5280	447	8	umesh	umesh	PROPN
cana-5280	447	9	tukaram	tukaram	PROPN
cana-5280	447	10	jagadale	jagadale	PROPN
cana-5280	447	11	,	,	PUNCT
cana-5280	447	12	sunil	sunil	PROPN
cana-5280	447	13	bhimro	bhimro	PROPN
cana-5280	447	14	thakare	thakare	PROPN
cana-5280	447	15	,	,	PUNCT
cana-5280	447	16	nagesh	nagesh	PROPN
cana-5280	447	17	tatoba	tatoba	PROPN
cana-5280	447	18	suryawanshi	suryawanshi	NOUN
cana-5280	447	19	,	,	PUNCT
cana-5280	447	20	gunavant	gunavant	PROPN
cana-5280	447	21	kashinath	kashinath	PROPN
cana-5280	447	22	kate	kate	PROPN
cana-5280	447	23	,	,	PUNCT
cana-5280	447	24	wasudeo	wasudeo	NOUN
cana-5280	447	25	narayanrao	narayanrao	PROPN
cana-5280	447	26	deulkar	deulkar	PROPN
cana-5280	447	27	(	(	PUNCT
cana-5280	447	28	2022	2022	NUM
cana-5280	447	29	)	)	PUNCT
cana-5280	447	30	seismic	seismic	ADJ
cana-5280	447	31	vulnerability	vulnerability	NOUN
cana-5280	447	32	assessment	assessment	NOUN
cana-5280	447	33	for	for	ADP
cana-5280	447	34	various	various	ADJ
cana-5280	447	35	shapes	shape	NOUN
cana-5280	447	36	and	and	CCONJ
cana-5280	447	37	types	type	NOUN
cana-5280	447	38	of	of	ADP
cana-5280	447	39	reinforced	reinforce	VERB
cana-5280	447	40	concrete	concrete	ADJ
cana-5280	447	41	shear	shear	NOUN
cana-5280	447	42	walls	wall	NOUN
cana-5280	447	43	in	in	ADP
cana-5280	447	44	multi	multi	ADJ
cana-5280	447	45	storey	storey	NOUN
cana-5280	447	46	buildings	building	NOUN
cana-5280	447	47	,	,	PUNCT
cana-5280	447	48	proceedings	proceeding	NOUN
cana-5280	447	49	of	of	ADP
cana-5280	447	50	engineering	engineering	NOUN
cana-5280	447	51	and	and	CCONJ
cana-5280	447	52	technology	technology	NOUN
cana-5280	447	53	innovation	innovation	NOUN
cana-5280	447	54	,	,	PUNCT
cana-5280	447	55	21,44	21,44	PROPN
cana-5280	447	56	-	-	SYM
cana-5280	447	57	53	53	NUM
cana-5280	447	58	.	.	PUNCT
cana-5280	448	1	[	[	X
cana-5280	448	2	37	37	NUM
cana-5280	448	3	]	]	X
cana-5280	448	4	lokesh	lokesh	PROPN
cana-5280	448	5	patil	patil	PROPN
cana-5280	448	6	,	,	PUNCT
cana-5280	448	7	chittaranjan	chittaranjan	PROPN
cana-5280	448	8	b.	b.	PROPN
cana-5280	448	9	nayak	nayak	PROPN
cana-5280	448	10	,	,	PUNCT
cana-5280	448	11	umesh	umesh	NOUN
cana-5280	448	12	.	.	PUNCT
cana-5280	449	1	t.	t.	PROPN
cana-5280	449	2	jagadale	jagadale	PROPN
cana-5280	449	3	(	(	PUNCT
cana-5280	449	4	2022	2022	NUM
cana-5280	449	5	)	)	PUNCT
cana-5280	449	6	effect	effect	NOUN
cana-5280	449	7	of	of	ADP
cana-5280	449	8	copper	copper	NOUN
cana-5280	449	9	slag	slag	NOUN
cana-5280	449	10	and	and	CCONJ
cana-5280	449	11	fly	fly	VERB
cana-5280	449	12	ash	ash	NOUN
cana-5280	449	13	and	and	CCONJ
cana-5280	449	14	nano	nano	NOUN
cana-5280	449	15	material	material	NOUN
cana-5280	449	16	to	to	PART
cana-5280	449	17	strengthen	strengthen	VERB
cana-5280	449	18	the	the	DET
cana-5280	449	19	properties	property	NOUN
cana-5280	449	20	of	of	ADP
cana-5280	449	21	concrete	concrete	NOUN
cana-5280	449	22	,	,	PUNCT
cana-5280	449	23	journal	journal	NOUN
cana-5280	449	24	of	of	ADP
cana-5280	449	25	emerging	emerge	VERB
cana-5280	449	26	technologies	technology	NOUN
cana-5280	449	27	and	and	CCONJ
cana-5280	449	28	innovative	innovative	ADJ
cana-5280	449	29	research	research	NOUN
cana-5280	449	30	(	(	PUNCT
cana-5280	449	31	jetir	jetir	NOUN
cana-5280	449	32	)	)	PUNCT
cana-5280	449	33	,	,	PUNCT
cana-5280	449	34	9	9	NUM
cana-5280	449	35	,	,	PUNCT
cana-5280	449	36	6	6	NUM
cana-5280	449	37	,	,	PUNCT
cana-5280	449	38	831	831	NUM
cana-5280	449	39	-	-	SYM
cana-5280	449	40	838	838	NUM
cana-5280	449	41	.	.	PUNCT
cana-5280	450	1	[	[	X
cana-5280	450	2	38	38	NUM
cana-5280	450	3	]	]	SYM
cana-5280	450	4	umesh	umesh	NOUN
cana-5280	450	5	.	.	PUNCT
cana-5280	451	1	t.	t.	PROPN
cana-5280	451	2	jagadale	jagadale	PROPN
cana-5280	451	3	,	,	PUNCT
cana-5280	451	4	akashay	akashay	PROPN
cana-5280	451	5	salunkhe	salunkhe	PROPN
cana-5280	451	6	,	,	PUNCT
cana-5280	451	7	chittaranjan	chittaranjan	PROPN
cana-5280	451	8	b.	b.	PROPN
cana-5280	451	9	nayak	nayak	PROPN
cana-5280	451	10	(	(	PUNCT
cana-5280	451	11	2022	2022	NUM
cana-5280	451	12	)	)	PUNCT
cana-5280	451	13	blast	blast	NOUN
cana-5280	451	14	load	load	NOUN
cana-5280	451	15	mitigation	mitigation	NOUN
cana-5280	451	16	of	of	ADP
cana-5280	451	17	concrete	concrete	ADJ
cana-5280	451	18	bridge	bridge	NOUN
cana-5280	451	19	circular	circular	ADJ
cana-5280	451	20	pier	pier	NOUN
cana-5280	451	21	by	by	ADP
cana-5280	451	22	external	external	ADJ
cana-5280	451	23	strengthening	strengthening	NOUN
cana-5280	451	24	using	use	VERB
cana-5280	451	25	cfrp	cfrp	NOUN
cana-5280	451	26	laminates	laminate	NOUN
cana-5280	451	27	and	and	CCONJ
cana-5280	451	28	cnt	cnt	PROPN
cana-5280	451	29	rubber	rubber	NOUN
cana-5280	451	30	lining	lining	NOUN
cana-5280	451	31	,	,	PUNCT
cana-5280	451	32	journal	journal	NOUN
cana-5280	451	33	of	of	ADP
cana-5280	451	34	emerging	emerge	VERB
cana-5280	451	35	technologies	technology	NOUN
cana-5280	451	36	and	and	CCONJ
cana-5280	451	37	innovative	innovative	ADJ
cana-5280	451	38	research	research	NOUN
cana-5280	451	39	,	,	PUNCT
cana-5280	451	40	9	9	NUM
cana-5280	451	41	,	,	PUNCT
cana-5280	451	42	6	6	NUM
cana-5280	451	43	,	,	PUNCT
cana-5280	451	44	590	590	NUM
cana-5280	451	45	-	-	SYM
cana-5280	451	46	593	593	NUM
cana-5280	451	47	.	.	PUNCT
cana-5280	452	1	[	[	X
cana-5280	452	2	39	39	NUM
cana-5280	452	3	]	]	SYM
cana-5280	452	4	umesh	umesh	NOUN
cana-5280	452	5	.	.	PUNCT
cana-5280	453	1	t.	t.	PROPN
cana-5280	453	2	jagadale	jagadale	PROPN
cana-5280	453	3	,	,	PUNCT
cana-5280	453	4	anil	anil	PROPN
cana-5280	453	5	bhimrao	bhimrao	PROPN
cana-5280	453	6	jadhav	jadhav	PROPN
cana-5280	453	7	,	,	PUNCT
cana-5280	453	8	chittaranjan	chittaranjan	PROPN
cana-5280	453	9	b.	b.	PROPN
cana-5280	453	10	nayak	nayak	PROPN
cana-5280	453	11	(	(	PUNCT
cana-5280	453	12	2022	2022	NUM
cana-5280	453	13	)	)	PUNCT
cana-5280	453	14	behaviour	behaviour	NOUN
cana-5280	453	15	of	of	ADP
cana-5280	453	16	ternary	ternary	ADJ
cana-5280	453	17	blended	blend	VERB
cana-5280	453	18	cement	cement	NOUN
cana-5280	453	19	in	in	ADP
cana-5280	453	20	m40	m40	NOUN
cana-5280	453	21	grade	grade	NOUN
cana-5280	453	22	of	of	ADP
cana-5280	453	23	concrete	concrete	NOUN
cana-5280	453	24	,	,	PUNCT
cana-5280	453	25	journal	journal	NOUN
cana-5280	453	26	of	of	ADP
cana-5280	453	27	emerging	emerge	VERB
cana-5280	453	28	technologies	technology	NOUN
cana-5280	453	29	and	and	CCONJ
cana-5280	453	30	innovative	innovative	ADJ
cana-5280	453	31	research	research	NOUN
cana-5280	453	32	(	(	PUNCT
cana-5280	453	33	jetir	jetir	NOUN
cana-5280	453	34	)	)	PUNCT
cana-5280	453	35	,	,	PUNCT
cana-5280	453	36	09	09	NUM
cana-5280	453	37	,	,	PUNCT
cana-5280	453	38	6	6	NUM
cana-5280	453	39	,	,	PUNCT
cana-5280	453	40	159	159	NUM
cana-5280	453	41	-	-	SYM
cana-5280	453	42	166	166	NUM
cana-5280	453	43	.	.	PUNCT
cana-5280	454	1	[	[	X
cana-5280	454	2	40	40	NUM
cana-5280	454	3	]	]	X
cana-5280	454	4	shriram	shriram	PROPN
cana-5280	454	5	n.	n.	PROPN
cana-5280	454	6	bengal	bengal	PROPN
cana-5280	454	7	,	,	PUNCT
cana-5280	454	8	leeladhar	leeladhar	PROPN
cana-5280	454	9	s.	s.	PROPN
cana-5280	454	10	pammar	pammar	PROPN
cana-5280	454	11	,	,	PUNCT
cana-5280	454	12	chittaranjan	chittaranjan	PROPN
cana-5280	454	13	b.	b.	PROPN
cana-5280	454	14	nayak	nayak	PROPN
cana-5280	454	15	(	(	PUNCT
cana-5280	454	16	2022	2022	NUM
cana-5280	454	17	)	)	PUNCT
cana-5280	454	18	engineering	engineering	NOUN
cana-5280	454	19	application	application	NOUN
cana-5280	454	20	of	of	ADP
cana-5280	454	21	organic	organic	ADJ
cana-5280	454	22	materials	material	NOUN
cana-5280	454	23	with	with	ADP
cana-5280	454	24	concrete	concrete	NOUN
cana-5280	454	25	:	:	PUNCT
cana-5280	454	26	a	a	DET
cana-5280	454	27	review	review	NOUN
cana-5280	454	28	,	,	PUNCT
cana-5280	454	29	materials	material	NOUN
cana-5280	454	30	today	today	NOUN
cana-5280	454	31	,	,	PUNCT
cana-5280	454	32	56	56	NUM
cana-5280	454	33	,	,	PUNCT
cana-5280	454	34	1	1	NUM
cana-5280	454	35	,	,	PUNCT
cana-5280	454	36	581	581	NUM
cana-5280	454	37	-	-	SYM
cana-5280	454	38	586	586	NUM
cana-5280	454	39	[	[	X
cana-5280	454	40	41	41	NUM
cana-5280	454	41	]	]	X
cana-5280	454	42	nilesh	nilesh	PROPN
cana-5280	454	43	zanjad	zanjad	PROPN
cana-5280	454	44	,	,	PUNCT
cana-5280	454	45	shantanu	shantanu	PROPN
cana-5280	454	46	pawar	pawar	PROPN
cana-5280	454	47	,	,	PUNCT
cana-5280	454	48	chittaranjan	chittaranjan	PROPN
cana-5280	454	49	nayak	nayak	PROPN
cana-5280	454	50	(	(	PUNCT
cana-5280	454	51	2022	2022	NUM
cana-5280	454	52	)	)	PUNCT
cana-5280	454	53	use	use	NOUN
cana-5280	454	54	of	of	ADP
cana-5280	454	55	fly	fly	VERB
cana-5280	454	56	ash	ash	NOUN
cana-5280	454	57	cenosphere	cenosphere	NOUN
cana-5280	454	58	in	in	ADP
cana-5280	454	59	the	the	DET
cana-5280	454	60	construction	construction	NOUN
cana-5280	454	61	industry	industry	NOUN
cana-5280	454	62	:	:	PUNCT
cana-5280	454	63	a	a	DET
cana-5280	454	64	review	review	NOUN
cana-5280	454	65	,	,	PUNCT
cana-5280	454	66	materials	material	NOUN
cana-5280	454	67	today	today	NOUN
cana-5280	454	68	:	:	PUNCT
cana-5280	454	69	proceedings	proceeding	NOUN
cana-5280	454	70	62	62	NUM
cana-5280	454	71	,	,	PUNCT
cana-5280	454	72	4	4	NUM
cana-5280	454	73	,	,	PUNCT
cana-5280	454	74	2185	2185	NUM
cana-5280	454	75	-	-	SYM
cana-5280	454	76	2190	2190	NUM
cana-5280	454	77	.	.	PUNCT
cana-5280	455	1	[	[	X
cana-5280	455	2	42	42	NUM
cana-5280	455	3	]	]	PUNCT
cana-5280	455	4	chittaranjan	chittaranjan	PROPN
cana-5280	455	5	b.	b.	PROPN
cana-5280	455	6	nayak	nayak	PROPN
cana-5280	455	7	,	,	PUNCT
cana-5280	455	8	giridhar	giridhar	PROPN
cana-5280	455	9	n.	n.	PROPN
cana-5280	455	10	narule	narule	PROPN
cana-5280	455	11	,	,	PUNCT
cana-5280	455	12	harshwardhan	harshwardhan	PROPN
cana-5280	455	13	r.	r.	PROPN
cana-5280	455	14	surwase	surwase	PROPN
cana-5280	455	15	(	(	PUNCT
cana-5280	455	16	2022	2022	NUM
cana-5280	455	17	)	)	PUNCT
cana-5280	455	18	structural	structural	ADJ
cana-5280	455	19	and	and	CCONJ
cana-5280	455	20	cracking	crack	VERB
cana-5280	455	21	behaviour	behaviour	NOUN
cana-5280	455	22	of	of	ADP
cana-5280	455	23	rc	rc	PROPN
cana-5280	455	24	t	t	PROPN
cana-5280	455	25	-	-	PUNCT
cana-5280	455	26	beams	beam	NOUN
cana-5280	455	27	strengthened	strengthen	VERB
cana-5280	455	28	with	with	ADP
cana-5280	455	29	bfrp	bfrp	NOUN
cana-5280	455	30	sheets	sheet	NOUN
cana-5280	455	31	by	by	ADP
cana-5280	455	32	experimental	experimental	ADJ
cana-5280	455	33	and	and	CCONJ
cana-5280	455	34	analytical	analytical	ADJ
cana-5280	455	35	investigation	investigation	NOUN
cana-5280	455	36	,	,	PUNCT
cana-5280	455	37	journal	journal	NOUN
cana-5280	455	38	of	of	ADP
cana-5280	455	39	king	king	PROPN
cana-5280	455	40	saud	saud	PROPN
cana-5280	455	41	university	university	PROPN
cana-5280	455	42	engineering	engineering	NOUN
cana-5280	455	43	sciences	science	NOUN
cana-5280	455	44	,	,	PUNCT
cana-5280	455	45	34	34	NUM
cana-5280	455	46	,	,	PUNCT
cana-5280	455	47	6,398	6,398	NUM
cana-5280	455	48	-	-	SYM
cana-5280	455	49	405	405	NUM
cana-5280	455	50	.	.	PUNCT
cana-5280	456	1	[	[	X
cana-5280	456	2	43	43	NUM
cana-5280	456	3	]	]	X
cana-5280	456	4	c.b	c.b	PROPN
cana-5280	456	5	.	.	PROPN
cana-5280	456	6	nayak	nayak	PROPN
cana-5280	456	7	,	,	PUNCT
cana-5280	456	8	mohini	mohini	PROPN
cana-5280	456	9	shinde	shinde	PROPN
cana-5280	456	10	,	,	PUNCT
cana-5280	456	11	punam	punam	PROPN
cana-5280	456	12	navnath	navnath	PROPN
cana-5280	456	13	pandav	pandav	PROPN
cana-5280	456	14	,	,	PUNCT
cana-5280	456	15	aishwarya	aishwarya	PROPN
cana-5280	456	16	mangalgire	mangalgire	PROPN
cana-5280	456	17	,	,	PUNCT
cana-5280	456	18	pratiksha	pratiksha	PROPN
cana-5280	456	19	sanjayshinde	sanjayshinde	NOUN
cana-5280	456	20	(	(	PUNCT
cana-5280	456	21	2022	2022	NUM
cana-5280	456	22	)	)	PUNCT
cana-5280	456	23	prediction	prediction	NOUN
cana-5280	456	24	of	of	ADP
cana-5280	456	25	concrete	concrete	ADJ
cana-5280	456	26	strength	strength	NOUN
cana-5280	456	27	using	use	VERB
cana-5280	456	28	artificial	artificial	ADJ
cana-5280	456	29	neural	neural	ADJ
cana-5280	456	30	network	network	NOUN
cana-5280	456	31	,	,	PUNCT
cana-5280	456	32	international	international	ADJ
cana-5280	456	33	research	research	NOUN
cana-5280	456	34	journal	journal	NOUN
cana-5280	456	35	of	of	ADP
cana-5280	456	36	modernization	modernization	NOUN
cana-5280	456	37	in	in	ADP
cana-5280	456	38	engineering	engineering	NOUN
cana-5280	456	39	technology	technology	NOUN
cana-5280	456	40	and	and	CCONJ
cana-5280	456	41	science	science	NOUN
cana-5280	456	42	,	,	PUNCT
cana-5280	456	43	4	4	NUM
cana-5280	456	44	,	,	PUNCT
cana-5280	456	45	1	1	NUM
cana-5280	456	46	,	,	PUNCT
cana-5280	456	47	737	737	NUM
cana-5280	456	48	-	-	SYM
cana-5280	456	49	753	753	NUM
cana-5280	456	50	.	.	PUNCT
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cana-5280	457	2	44	44	NUM
cana-5280	457	3	]	]	PUNCT
cana-5280	457	4	chittaranjan	chittaranjan	PROPN
cana-5280	457	5	b.	b.	PROPN
cana-5280	457	6	nayak	nayak	PROPN
cana-5280	457	7	,	,	PUNCT
cana-5280	457	8	umesh	umesh	NOUN
cana-5280	457	9	t.	t.	PROPN
cana-5280	457	10	jagadale	jagadale	PROPN
cana-5280	457	11	,	,	PUNCT
cana-5280	457	12	keshav	keshav	PROPN
cana-5280	457	13	m.	m.	PROPN
cana-5280	457	14	jadhav	jadhav	PROPN
cana-5280	457	15	,	,	PUNCT
cana-5280	457	16	samadhan	samadhan	PROPN
cana-5280	457	17	g.	g.	PROPN
cana-5280	457	18	morkhade	morkhade	PROPN
cana-5280	457	19	,	,	PUNCT
cana-5280	457	20	gunavant	gunavant	PROPN
cana-5280	457	21	k.	k.	PROPN
cana-5280	457	22	kate	kate	PROPN
cana-5280	457	23	,	,	PUNCT
cana-5280	457	24	sunil	sunil	PROPN
cana-5280	457	25	b.	b.	PROPN
cana-5280	457	26	thakare	thakare	PROPN
cana-5280	457	27	&	&	CCONJ
cana-5280	457	28	rajan	rajan	PROPN
cana-5280	457	29	l.	l.	PROPN
cana-5280	457	30	wankhade	wankhade	PROPN
cana-5280	457	31	(	(	PUNCT
cana-5280	457	32	2021	2021	NUM
cana-5280	457	33	)	)	PUNCT
cana-5280	457	34	experimental	experimental	ADJ
cana-5280	457	35	analytical	analytical	ADJ
cana-5280	457	36	and	and	CCONJ
cana-5280	457	37	numerical	numerical	ADJ
cana-5280	457	38	performance	performance	NOUN
cana-5280	457	39	of	of	ADP
cana-5280	457	40	rc	rc	PROPN
cana-5280	457	41	beams	beam	NOUN
cana-5280	457	42	with	with	ADP
cana-5280	457	43	v	v	ADV
cana-5280	457	44	-	-	PUNCT
cana-5280	457	45	shaped	shape	VERB
cana-5280	457	46	reinforcement	reinforcement	NOUN
cana-5280	457	47	,	,	PUNCT
cana-5280	457	48	innovative	innovative	ADJ
cana-5280	457	49	infrastructure	infrastructure	NOUN
cana-5280	457	50	solutions	solution	NOUN
cana-5280	457	51	,	,	PUNCT
cana-5280	457	52	6	6	NUM
cana-5280	457	53	,	,	PUNCT
cana-5280	457	54	2	2	NUM
cana-5280	457	55	.	.	PUNCT
cana-5280	457	56	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-chittaranjan_b_-nayak-aff1	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-chittaranjan_b_-nayak-aff1	PROPN
cana-5280	457	57	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-pratik_p_-taware-aff1	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-pratik_p_-taware-aff1	PROPN
cana-5280	457	58	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-umesh_t_-jagadale-aff1	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-umesh_t_-jagadale-aff1	PROPN
cana-5280	457	59	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-nitin_a_-jadhav-aff1	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-nitin_a_-jadhav-aff1	PROPN
cana-5280	457	60	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-samadhan_g_-morkhade-aff1	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-samadhan_g_-morkhade-aff1	PROPN
cana-5280	457	61	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-samadhan_g_-morkhade-aff1	https://link.springer.com/article/10.1007/s40996-021-00694-9#auth-samadhan_g_-morkhade-aff1	NOUN
cana-5280	457	62	https://link.springer.com/journal/40996	https://link.springer.com/journal/40996	NOUN
cana-5280	457	63	https://link.springer.com/journal/40996	https://link.springer.com/journal/40996	NOUN
cana-5280	457	64	https://www.sciencedirect.com/journal/materials-today-proceedings/vol/56/part/p1	https://www.sciencedirect.com/journal/materials-today-proceedings/vol/56/part/p1	ADV
cana-5280	457	65	https://www.scopus.com/sourceid/21100370037	https://www.scopus.com/sourceid/21100370037	ADJ
cana-5280	457	66	https://www.sciencedirect.com/journal/materials-today-proceedings/vol/62/part/p4	https://www.sciencedirect.com/journal/materials-today-proceedings/vol/62/part/p4	NOUN
cana-5280	457	67	https://www.sciencedirect.com/journal/journal-of-king-saud-university-engineering-sciences	https://www.sciencedirect.com/journal/journal-of-king-saud-university-engineering-science	NOUN
cana-5280	457	68	https://www.sciencedirect.com/journal/journal-of-king-saud-university-engineering-sciences/vol/34/issue/6	https://www.sciencedirect.com/journal/journal-of-king-saud-university-engineering-sciences/vol/34/issue/6	PROPN
cana-5280	457	69	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-chittaranjan_b_-nayak-aff1	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-chittaranjan_b_-nayak-aff1	NOUN
cana-5280	457	70	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-umesh_t_-jagadale-aff1	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-umesh_t_-jagadale-aff1	NOUN
cana-5280	457	71	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-keshav_m_-jadhav-aff1	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-keshav_m_-jadhav-aff1	X
cana-5280	457	72	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-samadhan_g_-morkhade-aff1	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-samadhan_g_-morkhade-aff1	NOUN
cana-5280	457	73	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-samadhan_g_-morkhade-aff1	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-samadhan_g_-morkhade-aff1	NOUN
cana-5280	457	74	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-gunavant_k_-kate-aff2	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-gunavant_k_-kate-aff2	NOUN
cana-5280	457	75	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-sunil_b_-thakare-aff3	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-sunil_b_-thakare-aff3	VERB
cana-5280	457	76	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-rajan_l_-wankhade-aff4	https://link.springer.com/article/10.1007/s41062-020-00363-2#auth-rajan_l_-wankhade-aff4	PROPN
cana-5280	457	77	communications	communication	NOUN
cana-5280	457	78	on	on	ADP
cana-5280	457	79	applied	apply	VERB
cana-5280	457	80	nonlinear	nonlinear	ADJ
cana-5280	457	81	analysis	analysis	NOUN
cana-5280	457	82	issn	issn	NOUN
cana-5280	457	83	:	:	PUNCT
cana-5280	457	84	1074	1074	NUM
cana-5280	457	85	-	-	PUNCT
cana-5280	457	86	133x	133x	NUM
cana-5280	457	87	vol	vol	VERB
cana-5280	457	88	32	32	NUM
cana-5280	457	89	no	no	NOUN
cana-5280	457	90	.	.	PUNCT
cana-5280	458	1	10s	10	NOUN
cana-5280	458	2	(	(	PUNCT
cana-5280	458	3	2025	2025	NUM
cana-5280	458	4	)	)	PUNCT
cana-5280	458	5	1733	1733	NUM
cana-5280	458	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5280	459	1	[	[	X
cana-5280	459	2	45	45	NUM
cana-5280	459	3	]	]	PUNCT
cana-5280	459	4	gunavant	gunavant	PROPN
cana-5280	459	5	k.	k.	PROPN
cana-5280	459	6	kate	kate	PROPN
cana-5280	459	7	,	,	PUNCT
cana-5280	459	8	chittaranjan	chittaranjan	PROPN
cana-5280	459	9	b.	b.	PROPN
cana-5280	459	10	nayak	nayak	PROPN
cana-5280	459	11	sunil	sunil	PROPN
cana-5280	459	12	b.	b.	PROPN
cana-5280	459	13	thakare	thakare	PROPN
cana-5280	459	14	(	(	PUNCT
cana-5280	459	15	2021	2021	NUM
cana-5280	459	16	)	)	PUNCT
cana-5280	459	17	optimization	optimization	NOUN
cana-5280	459	18	of	of	ADP
cana-5280	459	19	sustainable	sustainable	ADJ
cana-5280	459	20	high	high	ADJ
cana-5280	459	21	strength	strength	NOUN
cana-5280	459	22	high	high	ADJ
cana-5280	459	23	volume	volume	NOUN
cana-5280	459	24	fly	fly	VERB
cana-5280	459	25	ash	ash	NOUN
cana-5280	459	26	concrete	concrete	NOUN
cana-5280	459	27	with	with	ADP
cana-5280	459	28	and	and	CCONJ
cana-5280	459	29	without	without	ADP
cana-5280	459	30	steel	steel	NOUN
cana-5280	459	31	fiber	fiber	NOUN
cana-5280	459	32	using	use	VERB
cana-5280	459	33	taguchi	taguchi	PROPN
cana-5280	459	34	method	method	PROPN
cana-5280	459	35	and	and	CCONJ
cana-5280	459	36	multi	multi	VERB
cana-5280	459	37	regression	regression	NOUN
cana-5280	459	38	analysis	analysis	NOUN
cana-5280	459	39	,	,	PUNCT
cana-5280	459	40	innovative	innovative	ADJ
cana-5280	459	41	infrastructure	infrastructure	NOUN
cana-5280	459	42	solutions	solution	NOUN
cana-5280	459	43	,	,	PUNCT
cana-5280	459	44	6	6	NUM
cana-5280	459	45	,	,	PUNCT
cana-5280	459	46	1	1	NUM
cana-5280	459	47	-	-	SYM
cana-5280	459	48	18	18	NUM
cana-5280	459	49	.	.	PUNCT
cana-5280	460	1	[	[	X
cana-5280	460	2	46	46	NUM
cana-5280	460	3	]	]	X
cana-5280	460	4	c.	c.	PROPN
cana-5280	460	5	b.	b.	PROPN
cana-5280	460	6	nayak	nayak	PROPN
cana-5280	460	7	,	,	PUNCT
cana-5280	460	8	s.	s.	PROPN
cana-5280	460	9	u.	u.	PROPN
cana-5280	460	10	sayyad	sayyad	PROPN
cana-5280	460	11	,	,	PUNCT
cana-5280	460	12	r.	r.	PROPN
cana-5280	460	13	r.	r.	PROPN
cana-5280	460	14	khartode	khartode	PROPN
cana-5280	460	15	,	,	PUNCT
cana-5280	460	16	u.	u.	PROPN
cana-5280	460	17	t.	t.	PROPN
cana-5280	460	18	jagadale	jagadale	PROPN
cana-5280	460	19	,	,	PUNCT
cana-5280	460	20	s.	s.	PROPN
cana-5280	460	21	g.	g.	PROPN
cana-5280	460	22	morkhade	morkhade	PROPN
cana-5280	460	23	(	(	PUNCT
cana-5280	460	24	2021	2021	NUM
cana-5280	460	25	)	)	PUNCT
cana-5280	460	26	a	a	DET
cana-5280	460	27	parametric	parametric	ADJ
cana-5280	460	28	analysis	analysis	NOUN
cana-5280	460	29	of	of	ADP
cana-5280	460	30	adjacent	adjacent	ADJ
cana-5280	460	31	elevated	elevated	ADJ
cana-5280	460	32	service	service	NOUN
cana-5280	460	33	reservoir	reservoir	NOUN
cana-5280	460	34	with	with	ADP
cana-5280	460	35	structural	structural	ADJ
cana-5280	460	36	coupling	coupling	NOUN
cana-5280	460	37	at	at	ADP
cana-5280	460	38	various	various	ADJ
cana-5280	460	39	locations	location	NOUN
cana-5280	460	40	,	,	PUNCT
cana-5280	460	41	lecture	lecture	NOUN
cana-5280	460	42	notes	note	NOUN
cana-5280	460	43	in	in	ADP
cana-5280	460	44	civil	civil	ADJ
cana-5280	460	45	engineering	engineering	NOUN
cana-5280	460	46	,	,	PUNCT
cana-5280	460	47	63–75	63–75	NUM
cana-5280	460	48	.	.	PUNCT
cana-5280	461	1	[	[	X
cana-5280	461	2	47	47	NUM
cana-5280	461	3	]	]	PUNCT
cana-5280	461	4	a.s.parlikar	a.s.parlikar	ADJ
cana-5280	461	5	,	,	PUNCT
cana-5280	461	6	c.v.naik	c.v.naik	NOUN
cana-5280	461	7	,	,	PUNCT
cana-5280	461	8	c.b.nayak	c.b.nayak	NOUN
cana-5280	461	9	(	(	PUNCT
cana-5280	461	10	2021	2021	NUM
cana-5280	461	11	)	)	PUNCT
cana-5280	461	12	an	an	DET
cana-5280	461	13	experimental	experimental	ADJ
cana-5280	461	14	study	study	NOUN
cana-5280	461	15	on	on	ADP
cana-5280	461	16	effect	effect	NOUN
cana-5280	461	17	of	of	ADP
cana-5280	461	18	pharmaceutical	pharmaceutical	ADJ
cana-5280	461	19	industrial	industrial	ADJ
cana-5280	461	20	waste	waste	NOUN
cana-5280	461	21	water	water	NOUN
cana-5280	461	22	on	on	ADP
cana-5280	461	23	compressive	compressive	ADJ
cana-5280	461	24	strength	strength	NOUN
cana-5280	461	25	of	of	ADP
cana-5280	461	26	concrete	concrete	ADJ
cana-5280	461	27	,	,	PUNCT
cana-5280	461	28	international	international	ADJ
cana-5280	461	29	journal	journal	NOUN
cana-5280	461	30	of	of	ADP
cana-5280	461	31	innovative	innovative	ADJ
cana-5280	461	32	research	research	NOUN
cana-5280	461	33	in	in	ADP
cana-5280	461	34	science	science	NOUN
cana-5280	461	35	,	,	PUNCT
cana-5280	461	36	engineering	engineering	NOUN
cana-5280	461	37	and	and	CCONJ
cana-5280	461	38	technology	technology	NOUN
cana-5280	461	39	(	(	PUNCT
cana-5280	461	40	ijirset	ijirset	PROPN
cana-5280	461	41	)	)	PUNCT
cana-5280	461	42	,	,	PUNCT
cana-5280	461	43	10	10	NUM
cana-5280	461	44	,	,	PUNCT
cana-5280	461	45	8	8	NUM
cana-5280	461	46	[	[	SYM
cana-5280	461	47	48	48	NUM
cana-5280	461	48	]	]	PUNCT
cana-5280	461	49	shubham	shubham	PROPN
cana-5280	461	50	m.	m.	PROPN
cana-5280	461	51	khomane	khomane	PROPN
cana-5280	461	52	,	,	PUNCT
cana-5280	461	53	chittaranjan	chittaranjan	PROPN
cana-5280	461	54	b.	b.	PROPN
cana-5280	461	55	nayak	nayak	PROPN
cana-5280	461	56	(	(	PUNCT
cana-5280	461	57	2021	2021	NUM
cana-5280	461	58	)	)	PUNCT
cana-5280	461	59	seismic	seismic	ADJ
cana-5280	461	60	design	design	NOUN
cana-5280	461	61	of	of	ADP
cana-5280	461	62	circular	circular	ADJ
cana-5280	461	63	elevated	elevate	VERB
cana-5280	461	64	storage	storage	NOUN
cana-5280	461	65	reservoir	reservoir	NOUN
cana-5280	461	66	by	by	ADP
cana-5280	461	67	optimizing	optimize	VERB
cana-5280	461	68	h	h	NOUN
cana-5280	461	69	/	/	SYM
cana-5280	461	70	d	d	NOUN
cana-5280	461	71	ratio	ratio	NOUN
cana-5280	461	72	,	,	PUNCT
cana-5280	461	73	gis	gis	PROPN
cana-5280	461	74	science	science	NOUN
cana-5280	461	75	journal	journal	PROPN
cana-5280	461	76	,	,	PUNCT
cana-5280	461	77	8	8	NUM
cana-5280	461	78	,	,	PUNCT
cana-5280	461	79	10	10	NUM
cana-5280	461	80	,	,	PUNCT
cana-5280	461	81	24	24	NUM
cana-5280	461	82	-	-	SYM
cana-5280	461	83	32	32	NUM
cana-5280	462	1	[	[	X
cana-5280	462	2	49	49	NUM
cana-5280	462	3	]	]	X
cana-5280	462	4	umesh	umesh	NOUN
cana-5280	462	5	t.	t.	PROPN
cana-5280	462	6	jagadale	jagadale	PROPN
cana-5280	462	7	,	,	PUNCT
cana-5280	462	8	rutuja	rutuja	PROPN
cana-5280	462	9	d.	d.	PROPN
cana-5280	462	10	kharade	kharade	PROPN
cana-5280	462	11	,	,	PUNCT
cana-5280	462	12	chittaranjan	chittaranjan	PROPN
cana-5280	462	13	b.	b.	PROPN
cana-5280	462	14	nayak	nayak	PROPN
cana-5280	462	15	,	,	PUNCT
cana-5280	462	16	wasudeo	wasudeo	PROPN
cana-5280	462	17	d.	d.	PROPN
cana-5280	462	18	deulkar	deulkar	PROPN
cana-5280	462	19	(	(	PUNCT
cana-5280	462	20	2000	2000	NUM
cana-5280	462	21	)	)	PUNCT
cana-5280	462	22	experimental	experimental	ADJ
cana-5280	462	23	investigation	investigation	NOUN
cana-5280	462	24	for	for	ADP
cana-5280	462	25	damage	damage	NOUN
cana-5280	462	26	evaluation	evaluation	NOUN
cana-5280	462	27	of	of	ADP
cana-5280	462	28	bridges	bridge	NOUN
cana-5280	462	29	using	use	VERB
cana-5280	462	30	piezo	piezo	PROPN
cana-5280	462	31	transducers	transducer	NOUN
cana-5280	462	32	,	,	PUNCT
cana-5280	462	33	lecture	lecture	NOUN
cana-5280	462	34	notes	note	NOUN
cana-5280	462	35	in	in	ADP
cana-5280	462	36	civil	civil	ADJ
cana-5280	462	37	engineering	engineering	NOUN
cana-5280	462	38	,	,	PUNCT
cana-5280	462	39	1	1	NUM
cana-5280	462	40	,	,	PUNCT
cana-5280	462	41	1,319	1,319	NUM
cana-5280	462	42	-	-	SYM
cana-5280	462	43	331	331	NUM
cana-5280	463	1	[	[	X
cana-5280	463	2	50	50	NUM
cana-5280	463	3	]	]	PUNCT
cana-5280	463	4	umesh	umesh	NOUN
cana-5280	463	5	t.	t.	PROPN
cana-5280	463	6	jagadale	jagadale	PROPN
cana-5280	463	7	,	,	PUNCT
cana-5280	463	8	chittaranjan	chittaranjan	PROPN
cana-5280	463	9	b.	b.	PROPN
cana-5280	463	10	nayak	nayak	PROPN
cana-5280	463	11	*	*	PROPN
cana-5280	463	12	asmita	asmita	PROPN
cana-5280	463	13	mankar	mankar	PROPN
cana-5280	463	14	,	,	PUNCT
cana-5280	463	15	sunil	sunil	PROPN
cana-5280	463	16	b.	b.	PROPN
cana-5280	463	17	thakare	thakare	PROPN
cana-5280	463	18	,	,	PUNCT
cana-5280	463	19	wasudeo	wasudeo	NOUN
cana-5280	463	20	n.	n.	PROPN
cana-5280	463	21	deulkar	deulkar	PROPN
cana-5280	463	22	(	(	PUNCT
cana-5280	463	23	2020	2020	NUM
cana-5280	463	24	)	)	PUNCT
cana-5280	463	25	an	an	DET
cana-5280	463	26	experimental	experimental	ADJ
cana-5280	463	27	based	base	VERB
cana-5280	463	28	python	python	NOUN
cana-5280	463	29	programming	programming	NOUN
cana-5280	463	30	for	for	ADP
cana-5280	463	31	structural	structural	ADJ
cana-5280	463	32	health	health	NOUN
cana-5280	463	33	monitoring	monitoring	NOUN
cana-5280	463	34	of	of	ADP
cana-5280	463	35	non	non	ADJ
cana-5280	463	36	-	-	ADJ
cana-5280	463	37	engineered	engineer	VERB
cana-5280	463	38	rc	rc	PROPN
cana-5280	463	39	frame	frame	NOUN
cana-5280	463	40	,	,	PUNCT
cana-5280	463	41	innovative	innovative	ADJ
cana-5280	463	42	infrastructure	infrastructure	NOUN
cana-5280	463	43	solutions	solution	NOUN
cana-5280	463	44	,	,	PUNCT
cana-5280	463	45	5	5	NUM
cana-5280	463	46	,	,	PUNCT
cana-5280	463	47	10	10	NUM
cana-5280	463	48	,	,	PUNCT
cana-5280	463	49	1	1	NUM
cana-5280	463	50	-	-	SYM
cana-5280	463	51	10	10	NUM
cana-5280	463	52	[	[	X
cana-5280	463	53	51	51	NUM
cana-5280	463	54	]	]	PUNCT
cana-5280	463	55	aparna	aparna	PROPN
cana-5280	463	56	jagtap	jagtap	PROPN
cana-5280	463	57	,	,	PUNCT
cana-5280	463	58	chittaranjan	chittaranjan	ADJ
cana-5280	463	59	nayak	nayak	PROPN
cana-5280	463	60	(	(	PUNCT
cana-5280	463	61	2019	2019	NUM
cana-5280	463	62	)	)	PUNCT
cana-5280	463	63	corrosion	corrosion	NOUN
cana-5280	463	64	monitoring	monitoring	NOUN
cana-5280	463	65	of	of	ADP
cana-5280	463	66	rcc	rcc	PROPN
cana-5280	463	67	structure	structure	NOUN
cana-5280	463	68	by	by	ADP
cana-5280	463	69	using	use	VERB
cana-5280	463	70	corrosion	corrosion	NOUN
cana-5280	463	71	expansion	expansion	NOUN
cana-5280	463	72	sensor	sensor	NOUN
cana-5280	463	73	,	,	PUNCT
cana-5280	463	74	techno	techno	NOUN
cana-5280	463	75	-	-	PUNCT
cana-5280	463	76	societal	societal	ADJ
cana-5280	463	77	,	,	PUNCT
cana-5280	463	78	205	205	NUM
cana-5280	463	79	–	–	PUNCT
cana-5280	463	80	216	216	NUM
cana-5280	463	81	[	[	X
cana-5280	463	82	52	52	NUM
cana-5280	463	83	]	]	PUNCT
cana-5280	463	84	samadhan	samadhan	PROPN
cana-5280	463	85	g.	g.	PROPN
cana-5280	463	86	morkhade	morkhade	PROPN
cana-5280	463	87	,	,	PUNCT
cana-5280	463	88	swami	swami	PROPN
cana-5280	463	89	m.	m.	PROPN
cana-5280	463	90	baswaraj	baswaraj	PROPN
cana-5280	463	91	,	,	PUNCT
cana-5280	463	92	chittaranjan	chittaranjan	PROPN
cana-5280	463	93	b.	b.	PROPN
cana-5280	463	94	nayak	nayak	PROPN
cana-5280	463	95	(	(	PUNCT
cana-5280	463	96	2019	2019	NUM
cana-5280	463	97	)	)	PUNCT
cana-5280	463	98	comparative	comparative	ADJ
cana-5280	463	99	study	study	NOUN
cana-5280	463	100	of	of	ADP
cana-5280	463	101	effect	effect	NOUN
cana-5280	463	102	of	of	ADP
cana-5280	463	103	web	web	NOUN
cana-5280	463	104	openings	opening	NOUN
cana-5280	463	105	on	on	ADP
cana-5280	463	106	the	the	DET
cana-5280	463	107	strength	strength	NOUN
cana-5280	463	108	capacities	capacity	NOUN
cana-5280	463	109	of	of	ADP
cana-5280	463	110	steel	steel	NOUN
cana-5280	463	111	beam	beam	NOUN
cana-5280	463	112	with	with	ADP
cana-5280	463	113	trapezoidally	trapezoidally	ADV
cana-5280	463	114	corrugated	corrugate	VERB
cana-5280	463	115	web	web	NOUN
cana-5280	463	116	,	,	PUNCT
cana-5280	463	117	asian	asian	ADJ
cana-5280	463	118	journal	journal	NOUN
cana-5280	463	119	of	of	ADP
cana-5280	463	120	civil	civil	ADJ
cana-5280	463	121	engineering	engineering	NOUN
cana-5280	463	122	,	,	PUNCT
cana-5280	463	123	20	20	NUM
cana-5280	463	124	,	,	PUNCT
cana-5280	463	125	8	8	NUM
cana-5280	463	126	,	,	PUNCT
cana-5280	463	127	1089	1089	NUM
cana-5280	463	128	-	-	SYM
cana-5280	463	129	1099	1099	NUM
cana-5280	463	130	[	[	X
cana-5280	463	131	53	53	NUM
cana-5280	463	132	]	]	PUNCT
cana-5280	463	133	chittaranjan	chittaranjan	PROPN
cana-5280	463	134	b.	b.	PROPN
cana-5280	463	135	nayak	nayak	PROPN
cana-5280	463	136	,	,	PUNCT
cana-5280	463	137	sunil	sunil	PROPN
cana-5280	463	138	b.	b.	PROPN
cana-5280	463	139	thakare	thakare	PROPN
cana-5280	463	140	(	(	PUNCT
cana-5280	463	141	2019	2019	NUM
cana-5280	463	142	)	)	PUNCT
cana-5280	463	143	seismic	seismic	ADJ
cana-5280	463	144	performance	performance	NOUN
cana-5280	463	145	of	of	ADP
cana-5280	463	146	existing	exist	VERB
cana-5280	463	147	water	water	NOUN
cana-5280	463	148	tank	tank	NOUN
cana-5280	463	149	after	after	SCONJ
cana-5280	463	150	condition	condition	NOUN
cana-5280	463	151	ranking	rank	VERB
cana-5280	463	152	using	use	VERB
cana-5280	463	153	non	non	ADJ
cana-5280	463	154	-	-	ADJ
cana-5280	463	155	destructive	destructive	ADJ
cana-5280	463	156	testing	testing	NOUN
cana-5280	463	157	,	,	PUNCT
cana-5280	463	158	international	international	ADJ
cana-5280	463	159	journal	journal	NOUN
cana-5280	463	160	of	of	ADP
cana-5280	463	161	advanced	advanced	ADJ
cana-5280	463	162	structural	structural	ADJ
cana-5280	463	163	engineering	engineering	NOUN
cana-5280	463	164	,	,	PUNCT
cana-5280	463	165	11	11	NUM
cana-5280	463	166	,	,	PUNCT
cana-5280	463	167	395	395	NUM
cana-5280	463	168	-	-	SYM
cana-5280	463	169	410	410	NUM
cana-5280	463	170	[	[	X
cana-5280	463	171	54	54	NUM
cana-5280	463	172	]	]	PUNCT
cana-5280	463	173	chittaranjan	chittaranjan	NOUN
cana-5280	463	174	birabar	birabar	PROPN
cana-5280	463	175	nayak	nayak	PROPN
cana-5280	463	176	*	*	PROPN
cana-5280	463	177	,	,	PUNCT
cana-5280	463	178	nivedita	nivedita	PROPN
cana-5280	463	179	sunil	sunil	PROPN
cana-5280	463	180	throat	throat	PROPN
cana-5280	463	181	sunil	sunil	PROPN
cana-5280	463	182	bhimrao	bhimrao	PROPN
cana-5280	463	183	thakare	thakare	PROPN
cana-5280	463	184	(	(	PUNCT
cana-5280	463	185	2018	2018	NUM
cana-5280	463	186	)	)	PUNCT
cana-5280	463	187	corrosion	corrosion	NOUN
cana-5280	463	188	impact	impact	NOUN
cana-5280	463	189	analysis	analysis	NOUN
cana-5280	463	190	on	on	ADP
cana-5280	463	191	residual	residual	ADJ
cana-5280	463	192	life	life	NOUN
cana-5280	463	193	of	of	ADP
cana-5280	463	194	structure	structure	NOUN
cana-5280	463	195	using	use	VERB
cana-5280	463	196	cathodic	cathodic	NOUN
cana-5280	463	197	technique	technique	NOUN
cana-5280	463	198	and	and	CCONJ
cana-5280	463	199	algor	algor	ADJ
cana-5280	463	200	simulation	simulation	NOUN
cana-5280	463	201	software	software	NOUN
cana-5280	463	202	,	,	PUNCT
cana-5280	463	203	10	10	NUM
cana-5280	463	204	,	,	PUNCT
cana-5280	463	205	1	1	NUM
cana-5280	463	206	,	,	PUNCT
cana-5280	463	207	18	18	NUM
cana-5280	463	208	-	-	SYM
cana-5280	463	209	26	26	NUM
cana-5280	464	1	[	[	X
cana-5280	464	2	55	55	NUM
cana-5280	464	3	]	]	X
cana-5280	464	4	u.	u.	PROPN
cana-5280	464	5	t.	t.	PROPN
cana-5280	464	6	jagadale	jagadale	PROPN
cana-5280	464	7	,	,	PUNCT
cana-5280	464	8	inamdar	inamdar	NOUN
cana-5280	464	9	sanket	sanket	NOUN
cana-5280	464	10	,	,	PUNCT
cana-5280	464	11	chittaranjan	chittaranjan	PROPN
cana-5280	464	12	b	b	PROPN
cana-5280	464	13	nayak	nayak	PROPN
cana-5280	464	14	,	,	PUNCT
cana-5280	464	15	wasudeo	wasudeo	NOUN
cana-5280	464	16	n	n	NOUN
cana-5280	464	17	deulkar	deulkar	VERB
cana-5280	464	18	(	(	PUNCT
cana-5280	464	19	2018	2018	NUM
cana-5280	464	20	)	)	PUNCT
cana-5280	464	21	structural	structural	ADJ
cana-5280	464	22	health	health	NOUN
cana-5280	464	23	monitoring	monitoring	NOUN
cana-5280	464	24	using	use	VERB
cana-5280	464	25	pzt	pzt	NOUN
cana-5280	464	26	a	a	DET
cana-5280	464	27	review	review	NOUN
cana-5280	464	28	,	,	PUNCT
cana-5280	464	29	journalnx	journalnx	PROPN
cana-5280	464	30	a	a	DET
cana-5280	464	31	multidisciplinary	multidisciplinary	ADJ
cana-5280	464	32	peer	peer	NOUN
cana-5280	464	33	reviewed	review	VERB
cana-5280	464	34	journal	journal	NOUN
cana-5280	464	35	,	,	PUNCT
cana-5280	464	36	171	171	NUM
cana-5280	464	37	-	-	SYM
cana-5280	464	38	74	74	NUM
cana-5280	465	1	[	[	X
cana-5280	465	2	56	56	NUM
cana-5280	465	3	]	]	X
cana-5280	465	4	c	c	PROPN
cana-5280	465	5	b	b	PROPN
cana-5280	465	6	nayak	nayak	PROPN
cana-5280	465	7	,	,	PUNCT
cana-5280	465	8	tade	tade	NOUN
cana-5280	465	9	m.k	m.k	PROPN
cana-5280	465	10	s	s	PROPN
cana-5280	465	11	b	b	PROPN
cana-5280	465	12	thakare	thakare	NOUN
cana-5280	465	13	(	(	PUNCT
cana-5280	465	14	2017	2017	NUM
cana-5280	465	15	)	)	PUNCT
cana-5280	465	16	strengthing	strengthing	NOUN
cana-5280	465	17	of	of	ADP
cana-5280	465	18	beams	beam	NOUN
cana-5280	465	19	and	and	CCONJ
cana-5280	465	20	columns	column	NOUN
cana-5280	465	21	using	use	VERB
cana-5280	465	22	gfrp	gfrp	PROPN
cana-5280	465	23	bars	bar	NOUN
cana-5280	465	24	,	,	PUNCT
cana-5280	465	25	iop	iop	PROPN
cana-5280	465	26	conference	conference	PROPN
cana-5280	465	27	series	series	PROPN
cana-5280	465	28	:	:	PUNCT
cana-5280	465	29	materials	material	NOUN
cana-5280	465	30	science	science	NOUN
cana-5280	465	31	and	and	CCONJ
cana-5280	465	32	engineering	engineering	NOUN
cana-5280	465	33	,	,	PUNCT
cana-5280	465	34	225	225	NUM
cana-5280	465	35	,	,	PUNCT
cana-5280	465	36	1	1	NUM
cana-5280	465	37	,	,	PUNCT
cana-5280	465	38	1	1	NUM
cana-5280	465	39	-	-	SYM
cana-5280	465	40	8	8	NUM
cana-5280	465	41	[	[	SYM
cana-5280	465	42	57	57	NUM
cana-5280	465	43	]	]	SYM
cana-5280	465	44	chandak	chandak	NOUN
cana-5280	465	45	vedant	vedant	PROPN
cana-5280	465	46	s.	s.	PROPN
cana-5280	465	47	,	,	PUNCT
cana-5280	465	48	nayak	nayak	PROPN
cana-5280	465	49	chittaranjan	chittaranjan	PROPN
cana-5280	465	50	b.	b.	PROPN
cana-5280	465	51	(	(	PUNCT
cana-5280	465	52	2017	2017	NUM
cana-5280	465	53	)	)	PUNCT
cana-5280	465	54	numerical	numerical	ADJ
cana-5280	465	55	assessment	assessment	NOUN
cana-5280	465	56	of	of	ADP
cana-5280	465	57	probability	probability	NOUN
cana-5280	465	58	of	of	ADP
cana-5280	465	59	detecting	detect	VERB
cana-5280	465	60	defects	defect	NOUN
cana-5280	465	61	in	in	ADP
cana-5280	465	62	civil	civil	ADJ
cana-5280	465	63	structures	structure	NOUN
cana-5280	465	64	,	,	PUNCT
cana-5280	465	65	nicmar	nicmar	NOUN
cana-5280	465	66	-	-	NOUN
cana-5280	465	67	journal	journal	NOUN
cana-5280	465	68	of	of	ADP
cana-5280	465	69	construction	construction	NOUN
cana-5280	465	70	management	management	NOUN
cana-5280	465	71	,	,	PUNCT
cana-5280	465	72	xxxii	xxxii	PUNCT
cana-5280	466	1	[	[	X
cana-5280	466	2	58	58	NUM
cana-5280	466	3	]	]	X
cana-5280	466	4	krishna	krishna	PROPN
cana-5280	466	5	kharjule	kharjule	PROPN
cana-5280	466	6	chittaranjan	chittaranjan	PROPN
cana-5280	466	7	nayak	nayak	PROPN
cana-5280	466	8	(	(	PUNCT
cana-5280	466	9	2016	2016	NUM
cana-5280	466	10	)	)	PUNCT
cana-5280	466	11	lateral	lateral	ADJ
cana-5280	466	12	analysis	analysis	NOUN
cana-5280	466	13	of	of	ADP
cana-5280	466	14	elevated	elevated	ADJ
cana-5280	466	15	reinforced	reinforce	VERB
cana-5280	466	16	concrete	concrete	ADJ
cana-5280	466	17	silos	silo	NOUN
cana-5280	466	18	,	,	PUNCT
cana-5280	466	19	international	international	ADJ
cana-5280	466	20	journal	journal	NOUN
cana-5280	466	21	of	of	ADP
cana-5280	466	22	pure	pure	ADJ
cana-5280	466	23	and	and	CCONJ
cana-5280	466	24	applied	applied	ADJ
cana-5280	466	25	research	research	NOUN
cana-5280	466	26	in	in	ADP
cana-5280	466	27	engineering	engineering	NOUN
cana-5280	466	28	and	and	CCONJ
cana-5280	466	29	technology	technology	NOUN
cana-5280	466	30	,	,	PUNCT
cana-5280	466	31	4	4	NUM
cana-5280	466	32	,	,	PUNCT
cana-5280	466	33	9	9	NUM
cana-5280	466	34	,	,	PUNCT
cana-5280	466	35	411	411	NUM
cana-5280	466	36	-	-	SYM
cana-5280	466	37	421	421	NUM
cana-5280	466	38	https://link.springer.com/article/10.1007/s41062-021-00472-6#auth-gunavant_k_-kate-aff1	https://link.springer.com/article/10.1007/s41062-021-00472-6#auth-gunavant_k_-kate-aff1	NOUN
cana-5280	466	39	https://link.springer.com/article/10.1007/s41062-021-00472-6#auth-chittaranjan_b_-nayak-aff2	https://link.springer.com/article/10.1007/s41062-021-00472-6#auth-chittaranjan_b_-nayak-aff2	NOUN
cana-5280	466	40	https://link.springer.com/article/10.1007/s41062-021-00472-6#auth-sunil_b_-thakare-aff3	https://link.springer.com/article/10.1007/s41062-021-00472-6#auth-sunil_b_-thakare-aff3	NOUN
cana-5280	466	41	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-c__b_-nayak	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-c__b_-nayak	PROPN
cana-5280	466	42	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-s__u_-sayyad	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-s__u_-sayyad	NOUN
cana-5280	466	43	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-r__r_-khartode	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-r__r_-khartode	PROPN
cana-5280	466	44	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-u__t_-jagadale	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-u__t_-jagadale	PROPN
cana-5280	466	45	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-s__g_-morkhade	https://link.springer.com/chapter/10.1007/978-981-15-9976-7_7#auth-s__g_-morkhade	PROPN
cana-5280	466	46	https://www.scopus.com/sourceid/21100889404	https://www.scopus.com/sourceid/21100889404	NOUN
cana-5280	466	47	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-umesh_t_-jagadale	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-umesh_t_-jagadale	ADJ
cana-5280	466	48	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-rutuja_d_-kharade	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-rutuja_d_-kharade	NOUN
cana-5280	466	49	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-chittaranjan_b_-nayak	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-chittaranjan_b_-nayak	NOUN
cana-5280	466	50	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-wasudeo_d_-deulkar	https://link.springer.com/chapter/10.1007/978-981-15-0890-5_27#auth-wasudeo_d_-deulkar	PROPN
cana-5280	466	51	https://www.scopus.com/sourceid/21100889404	https://www.scopus.com/sourceid/21100889404	PROPN
cana-5280	466	52	https://www.scopus.com/sourceid/21100889404	https://www.scopus.com/sourceid/21100889404	PROPN
cana-5280	466	53	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-umesh_t_-jagadale-aff1	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-umesh_t_-jagadale-aff1	PROPN
cana-5280	466	54	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-chittaranjan_b_-nayak-aff2	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-chittaranjan_b_-nayak-aff2	PROPN
cana-5280	466	55	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-asmita-mankar-aff2	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-asmita-mankar-aff2	PROPN
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cana-5280	466	57	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-wasudeo_n_-deulkar-aff4	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-wasudeo_n_-deulkar-aff4	PROPN
cana-5280	466	58	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-wasudeo_n_-deulkar-aff4	https://link.springer.com/article/10.1007/s41062-020-0260-x#auth-wasudeo_n_-deulkar-aff4	PROPN
cana-5280	466	59	https://link.springer.com/chapter/10.1007/978-3-030-16848-3_20#auth-aparna-jagtap	https://link.springer.com/chapter/10.1007/978-3-030-16848-3_20#auth-aparna-jagtap	PROPN
cana-5280	466	60	https://link.springer.com/chapter/10.1007/978-3-030-16848-3_20#auth-chittaranjan-nayak	https://link.springer.com/chapter/10.1007/978-3-030-16848-3_20#auth-chittaranjan-nayak	PROPN
cana-5280	466	61	https://link.springer.com/article/10.1007/s42107-019-00166-6#auth-samadhan_g_-morkhade-aff1	https://link.springer.com/article/10.1007/s42107-019-00166-6#auth-samadhan_g_-morkhade-aff1	NOUN
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cana-5280	466	63	https://link.springer.com/article/10.1007/s42107-019-00166-6#auth-chittaranjan_b_-nayak-aff1	https://link.springer.com/article/10.1007/s42107-019-00166-6#auth-chittaranjan_b_-nayak-aff1	ADJ
cana-5280	466	64	https://www.sciencedirect.com/journal/journal-of-king-saud-university-engineering-sciences/vol/33/issue/2	https://www.sciencedirect.com/journal/journal-of-king-saud-university-engineering-sciences/vol/33/issue/2	NOUN
cana-5280	466	65	https://www.scopus.com/sourceid/21100466223	https://www.scopus.com/sourceid/21100466223	NOUN
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cana-5280	466	68	https://journals.vilniustech.lt/index.php/est/search/search?field=author&criteria=nivedita%20sunil%20throat	https://journals.vilniustech.lt/index.php/est/search/search?field=author&criteria=nivedita%20sunil%20throat	PROPN
cana-5280	466	69	https://journals.vilniustech.lt/index.php/est/search/search?field=author&criteria=sunil%20bhimrao%20thakare	https://journals.vilniustech.lt/index.php/est/search/search?field=author&criteria=sunil%20bhimrao%20thakare	X
cana-5280	466	70	https://www.scopus.com/sourceid/19700200831	https://www.scopus.com/sourceid/19700200831	ADP