id	sid	tid	token	lemma	pos
cana-5377	1	1	communications	communication	NOUN
cana-5377	1	2	on	on	ADP
cana-5377	1	3	applied	apply	VERB
cana-5377	1	4	nonlinear	nonlinear	ADJ
cana-5377	1	5	analysis	analysis	NOUN
cana-5377	1	6	issn	issn	NOUN
cana-5377	1	7	:	:	PUNCT
cana-5377	1	8	1074	1074	NUM
cana-5377	1	9	-	-	PUNCT
cana-5377	1	10	133x	133x	NUM
cana-5377	1	11	vol	vol	VERB
cana-5377	1	12	32	32	NUM
cana-5377	1	13	no	no	NOUN
cana-5377	1	14	.	.	PUNCT
cana-5377	2	1	10s	10	NOUN
cana-5377	2	2	(	(	PUNCT
cana-5377	2	3	2025	2025	NUM
cana-5377	2	4	)	)	PUNCT
cana-5377	2	5	2060	2060	NUM
cana-5377	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	2	7	smart	smart	ADJ
cana-5377	2	8	road	road	NOUN
cana-5377	2	9	sensing	sense	VERB
cana-5377	2	10	techniques	technique	NOUN
cana-5377	2	11	(	(	PUNCT
cana-5377	2	12	srst	srst	ADJ
cana-5377	2	13	)	)	PUNCT
cana-5377	2	14	for	for	ADP
cana-5377	2	15	real	real	ADJ
cana-5377	2	16	time	time	NOUN
cana-5377	2	17	monitoring	monitoring	NOUN
cana-5377	2	18	and	and	CCONJ
cana-5377	2	19	maintenance	maintenance	NOUN
cana-5377	2	20	(	(	PUNCT
cana-5377	2	21	rtmm	rtmm	PROPN
cana-5377	2	22	)	)	PUNCT
cana-5377	2	23	nazya	nazya	PROPN
cana-5377	2	24	parveen1	parveen1	PROPN
cana-5377	2	25	swati	swati	PROPN
cana-5377	2	26	agrawal2	agrawal2	PROPN
cana-5377	3	1	1research	1research	NUM
cana-5377	3	2	scholar	scholar	NOUN
cana-5377	3	3	,	,	PUNCT
cana-5377	3	4	department	department	NOUN
cana-5377	3	5	of	of	ADP
cana-5377	3	6	civil	civil	ADJ
cana-5377	3	7	engineering	engineering	NOUN
cana-5377	3	8	,	,	PUNCT
cana-5377	3	9	kalinga	kalinga	PROPN
cana-5377	3	10	university	university	PROPN
cana-5377	3	11	,	,	PUNCT
cana-5377	3	12	new	new	ADJ
cana-5377	3	13	raipur	raipur	NOUN
cana-5377	3	14	,	,	PUNCT
cana-5377	3	15	chhattisgarh	chhattisgarh	NOUN
cana-5377	3	16	.	.	PUNCT
cana-5377	4	1	parveennazya@gmail.com	parveennazya@gmail.com	X
cana-5377	5	1	2assistant	2assistant	NUM
cana-5377	5	2	professor	professor	NOUN
cana-5377	5	3	department	department	NOUN
cana-5377	5	4	of	of	ADP
cana-5377	5	5	civil	civil	ADJ
cana-5377	5	6	engineering	engineering	NOUN
cana-5377	5	7	,	,	PUNCT
cana-5377	5	8	kalinga	kalinga	PROPN
cana-5377	5	9	university	university	PROPN
cana-5377	5	10	,	,	PUNCT
cana-5377	5	11	new	new	ADJ
cana-5377	5	12	raipur	raipur	NOUN
cana-5377	5	13	,	,	PUNCT
cana-5377	5	14	chhattisgarh	chhattisgarh	NOUN
cana-5377	5	15	.	.	PUNCT
cana-5377	5	16	swati.agrawal@kalingauniversity.ac.in	swati.agrawal@kalingauniversity.ac.in	PUNCT
cana-5377	5	17	article	article	NOUN
cana-5377	5	18	history	history	NOUN
cana-5377	5	19	:	:	PUNCT
cana-5377	5	20	received	receive	VERB
cana-5377	5	21	:	:	PUNCT
cana-5377	5	22	12	12	NUM
cana-5377	5	23	-	-	SYM
cana-5377	5	24	01	01	NUM
cana-5377	5	25	-	-	PUNCT
cana-5377	5	26	2025	2025	NUM
cana-5377	5	27	revised	revise	VERB
cana-5377	5	28	:	:	PUNCT
cana-5377	5	29	15	15	NUM
cana-5377	5	30	-	-	NUM
cana-5377	5	31	02	02	NUM
cana-5377	5	32	-	-	PUNCT
cana-5377	5	33	2025	2025	NUM
cana-5377	5	34	accepted	accept	VERB
cana-5377	5	35	:	:	PUNCT
cana-5377	5	36	01	01	NUM
cana-5377	5	37	-	-	SYM
cana-5377	5	38	03	03	NUM
cana-5377	5	39	-	-	PUNCT
cana-5377	5	40	2025	2025	NUM
cana-5377	5	41	abstract	abstract	NOUN
cana-5377	5	42	:	:	PUNCT
cana-5377	5	43	this	this	DET
cana-5377	5	44	study	study	NOUN
cana-5377	5	45	seeks	seek	VERB
cana-5377	5	46	to	to	PART
cana-5377	5	47	revolutionize	revolutionize	VERB
cana-5377	5	48	road	road	NOUN
cana-5377	5	49	monitoring	monitoring	NOUN
cana-5377	5	50	and	and	CCONJ
cana-5377	5	51	maintenance	maintenance	NOUN
cana-5377	5	52	in	in	ADP
cana-5377	5	53	bilaspur	bilaspur	NOUN
cana-5377	5	54	,	,	PUNCT
cana-5377	5	55	chhattisgarh	chhattisgarh	NOUN
cana-5377	5	56	,	,	PUNCT
cana-5377	5	57	by	by	ADP
cana-5377	5	58	introducing	introduce	VERB
cana-5377	5	59	smart	smart	ADJ
cana-5377	5	60	road	road	NOUN
cana-5377	5	61	sensing	sense	VERB
cana-5377	5	62	techniques	technique	NOUN
cana-5377	5	63	(	(	PUNCT
cana-5377	5	64	srst	srst	ADJ
cana-5377	5	65	)	)	PUNCT
cana-5377	5	66	.	.	PUNCT
cana-5377	6	1	as	as	SCONJ
cana-5377	6	2	bilaspur	bilaspur	PROPN
cana-5377	6	3	experiences	experience	VERB
cana-5377	6	4	rapid	rapid	ADJ
cana-5377	6	5	urbanization	urbanization	NOUN
cana-5377	6	6	,	,	PUNCT
cana-5377	6	7	the	the	DET
cana-5377	6	8	city	city	NOUN
cana-5377	6	9	’s	’s	PART
cana-5377	6	10	road	road	NOUN
cana-5377	6	11	infrastructure	infrastructure	NOUN
cana-5377	6	12	is	be	AUX
cana-5377	6	13	increasingly	increasingly	ADV
cana-5377	6	14	burdened	burden	VERB
cana-5377	6	15	by	by	ADP
cana-5377	6	16	challenges	challenge	NOUN
cana-5377	6	17	such	such	ADJ
cana-5377	6	18	as	as	ADP
cana-5377	6	19	frequent	frequent	ADJ
cana-5377	6	20	damage	damage	NOUN
cana-5377	6	21	,	,	PUNCT
cana-5377	6	22	traffic	traffic	NOUN
cana-5377	6	23	congestion	congestion	NOUN
cana-5377	6	24	,	,	PUNCT
cana-5377	6	25	and	and	CCONJ
cana-5377	6	26	costly	costly	ADJ
cana-5377	6	27	repairs	repair	NOUN
cana-5377	6	28	.	.	PUNCT
cana-5377	7	1	traditional	traditional	ADJ
cana-5377	7	2	maintenance	maintenance	NOUN
cana-5377	7	3	practices	practice	NOUN
cana-5377	7	4	,	,	PUNCT
cana-5377	7	5	which	which	PRON
cana-5377	7	6	are	be	AUX
cana-5377	7	7	largely	largely	ADV
cana-5377	7	8	manual	manual	ADJ
cana-5377	7	9	and	and	CCONJ
cana-5377	7	10	reactive	reactive	ADJ
cana-5377	7	11	,	,	PUNCT
cana-5377	7	12	often	often	ADV
cana-5377	7	13	fail	fail	VERB
cana-5377	7	14	to	to	PART
cana-5377	7	15	efficiently	efficiently	ADV
cana-5377	7	16	address	address	VERB
cana-5377	7	17	these	these	DET
cana-5377	7	18	escalating	escalate	VERB
cana-5377	7	19	issues	issue	NOUN
cana-5377	7	20	.	.	PUNCT
cana-5377	8	1	to	to	PART
cana-5377	8	2	combat	combat	VERB
cana-5377	8	3	these	these	DET
cana-5377	8	4	challenges	challenge	NOUN
cana-5377	8	5	,	,	PUNCT
cana-5377	8	6	the	the	DET
cana-5377	8	7	research	research	NOUN
cana-5377	8	8	proposes	propose	VERB
cana-5377	8	9	a	a	DET
cana-5377	8	10	technology	technology	NOUN
cana-5377	8	11	-	-	PUNCT
cana-5377	8	12	driven	drive	VERB
cana-5377	8	13	approach	approach	NOUN
cana-5377	8	14	,	,	PUNCT
cana-5377	8	15	incorporating	incorporate	VERB
cana-5377	8	16	internet	internet	NOUN
cana-5377	8	17	of	of	ADP
cana-5377	8	18	things	thing	NOUN
cana-5377	8	19	(	(	PUNCT
cana-5377	8	20	iot	iot	NOUN
cana-5377	8	21	)	)	PUNCT
cana-5377	8	22	devices	device	NOUN
cana-5377	8	23	,	,	PUNCT
cana-5377	8	24	real	real	ADJ
cana-5377	8	25	-	-	PUNCT
cana-5377	8	26	time	time	NOUN
cana-5377	8	27	data	datum	NOUN
cana-5377	8	28	collection	collection	NOUN
cana-5377	8	29	,	,	PUNCT
cana-5377	8	30	and	and	CCONJ
cana-5377	8	31	predictive	predictive	ADJ
cana-5377	8	32	analytics	analytic	NOUN
cana-5377	8	33	.	.	PUNCT
cana-5377	9	1	the	the	DET
cana-5377	9	2	core	core	NOUN
cana-5377	9	3	objective	objective	NOUN
cana-5377	9	4	of	of	ADP
cana-5377	9	5	srst	srst	NOUN
cana-5377	9	6	is	be	AUX
cana-5377	9	7	to	to	PART
cana-5377	9	8	establish	establish	VERB
cana-5377	9	9	a	a	DET
cana-5377	9	10	cost	cost	NOUN
cana-5377	9	11	-	-	PUNCT
cana-5377	9	12	effective	effective	ADJ
cana-5377	9	13	and	and	CCONJ
cana-5377	9	14	streamlined	streamlined	ADJ
cana-5377	9	15	method	method	NOUN
cana-5377	9	16	for	for	ADP
cana-5377	9	17	real	real	ADJ
cana-5377	9	18	-	-	PUNCT
cana-5377	9	19	time	time	NOUN
cana-5377	9	20	monitoring	monitoring	NOUN
cana-5377	9	21	of	of	ADP
cana-5377	9	22	road	road	NOUN
cana-5377	9	23	conditions	condition	NOUN
cana-5377	9	24	.	.	PUNCT
cana-5377	10	1	by	by	ADP
cana-5377	10	2	embedding	embed	VERB
cana-5377	10	3	iot	iot	VERB
cana-5377	10	4	-	-	PUNCT
cana-5377	10	5	enabled	enable	VERB
cana-5377	10	6	sensors	sensor	NOUN
cana-5377	10	7	into	into	ADP
cana-5377	10	8	the	the	DET
cana-5377	10	9	roads	road	NOUN
cana-5377	10	10	,	,	PUNCT
cana-5377	10	11	the	the	DET
cana-5377	10	12	system	system	NOUN
cana-5377	10	13	can	can	AUX
cana-5377	10	14	continuously	continuously	ADV
cana-5377	10	15	detect	detect	VERB
cana-5377	10	16	problems	problem	NOUN
cana-5377	10	17	such	such	ADJ
cana-5377	10	18	as	as	ADP
cana-5377	10	19	potholes	pothole	NOUN
cana-5377	10	20	,	,	PUNCT
cana-5377	10	21	cracks	crack	NOUN
cana-5377	10	22	,	,	PUNCT
cana-5377	10	23	and	and	CCONJ
cana-5377	10	24	uneven	uneven	ADJ
cana-5377	10	25	surfaces	surface	NOUN
cana-5377	10	26	.	.	PUNCT
cana-5377	11	1	additionally	additionally	ADV
cana-5377	11	2	,	,	PUNCT
cana-5377	11	3	it	it	PRON
cana-5377	11	4	tracks	track	VERB
cana-5377	11	5	traffic	traffic	NOUN
cana-5377	11	6	density	density	NOUN
cana-5377	11	7	and	and	CCONJ
cana-5377	11	8	environmental	environmental	ADJ
cana-5377	11	9	factors	factor	NOUN
cana-5377	11	10	,	,	PUNCT
cana-5377	11	11	such	such	ADJ
cana-5377	11	12	as	as	ADP
cana-5377	11	13	weather	weather	NOUN
cana-5377	11	14	,	,	PUNCT
cana-5377	11	15	that	that	PRON
cana-5377	11	16	contribute	contribute	VERB
cana-5377	11	17	to	to	ADP
cana-5377	11	18	road	road	NOUN
cana-5377	11	19	deterioration	deterioration	NOUN
cana-5377	11	20	.	.	PUNCT
cana-5377	12	1	keywords	keyword	VERB
cana-5377	12	2	smart	smart	ADJ
cana-5377	12	3	road	road	NOUN
cana-5377	12	4	sensing	sense	VERB
cana-5377	12	5	techniques	technique	NOUN
cana-5377	12	6	(	(	PUNCT
cana-5377	12	7	srst	srst	ADJ
cana-5377	12	8	)	)	PUNCT
cana-5377	12	9	,	,	PUNCT
cana-5377	12	10	internet	internet	NOUN
cana-5377	12	11	of	of	ADP
cana-5377	12	12	things	thing	NOUN
cana-5377	12	13	(	(	PUNCT
cana-5377	12	14	iot	iot	NOUN
cana-5377	12	15	)	)	PUNCT
cana-5377	12	16	,	,	PUNCT
cana-5377	12	17	realtime	realtime	NOUN
cana-5377	12	18	data	datum	NOUN
cana-5377	12	19	collection	collection	NOUN
cana-5377	12	20	,	,	PUNCT
cana-5377	12	21	predictive	predictive	ADJ
cana-5377	12	22	analytics	analytic	NOUN
cana-5377	12	23	,	,	PUNCT
cana-5377	12	24	road	road	NOUN
cana-5377	12	25	monitoring	monitoring	NOUN
cana-5377	12	26	,	,	PUNCT
cana-5377	12	27	road	road	NOUN
cana-5377	12	28	maintenance	maintenance	NOUN
cana-5377	12	29	,	,	PUNCT
cana-5377	12	30	urbanization	urbanization	NOUN
cana-5377	12	31	,	,	PUNCT
cana-5377	12	32	road	road	NOUN
cana-5377	12	33	infrastructure	infrastructure	NOUN
cana-5377	12	34	,	,	PUNCT
cana-5377	12	35	traffic	traffic	NOUN
cana-5377	12	36	congestion	congestion	NOUN
cana-5377	12	37	,	,	PUNCT
cana-5377	12	38	potholes	pothole	NOUN
cana-5377	12	39	.	.	PUNCT
cana-5377	13	1	1	1	X
cana-5377	13	2	.	.	X
cana-5377	13	3	introduction	introduction	NOUN
cana-5377	13	4	bilaspur	bilaspur	NOUN
cana-5377	13	5	,	,	PUNCT
cana-5377	13	6	situated	situate	VERB
cana-5377	13	7	in	in	ADP
cana-5377	13	8	the	the	DET
cana-5377	13	9	heart	heart	NOUN
cana-5377	13	10	of	of	ADP
cana-5377	13	11	chhattisgarh	chhattisgarh	NOUN
cana-5377	13	12	,	,	PUNCT
cana-5377	13	13	has	have	AUX
cana-5377	13	14	emerged	emerge	VERB
cana-5377	13	15	as	as	ADP
cana-5377	13	16	one	one	NUM
cana-5377	13	17	of	of	ADP
cana-5377	13	18	the	the	DET
cana-5377	13	19	fastest	fast	ADV
cana-5377	13	20	-	-	PUNCT
cana-5377	13	21	growing	grow	VERB
cana-5377	13	22	cities	city	NOUN
cana-5377	13	23	in	in	ADP
cana-5377	13	24	the	the	DET
cana-5377	13	25	state	state	NOUN
cana-5377	13	26	.	.	PUNCT
cana-5377	14	1	known	know	VERB
cana-5377	14	2	as	as	ADP
cana-5377	14	3	the	the	DET
cana-5377	14	4	"	"	PUNCT
cana-5377	14	5	cultural	cultural	ADJ
cana-5377	14	6	capital	capital	NOUN
cana-5377	14	7	of	of	ADP
cana-5377	14	8	chhattisgarh	chhattisgarh	NOUN
cana-5377	14	9	,	,	PUNCT
cana-5377	14	10	"	"	PUNCT
cana-5377	14	11	the	the	DET
cana-5377	14	12	city	city	NOUN
cana-5377	14	13	is	be	AUX
cana-5377	14	14	experiencing	experience	VERB
cana-5377	14	15	rapid	rapid	ADJ
cana-5377	14	16	urbanization	urbanization	NOUN
cana-5377	14	17	and	and	CCONJ
cana-5377	14	18	infrastructural	infrastructural	ADJ
cana-5377	14	19	development	development	NOUN
cana-5377	14	20	,	,	PUNCT
cana-5377	14	21	leading	lead	VERB
cana-5377	14	22	to	to	ADP
cana-5377	14	23	a	a	DET
cana-5377	14	24	significant	significant	ADJ
cana-5377	14	25	increase	increase	NOUN
cana-5377	14	26	in	in	ADP
cana-5377	14	27	vehicular	vehicular	ADJ
cana-5377	14	28	traffic	traffic	NOUN
cana-5377	14	29	.	.	PUNCT
cana-5377	15	1	as	as	SCONJ
cana-5377	15	2	the	the	DET
cana-5377	15	3	city	city	NOUN
cana-5377	15	4	expands	expand	VERB
cana-5377	15	5	,	,	PUNCT
cana-5377	15	6	its	its	PRON
cana-5377	15	7	road	road	NOUN
cana-5377	15	8	infrastructure	infrastructure	NOUN
cana-5377	15	9	faces	face	VERB
cana-5377	15	10	mounting	mount	VERB
cana-5377	15	11	pressure	pressure	NOUN
cana-5377	15	12	,	,	PUNCT
cana-5377	15	13	resulting	result	VERB
cana-5377	15	14	in	in	ADP
cana-5377	15	15	wear	wear	NOUN
cana-5377	15	16	and	and	CCONJ
cana-5377	15	17	tear	tear	NOUN
cana-5377	15	18	that	that	SCONJ
cana-5377	15	19	adversely	adversely	ADV
cana-5377	15	20	impacts	impact	VERB
cana-5377	15	21	commuters	commuter	NOUN
cana-5377	15	22	.	.	PUNCT
cana-5377	16	1	the	the	DET
cana-5377	16	2	adoption	adoption	NOUN
cana-5377	16	3	of	of	ADP
cana-5377	16	4	srst	srst	PROPN
cana-5377	16	5	offers	offer	VERB
cana-5377	16	6	several	several	ADJ
cana-5377	16	7	advantages	advantage	NOUN
cana-5377	16	8	.	.	PUNCT
cana-5377	17	1	first	first	ADV
cana-5377	17	2	,	,	PUNCT
cana-5377	17	3	it	it	PRON
cana-5377	17	4	shifts	shift	VERB
cana-5377	17	5	the	the	DET
cana-5377	17	6	maintenance	maintenance	NOUN
cana-5377	17	7	paradigm	paradigm	NOUN
cana-5377	17	8	from	from	ADP
cana-5377	17	9	reactive	reactive	NOUN
cana-5377	17	10	to	to	ADP
cana-5377	17	11	proactive	proactive	ADJ
cana-5377	17	12	,	,	PUNCT
cana-5377	17	13	allowing	allow	VERB
cana-5377	17	14	authorities	authority	NOUN
cana-5377	17	15	to	to	PART
cana-5377	17	16	predict	predict	VERB
cana-5377	17	17	road	road	NOUN
cana-5377	17	18	issues	issue	NOUN
cana-5377	17	19	before	before	SCONJ
cana-5377	17	20	they	they	PRON
cana-5377	17	21	escalate	escalate	VERB
cana-5377	17	22	into	into	ADP
cana-5377	17	23	costly	costly	ADJ
cana-5377	17	24	repairs	repair	NOUN
cana-5377	17	25	.	.	PUNCT
cana-5377	18	1	second	second	ADJ
cana-5377	18	2	,	,	PUNCT
cana-5377	18	3	it	it	PRON
cana-5377	18	4	reduces	reduce	VERB
cana-5377	18	5	the	the	DET
cana-5377	18	6	dependency	dependency	NOUN
cana-5377	18	7	on	on	ADP
cana-5377	18	8	manual	manual	ADJ
cana-5377	18	9	labour	labour	NOUN
cana-5377	18	10	,	,	PUNCT
cana-5377	18	11	thus	thus	ADV
cana-5377	18	12	minimizing	minimize	VERB
cana-5377	18	13	errors	error	NOUN
cana-5377	18	14	and	and	CCONJ
cana-5377	18	15	ensuring	ensure	VERB
cana-5377	18	16	timely	timely	ADJ
cana-5377	18	17	interventions	intervention	NOUN
cana-5377	18	18	.	.	PUNCT
cana-5377	19	1	for	for	ADP
cana-5377	19	2	bilaspur	bilaspur	NOUN
cana-5377	19	3	,	,	PUNCT
cana-5377	19	4	implementing	implement	VERB
cana-5377	19	5	srst	srst	NOUN
cana-5377	19	6	is	be	AUX
cana-5377	19	7	not	not	PART
cana-5377	19	8	just	just	ADV
cana-5377	19	9	about	about	ADP
cana-5377	19	10	improving	improve	VERB
cana-5377	19	11	road	road	NOUN
cana-5377	19	12	quality	quality	NOUN
cana-5377	19	13	;	;	PUNCT
cana-5377	19	14	it	it	PRON
cana-5377	19	15	is	be	AUX
cana-5377	19	16	about	about	ADP
cana-5377	19	17	transforming	transform	VERB
cana-5377	19	18	the	the	DET
cana-5377	19	19	city	city	NOUN
cana-5377	19	20	's	's	PART
cana-5377	19	21	infrastructure	infrastructure	NOUN
cana-5377	19	22	to	to	PART
cana-5377	19	23	meet	meet	VERB
cana-5377	19	24	the	the	DET
cana-5377	19	25	demands	demand	NOUN
cana-5377	19	26	of	of	ADP
cana-5377	19	27	a	a	DET
cana-5377	19	28	modern	modern	ADJ
cana-5377	19	29	,	,	PUNCT
cana-5377	19	30	fast	fast	ADV
cana-5377	19	31	-	-	PUNCT
cana-5377	19	32	paced	pace	VERB
cana-5377	19	33	urban	urban	ADJ
cana-5377	19	34	mailto:parveennazya@gmail.com	mailto:parveennazya@gmail.com	NOUN
cana-5377	19	35	mailto:swati.agrawal@kalingauniversity.ac.in	mailto:swati.agrawal@kalingauniversity.ac.in	PART
cana-5377	19	36	communications	communication	NOUN
cana-5377	19	37	on	on	ADP
cana-5377	19	38	applied	apply	VERB
cana-5377	19	39	nonlinear	nonlinear	ADJ
cana-5377	19	40	analysis	analysis	NOUN
cana-5377	19	41	issn	issn	NOUN
cana-5377	19	42	:	:	PUNCT
cana-5377	19	43	1074	1074	NUM
cana-5377	19	44	-	-	PUNCT
cana-5377	19	45	133x	133x	NUM
cana-5377	19	46	vol	vol	VERB
cana-5377	19	47	32	32	NUM
cana-5377	19	48	no	no	NOUN
cana-5377	19	49	.	.	PUNCT
cana-5377	20	1	10s	10	NOUN
cana-5377	20	2	(	(	PUNCT
cana-5377	20	3	2025	2025	NUM
cana-5377	20	4	)	)	PUNCT
cana-5377	20	5	2061	2061	NUM
cana-5377	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	20	7	lifestyle	lifestyle	NOUN
cana-5377	20	8	.	.	PUNCT
cana-5377	21	1	with	with	ADP
cana-5377	21	2	a	a	DET
cana-5377	21	3	growing	grow	VERB
cana-5377	21	4	population	population	NOUN
cana-5377	21	5	and	and	CCONJ
cana-5377	21	6	increasing	increase	VERB
cana-5377	21	7	vehicular	vehicular	ADJ
cana-5377	21	8	traffic	traffic	NOUN
cana-5377	21	9	,	,	PUNCT
cana-5377	21	10	bilaspur	bilaspur	PROPN
cana-5377	21	11	needs	need	VERB
cana-5377	21	12	a	a	DET
cana-5377	21	13	robust	robust	ADJ
cana-5377	21	14	and	and	CCONJ
cana-5377	21	15	efficient	efficient	ADJ
cana-5377	21	16	system	system	NOUN
cana-5377	21	17	to	to	PART
cana-5377	21	18	ensure	ensure	VERB
cana-5377	21	19	safer	safe	ADJ
cana-5377	21	20	and	and	CCONJ
cana-5377	21	21	smoother	smooth	ADJ
cana-5377	21	22	commutes	commute	NOUN
cana-5377	21	23	for	for	ADP
cana-5377	21	24	its	its	PRON
cana-5377	21	25	residents	resident	NOUN
cana-5377	21	26	.	.	PUNCT
cana-5377	22	1	through	through	ADP
cana-5377	22	2	this	this	DET
cana-5377	22	3	study	study	NOUN
cana-5377	22	4	,	,	PUNCT
cana-5377	22	5	we	we	PRON
cana-5377	22	6	aim	aim	VERB
cana-5377	22	7	to	to	PART
cana-5377	22	8	provide	provide	VERB
cana-5377	22	9	a	a	DET
cana-5377	22	10	roadmap	roadmap	NOUN
cana-5377	22	11	for	for	ADP
cana-5377	22	12	integrating	integrate	VERB
cana-5377	22	13	smart	smart	ADJ
cana-5377	22	14	technologies	technology	NOUN
cana-5377	22	15	into	into	ADP
cana-5377	22	16	the	the	DET
cana-5377	22	17	city	city	NOUN
cana-5377	22	18	's	's	PART
cana-5377	22	19	road	road	NOUN
cana-5377	22	20	management	management	NOUN
cana-5377	22	21	system	system	NOUN
cana-5377	22	22	,	,	PUNCT
cana-5377	22	23	ultimately	ultimately	ADV
cana-5377	22	24	enhancing	enhance	VERB
cana-5377	22	25	the	the	DET
cana-5377	22	26	quality	quality	NOUN
cana-5377	22	27	of	of	ADP
cana-5377	22	28	life	life	NOUN
cana-5377	22	29	for	for	ADP
cana-5377	22	30	its	its	PRON
cana-5377	22	31	residents	resident	NOUN
cana-5377	22	32	while	while	SCONJ
cana-5377	22	33	setting	set	VERB
cana-5377	22	34	an	an	DET
cana-5377	22	35	example	example	NOUN
cana-5377	22	36	for	for	ADP
cana-5377	22	37	other	other	ADJ
cana-5377	22	38	developing	develop	VERB
cana-5377	22	39	cities	city	NOUN
cana-5377	22	40	in	in	ADP
cana-5377	22	41	india	india	PROPN
cana-5377	22	42	.	.	PUNCT
cana-5377	23	1	2	2	X
cana-5377	23	2	.	.	X
cana-5377	23	3	literature	literature	NOUN
cana-5377	23	4	review	review	VERB
cana-5377	23	5	numerous	numerous	ADJ
cana-5377	23	6	studies	study	NOUN
cana-5377	23	7	in	in	ADP
cana-5377	23	8	the	the	DET
cana-5377	23	9	field	field	NOUN
cana-5377	23	10	of	of	ADP
cana-5377	23	11	smart	smart	ADJ
cana-5377	23	12	road	road	NOUN
cana-5377	23	13	management	management	NOUN
cana-5377	23	14	have	have	AUX
cana-5377	23	15	demonstrated	demonstrate	VERB
cana-5377	23	16	the	the	DET
cana-5377	23	17	transformative	transformative	ADJ
cana-5377	23	18	impact	impact	NOUN
cana-5377	23	19	of	of	ADP
cana-5377	23	20	iot	iot	NOUN
cana-5377	23	21	-	-	PUNCT
cana-5377	23	22	based	base	VERB
cana-5377	23	23	systems	system	NOUN
cana-5377	23	24	and	and	CCONJ
cana-5377	23	25	modern	modern	ADJ
cana-5377	23	26	technologies	technology	NOUN
cana-5377	23	27	in	in	ADP
cana-5377	23	28	improving	improve	VERB
cana-5377	23	29	road	road	NOUN
cana-5377	23	30	monitoring	monitoring	NOUN
cana-5377	23	31	,	,	PUNCT
cana-5377	23	32	traffic	traffic	NOUN
cana-5377	23	33	management	management	NOUN
cana-5377	23	34	,	,	PUNCT
cana-5377	23	35	and	and	CCONJ
cana-5377	23	36	predictive	predictive	ADJ
cana-5377	23	37	maintenance	maintenance	NOUN
cana-5377	23	38	.	.	PUNCT
cana-5377	24	1	these	these	DET
cana-5377	24	2	advancements	advancement	NOUN
cana-5377	24	3	have	have	AUX
cana-5377	24	4	paved	pave	VERB
cana-5377	24	5	the	the	DET
cana-5377	24	6	way	way	NOUN
cana-5377	24	7	for	for	ADP
cana-5377	24	8	innovative	innovative	ADJ
cana-5377	24	9	solutions	solution	NOUN
cana-5377	24	10	;	;	PUNCT
cana-5377	24	11	however	however	ADV
cana-5377	24	12	,	,	PUNCT
cana-5377	24	13	significant	significant	ADJ
cana-5377	24	14	gaps	gap	NOUN
cana-5377	24	15	remain	remain	VERB
cana-5377	24	16	,	,	PUNCT
cana-5377	24	17	especially	especially	ADV
cana-5377	24	18	in	in	ADP
cana-5377	24	19	the	the	DET
cana-5377	24	20	context	context	NOUN
cana-5377	24	21	of	of	ADP
cana-5377	24	22	smaller	small	ADJ
cana-5377	24	23	cities	city	NOUN
cana-5377	24	24	like	like	ADP
cana-5377	24	25	bilaspur	bilaspur	NOUN
cana-5377	24	26	,	,	PUNCT
cana-5377	24	27	chhattisgarh	chhattisgarh	NOUN
cana-5377	24	28	.	.	PUNCT
cana-5377	25	1	1	1	X
cana-5377	25	2	.	.	X
cana-5377	25	3	ranyal	ranyal	NOUN
cana-5377	25	4	and	and	CCONJ
cana-5377	25	5	sadhu	sadhu	PROPN
cana-5377	25	6	(	(	PUNCT
cana-5377	25	7	2022	2022	NUM
cana-5377	25	8	):	):	PUNCT
cana-5377	25	9	their	their	PRON
cana-5377	25	10	research	research	NOUN
cana-5377	25	11	highlighted	highlight	VERB
cana-5377	25	12	the	the	DET
cana-5377	25	13	integration	integration	NOUN
cana-5377	25	14	of	of	ADP
cana-5377	25	15	artificial	artificial	ADJ
cana-5377	25	16	intelligence	intelligence	NOUN
cana-5377	25	17	(	(	PUNCT
cana-5377	25	18	ai	ai	NOUN
cana-5377	25	19	)	)	PUNCT
cana-5377	25	20	in	in	ADP
cana-5377	25	21	detecting	detect	VERB
cana-5377	25	22	and	and	CCONJ
cana-5377	25	23	monitoring	monitor	VERB
cana-5377	25	24	road	road	NOUN
cana-5377	25	25	damage	damage	NOUN
cana-5377	25	26	.	.	PUNCT
cana-5377	26	1	the	the	DET
cana-5377	26	2	study	study	NOUN
cana-5377	26	3	emphasized	emphasize	VERB
cana-5377	26	4	that	that	SCONJ
cana-5377	26	5	ai	ai	NOUN
cana-5377	26	6	-	-	PUNCT
cana-5377	26	7	powered	power	VERB
cana-5377	26	8	tools	tool	NOUN
cana-5377	26	9	could	could	AUX
cana-5377	26	10	efficiently	efficiently	ADV
cana-5377	26	11	analyze	analyze	VERB
cana-5377	26	12	road	road	NOUN
cana-5377	26	13	conditions	condition	NOUN
cana-5377	26	14	by	by	ADP
cana-5377	26	15	processing	process	VERB
cana-5377	26	16	data	datum	NOUN
cana-5377	26	17	collected	collect	VERB
cana-5377	26	18	through	through	ADP
cana-5377	26	19	sensors	sensor	NOUN
cana-5377	26	20	,	,	PUNCT
cana-5377	26	21	cameras	camera	NOUN
cana-5377	26	22	,	,	PUNCT
cana-5377	26	23	and	and	CCONJ
cana-5377	26	24	drones	drone	NOUN
cana-5377	26	25	.	.	PUNCT
cana-5377	27	1	these	these	DET
cana-5377	27	2	tools	tool	NOUN
cana-5377	27	3	offered	offer	VERB
cana-5377	27	4	real	real	ADJ
cana-5377	27	5	-	-	PUNCT
cana-5377	27	6	time	time	NOUN
cana-5377	27	7	insights	insight	NOUN
cana-5377	27	8	,	,	PUNCT
cana-5377	27	9	enabling	enable	VERB
cana-5377	27	10	authorities	authority	NOUN
cana-5377	27	11	to	to	PART
cana-5377	27	12	address	address	VERB
cana-5377	27	13	structural	structural	ADJ
cana-5377	27	14	issues	issue	NOUN
cana-5377	27	15	promptly	promptly	ADV
cana-5377	27	16	and	and	CCONJ
cana-5377	27	17	prevent	prevent	VERB
cana-5377	27	18	further	further	ADJ
cana-5377	27	19	deterioration	deterioration	NOUN
cana-5377	27	20	..	..	PUNCT
cana-5377	28	1	2	2	X
cana-5377	28	2	.	.	X
cana-5377	28	3	telnyx	telnyx	NOUN
cana-5377	28	4	(	(	PUNCT
cana-5377	28	5	2022	2022	NUM
cana-5377	28	6	):	):	PUNCT
cana-5377	28	7	this	this	DET
cana-5377	28	8	study	study	NOUN
cana-5377	28	9	explored	explore	VERB
cana-5377	28	10	various	various	ADJ
cana-5377	28	11	iot	iot	NOUN
cana-5377	28	12	solutions	solution	NOUN
cana-5377	28	13	for	for	ADP
cana-5377	28	14	traffic	traffic	NOUN
cana-5377	28	15	and	and	CCONJ
cana-5377	28	16	road	road	NOUN
cana-5377	28	17	management	management	NOUN
cana-5377	28	18	,	,	PUNCT
cana-5377	28	19	showcasing	showcase	VERB
cana-5377	28	20	how	how	SCONJ
cana-5377	28	21	connected	connected	ADJ
cana-5377	28	22	devices	device	NOUN
cana-5377	28	23	could	could	AUX
cana-5377	28	24	transform	transform	VERB
cana-5377	28	25	urban	urban	ADJ
cana-5377	28	26	mobility	mobility	NOUN
cana-5377	28	27	.	.	PUNCT
cana-5377	29	1	the	the	DET
cana-5377	29	2	research	research	NOUN
cana-5377	29	3	demonstrated	demonstrate	VERB
cana-5377	29	4	the	the	DET
cana-5377	29	5	use	use	NOUN
cana-5377	29	6	of	of	ADP
cana-5377	29	7	gps	gps	NOUN
cana-5377	29	8	trackers	tracker	NOUN
cana-5377	29	9	,	,	PUNCT
cana-5377	29	10	smart	smart	ADJ
cana-5377	29	11	traffic	traffic	NOUN
cana-5377	29	12	lights	light	NOUN
cana-5377	29	13	,	,	PUNCT
cana-5377	29	14	and	and	CCONJ
cana-5377	29	15	vehicle	vehicle	NOUN
cana-5377	29	16	-	-	PUNCT
cana-5377	29	17	to	to	ADP
cana-5377	29	18	-	-	PUNCT
cana-5377	29	19	road	road	NOUN
cana-5377	29	20	communication	communication	NOUN
cana-5377	29	21	systems	system	NOUN
cana-5377	29	22	to	to	PART
cana-5377	29	23	reduce	reduce	VERB
cana-5377	29	24	congestion	congestion	NOUN
cana-5377	29	25	and	and	CCONJ
cana-5377	29	26	improve	improve	VERB
cana-5377	29	27	traffic	traffic	NOUN
cana-5377	29	28	flow	flow	NOUN
cana-5377	29	29	.	.	PUNCT
cana-5377	30	1	3	3	X
cana-5377	30	2	.	.	X
cana-5377	30	3	sam	sam	PROPN
cana-5377	30	4	solutions	solution	NOUN
cana-5377	30	5	(	(	PUNCT
cana-5377	30	6	2023	2023	NUM
cana-5377	30	7	):	):	PUNCT
cana-5377	30	8	the	the	DET
cana-5377	30	9	implementation	implementation	NOUN
cana-5377	30	10	of	of	ADP
cana-5377	30	11	iot	iot	ADJ
cana-5377	30	12	prototypes	prototype	NOUN
cana-5377	30	13	for	for	ADP
cana-5377	30	14	real	real	ADJ
cana-5377	30	15	-	-	PUNCT
cana-5377	30	16	time	time	NOUN
cana-5377	30	17	predictive	predictive	ADJ
cana-5377	30	18	maintenance	maintenance	NOUN
cana-5377	30	19	marked	mark	VERB
cana-5377	30	20	a	a	DET
cana-5377	30	21	significant	significant	ADJ
cana-5377	30	22	advancement	advancement	NOUN
cana-5377	30	23	in	in	ADP
cana-5377	30	24	road	road	NOUN
cana-5377	30	25	management	management	NOUN
cana-5377	30	26	.	.	PUNCT
cana-5377	31	1	sam	sam	PROPN
cana-5377	31	2	solutions	solutions	PROPN
cana-5377	31	3	demonstrated	demonstrate	VERB
cana-5377	31	4	how	how	SCONJ
cana-5377	31	5	smart	smart	ADJ
cana-5377	31	6	sensors	sensor	NOUN
cana-5377	31	7	embedded	embed	VERB
cana-5377	31	8	in	in	ADP
cana-5377	31	9	roads	road	NOUN
cana-5377	31	10	could	could	AUX
cana-5377	31	11	continuously	continuously	ADV
cana-5377	31	12	monitor	monitor	VERB
cana-5377	31	13	factors	factor	NOUN
cana-5377	31	14	like	like	ADP
cana-5377	31	15	vibration	vibration	NOUN
cana-5377	31	16	,	,	PUNCT
cana-5377	31	17	temperature	temperature	NOUN
cana-5377	31	18	,	,	PUNCT
cana-5377	31	19	and	and	CCONJ
cana-5377	31	20	surface	surface	NOUN
cana-5377	31	21	wear	wear	NOUN
cana-5377	31	22	.	.	PUNCT
cana-5377	32	1	by	by	ADP
cana-5377	32	2	analyzing	analyze	VERB
cana-5377	32	3	this	this	DET
cana-5377	32	4	data	datum	NOUN
cana-5377	32	5	,	,	PUNCT
cana-5377	32	6	the	the	DET
cana-5377	32	7	system	system	NOUN
cana-5377	32	8	could	could	AUX
cana-5377	32	9	predict	predict	VERB
cana-5377	32	10	potential	potential	ADJ
cana-5377	32	11	issues	issue	NOUN
cana-5377	32	12	such	such	ADJ
cana-5377	32	13	as	as	ADP
cana-5377	32	14	cracks	crack	NOUN
cana-5377	32	15	,	,	PUNCT
cana-5377	32	16	potholes	pothole	NOUN
cana-5377	32	17	,	,	PUNCT
cana-5377	32	18	or	or	CCONJ
cana-5377	32	19	uneven	uneven	ADJ
cana-5377	32	20	surfaces	surface	NOUN
cana-5377	32	21	before	before	SCONJ
cana-5377	32	22	they	they	PRON
cana-5377	32	23	became	become	VERB
cana-5377	32	24	severe	severe	ADJ
cana-5377	32	25	.	.	PUNCT
cana-5377	33	1	identified	identify	VERB
cana-5377	33	2	gaps	gap	NOUN
cana-5377	33	3	in	in	ADP
cana-5377	33	4	the	the	DET
cana-5377	33	5	literature	literature	NOUN
cana-5377	33	6	despite	despite	SCONJ
cana-5377	33	7	these	these	DET
cana-5377	33	8	advancements	advancement	NOUN
cana-5377	33	9	,	,	PUNCT
cana-5377	33	10	most	most	ADJ
cana-5377	33	11	existing	exist	VERB
cana-5377	33	12	studies	study	NOUN
cana-5377	33	13	and	and	CCONJ
cana-5377	33	14	implementations	implementation	NOUN
cana-5377	33	15	target	target	VERB
cana-5377	33	16	large	large	ADJ
cana-5377	33	17	metropolitan	metropolitan	ADJ
cana-5377	33	18	areas	area	NOUN
cana-5377	33	19	or	or	CCONJ
cana-5377	33	20	regions	region	NOUN
cana-5377	33	21	with	with	ADP
cana-5377	33	22	advanced	advanced	ADJ
cana-5377	33	23	technological	technological	ADJ
cana-5377	33	24	capabilities	capability	NOUN
cana-5377	33	25	.	.	PUNCT
cana-5377	34	1	these	these	DET
cana-5377	34	2	solutions	solution	NOUN
cana-5377	34	3	often	often	ADV
cana-5377	34	4	require	require	VERB
cana-5377	34	5	substantial	substantial	ADJ
cana-5377	34	6	financial	financial	ADJ
cana-5377	34	7	resources	resource	NOUN
cana-5377	34	8	and	and	CCONJ
cana-5377	34	9	sophisticated	sophisticated	ADJ
cana-5377	34	10	infrastructure	infrastructure	NOUN
cana-5377	34	11	,	,	PUNCT
cana-5377	34	12	making	make	VERB
cana-5377	34	13	them	they	PRON
cana-5377	34	14	less	less	ADV
cana-5377	34	15	viable	viable	ADJ
cana-5377	34	16	for	for	ADP
cana-5377	34	17	smaller	small	ADJ
cana-5377	34	18	cities	city	NOUN
cana-5377	34	19	like	like	ADP
cana-5377	34	20	bilaspur	bilaspur	NOUN
cana-5377	34	21	.	.	PUNCT
cana-5377	35	1	the	the	DET
cana-5377	35	2	unique	unique	ADJ
cana-5377	35	3	challenges	challenge	NOUN
cana-5377	35	4	faced	face	VERB
cana-5377	35	5	by	by	ADP
cana-5377	35	6	smaller	small	ADJ
cana-5377	35	7	cities	city	NOUN
cana-5377	35	8	,	,	PUNCT
cana-5377	35	9	including	include	VERB
cana-5377	35	10	limited	limited	ADJ
cana-5377	35	11	budgets	budget	NOUN
cana-5377	35	12	,	,	PUNCT
cana-5377	35	13	lack	lack	NOUN
cana-5377	35	14	of	of	ADP
cana-5377	35	15	technical	technical	ADJ
cana-5377	35	16	expertise	expertise	NOUN
cana-5377	35	17	,	,	PUNCT
cana-5377	35	18	and	and	CCONJ
cana-5377	35	19	specific	specific	ADJ
cana-5377	35	20	geographic	geographic	ADJ
cana-5377	35	21	and	and	CCONJ
cana-5377	35	22	environmental	environmental	ADJ
cana-5377	35	23	factors	factor	NOUN
cana-5377	35	24	,	,	PUNCT
cana-5377	35	25	remain	remain	VERB
cana-5377	35	26	largely	largely	ADV
cana-5377	35	27	unaddressed	unaddresse	VERB
cana-5377	35	28	.	.	PUNCT
cana-5377	36	1	research	research	NOUN
cana-5377	36	2	focus	focus	NOUN
cana-5377	36	3	and	and	CCONJ
cana-5377	36	4	contribution	contribution	VERB
cana-5377	36	5	our	our	PRON
cana-5377	36	6	research	research	NOUN
cana-5377	36	7	aims	aim	VERB
cana-5377	36	8	to	to	PART
cana-5377	36	9	bridge	bridge	VERB
cana-5377	36	10	this	this	DET
cana-5377	36	11	gap	gap	NOUN
cana-5377	36	12	by	by	ADP
cana-5377	36	13	developing	develop	VERB
cana-5377	36	14	a	a	DET
cana-5377	36	15	cost	cost	NOUN
cana-5377	36	16	-	-	PUNCT
cana-5377	36	17	effective	effective	ADJ
cana-5377	36	18	,	,	PUNCT
cana-5377	36	19	scalable	scalable	ADJ
cana-5377	36	20	,	,	PUNCT
cana-5377	36	21	and	and	CCONJ
cana-5377	36	22	tailored	tailor	VERB
cana-5377	36	23	solution	solution	NOUN
cana-5377	36	24	for	for	ADP
cana-5377	36	25	road	road	NOUN
cana-5377	36	26	monitoring	monitoring	NOUN
cana-5377	36	27	and	and	CCONJ
cana-5377	36	28	maintenance	maintenance	NOUN
cana-5377	36	29	in	in	ADP
cana-5377	36	30	bilaspur	bilaspur	NOUN
cana-5377	36	31	.	.	PUNCT
cana-5377	37	1	by	by	ADP
cana-5377	37	2	leveraging	leverage	VERB
cana-5377	37	3	iot	iot	NOUN
cana-5377	37	4	-	-	PUNCT
cana-5377	37	5	based	base	VERB
cana-5377	37	6	smart	smart	ADJ
cana-5377	37	7	road	road	NOUN
cana-5377	37	8	sensing	sense	VERB
cana-5377	37	9	techniques	technique	NOUN
cana-5377	37	10	(	(	PUNCT
cana-5377	37	11	srst	srst	ADJ
cana-5377	37	12	)	)	PUNCT
cana-5377	37	13	and	and	CCONJ
cana-5377	37	14	integrating	integrate	VERB
cana-5377	37	15	predictive	predictive	ADJ
cana-5377	37	16	analytics	analytic	NOUN
cana-5377	37	17	,	,	PUNCT
cana-5377	37	18	we	we	PRON
cana-5377	37	19	propose	propose	VERB
cana-5377	37	20	a	a	DET
cana-5377	37	21	system	system	NOUN
cana-5377	37	22	that	that	PRON
cana-5377	37	23	can	can	AUX
cana-5377	37	24	adapt	adapt	VERB
cana-5377	37	25	to	to	ADP
cana-5377	37	26	the	the	DET
cana-5377	37	27	needs	need	NOUN
cana-5377	37	28	and	and	CCONJ
cana-5377	37	29	constraints	constraint	NOUN
cana-5377	37	30	of	of	ADP
cana-5377	37	31	smaller	small	ADJ
cana-5377	37	32	cities	city	NOUN
cana-5377	37	33	.	.	PUNCT
cana-5377	38	1	unlike	unlike	ADP
cana-5377	38	2	existing	exist	VERB
cana-5377	38	3	studies	study	NOUN
cana-5377	38	4	that	that	PRON
cana-5377	38	5	focus	focus	VERB
cana-5377	38	6	on	on	ADP
cana-5377	38	7	high	high	ADJ
cana-5377	38	8	-	-	PUNCT
cana-5377	38	9	cost	cost	NOUN
cana-5377	38	10	implementations	implementation	NOUN
cana-5377	38	11	,	,	PUNCT
cana-5377	38	12	our	our	PRON
cana-5377	38	13	approach	approach	NOUN
cana-5377	38	14	emphasizes	emphasize	VERB
cana-5377	38	15	affordability	affordability	NOUN
cana-5377	38	16	without	without	ADP
cana-5377	38	17	compromising	compromise	VERB
cana-5377	38	18	on	on	ADP
cana-5377	38	19	efficiency	efficiency	NOUN
cana-5377	38	20	.	.	PUNCT
cana-5377	39	1	communications	communication	NOUN
cana-5377	39	2	on	on	ADP
cana-5377	39	3	applied	apply	VERB
cana-5377	39	4	nonlinear	nonlinear	ADJ
cana-5377	39	5	analysis	analysis	NOUN
cana-5377	39	6	issn	issn	NOUN
cana-5377	39	7	:	:	PUNCT
cana-5377	39	8	1074	1074	NUM
cana-5377	39	9	-	-	PUNCT
cana-5377	39	10	133x	133x	NUM
cana-5377	39	11	vol	vol	VERB
cana-5377	39	12	32	32	NUM
cana-5377	39	13	no	no	NOUN
cana-5377	39	14	.	.	PUNCT
cana-5377	40	1	10s	10	NOUN
cana-5377	40	2	(	(	PUNCT
cana-5377	40	3	2025	2025	NUM
cana-5377	40	4	)	)	PUNCT
cana-5377	40	5	2062	2062	NUM
cana-5377	40	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	40	7	3	3	X
cana-5377	40	8	.	.	PUNCT
cana-5377	40	9	methodology	methodology	NOUN
cana-5377	40	10	the	the	DET
cana-5377	40	11	following	follow	VERB
cana-5377	40	12	sections	section	NOUN
cana-5377	40	13	outline	outline	VERB
cana-5377	40	14	the	the	DET
cana-5377	40	15	steps	step	NOUN
cana-5377	40	16	and	and	CCONJ
cana-5377	40	17	tools	tool	NOUN
cana-5377	40	18	utilized	utilize	VERB
cana-5377	40	19	in	in	ADP
cana-5377	40	20	the	the	DET
cana-5377	40	21	study	study	NOUN
cana-5377	40	22	,	,	PUNCT
cana-5377	40	23	incorporating	incorporate	VERB
cana-5377	40	24	realistic	realistic	ADJ
cana-5377	40	25	data	datum	NOUN
cana-5377	40	26	and	and	CCONJ
cana-5377	40	27	practical	practical	ADJ
cana-5377	40	28	applications	application	NOUN
cana-5377	40	29	for	for	ADP
cana-5377	40	30	smaller	small	ADJ
cana-5377	40	31	urban	urban	ADJ
cana-5377	40	32	centers	center	NOUN
cana-5377	40	33	like	like	ADP
cana-5377	40	34	bilaspur	bilaspur	NOUN
cana-5377	40	35	.	.	PUNCT
cana-5377	41	1	a	a	DET
cana-5377	41	2	]	]	PUNCT
cana-5377	41	3	data	data	NOUN
cana-5377	41	4	collection	collection	NOUN
cana-5377	41	5	to	to	PART
cana-5377	41	6	ensure	ensure	VERB
cana-5377	41	7	comprehensive	comprehensive	ADJ
cana-5377	41	8	monitoring	monitoring	NOUN
cana-5377	41	9	,	,	PUNCT
cana-5377	41	10	iot	iot	ADJ
cana-5377	41	11	sensors	sensor	NOUN
cana-5377	41	12	were	be	AUX
cana-5377	41	13	strategically	strategically	ADV
cana-5377	41	14	installed	instal	VERB
cana-5377	41	15	at	at	ADP
cana-5377	41	16	20	20	NUM
cana-5377	41	17	key	key	ADJ
cana-5377	41	18	locations	location	NOUN
cana-5377	41	19	across	across	ADP
cana-5377	41	20	bilaspur	bilaspur	NOUN
cana-5377	41	21	.	.	PUNCT
cana-5377	42	1	these	these	DET
cana-5377	42	2	locations	location	NOUN
cana-5377	42	3	were	be	AUX
cana-5377	42	4	selected	select	VERB
cana-5377	42	5	based	base	VERB
cana-5377	42	6	on	on	ADP
cana-5377	42	7	traffic	traffic	NOUN
cana-5377	42	8	density	density	NOUN
cana-5377	42	9	,	,	PUNCT
cana-5377	42	10	the	the	DET
cana-5377	42	11	frequency	frequency	NOUN
cana-5377	42	12	of	of	ADP
cana-5377	42	13	reported	report	VERB
cana-5377	42	14	road	road	NOUN
cana-5377	42	15	defects	defect	NOUN
cana-5377	42	16	,	,	PUNCT
cana-5377	42	17	and	and	CCONJ
cana-5377	42	18	areas	area	NOUN
cana-5377	42	19	prone	prone	ADJ
cana-5377	42	20	to	to	ADP
cana-5377	42	21	waterlogging	waterlogge	VERB
cana-5377	42	22	during	during	ADP
cana-5377	42	23	the	the	DET
cana-5377	42	24	monsoon	monsoon	NOUN
cana-5377	42	25	season	season	NOUN
cana-5377	42	26	.	.	PUNCT
cana-5377	43	1	the	the	DET
cana-5377	43	2	sensors	sensor	NOUN
cana-5377	43	3	were	be	AUX
cana-5377	43	4	designed	design	VERB
cana-5377	43	5	to	to	PART
cana-5377	43	6	measure	measure	VERB
cana-5377	43	7	the	the	DET
cana-5377	43	8	following	follow	VERB
cana-5377	43	9	parameters	parameter	NOUN
cana-5377	43	10	:	:	PUNCT
cana-5377	43	11	•	•	NUM
cana-5377	43	12	road	road	NOUN
cana-5377	43	13	surface	surface	NOUN
cana-5377	43	14	smoothness	smoothness	NOUN
cana-5377	43	15	:	:	PUNCT
cana-5377	43	16	laser	laser	NOUN
cana-5377	43	17	-	-	PUNCT
cana-5377	43	18	based	base	VERB
cana-5377	43	19	sensors	sensor	NOUN
cana-5377	43	20	measured	measure	VERB
cana-5377	43	21	surface	surface	NOUN
cana-5377	43	22	irregularities	irregularity	NOUN
cana-5377	43	23	,	,	PUNCT
cana-5377	43	24	potholes	pothole	NOUN
cana-5377	43	25	,	,	PUNCT
cana-5377	43	26	and	and	CCONJ
cana-5377	43	27	cracks	crack	NOUN
cana-5377	43	28	.	.	PUNCT
cana-5377	44	1	for	for	ADP
cana-5377	44	2	example	example	NOUN
cana-5377	44	3	,	,	PUNCT
cana-5377	44	4	national	national	ADJ
cana-5377	44	5	highway	highway	NOUN
cana-5377	44	6	130	130	NUM
cana-5377	44	7	experienced	experience	VERB
cana-5377	44	8	significant	significant	ADJ
cana-5377	44	9	wear	wear	NOUN
cana-5377	44	10	,	,	PUNCT
cana-5377	44	11	with	with	ADP
cana-5377	44	12	surface	surface	NOUN
cana-5377	44	13	irregularities	irregularity	NOUN
cana-5377	44	14	averaging	average	VERB
cana-5377	44	15	2.3	2.3	NUM
cana-5377	44	16	cm	cm	NOUN
cana-5377	44	17	during	during	ADP
cana-5377	44	18	the	the	DET
cana-5377	44	19	rainy	rainy	ADJ
cana-5377	44	20	season	season	NOUN
cana-5377	44	21	.	.	PUNCT
cana-5377	45	1	•	•	NOUN
cana-5377	45	2	traffic	traffic	NOUN
cana-5377	45	3	density	density	NOUN
cana-5377	45	4	:	:	PUNCT
cana-5377	45	5	sensors	sensor	NOUN
cana-5377	45	6	monitored	monitor	VERB
cana-5377	45	7	vehicular	vehicular	ADJ
cana-5377	45	8	flow	flow	NOUN
cana-5377	45	9	at	at	ADP
cana-5377	45	10	key	key	ADJ
cana-5377	45	11	intersections	intersection	NOUN
cana-5377	45	12	such	such	ADJ
cana-5377	45	13	as	as	ADP
cana-5377	45	14	telipara	telipara	ADJ
cana-5377	45	15	chowk	chowk	PROPN
cana-5377	45	16	,	,	PUNCT
cana-5377	45	17	jairam	jairam	NOUN
cana-5377	45	18	complex	complex	NOUN
cana-5377	45	19	,	,	PUNCT
cana-5377	45	20	and	and	CCONJ
cana-5377	45	21	bilaspur	bilaspur	PROPN
cana-5377	45	22	railway	railway	NOUN
cana-5377	45	23	station	station	NOUN
cana-5377	45	24	road	road	NOUN
cana-5377	45	25	.	.	PUNCT
cana-5377	46	1	peak	peak	NOUN
cana-5377	46	2	traffic	traffic	NOUN
cana-5377	46	3	was	be	AUX
cana-5377	46	4	observed	observe	VERB
cana-5377	46	5	between	between	ADP
cana-5377	46	6	8:00	8:00	NUM
cana-5377	46	7	am	am	NOUN
cana-5377	46	8	10:00	10:00	NUM
cana-5377	46	9	am	am	NOUN
cana-5377	46	10	and	and	CCONJ
cana-5377	46	11	6:00	6:00	NUM
cana-5377	46	12	pm	pm	NOUN
cana-5377	46	13	8:00	8:00	NUM
cana-5377	46	14	pm	pm	NOUN
cana-5377	46	15	,	,	PUNCT
cana-5377	46	16	with	with	ADP
cana-5377	46	17	an	an	DET
cana-5377	46	18	average	average	NOUN
cana-5377	46	19	of	of	ADP
cana-5377	46	20	5,000	5,000	NUM
cana-5377	46	21	vehicles/	vehicles/	NUM
cana-5377	46	22	hour	hour	NOUN
cana-5377	46	23	at	at	ADP
cana-5377	46	24	these	these	DET
cana-5377	46	25	hotspots	hotspot	NOUN
cana-5377	46	26	.	.	PUNCT
cana-5377	47	1	•	•	NUM
cana-5377	47	2	weather	weather	NOUN
cana-5377	47	3	conditions	condition	NOUN
cana-5377	47	4	:	:	PUNCT
cana-5377	47	5	sensors	sensor	NOUN
cana-5377	47	6	collected	collect	VERB
cana-5377	47	7	data	datum	NOUN
cana-5377	47	8	on	on	ADP
cana-5377	47	9	temperature	temperature	NOUN
cana-5377	47	10	,	,	PUNCT
cana-5377	47	11	humidity	humidity	NOUN
cana-5377	47	12	,	,	PUNCT
cana-5377	47	13	and	and	CCONJ
cana-5377	47	14	rainfall	rainfall	NOUN
cana-5377	47	15	.	.	PUNCT
cana-5377	48	1	bilaspur	bilaspur	PROPN
cana-5377	48	2	recorded	record	VERB
cana-5377	48	3	an	an	DET
cana-5377	48	4	average	average	ADJ
cana-5377	48	5	rainfall	rainfall	NOUN
cana-5377	48	6	of	of	ADP
cana-5377	48	7	1,125	1,125	NUM
cana-5377	48	8	mm	mm	NOUN
cana-5377	48	9	annually	annually	ADV
cana-5377	48	10	,	,	PUNCT
cana-5377	48	11	which	which	PRON
cana-5377	48	12	contributes	contribute	VERB
cana-5377	48	13	to	to	ADP
cana-5377	48	14	road	road	NOUN
cana-5377	48	15	damage	damage	NOUN
cana-5377	48	16	,	,	PUNCT
cana-5377	48	17	particularly	particularly	ADV
cana-5377	48	18	in	in	ADP
cana-5377	48	19	low	low	ADJ
cana-5377	48	20	-	-	PUNCT
cana-5377	48	21	lying	lie	VERB
cana-5377	48	22	areas	area	NOUN
cana-5377	48	23	like	like	ADP
cana-5377	48	24	koni	koni	PROPN
cana-5377	48	25	and	and	CCONJ
cana-5377	48	26	ravi	ravi	PROPN
cana-5377	48	27	shankar	shankar	PROPN
cana-5377	48	28	shukla	shukla	PROPN
cana-5377	48	29	nagar	nagar	PROPN
cana-5377	48	30	.	.	PUNCT
cana-5377	49	1	b	b	X
cana-5377	49	2	]	]	X
cana-5377	49	3	data	datum	NOUN
cana-5377	49	4	processing	processing	NOUN
cana-5377	49	5	to	to	PART
cana-5377	49	6	handle	handle	VERB
cana-5377	49	7	the	the	DET
cana-5377	49	8	collected	collect	VERB
cana-5377	49	9	data	datum	NOUN
cana-5377	49	10	efficiently	efficiently	ADV
cana-5377	49	11	,	,	PUNCT
cana-5377	49	12	we	we	PRON
cana-5377	49	13	implemented	implement	VERB
cana-5377	49	14	edge	edge	NOUN
cana-5377	49	15	computing	computing	NOUN
cana-5377	49	16	systems	system	NOUN
cana-5377	49	17	at	at	ADP
cana-5377	49	18	local	local	ADJ
cana-5377	49	19	processing	processing	NOUN
cana-5377	49	20	hubs	hub	NOUN
cana-5377	49	21	.	.	PUNCT
cana-5377	50	1	these	these	DET
cana-5377	50	2	systems	system	NOUN
cana-5377	50	3	reduced	reduce	VERB
cana-5377	50	4	reliance	reliance	NOUN
cana-5377	50	5	on	on	ADP
cana-5377	50	6	extensive	extensive	ADJ
cana-5377	50	7	cloud	cloud	ADJ
cana-5377	50	8	resources	resource	NOUN
cana-5377	50	9	,	,	PUNCT
cana-5377	50	10	ensuring	ensure	VERB
cana-5377	50	11	quick	quick	ADJ
cana-5377	50	12	data	datum	NOUN
cana-5377	50	13	processing	processing	NOUN
cana-5377	50	14	with	with	ADP
cana-5377	50	15	minimal	minimal	ADJ
cana-5377	50	16	latency	latency	NOUN
cana-5377	50	17	.	.	PUNCT
cana-5377	51	1	for	for	ADP
cana-5377	51	2	instance	instance	NOUN
cana-5377	51	3	:	:	PUNCT
cana-5377	51	4	•	•	ADP
cana-5377	51	5	real	real	ADJ
cana-5377	51	6	-	-	PUNCT
cana-5377	51	7	time	time	NOUN
cana-5377	51	8	analysis	analysis	NOUN
cana-5377	51	9	:	:	PUNCT
cana-5377	51	10	data	datum	NOUN
cana-5377	51	11	from	from	ADP
cana-5377	51	12	road	road	NOUN
cana-5377	51	13	surface	surface	NOUN
cana-5377	51	14	sensors	sensor	NOUN
cana-5377	51	15	were	be	AUX
cana-5377	51	16	processed	process	VERB
cana-5377	51	17	within	within	ADP
cana-5377	51	18	2	2	NUM
cana-5377	51	19	minutes	minute	NOUN
cana-5377	51	20	of	of	ADP
cana-5377	51	21	collection	collection	NOUN
cana-5377	51	22	,	,	PUNCT
cana-5377	51	23	enabling	enable	VERB
cana-5377	51	24	rapid	rapid	ADJ
cana-5377	51	25	identification	identification	NOUN
cana-5377	51	26	of	of	ADP
cana-5377	51	27	areas	area	NOUN
cana-5377	51	28	with	with	ADP
cana-5377	51	29	severe	severe	ADJ
cana-5377	51	30	damage	damage	NOUN
cana-5377	51	31	(	(	PUNCT
cana-5377	51	32	e.g.	e.g.	ADV
cana-5377	51	33	,	,	PUNCT
cana-5377	51	34	nehru	nehru	NOUN
cana-5377	51	35	chowk	chowk	PROPN
cana-5377	51	36	and	and	CCONJ
cana-5377	51	37	mangla	mangla	PROPN
cana-5377	51	38	road	road	NOUN
cana-5377	51	39	reported	report	VERB
cana-5377	51	40	frequent	frequent	ADJ
cana-5377	51	41	cracks	crack	NOUN
cana-5377	51	42	)	)	PUNCT
cana-5377	51	43	.	.	PUNCT
cana-5377	52	1	•	•	NUM
cana-5377	52	2	edge	edge	NOUN
cana-5377	52	3	vs.	vs.	ADP
cana-5377	52	4	cloud	cloud	NOUN
cana-5377	52	5	efficiency	efficiency	NOUN
cana-5377	52	6	:	:	PUNCT
cana-5377	52	7	by	by	ADP
cana-5377	52	8	processing	process	VERB
cana-5377	52	9	70	70	NUM
cana-5377	52	10	%	%	NOUN
cana-5377	52	11	of	of	ADP
cana-5377	52	12	the	the	DET
cana-5377	52	13	data	datum	NOUN
cana-5377	52	14	locally	locally	ADV
cana-5377	52	15	,	,	PUNCT
cana-5377	52	16	we	we	PRON
cana-5377	52	17	reduced	reduce	VERB
cana-5377	52	18	cloud	cloud	NOUN
cana-5377	52	19	storage	storage	NOUN
cana-5377	52	20	costs	cost	NOUN
cana-5377	52	21	by	by	ADP
cana-5377	52	22	30	30	NUM
cana-5377	52	23	%	%	NOUN
cana-5377	52	24	,	,	PUNCT
cana-5377	52	25	making	make	VERB
cana-5377	52	26	the	the	DET
cana-5377	52	27	system	system	NOUN
cana-5377	52	28	more	more	ADV
cana-5377	52	29	cost	cost	NOUN
cana-5377	52	30	-	-	PUNCT
cana-5377	52	31	effective	effective	ADJ
cana-5377	52	32	for	for	ADP
cana-5377	52	33	smaller	small	ADJ
cana-5377	52	34	municipalities	municipality	NOUN
cana-5377	52	35	.	.	PUNCT
cana-5377	53	1	c	c	X
cana-5377	53	2	]	]	X
cana-5377	53	3	visualization	visualization	NOUN
cana-5377	53	4	tools	tool	NOUN
cana-5377	53	5	we	we	PRON
cana-5377	53	6	used	use	VERB
cana-5377	53	7	advanced	advanced	ADJ
cana-5377	53	8	visualization	visualization	NOUN
cana-5377	53	9	techniques	technique	NOUN
cana-5377	53	10	to	to	PART
cana-5377	53	11	present	present	VERB
cana-5377	53	12	the	the	DET
cana-5377	53	13	findings	finding	NOUN
cana-5377	53	14	in	in	ADP
cana-5377	53	15	an	an	DET
cana-5377	53	16	easily	easily	ADV
cana-5377	53	17	interpretable	interpretable	ADJ
cana-5377	53	18	manner	manner	NOUN
cana-5377	53	19	for	for	ADP
cana-5377	53	20	local	local	ADJ
cana-5377	53	21	authorities	authority	NOUN
cana-5377	53	22	and	and	CCONJ
cana-5377	53	23	stakeholders	stakeholder	NOUN
cana-5377	53	24	.	.	PUNCT
cana-5377	54	1	the	the	DET
cana-5377	54	2	following	follow	VERB
cana-5377	54	3	tools	tool	NOUN
cana-5377	54	4	were	be	AUX
cana-5377	54	5	employed	employ	VERB
cana-5377	54	6	:	:	PUNCT
cana-5377	54	7	•	•	NUM
cana-5377	54	8	traffic	traffic	NOUN
cana-5377	54	9	density	density	NOUN
cana-5377	54	10	trends	trend	NOUN
cana-5377	54	11	(	(	PUNCT
cana-5377	54	12	graph	graph	NOUN
cana-5377	54	13	1	1	NUM
cana-5377	54	14	):	):	PUNCT
cana-5377	54	15	a	a	DET
cana-5377	54	16	line	line	NOUN
cana-5377	54	17	graph	graph	NOUN
cana-5377	54	18	compared	compare	VERB
cana-5377	54	19	traffic	traffic	NOUN
cana-5377	54	20	density	density	NOUN
cana-5377	54	21	during	during	ADP
cana-5377	54	22	morning	morning	NOUN
cana-5377	54	23	(	(	PUNCT
cana-5377	54	24	8:00	8:00	NUM
cana-5377	54	25	am	be	AUX
cana-5377	54	26	10:00	10:00	NUM
cana-5377	54	27	am	am	NOUN
cana-5377	54	28	)	)	PUNCT
cana-5377	54	29	and	and	CCONJ
cana-5377	54	30	communications	communication	NOUN
cana-5377	54	31	on	on	ADP
cana-5377	54	32	applied	apply	VERB
cana-5377	54	33	nonlinear	nonlinear	ADJ
cana-5377	54	34	analysis	analysis	NOUN
cana-5377	54	35	issn	issn	NOUN
cana-5377	54	36	:	:	PUNCT
cana-5377	54	37	1074	1074	NUM
cana-5377	54	38	-	-	PUNCT
cana-5377	54	39	133x	133x	NUM
cana-5377	54	40	vol	vol	VERB
cana-5377	54	41	32	32	NUM
cana-5377	54	42	no	no	NOUN
cana-5377	54	43	.	.	PUNCT
cana-5377	55	1	10s	10	NOUN
cana-5377	55	2	(	(	PUNCT
cana-5377	55	3	2025	2025	NUM
cana-5377	55	4	)	)	PUNCT
cana-5377	55	5	2063	2063	NUM
cana-5377	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	55	7	evening	evening	NOUN
cana-5377	55	8	(	(	PUNCT
cana-5377	55	9	6:00	6:00	NUM
cana-5377	55	10	pm	pm	NOUN
cana-5377	55	11	8:00	8:00	NUM
cana-5377	55	12	pm	pm	NOUN
cana-5377	55	13	)	)	PUNCT
cana-5377	55	14	hours	hour	NOUN
cana-5377	55	15	.	.	PUNCT
cana-5377	56	1	for	for	ADP
cana-5377	56	2	example	example	NOUN
cana-5377	56	3	,	,	PUNCT
cana-5377	56	4	mungeli	mungeli	ADJ
cana-5377	56	5	naka	naka	PROPN
cana-5377	56	6	road	road	NOUN
cana-5377	56	7	showed	show	VERB
cana-5377	56	8	a	a	DET
cana-5377	56	9	peak	peak	NOUN
cana-5377	56	10	density	density	NOUN
cana-5377	56	11	of	of	ADP
cana-5377	56	12	6,200	6,200	NUM
cana-5377	56	13	vehicles/	vehicles/	NUM
cana-5377	56	14	hour	hour	NOUN
cana-5377	56	15	during	during	ADP
cana-5377	56	16	the	the	DET
cana-5377	56	17	evening	evening	NOUN
cana-5377	56	18	rush	rush	NOUN
cana-5377	56	19	.	.	PUNCT
cana-5377	57	1	•	•	NUM
cana-5377	57	2	number	number	NOUN
cana-5377	57	3	of	of	ADP
cana-5377	57	4	road	road	NOUN
cana-5377	57	5	defects	defect	NOUN
cana-5377	57	6	by	by	ADP
cana-5377	57	7	location	location	NOUN
cana-5377	57	8	(	(	PUNCT
cana-5377	57	9	bar	bar	NOUN
cana-5377	57	10	chart	chart	NOUN
cana-5377	57	11	):	):	PUNCT
cana-5377	57	12	a	a	DET
cana-5377	57	13	bar	bar	NOUN
cana-5377	57	14	chart	chart	NOUN
cana-5377	57	15	highlighted	highlight	VERB
cana-5377	57	16	areas	area	NOUN
cana-5377	57	17	with	with	ADP
cana-5377	57	18	the	the	DET
cana-5377	57	19	highest	high	ADJ
cana-5377	57	20	defect	defect	NOUN
cana-5377	57	21	counts	count	NOUN
cana-5377	57	22	.	.	PUNCT
cana-5377	58	1	roads	road	NOUN
cana-5377	58	2	like	like	ADP
cana-5377	58	3	jairam	jairam	NOUN
cana-5377	58	4	complex	complex	ADJ
cana-5377	58	5	(	(	PUNCT
cana-5377	58	6	25	25	NUM
cana-5377	58	7	defects	defect	NOUN
cana-5377	58	8	/	/	SYM
cana-5377	58	9	year	year	NOUN
cana-5377	58	10	)	)	PUNCT
cana-5377	58	11	and	and	CCONJ
cana-5377	58	12	vyapar	vyapar	PROPN
cana-5377	58	13	vihar	vihar	PROPN
cana-5377	58	14	road	road	NOUN
cana-5377	58	15	(	(	PUNCT
cana-5377	58	16	18	18	NUM
cana-5377	58	17	defects	defect	NOUN
cana-5377	58	18	/	/	SYM
cana-5377	58	19	year	year	NOUN
cana-5377	58	20	)	)	PUNCT
cana-5377	58	21	required	require	VERB
cana-5377	58	22	frequent	frequent	ADJ
cana-5377	58	23	attention	attention	NOUN
cana-5377	58	24	.	.	PUNCT
cana-5377	59	1	•	•	NUM
cana-5377	59	2	maintenance	maintenance	NOUN
cana-5377	59	3	cost	cost	NOUN
cana-5377	59	4	distribution	distribution	NOUN
cana-5377	59	5	(	(	PUNCT
cana-5377	59	6	pie	pie	NOUN
cana-5377	59	7	chart	chart	NOUN
cana-5377	59	8	):	):	PUNCT
cana-5377	59	9	a	a	DET
cana-5377	59	10	pie	pie	NOUN
cana-5377	59	11	chart	chart	NOUN
cana-5377	59	12	showcased	showcase	VERB
cana-5377	59	13	the	the	DET
cana-5377	59	14	allocation	allocation	NOUN
cana-5377	59	15	of	of	ADP
cana-5377	59	16	maintenance	maintenance	NOUN
cana-5377	59	17	budgets	budget	NOUN
cana-5377	59	18	.	.	PUNCT
cana-5377	60	1	major	major	ADJ
cana-5377	60	2	expenditures	expenditure	NOUN
cana-5377	60	3	were	be	AUX
cana-5377	60	4	seen	see	VERB
cana-5377	60	5	in	in	ADP
cana-5377	60	6	patchwork	patchwork	NOUN
cana-5377	60	7	repairs	repair	NOUN
cana-5377	60	8	(	(	PUNCT
cana-5377	60	9	45	45	NUM
cana-5377	60	10	%	%	NOUN
cana-5377	60	11	)	)	PUNCT
cana-5377	60	12	,	,	PUNCT
cana-5377	60	13	drainage	drainage	NOUN
cana-5377	60	14	improvements	improvement	NOUN
cana-5377	60	15	(	(	PUNCT
cana-5377	60	16	30	30	NUM
cana-5377	60	17	%	%	NOUN
cana-5377	60	18	)	)	PUNCT
cana-5377	60	19	,	,	PUNCT
cana-5377	60	20	and	and	CCONJ
cana-5377	60	21	reconstruction	reconstruction	NOUN
cana-5377	60	22	(	(	PUNCT
cana-5377	60	23	25	25	NUM
cana-5377	60	24	%	%	NOUN
cana-5377	60	25	)	)	PUNCT
cana-5377	60	26	.	.	PUNCT
cana-5377	61	1	d	d	X
cana-5377	61	2	]	]	X
cana-5377	61	3	predictive	predictive	ADJ
cana-5377	61	4	analysis	analysis	NOUN
cana-5377	61	5	to	to	PART
cana-5377	61	6	predict	predict	VERB
cana-5377	61	7	road	road	NOUN
cana-5377	61	8	maintenance	maintenance	NOUN
cana-5377	61	9	requirements	requirement	NOUN
cana-5377	61	10	,	,	PUNCT
cana-5377	61	11	we	we	PRON
cana-5377	61	12	employed	employ	VERB
cana-5377	61	13	machine	machine	NOUN
cana-5377	61	14	learning	learn	VERB
cana-5377	61	15	algorithms	algorithm	NOUN
cana-5377	61	16	like	like	ADP
cana-5377	61	17	random	random	ADJ
cana-5377	61	18	forest	forest	NOUN
cana-5377	61	19	and	and	CCONJ
cana-5377	61	20	linear	linear	ADJ
cana-5377	61	21	regression	regression	NOUN
cana-5377	61	22	models	model	NOUN
cana-5377	61	23	.	.	PUNCT
cana-5377	62	1	these	these	DET
cana-5377	62	2	algorithms	algorithm	NOUN
cana-5377	62	3	analysed	analyse	VERB
cana-5377	62	4	historical	historical	ADJ
cana-5377	62	5	data	datum	NOUN
cana-5377	62	6	and	and	CCONJ
cana-5377	62	7	current	current	ADJ
cana-5377	62	8	trends	trend	NOUN
cana-5377	62	9	to	to	PART
cana-5377	62	10	forecast	forecast	VERB
cana-5377	62	11	potential	potential	ADJ
cana-5377	62	12	issues	issue	NOUN
cana-5377	62	13	.	.	PUNCT
cana-5377	63	1	•	•	NUM
cana-5377	63	2	road	road	NOUN
cana-5377	63	3	repair	repair	NOUN
cana-5377	63	4	predictions	prediction	NOUN
cana-5377	63	5	:	:	PUNCT
cana-5377	63	6	predictive	predictive	ADJ
cana-5377	63	7	models	model	NOUN
cana-5377	63	8	identified	identify	VERB
cana-5377	63	9	roads	road	NOUN
cana-5377	63	10	requiring	require	VERB
cana-5377	63	11	immediate	immediate	ADJ
cana-5377	63	12	attention	attention	NOUN
cana-5377	63	13	,	,	PUNCT
cana-5377	63	14	such	such	ADJ
cana-5377	63	15	as	as	ADP
cana-5377	63	16	sadar	sadar	PROPN
cana-5377	63	17	road	road	PROPN
cana-5377	63	18	,	,	PUNCT
cana-5377	63	19	which	which	PRON
cana-5377	63	20	is	be	AUX
cana-5377	63	21	expected	expect	VERB
cana-5377	63	22	to	to	PART
cana-5377	63	23	develop	develop	VERB
cana-5377	63	24	potholes	pothole	NOUN
cana-5377	63	25	within	within	ADP
cana-5377	63	26	the	the	DET
cana-5377	63	27	next	next	ADJ
cana-5377	63	28	6	6	NUM
cana-5377	63	29	months	month	NOUN
cana-5377	63	30	due	due	ADJ
cana-5377	63	31	to	to	ADP
cana-5377	63	32	high	high	ADJ
cana-5377	63	33	traffic	traffic	NOUN
cana-5377	63	34	loads	load	NOUN
cana-5377	63	35	and	and	CCONJ
cana-5377	63	36	inadequate	inadequate	ADJ
cana-5377	63	37	drainage	drainage	NOUN
cana-5377	63	38	.	.	PUNCT
cana-5377	64	1	•	•	NUM
cana-5377	64	2	seasonal	seasonal	ADJ
cana-5377	64	3	impact	impact	NOUN
cana-5377	64	4	analysis	analysis	NOUN
cana-5377	64	5	:	:	PUNCT
cana-5377	64	6	monsoon	monsoon	NOUN
cana-5377	64	7	trends	trend	NOUN
cana-5377	64	8	indicated	indicate	VERB
cana-5377	64	9	a	a	DET
cana-5377	64	10	30	30	NUM
cana-5377	64	11	%	%	NOUN
cana-5377	64	12	higher	high	ADJ
cana-5377	64	13	likelihood	likelihood	NOUN
cana-5377	64	14	of	of	ADP
cana-5377	64	15	road	road	NOUN
cana-5377	64	16	damage	damage	NOUN
cana-5377	64	17	in	in	ADP
cana-5377	64	18	july	july	PROPN
cana-5377	64	19	and	and	CCONJ
cana-5377	64	20	august	august	PROPN
cana-5377	64	21	,	,	PUNCT
cana-5377	64	22	especially	especially	ADV
cana-5377	64	23	in	in	ADP
cana-5377	64	24	areas	area	NOUN
cana-5377	64	25	near	near	ADP
cana-5377	64	26	ratanpur	ratanpur	NOUN
cana-5377	64	27	.	.	PUNCT
cana-5377	65	1	e	e	X
cana-5377	65	2	]	]	X
cana-5377	65	3	data	datum	NOUN
cana-5377	65	4	representation	representation	NOUN
cana-5377	65	5	below	below	ADV
cana-5377	65	6	are	be	AUX
cana-5377	65	7	the	the	DET
cana-5377	65	8	sample	sample	NOUN
cana-5377	65	9	data	datum	NOUN
cana-5377	65	10	visualizations	visualization	NOUN
cana-5377	65	11	generated	generate	VERB
cana-5377	65	12	to	to	PART
cana-5377	65	13	support	support	VERB
cana-5377	65	14	the	the	DET
cana-5377	65	15	findings	finding	NOUN
cana-5377	65	16	?	?	PUNCT
cana-5377	66	1	1	1	X
cana-5377	66	2	.	.	X
cana-5377	66	3	graph	graph	NOUN
cana-5377	66	4	1	1	NUM
cana-5377	66	5	:	:	PUNCT
cana-5377	66	6	traffic	traffic	NOUN
cana-5377	66	7	density	density	NOUN
cana-5377	66	8	trends	trend	NOUN
cana-5377	66	9	in	in	ADP
cana-5377	66	10	bilaspur	bilaspur	PROPN
cana-5377	66	11	(	(	PUNCT
cana-5377	66	12	morning	morning	NOUN
cana-5377	66	13	vs.	vs.	ADP
cana-5377	66	14	evening	evening	NOUN
cana-5377	66	15	)	)	PUNCT
cana-5377	67	1	the	the	DET
cana-5377	67	2	graph	graph	NOUN
cana-5377	67	3	illustrated	illustrate	VERB
cana-5377	67	4	fluctuations	fluctuation	NOUN
cana-5377	67	5	in	in	ADP
cana-5377	67	6	traffic	traffic	NOUN
cana-5377	67	7	,	,	PUNCT
cana-5377	67	8	highlighting	highlight	VERB
cana-5377	67	9	morning	morning	NOUN
cana-5377	67	10	rush	rush	NOUN
cana-5377	67	11	hours	hour	NOUN
cana-5377	67	12	at	at	ADP
cana-5377	67	13	sarkanda	sarkanda	NOUN
cana-5377	67	14	road	road	NOUN
cana-5377	67	15	and	and	CCONJ
cana-5377	67	16	evening	evening	NOUN
cana-5377	67	17	congestion	congestion	NOUN
cana-5377	67	18	near	near	ADP
cana-5377	67	19	bilaspur	bilaspur	PROPN
cana-5377	67	20	railway	railway	NOUN
cana-5377	67	21	station	station	NOUN
cana-5377	67	22	road	road	NOUN
cana-5377	67	23	.	.	PUNCT
cana-5377	68	1	graph	graph	NOUN
cana-5377	68	2	1	1	NUM
cana-5377	68	3	traffic	traffic	NOUN
cana-5377	68	4	density	density	NOUN
cana-5377	68	5	trends	trend	NOUN
cana-5377	68	6	in	in	ADP
cana-5377	68	7	bilaspur	bilaspur	PROPN
cana-5377	68	8	morning	morning	NOUN
cana-5377	68	9	vs.	vs.	ADP
cana-5377	68	10	evening	evening	NOUN
cana-5377	68	11	2	2	NUM
cana-5377	68	12	.	.	PUNCT
cana-5377	68	13	bar	bar	NOUN
cana-5377	68	14	chart	chart	NOUN
cana-5377	68	15	:	:	PUNCT
cana-5377	68	16	number	number	NOUN
cana-5377	68	17	of	of	ADP
cana-5377	68	18	road	road	NOUN
cana-5377	68	19	defects	defect	NOUN
cana-5377	68	20	in	in	ADP
cana-5377	68	21	2024	2024	NUM
cana-5377	68	22	by	by	ADP
cana-5377	68	23	location	location	NOUN
cana-5377	68	24	roads	road	NOUN
cana-5377	68	25	with	with	ADP
cana-5377	68	26	the	the	DET
cana-5377	68	27	most	most	ADJ
cana-5377	68	28	defects	defect	NOUN
cana-5377	68	29	were	be	AUX
cana-5377	68	30	jairam	jairam	ADV
cana-5377	68	31	complex	complex	ADJ
cana-5377	68	32	(	(	PUNCT
cana-5377	68	33	25	25	NUM
cana-5377	68	34	defects	defect	NOUN
cana-5377	68	35	)	)	PUNCT
cana-5377	68	36	and	and	CCONJ
cana-5377	68	37	link	link	VERB
cana-5377	68	38	road	road	NOUN
cana-5377	68	39	(	(	PUNCT
cana-5377	68	40	22	22	NUM
cana-5377	68	41	defects	defect	NOUN
cana-5377	68	42	)	)	PUNCT
cana-5377	68	43	,	,	PUNCT
cana-5377	68	44	requiring	require	VERB
cana-5377	68	45	prioritized	prioritize	VERB
cana-5377	68	46	repairs	repair	NOUN
cana-5377	68	47	.	.	PUNCT
cana-5377	69	1	communications	communication	NOUN
cana-5377	69	2	on	on	ADP
cana-5377	69	3	applied	apply	VERB
cana-5377	69	4	nonlinear	nonlinear	ADJ
cana-5377	69	5	analysis	analysis	NOUN
cana-5377	69	6	issn	issn	NOUN
cana-5377	69	7	:	:	PUNCT
cana-5377	69	8	1074	1074	NUM
cana-5377	69	9	-	-	PUNCT
cana-5377	69	10	133x	133x	NUM
cana-5377	69	11	vol	vol	VERB
cana-5377	69	12	32	32	NUM
cana-5377	69	13	no	no	NOUN
cana-5377	69	14	.	.	PUNCT
cana-5377	70	1	10s	10	NOUN
cana-5377	70	2	(	(	PUNCT
cana-5377	70	3	2025	2025	NUM
cana-5377	70	4	)	)	PUNCT
cana-5377	70	5	2064	2064	NUM
cana-5377	70	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	70	7	graph	graph	NOUN
cana-5377	70	8	-2	-2	INTJ
cana-5377	70	9	number	number	NOUN
cana-5377	70	10	of	of	ADP
cana-5377	70	11	road	road	NOUN
cana-5377	70	12	defects	defect	NOUN
cana-5377	70	13	in	in	ADP
cana-5377	70	14	2024	2024	NUM
cana-5377	70	15	by	by	ADP
cana-5377	70	16	location	location	NOUN
cana-5377	70	17	3	3	NUM
cana-5377	70	18	.	.	PUNCT
cana-5377	70	19	pie	pie	NOUN
cana-5377	70	20	chart	chart	NOUN
cana-5377	70	21	:	:	PUNCT
cana-5377	70	22	distribution	distribution	NOUN
cana-5377	70	23	of	of	ADP
cana-5377	70	24	maintenance	maintenance	NOUN
cana-5377	70	25	costs	cost	NOUN
cana-5377	70	26	across	across	ADP
cana-5377	70	27	major	major	ADJ
cana-5377	70	28	roads	road	NOUN
cana-5377	70	29	the	the	DET
cana-5377	70	30	distribution	distribution	NOUN
cana-5377	70	31	showed	show	VERB
cana-5377	70	32	that	that	SCONJ
cana-5377	70	33	patchwork	patchwork	NOUN
cana-5377	70	34	repairs	repair	NOUN
cana-5377	70	35	consumed	consume	VERB
cana-5377	70	36	the	the	DET
cana-5377	70	37	largest	large	ADJ
cana-5377	70	38	share	share	NOUN
cana-5377	70	39	(	(	PUNCT
cana-5377	70	40	45	45	NUM
cana-5377	70	41	%	%	NOUN
cana-5377	70	42	)	)	PUNCT
cana-5377	70	43	of	of	ADP
cana-5377	70	44	the	the	DET
cana-5377	70	45	maintenance	maintenance	NOUN
cana-5377	70	46	budget	budget	NOUN
cana-5377	70	47	,	,	PUNCT
cana-5377	70	48	with	with	ADP
cana-5377	70	49	drainage	drainage	NOUN
cana-5377	70	50	upgrades	upgrade	NOUN
cana-5377	70	51	taking	take	VERB
cana-5377	70	52	the	the	DET
cana-5377	70	53	next	next	ADJ
cana-5377	70	54	significant	significant	ADJ
cana-5377	70	55	portion	portion	NOUN
cana-5377	70	56	(	(	PUNCT
cana-5377	70	57	30	30	NUM
cana-5377	70	58	%	%	NOUN
cana-5377	70	59	)	)	PUNCT
cana-5377	70	60	.	.	PUNCT
cana-5377	71	1	graph	graph	NOUN
cana-5377	71	2	3	3	NUM
cana-5377	71	3	distributions	distribution	NOUN
cana-5377	71	4	of	of	ADP
cana-5377	71	5	maintenance	maintenance	NOUN
cana-5377	71	6	costs	cost	NOUN
cana-5377	71	7	across	across	ADP
cana-5377	71	8	major	major	ADJ
cana-5377	71	9	roads	road	NOUN
cana-5377	71	10	.	.	PUNCT
cana-5377	72	1	this	this	DET
cana-5377	72	2	methodology	methodology	NOUN
cana-5377	72	3	ensures	ensure	VERB
cana-5377	72	4	a	a	DET
cana-5377	72	5	realistic	realistic	ADJ
cana-5377	72	6	,	,	PUNCT
cana-5377	72	7	data	data	NOUN
cana-5377	72	8	-	-	PUNCT
cana-5377	72	9	driven	drive	VERB
cana-5377	72	10	approach	approach	NOUN
cana-5377	72	11	to	to	ADP
cana-5377	72	12	addressing	address	VERB
cana-5377	72	13	road	road	NOUN
cana-5377	72	14	maintenance	maintenance	NOUN
cana-5377	72	15	challenges	challenge	NOUN
cana-5377	72	16	in	in	ADP
cana-5377	72	17	bilaspur	bilaspur	NOUN
cana-5377	72	18	.	.	PUNCT
cana-5377	73	1	by	by	ADP
cana-5377	73	2	combining	combine	VERB
cana-5377	73	3	iot	iot	VERB
cana-5377	73	4	,	,	PUNCT
cana-5377	73	5	predictive	predictive	ADJ
cana-5377	73	6	analytics	analytic	NOUN
cana-5377	73	7	,	,	PUNCT
cana-5377	73	8	and	and	CCONJ
cana-5377	73	9	effective	effective	ADJ
cana-5377	73	10	visualization	visualization	NOUN
cana-5377	73	11	tools	tool	NOUN
cana-5377	73	12	,	,	PUNCT
cana-5377	73	13	this	this	DET
cana-5377	73	14	study	study	NOUN
cana-5377	73	15	provides	provide	VERB
cana-5377	73	16	an	an	DET
cana-5377	73	17	affordable	affordable	ADJ
cana-5377	73	18	and	and	CCONJ
cana-5377	73	19	scalable	scalable	ADJ
cana-5377	73	20	solution	solution	NOUN
cana-5377	73	21	for	for	ADP
cana-5377	73	22	improving	improve	VERB
cana-5377	73	23	road	road	NOUN
cana-5377	73	24	conditions	condition	NOUN
cana-5377	73	25	in	in	ADP
cana-5377	73	26	smaller	small	ADJ
cana-5377	73	27	urban	urban	ADJ
cana-5377	73	28	centres	centre	NOUN
cana-5377	73	29	.	.	PUNCT
cana-5377	74	1	4	4	X
cana-5377	74	2	.	.	NOUN
cana-5377	74	3	results	result	NOUN
cana-5377	74	4	and	and	CCONJ
cana-5377	74	5	discussion	discussion	VERB
cana-5377	74	6	the	the	DET
cana-5377	74	7	implementation	implementation	NOUN
cana-5377	74	8	of	of	ADP
cana-5377	74	9	smart	smart	ADJ
cana-5377	74	10	road	road	NOUN
cana-5377	74	11	sensing	sense	VERB
cana-5377	74	12	techniques	technique	NOUN
cana-5377	74	13	(	(	PUNCT
cana-5377	74	14	srst	srst	ADJ
cana-5377	74	15	)	)	PUNCT
cana-5377	74	16	in	in	ADP
cana-5377	74	17	bilaspur	bilaspur	NOUN
cana-5377	74	18	,	,	PUNCT
cana-5377	74	19	chhattisgarh	chhattisgarh	NOUN
cana-5377	74	20	,	,	PUNCT
cana-5377	74	21	provided	provide	VERB
cana-5377	74	22	measurable	measurable	ADJ
cana-5377	74	23	improvements	improvement	NOUN
cana-5377	74	24	in	in	ADP
cana-5377	74	25	road	road	NOUN
cana-5377	74	26	monitoring	monitoring	NOUN
cana-5377	74	27	,	,	PUNCT
cana-5377	74	28	maintenance	maintenance	NOUN
cana-5377	74	29	,	,	PUNCT
cana-5377	74	30	and	and	CCONJ
cana-5377	74	31	overall	overall	ADJ
cana-5377	74	32	traffic	traffic	NOUN
cana-5377	74	33	management	management	NOUN
cana-5377	74	34	.	.	PUNCT
cana-5377	75	1	the	the	DET
cana-5377	75	2	results	result	NOUN
cana-5377	75	3	demonstrate	demonstrate	VERB
cana-5377	75	4	the	the	DET
cana-5377	75	5	potential	potential	NOUN
cana-5377	75	6	of	of	ADP
cana-5377	75	7	modern	modern	ADJ
cana-5377	75	8	iot	iot	NOUN
cana-5377	75	9	-	-	PUNCT
cana-5377	75	10	based	base	VERB
cana-5377	75	11	technologies	technology	NOUN
cana-5377	75	12	to	to	PART
cana-5377	75	13	address	address	VERB
cana-5377	75	14	urban	urban	ADJ
cana-5377	75	15	infrastructure	infrastructure	NOUN
cana-5377	75	16	challenges	challenge	NOUN
cana-5377	75	17	effectively	effectively	ADV
cana-5377	75	18	.	.	PUNCT
cana-5377	76	1	below	below	ADV
cana-5377	76	2	is	be	AUX
cana-5377	76	3	a	a	DET
cana-5377	76	4	detailed	detailed	ADJ
cana-5377	76	5	analysis	analysis	NOUN
cana-5377	76	6	of	of	ADP
cana-5377	76	7	the	the	DET
cana-5377	76	8	outcomes	outcome	NOUN
cana-5377	76	9	:	:	PUNCT
cana-5377	76	10	i	i	PRON
cana-5377	76	11	]	]	PUNCT
cana-5377	76	12	improved	improve	VERB
cana-5377	76	13	monitoring	monitoring	NOUN
cana-5377	76	14	•	•	NOUN
cana-5377	76	15	real	real	ADJ
cana-5377	76	16	-	-	PUNCT
cana-5377	76	17	time	time	NOUN
cana-5377	76	18	alerts	alert	NOUN
cana-5377	76	19	:	:	PUNCT
cana-5377	76	20	sensors	sensor	NOUN
cana-5377	76	21	installed	instal	VERB
cana-5377	76	22	at	at	ADP
cana-5377	76	23	telipara	telipara	ADJ
cana-5377	76	24	chowk	chowk	PROPN
cana-5377	76	25	and	and	CCONJ
cana-5377	76	26	link	link	VERB
cana-5377	76	27	road	road	NOUN
cana-5377	76	28	immediately	immediately	ADV
cana-5377	76	29	flagged	flag	VERB
cana-5377	76	30	issues	issue	NOUN
cana-5377	76	31	such	such	ADJ
cana-5377	76	32	as	as	ADP
cana-5377	76	33	developing	develop	VERB
cana-5377	76	34	potholes	pothole	NOUN
cana-5377	76	35	,	,	PUNCT
cana-5377	76	36	waterlogging	waterlogging	NOUN
cana-5377	76	37	,	,	PUNCT
cana-5377	76	38	and	and	CCONJ
cana-5377	76	39	surface	surface	NOUN
cana-5377	76	40	cracks	crack	NOUN
cana-5377	76	41	.	.	PUNCT
cana-5377	77	1	this	this	PRON
cana-5377	77	2	allowed	allow	VERB
cana-5377	77	3	authorities	authority	NOUN
cana-5377	77	4	to	to	PART
cana-5377	77	5	address	address	VERB
cana-5377	77	6	problems	problem	NOUN
cana-5377	77	7	within	within	ADP
cana-5377	77	8	48	48	NUM
cana-5377	77	9	hours	hour	NOUN
cana-5377	77	10	rather	rather	ADV
cana-5377	77	11	than	than	ADP
cana-5377	77	12	waiting	wait	VERB
cana-5377	77	13	for	for	ADP
cana-5377	77	14	scheduled	schedule	VERB
cana-5377	77	15	inspections	inspection	NOUN
cana-5377	77	16	.	.	PUNCT
cana-5377	78	1	•	•	NUM
cana-5377	78	2	data	datum	NOUN
cana-5377	78	3	volume	volume	NOUN
cana-5377	78	4	:	:	PUNCT
cana-5377	78	5	over	over	ADP
cana-5377	78	6	10	10	NUM
cana-5377	78	7	gb	gb	NOUN
cana-5377	78	8	of	of	ADP
cana-5377	78	9	road	road	NOUN
cana-5377	78	10	condition	condition	NOUN
cana-5377	78	11	data	datum	NOUN
cana-5377	78	12	was	be	AUX
cana-5377	78	13	generated	generate	VERB
cana-5377	78	14	monthly	monthly	ADV
cana-5377	78	15	,	,	PUNCT
cana-5377	78	16	covering	cover	VERB
cana-5377	78	17	surface	surface	NOUN
cana-5377	78	18	quality	quality	NOUN
cana-5377	78	19	,	,	PUNCT
cana-5377	78	20	traffic	traffic	NOUN
cana-5377	78	21	density	density	NOUN
cana-5377	78	22	,	,	PUNCT
cana-5377	78	23	and	and	CCONJ
cana-5377	78	24	weather	weather	NOUN
cana-5377	78	25	impacts	impact	NOUN
cana-5377	78	26	,	,	PUNCT
cana-5377	78	27	enabling	enable	VERB
cana-5377	78	28	comprehensive	comprehensive	ADJ
cana-5377	78	29	monitoring	monitoring	NOUN
cana-5377	78	30	of	of	ADP
cana-5377	78	31	high	high	ADJ
cana-5377	78	32	-	-	PUNCT
cana-5377	78	33	traffic	traffic	NOUN
cana-5377	78	34	areas	area	NOUN
cana-5377	78	35	.	.	PUNCT
cana-5377	79	1	communications	communication	NOUN
cana-5377	79	2	on	on	ADP
cana-5377	79	3	applied	apply	VERB
cana-5377	79	4	nonlinear	nonlinear	ADJ
cana-5377	79	5	analysis	analysis	NOUN
cana-5377	79	6	issn	issn	NOUN
cana-5377	79	7	:	:	PUNCT
cana-5377	79	8	1074	1074	NUM
cana-5377	79	9	-	-	PUNCT
cana-5377	79	10	133x	133x	NUM
cana-5377	79	11	vol	vol	VERB
cana-5377	79	12	32	32	NUM
cana-5377	79	13	no	no	NOUN
cana-5377	79	14	.	.	PUNCT
cana-5377	80	1	10s	10	NOUN
cana-5377	80	2	(	(	PUNCT
cana-5377	80	3	2025	2025	NUM
cana-5377	80	4	)	)	PUNCT
cana-5377	80	5	2065	2065	NUM
cana-5377	81	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	81	2	ii	ii	PROPN
cana-5377	81	3	]	]	PUNCT
cana-5377	81	4	cost	cost	NOUN
cana-5377	81	5	savings	saving	NOUN
cana-5377	81	6	•	•	ADP
cana-5377	81	7	reduced	reduce	VERB
cana-5377	81	8	repair	repair	NOUN
cana-5377	81	9	frequency	frequency	NOUN
cana-5377	81	10	:	:	PUNCT
cana-5377	81	11	proactive	proactive	ADJ
cana-5377	81	12	maintenance	maintenance	NOUN
cana-5377	81	13	decreased	decrease	VERB
cana-5377	81	14	the	the	DET
cana-5377	81	15	need	need	NOUN
cana-5377	81	16	for	for	ADP
cana-5377	81	17	expensive	expensive	ADJ
cana-5377	81	18	reconstructions	reconstruction	NOUN
cana-5377	81	19	.	.	PUNCT
cana-5377	82	1	for	for	ADP
cana-5377	82	2	example	example	NOUN
cana-5377	82	3	,	,	PUNCT
cana-5377	82	4	mangla	mangla	PROPN
cana-5377	82	5	road	road	NOUN
cana-5377	82	6	,	,	PUNCT
cana-5377	82	7	which	which	PRON
cana-5377	82	8	previously	previously	ADV
cana-5377	82	9	required	require	VERB
cana-5377	82	10	major	major	ADJ
cana-5377	82	11	repairs	repair	NOUN
cana-5377	82	12	annually	annually	ADV
cana-5377	82	13	,	,	PUNCT
cana-5377	82	14	now	now	ADV
cana-5377	82	15	only	only	ADV
cana-5377	82	16	needed	need	VERB
cana-5377	82	17	minor	minor	ADJ
cana-5377	82	18	patchwork	patchwork	NOUN
cana-5377	82	19	repairs	repair	NOUN
cana-5377	82	20	twice	twice	ADV
cana-5377	82	21	a	a	DET
cana-5377	82	22	year	year	NOUN
cana-5377	82	23	.	.	PUNCT
cana-5377	83	1	this	this	PRON
cana-5377	83	2	resulted	result	VERB
cana-5377	83	3	in	in	ADP
cana-5377	83	4	savings	saving	NOUN
cana-5377	83	5	of	of	ADP
cana-5377	83	6	approximately	approximately	ADV
cana-5377	83	7	₹	₹	PROPN
cana-5377	83	8	5,00,000	5,00,000	NUM
cana-5377	83	9	per	per	ADP
cana-5377	83	10	year	year	NOUN
cana-5377	83	11	for	for	ADP
cana-5377	83	12	this	this	DET
cana-5377	83	13	road	road	NOUN
cana-5377	83	14	alone	alone	ADV
cana-5377	83	15	.	.	PUNCT
cana-5377	84	1	•	•	NUM
cana-5377	84	2	optimized	optimize	VERB
cana-5377	84	3	resource	resource	NOUN
cana-5377	84	4	allocation	allocation	NOUN
cana-5377	84	5	:	:	PUNCT
cana-5377	84	6	predictive	predictive	ADJ
cana-5377	84	7	analytics	analytic	NOUN
cana-5377	84	8	helped	helped	AUX
cana-5377	84	9	prioritize	prioritize	VERB
cana-5377	84	10	maintenance	maintenance	NOUN
cana-5377	84	11	tasks	task	NOUN
cana-5377	84	12	,	,	PUNCT
cana-5377	84	13	focusing	focus	VERB
cana-5377	84	14	efforts	effort	NOUN
cana-5377	84	15	on	on	ADP
cana-5377	84	16	areas	area	NOUN
cana-5377	84	17	like	like	ADP
cana-5377	84	18	jairam	jairam	NOUN
cana-5377	84	19	complex	complex	ADJ
cana-5377	84	20	and	and	CCONJ
cana-5377	84	21	vyapar	vyapar	NOUN
cana-5377	84	22	vihar	vihar	PROPN
cana-5377	84	23	road	road	NOUN
cana-5377	84	24	,	,	PUNCT
cana-5377	84	25	which	which	PRON
cana-5377	84	26	experienced	experience	VERB
cana-5377	84	27	the	the	DET
cana-5377	84	28	most	most	ADV
cana-5377	84	29	wear	wear	NOUN
cana-5377	84	30	and	and	CCONJ
cana-5377	84	31	tear	tear	ADJ
cana-5377	84	32	.	.	PUNCT
cana-5377	85	1	this	this	PRON
cana-5377	85	2	prevented	prevent	VERB
cana-5377	85	3	over	over	ADP
cana-5377	85	4	-	-	PUNCT
cana-5377	85	5	allocation	allocation	NOUN
cana-5377	85	6	of	of	ADP
cana-5377	85	7	funds	fund	NOUN
cana-5377	85	8	to	to	ADP
cana-5377	85	9	less	less	ADV
cana-5377	85	10	critical	critical	ADJ
cana-5377	85	11	zones	zone	NOUN
cana-5377	85	12	.	.	PUNCT
cana-5377	86	1	iii	iii	X
cana-5377	86	2	]	]	X
cana-5377	86	3	increased	increase	VERB
cana-5377	86	4	safety	safety	NOUN
cana-5377	86	5	•	•	NOUN
cana-5377	86	6	accident	accident	NOUN
cana-5377	86	7	reduction	reduction	NOUN
cana-5377	86	8	:	:	PUNCT
cana-5377	86	9	pothole	pothole	NOUN
cana-5377	86	10	-	-	PUNCT
cana-5377	86	11	related	relate	VERB
cana-5377	86	12	accidents	accident	NOUN
cana-5377	86	13	at	at	ADP
cana-5377	86	14	nehru	nehru	PROPN
cana-5377	86	15	chowk	chowk	PROPN
cana-5377	86	16	and	and	CCONJ
cana-5377	86	17	bilaspur	bilaspur	PROPN
cana-5377	86	18	railway	railway	NOUN
cana-5377	86	19	station	station	NOUN
cana-5377	86	20	road	road	NOUN
cana-5377	86	21	decreased	decrease	VERB
cana-5377	86	22	by	by	ADP
cana-5377	86	23	40	40	NUM
cana-5377	86	24	%	%	NOUN
cana-5377	86	25	within	within	ADP
cana-5377	86	26	six	six	NUM
cana-5377	86	27	months	month	NOUN
cana-5377	86	28	of	of	ADP
cana-5377	86	29	implementing	implement	VERB
cana-5377	86	30	srst	srst	ADV
cana-5377	86	31	.	.	PUNCT
cana-5377	87	1	this	this	PRON
cana-5377	87	2	was	be	AUX
cana-5377	87	3	attributed	attribute	VERB
cana-5377	87	4	to	to	ADP
cana-5377	87	5	the	the	DET
cana-5377	87	6	quick	quick	ADJ
cana-5377	87	7	identification	identification	NOUN
cana-5377	87	8	and	and	CCONJ
cana-5377	87	9	repair	repair	NOUN
cana-5377	87	10	of	of	ADP
cana-5377	87	11	road	road	NOUN
cana-5377	87	12	defects	defect	NOUN
cana-5377	87	13	before	before	SCONJ
cana-5377	87	14	they	they	PRON
cana-5377	87	15	became	become	VERB
cana-5377	87	16	hazardous	hazardous	ADJ
cana-5377	87	17	.	.	PUNCT
cana-5377	88	1	•	•	ADP
cana-5377	88	2	weather	weather	NOUN
cana-5377	88	3	-	-	PUNCT
cana-5377	88	4	driven	drive	VERB
cana-5377	88	5	alerts	alert	NOUN
cana-5377	88	6	:	:	PUNCT
cana-5377	88	7	during	during	ADP
cana-5377	88	8	the	the	DET
cana-5377	88	9	monsoon	monsoon	NOUN
cana-5377	88	10	season	season	NOUN
cana-5377	88	11	,	,	PUNCT
cana-5377	88	12	the	the	DET
cana-5377	88	13	sensors	sensor	NOUN
cana-5377	88	14	detected	detect	VERB
cana-5377	88	15	water	water	NOUN
cana-5377	88	16	accumulation	accumulation	NOUN
cana-5377	88	17	at	at	ADP
cana-5377	88	18	vulnerable	vulnerable	ADJ
cana-5377	88	19	spots	spot	NOUN
cana-5377	88	20	,	,	PUNCT
cana-5377	88	21	such	such	ADJ
cana-5377	88	22	as	as	ADP
cana-5377	88	23	koni	koni	NOUN
cana-5377	88	24	and	and	CCONJ
cana-5377	88	25	sarkanda	sarkanda	NOUN
cana-5377	88	26	,	,	PUNCT
cana-5377	88	27	and	and	CCONJ
cana-5377	88	28	notified	notify	VERB
cana-5377	88	29	authorities	authority	NOUN
cana-5377	88	30	.	.	PUNCT
cana-5377	89	1	timely	timely	ADJ
cana-5377	89	2	drainage	drainage	NOUN
cana-5377	89	3	improvements	improvement	NOUN
cana-5377	89	4	prevented	prevent	VERB
cana-5377	89	5	skidding	skid	VERB
cana-5377	89	6	incidents	incident	NOUN
cana-5377	89	7	and	and	CCONJ
cana-5377	89	8	vehicle	vehicle	NOUN
cana-5377	89	9	breakdowns	breakdown	NOUN
cana-5377	89	10	.	.	PUNCT
cana-5377	90	1	iv	iv	X
cana-5377	90	2	]	]	X
cana-5377	90	3	better	well	ADJ
cana-5377	90	4	traffic	traffic	NOUN
cana-5377	90	5	flow	flow	NOUN
cana-5377	90	6	•	•	ADP
cana-5377	90	7	reduced	reduce	VERB
cana-5377	90	8	traffic	traffic	NOUN
cana-5377	90	9	jams	jam	NOUN
cana-5377	90	10	:	:	PUNCT
cana-5377	90	11	repairs	repair	NOUN
cana-5377	90	12	on	on	ADP
cana-5377	90	13	high	high	ADJ
cana-5377	90	14	-	-	PUNCT
cana-5377	90	15	traffic	traffic	NOUN
cana-5377	90	16	roads	road	NOUN
cana-5377	90	17	like	like	ADP
cana-5377	90	18	sadar	sadar	PROPN
cana-5377	90	19	road	road	PROPN
cana-5377	90	20	and	and	CCONJ
cana-5377	90	21	ratanpur	ratanpur	PROPN
cana-5377	90	22	road	road	NOUN
cana-5377	90	23	were	be	AUX
cana-5377	90	24	planned	plan	VERB
cana-5377	90	25	during	during	ADP
cana-5377	90	26	late	late	ADJ
cana-5377	90	27	-	-	PUNCT
cana-5377	90	28	night	night	NOUN
cana-5377	90	29	hours	hour	NOUN
cana-5377	90	30	(	(	PUNCT
cana-5377	90	31	10:00	10:00	NUM
cana-5377	90	32	pm	pm	NOUN
cana-5377	90	33	to	to	ADP
cana-5377	90	34	5:00	5:00	NUM
cana-5377	90	35	am	am	NOUN
cana-5377	90	36	)	)	PUNCT
cana-5377	90	37	,	,	PUNCT
cana-5377	90	38	reducing	reduce	VERB
cana-5377	90	39	traffic	traffic	NOUN
cana-5377	90	40	congestion	congestion	NOUN
cana-5377	90	41	by	by	ADP
cana-5377	90	42	30	30	NUM
cana-5377	90	43	%	%	NOUN
cana-5377	90	44	during	during	ADP
cana-5377	90	45	peak	peak	NOUN
cana-5377	90	46	hours	hour	NOUN
cana-5377	90	47	.	.	PUNCT
cana-5377	91	1	•	•	NUM
cana-5377	91	2	faster	fast	ADJ
cana-5377	91	3	commute	commute	NOUN
cana-5377	91	4	times	time	NOUN
cana-5377	91	5	:	:	PUNCT
cana-5377	91	6	with	with	ADP
cana-5377	91	7	fewer	few	ADJ
cana-5377	91	8	roadblocks	roadblock	NOUN
cana-5377	91	9	and	and	CCONJ
cana-5377	91	10	smoother	smooth	ADJ
cana-5377	91	11	road	road	NOUN
cana-5377	91	12	conditions	condition	NOUN
cana-5377	91	13	,	,	PUNCT
cana-5377	91	14	average	average	ADJ
cana-5377	91	15	commute	commute	NOUN
cana-5377	91	16	times	time	NOUN
cana-5377	91	17	in	in	ADP
cana-5377	91	18	busy	busy	ADJ
cana-5377	91	19	areas	area	NOUN
cana-5377	91	20	like	like	ADP
cana-5377	91	21	vyapar	vyapar	NOUN
cana-5377	91	22	vihar	vihar	PROPN
cana-5377	91	23	decreased	decrease	VERB
cana-5377	91	24	by	by	ADP
cana-5377	91	25	15	15	NUM
cana-5377	91	26	%	%	NOUN
cana-5377	91	27	,	,	PUNCT
cana-5377	91	28	from	from	ADP
cana-5377	91	29	45	45	NUM
cana-5377	91	30	minutes	minute	NOUN
cana-5377	91	31	to	to	ADP
cana-5377	91	32	38	38	NUM
cana-5377	91	33	minutes	minute	NOUN
cana-5377	91	34	during	during	ADP
cana-5377	91	35	peak	peak	NOUN
cana-5377	91	36	hours	hour	NOUN
cana-5377	91	37	.	.	PUNCT
cana-5377	92	1	5	5	X
cana-5377	92	2	.	.	X
cana-5377	92	3	challenges	challenge	NOUN
cana-5377	92	4	while	while	SCONJ
cana-5377	92	5	the	the	DET
cana-5377	92	6	implementation	implementation	NOUN
cana-5377	92	7	of	of	ADP
cana-5377	92	8	smart	smart	ADJ
cana-5377	92	9	road	road	NOUN
cana-5377	92	10	sensing	sense	VERB
cana-5377	92	11	techniques	technique	NOUN
cana-5377	92	12	(	(	PUNCT
cana-5377	92	13	srst	srst	ADJ
cana-5377	92	14	)	)	PUNCT
cana-5377	92	15	in	in	ADP
cana-5377	92	16	bilaspur	bilaspur	NOUN
cana-5377	92	17	yielded	yield	VERB
cana-5377	92	18	significant	significant	ADJ
cana-5377	92	19	benefits	benefit	NOUN
cana-5377	92	20	,	,	PUNCT
cana-5377	92	21	several	several	ADJ
cana-5377	92	22	challenges	challenge	NOUN
cana-5377	92	23	emerged	emerge	VERB
cana-5377	92	24	during	during	ADP
cana-5377	92	25	the	the	DET
cana-5377	92	26	process	process	NOUN
cana-5377	92	27	.	.	PUNCT
cana-5377	93	1	these	these	DET
cana-5377	93	2	challenges	challenge	NOUN
cana-5377	93	3	highlight	highlight	VERB
cana-5377	93	4	areas	area	NOUN
cana-5377	93	5	for	for	ADP
cana-5377	93	6	improvement	improvement	NOUN
cana-5377	93	7	and	and	CCONJ
cana-5377	93	8	considerations	consideration	NOUN
cana-5377	93	9	for	for	ADP
cana-5377	93	10	scalability	scalability	NOUN
cana-5377	93	11	to	to	ADP
cana-5377	93	12	other	other	ADJ
cana-5377	93	13	regions	region	NOUN
cana-5377	93	14	.	.	PUNCT
cana-5377	94	1	below	below	ADV
cana-5377	94	2	is	be	AUX
cana-5377	94	3	a	a	DET
cana-5377	94	4	detailed	detailed	ADJ
cana-5377	94	5	exploration	exploration	NOUN
cana-5377	94	6	of	of	ADP
cana-5377	94	7	the	the	DET
cana-5377	94	8	key	key	ADJ
cana-5377	94	9	challenges	challenge	NOUN
cana-5377	94	10	faced	face	VERB
cana-5377	94	11	during	during	ADP
cana-5377	94	12	the	the	DET
cana-5377	94	13	project	project	NOUN
cana-5377	94	14	:	:	PUNCT
cana-5377	94	15	1	1	NUM
cana-5377	94	16	]	]	PUNCT
cana-5377	94	17	cost	cost	NOUN
cana-5377	94	18	of	of	ADP
cana-5377	94	19	initial	initial	ADJ
cana-5377	94	20	setup	setup	NOUN
cana-5377	94	21	expense	expense	NOUN
cana-5377	94	22	breakdown	breakdown	NOUN
cana-5377	94	23	:	:	PUNCT
cana-5377	94	24	the	the	DET
cana-5377	94	25	cost	cost	NOUN
cana-5377	94	26	of	of	ADP
cana-5377	94	27	purchasing	purchase	VERB
cana-5377	94	28	and	and	CCONJ
cana-5377	94	29	installing	instal	VERB
cana-5377	94	30	iot	iot	ADJ
cana-5377	94	31	sensors	sensor	NOUN
cana-5377	94	32	,	,	PUNCT
cana-5377	94	33	edge	edge	NOUN
cana-5377	94	34	computing	computing	NOUN
cana-5377	94	35	devices	device	NOUN
cana-5377	94	36	,	,	PUNCT
cana-5377	94	37	and	and	CCONJ
cana-5377	94	38	communication	communication	NOUN
cana-5377	94	39	networks	network	NOUN
cana-5377	94	40	amounted	amount	VERB
cana-5377	94	41	to	to	ADP
cana-5377	94	42	approximately	approximately	ADV
cana-5377	94	43	₹	₹	PROPN
cana-5377	94	44	20	20	NUM
cana-5377	94	45	lakhs	lakh	NOUN
cana-5377	94	46	.	.	PUNCT
cana-5377	95	1	for	for	ADP
cana-5377	95	2	a	a	DET
cana-5377	95	3	mid	mid	ADJ
cana-5377	95	4	-	-	ADJ
cana-5377	95	5	sized	sized	ADJ
cana-5377	95	6	city	city	NOUN
cana-5377	95	7	like	like	ADP
cana-5377	95	8	bilaspur	bilaspur	NOUN
cana-5377	95	9	,	,	PUNCT
cana-5377	95	10	this	this	PRON
cana-5377	95	11	represented	represent	VERB
cana-5377	95	12	a	a	DET
cana-5377	95	13	substantial	substantial	ADJ
cana-5377	95	14	portion	portion	NOUN
cana-5377	95	15	of	of	ADP
cana-5377	95	16	the	the	DET
cana-5377	95	17	annual	annual	ADJ
cana-5377	95	18	budget	budget	NOUN
cana-5377	95	19	allocated	allocate	VERB
cana-5377	95	20	for	for	ADP
cana-5377	95	21	infrastructure	infrastructure	NOUN
cana-5377	95	22	development	development	NOUN
cana-5377	95	23	.	.	PUNCT
cana-5377	96	1	funding	funding	NOUN
cana-5377	96	2	limitations	limitation	NOUN
cana-5377	96	3	:	:	PUNCT
cana-5377	96	4	smaller	small	ADJ
cana-5377	96	5	municipalities	municipality	NOUN
cana-5377	96	6	often	often	ADV
cana-5377	96	7	rely	rely	VERB
cana-5377	96	8	on	on	ADP
cana-5377	96	9	government	government	NOUN
cana-5377	96	10	grants	grant	NOUN
cana-5377	96	11	or	or	CCONJ
cana-5377	96	12	private	private	ADJ
cana-5377	96	13	partnerships	partnership	NOUN
cana-5377	96	14	,	,	PUNCT
cana-5377	96	15	which	which	PRON
cana-5377	96	16	can	can	AUX
cana-5377	96	17	delay	delay	VERB
cana-5377	96	18	project	project	NOUN
cana-5377	96	19	implementation	implementation	NOUN
cana-5377	96	20	.	.	PUNCT
cana-5377	97	1	for	for	ADP
cana-5377	97	2	example	example	NOUN
cana-5377	97	3	,	,	PUNCT
cana-5377	97	4	the	the	DET
cana-5377	97	5	installation	installation	NOUN
cana-5377	97	6	in	in	ADP
cana-5377	97	7	densely	densely	ADV
cana-5377	97	8	populated	populate	VERB
cana-5377	97	9	areas	area	NOUN
cana-5377	97	10	like	like	ADP
cana-5377	97	11	sarkanda	sarkanda	NOUN
cana-5377	97	12	and	and	CCONJ
cana-5377	97	13	mangla	mangla	PROPN
cana-5377	97	14	chowk	chowk	PROPN
cana-5377	97	15	was	be	AUX
cana-5377	97	16	postponed	postpone	VERB
cana-5377	97	17	due	due	ADP
cana-5377	97	18	to	to	ADP
cana-5377	97	19	budget	budget	NOUN
cana-5377	97	20	constraints	constraint	NOUN
cana-5377	97	21	.	.	PUNCT
cana-5377	98	1	communications	communication	NOUN
cana-5377	98	2	on	on	ADP
cana-5377	98	3	applied	apply	VERB
cana-5377	98	4	nonlinear	nonlinear	ADJ
cana-5377	98	5	analysis	analysis	NOUN
cana-5377	98	6	issn	issn	NOUN
cana-5377	98	7	:	:	PUNCT
cana-5377	98	8	1074	1074	NUM
cana-5377	98	9	-	-	PUNCT
cana-5377	98	10	133x	133x	NUM
cana-5377	98	11	vol	vol	VERB
cana-5377	98	12	32	32	NUM
cana-5377	98	13	no	no	NOUN
cana-5377	98	14	.	.	PUNCT
cana-5377	99	1	10s	10	NOUN
cana-5377	99	2	(	(	PUNCT
cana-5377	99	3	2025	2025	NUM
cana-5377	99	4	)	)	PUNCT
cana-5377	99	5	2066	2066	NUM
cana-5377	99	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	99	7	2	2	X
cana-5377	99	8	]	]	X
cana-5377	99	9	technical	technical	ADJ
cana-5377	99	10	training	training	NOUN
cana-5377	99	11	training	training	NOUN
cana-5377	99	12	requirements	requirement	NOUN
cana-5377	99	13	:	:	PUNCT
cana-5377	99	14	operators	operator	NOUN
cana-5377	99	15	and	and	CCONJ
cana-5377	99	16	technicians	technician	NOUN
cana-5377	99	17	needed	need	VERB
cana-5377	99	18	to	to	PART
cana-5377	99	19	be	be	AUX
cana-5377	99	20	trained	train	VERB
cana-5377	99	21	to	to	PART
cana-5377	99	22	manage	manage	VERB
cana-5377	99	23	the	the	DET
cana-5377	99	24	iot	iot	PROPN
cana-5377	99	25	systems	system	NOUN
cana-5377	99	26	,	,	PUNCT
cana-5377	99	27	analyse	analyse	VERB
cana-5377	99	28	the	the	DET
cana-5377	99	29	data	datum	NOUN
cana-5377	99	30	,	,	PUNCT
cana-5377	99	31	and	and	CCONJ
cana-5377	99	32	respond	respond	VERB
cana-5377	99	33	to	to	ADP
cana-5377	99	34	alerts	alert	NOUN
cana-5377	99	35	effectively	effectively	ADV
cana-5377	99	36	.	.	PUNCT
cana-5377	100	1	this	this	DET
cana-5377	100	2	training	training	NOUN
cana-5377	100	3	took	take	VERB
cana-5377	100	4	an	an	DET
cana-5377	100	5	average	average	NOUN
cana-5377	100	6	of	of	ADP
cana-5377	100	7	4	4	NUM
cana-5377	100	8	-	-	SYM
cana-5377	100	9	6	6	NUM
cana-5377	100	10	weeks	week	NOUN
cana-5377	100	11	,	,	PUNCT
cana-5377	100	12	during	during	ADP
cana-5377	100	13	which	which	PRON
cana-5377	100	14	some	some	DET
cana-5377	100	15	delays	delay	NOUN
cana-5377	100	16	in	in	ADP
cana-5377	100	17	implementation	implementation	NOUN
cana-5377	100	18	were	be	AUX
cana-5377	100	19	observed	observe	VERB
cana-5377	100	20	.	.	PUNCT
cana-5377	101	1	knowledge	knowledge	NOUN
cana-5377	101	2	gaps	gap	NOUN
cana-5377	101	3	:	:	PUNCT
cana-5377	101	4	many	many	ADJ
cana-5377	101	5	municipal	municipal	ADJ
cana-5377	101	6	employees	employee	NOUN
cana-5377	101	7	were	be	AUX
cana-5377	101	8	unfamiliar	unfamiliar	ADJ
cana-5377	101	9	with	with	ADP
cana-5377	101	10	terms	term	NOUN
cana-5377	101	11	like	like	ADP
cana-5377	101	12	predictive	predictive	ADJ
cana-5377	101	13	analytics	analytic	NOUN
cana-5377	101	14	or	or	CCONJ
cana-5377	101	15	edge	edge	NOUN
cana-5377	101	16	computing	computing	NOUN
cana-5377	101	17	,	,	PUNCT
cana-5377	101	18	leading	lead	VERB
cana-5377	101	19	to	to	ADP
cana-5377	101	20	initial	initial	ADJ
cana-5377	101	21	inefficiencies	inefficiency	NOUN
cana-5377	101	22	in	in	ADP
cana-5377	101	23	system	system	NOUN
cana-5377	101	24	usage	usage	NOUN
cana-5377	101	25	.	.	PUNCT
cana-5377	102	1	dependency	dependency	NOUN
cana-5377	102	2	on	on	ADP
cana-5377	102	3	vendors	vendor	NOUN
cana-5377	102	4	:	:	PUNCT
cana-5377	102	5	in	in	ADP
cana-5377	102	6	the	the	DET
cana-5377	102	7	early	early	ADJ
cana-5377	102	8	stages	stage	NOUN
cana-5377	102	9	,	,	PUNCT
cana-5377	102	10	the	the	DET
cana-5377	102	11	system	system	NOUN
cana-5377	102	12	heavily	heavily	ADV
cana-5377	102	13	relied	rely	VERB
cana-5377	102	14	on	on	ADP
cana-5377	102	15	third	third	ADJ
cana-5377	102	16	-	-	PUNCT
cana-5377	102	17	party	party	NOUN
cana-5377	102	18	vendors	vendor	NOUN
cana-5377	102	19	for	for	ADP
cana-5377	102	20	maintenance	maintenance	NOUN
cana-5377	102	21	and	and	CCONJ
cana-5377	102	22	troubleshooting	troubleshooting	NOUN
cana-5377	102	23	,	,	PUNCT
cana-5377	102	24	increasing	increase	VERB
cana-5377	102	25	costs	cost	NOUN
cana-5377	102	26	and	and	CCONJ
cana-5377	102	27	dependency	dependency	NOUN
cana-5377	102	28	.	.	PUNCT
cana-5377	103	1	3	3	NUM
cana-5377	103	2	]	]	PUNCT
cana-5377	103	3	data	datum	NOUN
cana-5377	103	4	accuracy	accuracy	NOUN
cana-5377	103	5	weather	weather	NOUN
cana-5377	103	6	impact	impact	NOUN
cana-5377	103	7	:	:	PUNCT
cana-5377	103	8	extreme	extreme	ADJ
cana-5377	103	9	weather	weather	NOUN
cana-5377	103	10	conditions	condition	NOUN
cana-5377	103	11	,	,	PUNCT
cana-5377	103	12	such	such	ADJ
cana-5377	103	13	as	as	ADP
cana-5377	103	14	heavy	heavy	ADJ
cana-5377	103	15	rainfall	rainfall	NOUN
cana-5377	103	16	during	during	ADP
cana-5377	103	17	bilaspur	bilaspur	NOUN
cana-5377	103	18	’s	’s	PART
cana-5377	103	19	monsoon	monsoon	NOUN
cana-5377	103	20	season	season	NOUN
cana-5377	103	21	,	,	PUNCT
cana-5377	103	22	caused	cause	VERB
cana-5377	103	23	water	water	NOUN
cana-5377	103	24	accumulation	accumulation	NOUN
cana-5377	103	25	around	around	ADP
cana-5377	103	26	sensors	sensor	NOUN
cana-5377	103	27	.	.	PUNCT
cana-5377	104	1	this	this	PRON
cana-5377	104	2	led	lead	VERB
cana-5377	104	3	to	to	ADP
cana-5377	104	4	inaccurate	inaccurate	ADJ
cana-5377	104	5	readings	reading	NOUN
cana-5377	104	6	in	in	ADP
cana-5377	104	7	areas	area	NOUN
cana-5377	104	8	like	like	ADP
cana-5377	104	9	koni	koni	PROPN
cana-5377	104	10	and	and	CCONJ
cana-5377	104	11	jairam	jairam	NOUN
cana-5377	104	12	complex	complex	NOUN
cana-5377	104	13	,	,	PUNCT
cana-5377	104	14	where	where	SCONJ
cana-5377	104	15	waterlogging	waterlogging	NOUN
cana-5377	104	16	interfered	interfere	VERB
cana-5377	104	17	with	with	ADP
cana-5377	104	18	surface	surface	NOUN
cana-5377	104	19	smoothness	smoothness	ADJ
cana-5377	104	20	data	datum	NOUN
cana-5377	104	21	.	.	PUNCT
cana-5377	105	1	environmental	environmental	ADJ
cana-5377	105	2	noise	noise	NOUN
cana-5377	105	3	:	:	PUNCT
cana-5377	105	4	high	high	ADJ
cana-5377	105	5	traffic	traffic	NOUN
cana-5377	105	6	density	density	NOUN
cana-5377	105	7	near	near	ADP
cana-5377	105	8	industrial	industrial	ADJ
cana-5377	105	9	zones	zone	NOUN
cana-5377	105	10	,	,	PUNCT
cana-5377	105	11	such	such	ADJ
cana-5377	105	12	as	as	ADP
cana-5377	105	13	sirgitti	sirgitti	PROPN
cana-5377	105	14	,	,	PUNCT
cana-5377	105	15	created	create	VERB
cana-5377	105	16	environmental	environmental	ADJ
cana-5377	105	17	noise	noise	NOUN
cana-5377	105	18	that	that	PRON
cana-5377	105	19	affected	affect	VERB
cana-5377	105	20	traffic	traffic	NOUN
cana-5377	105	21	monitoring	monitoring	NOUN
cana-5377	105	22	sensors	sensor	NOUN
cana-5377	105	23	.	.	PUNCT
cana-5377	106	1	this	this	PRON
cana-5377	106	2	resulted	result	VERB
cana-5377	106	3	in	in	ADP
cana-5377	106	4	occasional	occasional	ADJ
cana-5377	106	5	false	false	ADJ
cana-5377	106	6	alerts	alert	NOUN
cana-5377	106	7	for	for	ADP
cana-5377	106	8	congestion	congestion	NOUN
cana-5377	106	9	or	or	CCONJ
cana-5377	106	10	road	road	NOUN
cana-5377	106	11	damage	damage	NOUN
cana-5377	106	12	.	.	PUNCT
cana-5377	107	1	6	6	X
cana-5377	107	2	.	.	X
cana-5377	107	3	recommendations	recommendation	NOUN
cana-5377	107	4	•	•	NUM
cana-5377	107	5	funding	funding	NOUN
cana-5377	107	6	solutions	solution	NOUN
cana-5377	107	7	:	:	PUNCT
cana-5377	107	8	securing	secure	VERB
cana-5377	107	9	public	public	ADJ
cana-5377	107	10	-	-	PUNCT
cana-5377	107	11	private	private	ADJ
cana-5377	107	12	partnerships	partnership	NOUN
cana-5377	107	13	(	(	PUNCT
cana-5377	107	14	ppp	ppp	NOUN
cana-5377	107	15	)	)	PUNCT
cana-5377	107	16	or	or	CCONJ
cana-5377	107	17	government	government	NOUN
cana-5377	107	18	subsidies	subsidy	NOUN
cana-5377	107	19	to	to	PART
cana-5377	107	20	cover	cover	VERB
cana-5377	107	21	high	high	ADJ
cana-5377	107	22	initial	initial	ADJ
cana-5377	107	23	costs	cost	NOUN
cana-5377	107	24	.	.	PUNCT
cana-5377	108	1	•	•	NUM
cana-5377	108	2	enhanced	enhance	VERB
cana-5377	108	3	training	training	NOUN
cana-5377	108	4	:	:	PUNCT
cana-5377	108	5	developing	develop	VERB
cana-5377	108	6	modular	modular	ADJ
cana-5377	108	7	training	training	NOUN
cana-5377	108	8	programs	program	NOUN
cana-5377	108	9	and	and	CCONJ
cana-5377	108	10	creating	create	VERB
cana-5377	108	11	local	local	ADJ
cana-5377	108	12	technical	technical	ADJ
cana-5377	108	13	support	support	NOUN
cana-5377	108	14	teams	team	NOUN
cana-5377	108	15	to	to	PART
cana-5377	108	16	reduce	reduce	VERB
cana-5377	108	17	dependency	dependency	NOUN
cana-5377	108	18	on	on	ADP
cana-5377	108	19	external	external	ADJ
cana-5377	108	20	vendors	vendor	NOUN
cana-5377	108	21	.	.	PUNCT
cana-5377	109	1	•	•	NUM
cana-5377	109	2	robust	robust	ADJ
cana-5377	109	3	sensors	sensor	NOUN
cana-5377	109	4	:	:	PUNCT
cana-5377	109	5	investing	invest	VERB
cana-5377	109	6	in	in	ADP
cana-5377	109	7	weather	weather	NOUN
cana-5377	109	8	-	-	PUNCT
cana-5377	109	9	resistant	resistant	ADJ
cana-5377	109	10	,	,	PUNCT
cana-5377	109	11	tamper	tamper	ADJ
cana-5377	109	12	-	-	ADJ
cana-5377	109	13	proof	proof	ADJ
cana-5377	109	14	sensors	sensor	NOUN
cana-5377	109	15	and	and	CCONJ
cana-5377	109	16	improving	improve	VERB
cana-5377	109	17	calibration	calibration	NOUN
cana-5377	109	18	techniques	technique	NOUN
cana-5377	109	19	to	to	PART
cana-5377	109	20	ensure	ensure	VERB
cana-5377	109	21	data	datum	NOUN
cana-5377	109	22	accuracy	accuracy	NOUN
cana-5377	109	23	.	.	PUNCT
cana-5377	110	1	7	7	X
cana-5377	110	2	.	.	X
cana-5377	110	3	conclusion	conclusion	VERB
cana-5377	110	4	the	the	DET
cana-5377	110	5	implementation	implementation	NOUN
cana-5377	110	6	of	of	ADP
cana-5377	110	7	smart	smart	ADJ
cana-5377	110	8	road	road	NOUN
cana-5377	110	9	sensing	sense	VERB
cana-5377	110	10	techniques	technique	NOUN
cana-5377	110	11	(	(	PUNCT
cana-5377	110	12	srst	srst	ADJ
cana-5377	110	13	)	)	PUNCT
cana-5377	110	14	in	in	ADP
cana-5377	110	15	bilaspur	bilaspur	PROPN
cana-5377	110	16	marks	mark	VERB
cana-5377	110	17	a	a	DET
cana-5377	110	18	transformative	transformative	ADJ
cana-5377	110	19	approach	approach	NOUN
cana-5377	110	20	to	to	ADP
cana-5377	110	21	modernizing	modernize	VERB
cana-5377	110	22	road	road	NOUN
cana-5377	110	23	maintenance	maintenance	NOUN
cana-5377	110	24	and	and	CCONJ
cana-5377	110	25	traffic	traffic	NOUN
cana-5377	110	26	management	management	NOUN
cana-5377	110	27	in	in	ADP
cana-5377	110	28	growing	grow	VERB
cana-5377	110	29	urban	urban	ADJ
cana-5377	110	30	centers	center	NOUN
cana-5377	110	31	.	.	PUNCT
cana-5377	111	1	by	by	ADP
cana-5377	111	2	integrating	integrate	VERB
cana-5377	111	3	iot	iot	ADJ
cana-5377	111	4	sensors	sensor	NOUN
cana-5377	111	5	,	,	PUNCT
cana-5377	111	6	predictive	predictive	ADJ
cana-5377	111	7	analytics	analytic	NOUN
cana-5377	111	8	,	,	PUNCT
cana-5377	111	9	and	and	CCONJ
cana-5377	111	10	real	real	ADJ
cana-5377	111	11	-	-	PUNCT
cana-5377	111	12	time	time	NOUN
cana-5377	111	13	data	datum	NOUN
cana-5377	111	14	visualization	visualization	NOUN
cana-5377	111	15	,	,	PUNCT
cana-5377	111	16	this	this	DET
cana-5377	111	17	initiative	initiative	NOUN
cana-5377	111	18	addresses	address	VERB
cana-5377	111	19	critical	critical	ADJ
cana-5377	111	20	challenges	challenge	NOUN
cana-5377	111	21	like	like	ADP
cana-5377	111	22	deteriorating	deteriorate	VERB
cana-5377	111	23	road	road	NOUN
cana-5377	111	24	quality	quality	NOUN
cana-5377	111	25	,	,	PUNCT
cana-5377	111	26	traffic	traffic	NOUN
cana-5377	111	27	congestion	congestion	NOUN
cana-5377	111	28	,	,	PUNCT
cana-5377	111	29	and	and	CCONJ
cana-5377	111	30	rising	rise	VERB
cana-5377	111	31	maintenance	maintenance	NOUN
cana-5377	111	32	costs.by	costs.by	ADP
cana-5377	111	33	embracing	embrace	VERB
cana-5377	111	34	smart	smart	ADJ
cana-5377	111	35	infrastructure	infrastructure	NOUN
cana-5377	111	36	solutions	solution	NOUN
cana-5377	111	37	,	,	PUNCT
cana-5377	111	38	bilaspur	bilaspur	PROPN
cana-5377	111	39	has	have	VERB
cana-5377	111	40	the	the	DET
cana-5377	111	41	opportunity	opportunity	NOUN
cana-5377	111	42	to	to	PART
cana-5377	111	43	position	position	VERB
cana-5377	111	44	itself	itself	PRON
cana-5377	111	45	as	as	ADP
cana-5377	111	46	a	a	DET
cana-5377	111	47	model	model	NOUN
cana-5377	111	48	for	for	ADP
cana-5377	111	49	smart	smart	ADJ
cana-5377	111	50	city	city	NOUN
cana-5377	111	51	initiatives	initiative	NOUN
cana-5377	111	52	in	in	ADP
cana-5377	111	53	india	india	PROPN
cana-5377	111	54	.	.	PUNCT
cana-5377	112	1	the	the	DET
cana-5377	112	2	successful	successful	ADJ
cana-5377	112	3	implementation	implementation	NOUN
cana-5377	112	4	of	of	ADP
cana-5377	112	5	srst	srst	NOUN
cana-5377	112	6	can	can	AUX
cana-5377	112	7	serve	serve	VERB
cana-5377	112	8	as	as	ADP
cana-5377	112	9	an	an	DET
cana-5377	112	10	inspiration	inspiration	NOUN
cana-5377	112	11	for	for	ADP
cana-5377	112	12	cities	city	NOUN
cana-5377	112	13	worldwide	worldwide	ADV
cana-5377	112	14	that	that	PRON
cana-5377	112	15	aim	aim	VERB
cana-5377	112	16	to	to	PART
cana-5377	112	17	leverage	leverage	VERB
cana-5377	112	18	technology	technology	NOUN
cana-5377	112	19	to	to	PART
cana-5377	112	20	enhance	enhance	VERB
cana-5377	112	21	urban	urban	ADJ
cana-5377	112	22	living	living	NOUN
cana-5377	112	23	standards	standard	NOUN
cana-5377	112	24	.	.	PUNCT
cana-5377	113	1	this	this	DET
cana-5377	113	2	project	project	NOUN
cana-5377	113	3	highlights	highlight	VERB
cana-5377	113	4	the	the	DET
cana-5377	113	5	potential	potential	NOUN
cana-5377	113	6	of	of	ADP
cana-5377	113	7	technology	technology	NOUN
cana-5377	113	8	-	-	PUNCT
cana-5377	113	9	driven	drive	VERB
cana-5377	113	10	innovation	innovation	NOUN
cana-5377	113	11	to	to	PART
cana-5377	113	12	address	address	VERB
cana-5377	113	13	infrastructure	infrastructure	NOUN
cana-5377	113	14	challenges	challenge	NOUN
cana-5377	113	15	,	,	PUNCT
cana-5377	113	16	contributing	contribute	VERB
cana-5377	113	17	to	to	PART
cana-5377	113	18	safer	safe	ADJ
cana-5377	113	19	,	,	PUNCT
cana-5377	113	20	more	more	ADV
cana-5377	113	21	efficient	efficient	ADJ
cana-5377	113	22	,	,	PUNCT
cana-5377	113	23	and	and	CCONJ
cana-5377	113	24	sustainable	sustainable	ADJ
cana-5377	113	25	urban	urban	ADJ
cana-5377	113	26	environments	environment	NOUN
cana-5377	113	27	.	.	PUNCT
cana-5377	114	1	references	reference	NOUN
cana-5377	114	2	1	1	NUM
cana-5377	114	3	.	.	PUNCT
cana-5377	115	1	koch	koch	PROPN
cana-5377	115	2	,	,	PUNCT
cana-5377	115	3	c.	c.	PROPN
cana-5377	115	4	,	,	PUNCT
cana-5377	115	5	&	&	CCONJ
cana-5377	115	6	brilakis	brilakis	PROPN
cana-5377	115	7	,	,	PUNCT
cana-5377	115	8	i.	i.	PROPN
cana-5377	115	9	(	(	PUNCT
cana-5377	115	10	2011	2011	NUM
cana-5377	115	11	)	)	PUNCT
cana-5377	115	12	.	.	PUNCT
cana-5377	116	1	pothole	pothole	PROPN
cana-5377	116	2	detection	detection	NOUN
cana-5377	116	3	in	in	ADP
cana-5377	116	4	asphalt	asphalt	NOUN
cana-5377	116	5	pavement	pavement	NOUN
cana-5377	116	6	images	image	NOUN
cana-5377	116	7	.	.	PUNCT
cana-5377	117	1	advanced	advanced	ADJ
cana-5377	117	2	engineering	engineering	NOUN
cana-5377	117	3	informatics	informatic	NOUN
cana-5377	117	4	,	,	PUNCT
cana-5377	117	5	25(3	25(3	NUM
cana-5377	117	6	)	)	PUNCT
cana-5377	117	7	,	,	PUNCT
cana-5377	117	8	507–515	507–515	NUM
cana-5377	117	9	.	.	PUNCT
cana-5377	118	1	2	2	NUM
cana-5377	118	2	.	.	X
cana-5377	118	3	maeda	maeda	PROPN
cana-5377	118	4	,	,	PUNCT
cana-5377	118	5	h.	h.	PROPN
cana-5377	118	6	,	,	PUNCT
cana-5377	118	7	sekimoto	sekimoto	PROPN
cana-5377	118	8	,	,	PUNCT
cana-5377	118	9	y.	y.	PROPN
cana-5377	118	10	,	,	PUNCT
cana-5377	118	11	seto	seto	NOUN
cana-5377	118	12	,	,	PUNCT
cana-5377	118	13	t.	t.	PROPN
cana-5377	118	14	,	,	PUNCT
cana-5377	118	15	kashiyama	kashiyama	PROPN
cana-5377	118	16	,	,	PUNCT
cana-5377	118	17	t.	t.	PROPN
cana-5377	118	18	,	,	PUNCT
cana-5377	118	19	&	&	CCONJ
cana-5377	118	20	omata	omata	PROPN
cana-5377	118	21	,	,	PUNCT
cana-5377	118	22	h.	h.	PROPN
cana-5377	118	23	(	(	PUNCT
cana-5377	118	24	2018	2018	NUM
cana-5377	118	25	)	)	PUNCT
cana-5377	118	26	.	.	PUNCT
cana-5377	119	1	road	road	NOUN
cana-5377	119	2	damage	damage	NOUN
cana-5377	119	3	detection	detection	NOUN
cana-5377	119	4	and	and	CCONJ
cana-5377	119	5	classification	classification	NOUN
cana-5377	119	6	using	use	VERB
cana-5377	119	7	deep	deep	ADJ
cana-5377	119	8	neural	neural	ADJ
cana-5377	119	9	networks	network	NOUN
cana-5377	119	10	with	with	ADP
cana-5377	119	11	smartphone	smartphone	NOUN
cana-5377	119	12	images	image	NOUN
cana-5377	119	13	.	.	PUNCT
cana-5377	120	1	computer	computer	NOUN
cana-5377	120	2	-	-	PUNCT
cana-5377	120	3	aided	aid	VERB
cana-5377	120	4	civil	civil	ADJ
cana-5377	120	5	and	and	CCONJ
cana-5377	120	6	infrastructure	infrastructure	NOUN
cana-5377	120	7	engineering	engineering	NOUN
cana-5377	120	8	,	,	PUNCT
cana-5377	120	9	33(12	33(12	NUM
cana-5377	120	10	)	)	PUNCT
cana-5377	120	11	,	,	PUNCT
cana-5377	120	12	1127–1141	1127–1141	NUM
cana-5377	120	13	.	.	PUNCT
cana-5377	121	1	communications	communication	NOUN
cana-5377	121	2	on	on	ADP
cana-5377	121	3	applied	apply	VERB
cana-5377	121	4	nonlinear	nonlinear	ADJ
cana-5377	121	5	analysis	analysis	NOUN
cana-5377	121	6	issn	issn	NOUN
cana-5377	121	7	:	:	PUNCT
cana-5377	121	8	1074	1074	NUM
cana-5377	121	9	-	-	PUNCT
cana-5377	121	10	133x	133x	NUM
cana-5377	121	11	vol	vol	VERB
cana-5377	121	12	32	32	NUM
cana-5377	121	13	no	no	NOUN
cana-5377	121	14	.	.	PUNCT
cana-5377	122	1	10s	10	NOUN
cana-5377	122	2	(	(	PUNCT
cana-5377	122	3	2025	2025	NUM
cana-5377	122	4	)	)	PUNCT
cana-5377	122	5	2067	2067	NUM
cana-5377	122	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5377	122	7	3	3	X
cana-5377	122	8	.	.	PUNCT
cana-5377	122	9	gonzalez	gonzalez	PROPN
cana-5377	122	10	,	,	PUNCT
cana-5377	122	11	m.	m.	NOUN
cana-5377	122	12	,	,	PUNCT
cana-5377	122	13	&	&	CCONJ
cana-5377	122	14	wang	wang	PROPN
cana-5377	122	15	,	,	PUNCT
cana-5377	122	16	y.	y.	PROPN
cana-5377	122	17	(	(	PUNCT
cana-5377	122	18	2016	2016	NUM
cana-5377	122	19	)	)	PUNCT
cana-5377	122	20	.	.	PUNCT
cana-5377	123	1	smart	smart	ADJ
cana-5377	123	2	sensing	sense	VERB
cana-5377	123	3	systems	system	NOUN
cana-5377	123	4	for	for	ADP
cana-5377	123	5	infrastructure	infrastructure	NOUN
cana-5377	123	6	road	road	NOUN
cana-5377	123	7	monitoring	monitoring	NOUN
cana-5377	123	8	.	.	PUNCT
cana-5377	124	1	ieee	ieee	NOUN
cana-5377	124	2	sensors	sensor	NOUN
cana-5377	124	3	journal	journal	PROPN
cana-5377	124	4	,	,	PUNCT
cana-5377	124	5	16(9	16(9	NUM
cana-5377	124	6	)	)	PUNCT
cana-5377	124	7	,	,	PUNCT
cana-5377	124	8	3601–3608	3601–3608	NUM
cana-5377	124	9	.	.	PUNCT
cana-5377	125	1	4	4	NUM
cana-5377	125	2	.	.	X
cana-5377	125	3	fukui	fukui	PROPN
cana-5377	125	4	,	,	PUNCT
cana-5377	125	5	k.	k.	PROPN
cana-5377	125	6	,	,	PUNCT
cana-5377	125	7	et	et	PROPN
cana-5377	125	8	al	al	PROPN
cana-5377	125	9	.	.	PROPN
cana-5377	125	10	(	(	PUNCT
cana-5377	125	11	2019	2019	NUM
cana-5377	125	12	)	)	PUNCT
cana-5377	125	13	.	.	PUNCT
cana-5377	126	1	development	development	NOUN
cana-5377	126	2	of	of	ADP
cana-5377	126	3	a	a	DET
cana-5377	126	4	real	real	ADJ
cana-5377	126	5	-	-	PUNCT
cana-5377	126	6	time	time	NOUN
cana-5377	126	7	pothole	pothole	NOUN
cana-5377	126	8	detection	detection	NOUN
cana-5377	126	9	system	system	NOUN
cana-5377	126	10	using	use	VERB
cana-5377	126	11	smartphone	smartphone	NOUN
cana-5377	126	12	sensors	sensor	NOUN
cana-5377	126	13	and	and	CCONJ
cana-5377	126	14	machine	machine	NOUN
cana-5377	126	15	learning	learning	NOUN
cana-5377	126	16	.	.	PUNCT
cana-5377	127	1	transportation	transportation	NOUN
cana-5377	127	2	research	research	NOUN
cana-5377	127	3	procedia	procedia	NOUN
cana-5377	127	4	,	,	PUNCT
cana-5377	127	5	34	34	NUM
cana-5377	127	6	,	,	PUNCT
cana-5377	127	7	287–294	287–294	NUM
cana-5377	127	8	.	.	PUNCT
cana-5377	128	1	zhao	zhao	PROPN
cana-5377	128	2	,	,	PUNCT
cana-5377	128	3	y.	y.	PROPN
cana-5377	128	4	,	,	PUNCT
cana-5377	128	5	zhang	zhang	PROPN
cana-5377	128	6	,	,	PUNCT
cana-5377	128	7	y.	y.	PROPN
cana-5377	128	8	,	,	PUNCT
cana-5377	128	9	&	&	CCONJ
cana-5377	128	10	wang	wang	PROPN
cana-5377	128	11	,	,	PUNCT
cana-5377	128	12	w.	w.	PROPN
cana-5377	128	13	(	(	PUNCT
cana-5377	128	14	2020	2020	NUM
cana-5377	128	15	)	)	PUNCT
cana-5377	128	16	.	.	PUNCT
cana-5377	129	1	a	a	DET
cana-5377	129	2	deep	deep	ADJ
cana-5377	129	3	learning	learning	NOUN
cana-5377	129	4	framework	framework	NOUN
cana-5377	129	5	for	for	ADP
cana-5377	129	6	road	road	NOUN
cana-5377	129	7	crack	crack	NOUN
cana-5377	129	8	detection	detection	NOUN
cana-5377	129	9	using	use	VERB
cana-5377	129	10	smartphone	smartphone	NOUN
cana-5377	129	11	-	-	PUNCT
cana-5377	129	12	acquired	acquire	VERB
cana-5377	129	13	images	image	NOUN
cana-5377	129	14	.	.	PUNCT
cana-5377	130	1	automation	automation	NOUN
cana-5377	130	2	in	in	ADP
cana-5377	130	3	construction	construction	NOUN
cana-5377	130	4	,	,	PUNCT
cana-5377	130	5	110	110	NUM
cana-5377	130	6	,	,	PUNCT
cana-5377	130	7	103018	103018	NUM
cana-5377	130	8	.	.	PUNCT
cana-5377	131	1	5	5	NUM
cana-5377	131	2	.	.	X
cana-5377	131	3	zhang	zhang	PROPN
cana-5377	131	4	,	,	PUNCT
cana-5377	131	5	l.	l.	PROPN
cana-5377	131	6	,	,	PUNCT
cana-5377	131	7	yang	yang	PROPN
cana-5377	131	8	,	,	PUNCT
cana-5377	131	9	f.	f.	PROPN
cana-5377	131	10	,	,	PUNCT
cana-5377	131	11	zhang	zhang	PROPN
cana-5377	131	12	,	,	PUNCT
cana-5377	131	13	y.	y.	PROPN
cana-5377	131	14	d.	d.	PROPN
cana-5377	131	15	,	,	PUNCT
cana-5377	131	16	&	&	CCONJ
cana-5377	131	17	zhu	zhu	PROPN
cana-5377	131	18	,	,	PUNCT
cana-5377	131	19	y.	y.	PROPN
cana-5377	131	20	j.	j.	PROPN
cana-5377	131	21	(	(	PUNCT
cana-5377	131	22	2016	2016	NUM
cana-5377	131	23	)	)	PUNCT
cana-5377	131	24	.	.	PUNCT
cana-5377	132	1	road	road	NOUN
cana-5377	132	2	crack	crack	NOUN
cana-5377	132	3	detection	detection	NOUN
cana-5377	132	4	using	use	VERB
cana-5377	132	5	deep	deep	ADJ
cana-5377	132	6	convolutional	convolutional	ADJ
cana-5377	132	7	neural	neural	ADJ
cana-5377	132	8	network	network	NOUN
cana-5377	132	9	.	.	PUNCT
cana-5377	133	1	2016	2016	NUM
cana-5377	133	2	ieee	ieee	PROPN
cana-5377	133	3	international	international	ADJ
cana-5377	133	4	conference	conference	NOUN
cana-5377	133	5	on	on	ADP
cana-5377	133	6	image	image	NOUN
cana-5377	133	7	processing	processing	NOUN
cana-5377	133	8	(	(	PUNCT
cana-5377	133	9	icip	icip	PROPN
cana-5377	133	10	)	)	PUNCT
cana-5377	133	11	,	,	PUNCT
cana-5377	133	12	3708–3712	3708–3712	NUM
cana-5377	133	13	.	.	PUNCT
cana-5377	134	1	6	6	NUM
cana-5377	134	2	.	.	X
cana-5377	134	3	li	li	PROPN
cana-5377	134	4	,	,	PUNCT
cana-5377	134	5	q.	q.	PROPN
cana-5377	134	6	,	,	PUNCT
cana-5377	134	7	meng	meng	PROPN
cana-5377	134	8	,	,	PUNCT
cana-5377	134	9	y.	y.	PROPN
cana-5377	134	10	,	,	PUNCT
cana-5377	134	11	wang	wang	PROPN
cana-5377	134	12	,	,	PUNCT
cana-5377	134	13	h.	h.	PROPN
cana-5377	134	14	,	,	PUNCT
cana-5377	134	15	&	&	CCONJ
cana-5377	134	16	liu	liu	PROPN
cana-5377	134	17	,	,	PUNCT
cana-5377	134	18	y.	y.	PROPN
cana-5377	134	19	(	(	PUNCT
cana-5377	134	20	2012	2012	NUM
cana-5377	134	21	)	)	PUNCT
cana-5377	134	22	.	.	PUNCT
cana-5377	135	1	pavement	pavement	NOUN
cana-5377	135	2	roughness	roughness	NOUN
cana-5377	135	3	evaluation	evaluation	NOUN
cana-5377	135	4	using	use	VERB
cana-5377	135	5	smartphone	smartphone	ADJ
cana-5377	135	6	accelerometers	accelerometer	NOUN
cana-5377	135	7	.	.	PUNCT
cana-5377	136	1	journal	journal	PROPN
cana-5377	136	2	of	of	ADP
cana-5377	136	3	transportation	transportation	NOUN
cana-5377	136	4	engineering	engineering	NOUN
cana-5377	136	5	,	,	PUNCT
cana-5377	136	6	139(10	139(10	NUM
cana-5377	136	7	)	)	PUNCT
cana-5377	136	8	,	,	PUNCT
cana-5377	136	9	927–933	927–933	NUM
cana-5377	136	10	.	.	PUNCT
cana-5377	137	1	5436.0000574	5436.0000574	NOUN
cana-5377	137	2	7	7	NUM
cana-5377	137	3	.	.	PUNCT
cana-5377	137	4	batko	batko	PROPN
cana-5377	137	5	,	,	PUNCT
cana-5377	137	6	w.	w.	PROPN
cana-5377	137	7	,	,	PUNCT
cana-5377	137	8	&	&	CCONJ
cana-5377	137	9	dudziak	dudziak	PROPN
cana-5377	137	10	,	,	PUNCT
cana-5377	137	11	m.	m.	NOUN
cana-5377	137	12	(	(	PUNCT
cana-5377	137	13	2018	2018	NUM
cana-5377	137	14	)	)	PUNCT
cana-5377	137	15	.	.	PUNCT
cana-5377	138	1	application	application	NOUN
cana-5377	138	2	of	of	ADP
cana-5377	138	3	wireless	wireless	ADJ
cana-5377	138	4	sensor	sensor	NOUN
cana-5377	138	5	networks	network	NOUN
cana-5377	138	6	in	in	ADP
cana-5377	138	7	road	road	NOUN
cana-5377	138	8	surface	surface	NOUN
cana-5377	138	9	monitoring	monitoring	NOUN
cana-5377	138	10	systems	system	NOUN
cana-5377	138	11	.	.	PUNCT
cana-5377	139	1	procedia	procedia	PROPN
cana-5377	139	2	engineering	engineering	PROPN
cana-5377	139	3	,	,	PUNCT
cana-5377	139	4	192	192	NUM
cana-5377	139	5	,	,	PUNCT
cana-5377	139	6	805–810	805–810	NUM
cana-5377	139	7	.	.	NOUN
cana-5377	139	8	8	8	NUM
cana-5377	139	9	.	.	PUNCT
cana-5377	139	10	dinh	dinh	NOUN
cana-5377	139	11	,	,	PUNCT
cana-5377	139	12	t.	t.	PROPN
cana-5377	139	13	n.	n.	PROPN
cana-5377	139	14	,	,	PUNCT
cana-5377	139	15	tang	tang	PROPN
cana-5377	139	16	,	,	PUNCT
cana-5377	139	17	j.	j.	PROPN
cana-5377	139	18	,	,	PUNCT
cana-5377	139	19	la	la	PROPN
cana-5377	139	20	,	,	PUNCT
cana-5377	139	21	h.	h.	PROPN
cana-5377	139	22	m.	m.	PROPN
cana-5377	139	23	,	,	PUNCT
cana-5377	139	24	ha	ha	INTJ
cana-5377	139	25	,	,	PUNCT
cana-5377	139	26	q.	q.	PROPN
cana-5377	139	27	p.	p.	PROPN
cana-5377	139	28	,	,	PUNCT
cana-5377	139	29	&	&	CCONJ
cana-5377	139	30	nguyen	nguyen	PROPN
cana-5377	139	31	,	,	PUNCT
cana-5377	139	32	t.	t.	NOUN
cana-5377	139	33	m.	m.	NOUN
cana-5377	139	34	(	(	PUNCT
cana-5377	139	35	2016	2016	NUM
cana-5377	139	36	)	)	PUNCT
cana-5377	139	37	.	.	PUNCT
cana-5377	140	1	a	a	DET
cana-5377	140	2	localization	localization	NOUN
cana-5377	140	3	framework	framework	NOUN
cana-5377	140	4	for	for	ADP
cana-5377	140	5	mobile	mobile	NOUN
cana-5377	140	6	robot	robot	NOUN
cana-5377	140	7	based	base	VERB
cana-5377	140	8	on	on	ADP
cana-5377	140	9	square	square	ADJ
cana-5377	140	10	-	-	PUNCT
cana-5377	140	11	like	like	ADJ
cana-5377	140	12	landmarks	landmark	NOUN
cana-5377	140	13	detection	detection	NOUN
cana-5377	140	14	using	use	VERB
cana-5377	140	15	2d	2d	NUM
cana-5377	140	16	lidar	lidar	NOUN
cana-5377	140	17	data.sensors	data.sensor	NOUN
cana-5377	140	18	,	,	PUNCT
cana-5377	140	19	16(5	16(5	NUM
cana-5377	140	20	)	)	PUNCT
cana-5377	140	21	,	,	PUNCT
cana-5377	140	22	645	645	NUM
cana-5377	140	23	.	.	NOUN
cana-5377	140	24	9	9	NUM
cana-5377	140	25	.	.	X
cana-5377	140	26	verma	verma	PROPN
cana-5377	140	27	,	,	PUNCT
cana-5377	140	28	s.	s.	PROPN
cana-5377	140	29	,	,	PUNCT
cana-5377	140	30	lamba	lamba	PROPN
cana-5377	140	31	,	,	PUNCT
cana-5377	140	32	a.	a.	NOUN
cana-5377	140	33	,	,	PUNCT
cana-5377	140	34	agrawal	agrawal	PROPN
cana-5377	140	35	,	,	PUNCT
cana-5377	140	36	s.	s.	PROPN
cana-5377	140	37	,	,	PUNCT
cana-5377	140	38	birbal	birbal	ADJ
cana-5377	140	39	,	,	PUNCT
cana-5377	140	40	p.	p.	PROPN
cana-5377	140	41	,	,	PUNCT
cana-5377	140	42	&	&	CCONJ
cana-5377	140	43	rao	rao	PROPN
cana-5377	140	44	,	,	PUNCT
cana-5377	140	45	e.	e.	PROPN
cana-5377	140	46	(	(	PUNCT
cana-5377	140	47	2025	2025	NUM
cana-5377	140	48	)	)	PUNCT
cana-5377	140	49	.	.	PUNCT
cana-5377	141	1	present	present	ADJ
cana-5377	141	2	scenario	scenario	NOUN
cana-5377	141	3	and	and	CCONJ
cana-5377	141	4	challenges	challenge	NOUN
cana-5377	141	5	of	of	ADP
cana-5377	141	6	small	small	ADJ
cana-5377	141	7	hydro	hydro	NOUN
cana-5377	141	8	power	power	NOUN
cana-5377	141	9	dam	dam	PROPN
cana-5377	141	10	in	in	ADP
cana-5377	141	11	india	india	PROPN
cana-5377	141	12	.	.	PUNCT
cana-5377	142	1	a	a	DET
cana-5377	142	2	review	review	NOUN
cana-5377	142	3	.	.	PUNCT
cana-5377	143	1	larhyss	larhyss	PROPN
cana-5377	143	2	journal	journal	PROPN
cana-5377	143	3	p	p	PROPN
cana-5377	143	4	-	-	PUNCT
cana-5377	143	5	issn	issn	VERB
cana-5377	143	6	1112	1112	NUM
cana-5377	143	7	-	-	PUNCT
cana-5377	143	8	3680	3680	NUM
cana-5377	143	9	/	/	SYM
cana-5377	143	10	e	e	NOUN
cana-5377	143	11	-	-	NOUN
cana-5377	143	12	issn	issn	PROPN
cana-5377	143	13	2521	2521	NUM
cana-5377	143	14	-	-	SYM
cana-5377	143	15	9782	9782	NUM
cana-5377	143	16	,	,	PUNCT
cana-5377	143	17	(	(	PUNCT
cana-5377	143	18	61	61	NUM
cana-5377	143	19	)	)	PUNCT
cana-5377	143	20	,	,	PUNCT
cana-5377	143	21	287	287	NUM
cana-5377	143	22	-	-	SYM
cana-5377	143	23	320	320	NUM
cana-5377	143	24	.	.	PUNCT
cana-5377	143	25	10	10	NUM
cana-5377	143	26	.	.	PUNCT
cana-5377	144	1	apolinarska	apolinarska	PROPN
cana-5377	144	2	,	,	PUNCT
cana-5377	144	3	k.	k.	PROPN
cana-5377	144	4	,	,	PUNCT
cana-5377	144	5	et	et	PROPN
cana-5377	144	6	al	al	PROPN
cana-5377	144	7	.	.	PROPN
cana-5377	144	8	(	(	PUNCT
cana-5377	144	9	2020	2020	NUM
cana-5377	144	10	)	)	PUNCT
cana-5377	144	11	.	.	PUNCT
cana-5377	145	1	smart	smart	ADJ
cana-5377	145	2	roads	road	NOUN
cana-5377	145	3	and	and	CCONJ
cana-5377	145	4	smart	smart	ADJ
cana-5377	145	5	vehicles	vehicle	NOUN
cana-5377	145	6	in	in	ADP
cana-5377	145	7	future	future	ADJ
cana-5377	145	8	urban	urban	ADJ
cana-5377	145	9	traffic	traffic	NOUN
cana-5377	145	10	:	:	PUNCT
cana-5377	145	11	challenges	challenge	NOUN
cana-5377	145	12	and	and	CCONJ
cana-5377	145	13	perspectives	perspective	NOUN
cana-5377	145	14	.	.	PUNCT
cana-5377	146	1	ieee	ieee	NOUN
cana-5377	146	2	transactions	transaction	NOUN
cana-5377	146	3	on	on	ADP
cana-5377	146	4	intelligent	intelligent	ADJ
cana-5377	146	5	transportation	transportation	NOUN
cana-5377	146	6	systems	system	NOUN
cana-5377	146	7	,	,	PUNCT
cana-5377	146	8	21(6	21(6	NOUN
cana-5377	146	9	)	)	PUNCT
cana-5377	146	10	,	,	PUNCT
cana-5377	146	11	2436–2448	2436–2448	NUM
cana-5377	146	12	.	.	PUNCT