id	sid	tid	token	lemma	pos
sc-8366	1	1	this	this	PRON
sc-8366	1	2	is	be	AUX
sc-8366	1	3	a	a	DET
sc-8366	1	4	title	title	NOUN
sc-8366	1	5	eai	eai	NOUN
sc-8366	1	6	endorsed	endorse	VERB
sc-8366	1	7	transactions	transaction	NOUN
sc-8366	1	8	on	on	ADP
sc-8366	1	9	smart	smart	ADJ
sc-8366	1	10	cities	city	NOUN
sc-8366	1	11	research	research	NOUN
sc-8366	1	12	article	article	NOUN
sc-8366	1	13	1	1	NUM
sc-8366	1	14	ultra	ultra	ADJ
sc-8366	1	15	-	-	ADJ
sc-8366	1	16	low	low	ADJ
sc-8366	1	17	latency	latency	NOUN
sc-8366	1	18	v2x	v2x	NOUN
sc-8366	1	19	systems	system	NOUN
sc-8366	1	20	with	with	ADP
sc-8366	1	21	ai	ai	ADJ
sc-8366	1	22	-	-	PUNCT
sc-8366	1	23	driven	drive	VERB
sc-8366	1	24	resource	resource	NOUN
sc-8366	1	25	optimization	optimization	NOUN
sc-8366	1	26	milad	milad	NOUN
sc-8366	1	27	rahmati	rahmati	PROPN
sc-8366	2	1	mrahmat3@uwo.ca	mrahmat3@uwo.ca	PROPN
sc-8366	3	1	independent	independent	ADJ
sc-8366	3	2	researcher	researcher	NOUN
sc-8366	3	3	,	,	PUNCT
sc-8366	3	4	los	los	PROPN
sc-8366	3	5	angeles	angeles	PROPN
sc-8366	3	6	,	,	PUNCT
sc-8366	3	7	california	california	PROPN
sc-8366	3	8	abstract	abstract	PROPN
sc-8366	3	9	achieving	achieve	VERB
sc-8366	3	10	ultra	ultra	ADJ
sc-8366	3	11	-	-	ADJ
sc-8366	3	12	low	low	ADJ
sc-8366	3	13	latency	latency	NOUN
sc-8366	3	14	in	in	ADP
sc-8366	3	15	vehicle	vehicle	NOUN
sc-8366	3	16	-	-	PUNCT
sc-8366	3	17	to	to	ADP
sc-8366	3	18	-	-	PUNCT
sc-8366	3	19	everything	everything	PRON
sc-8366	3	20	(	(	PUNCT
sc-8366	3	21	v2x	v2x	NOUN
sc-8366	3	22	)	)	PUNCT
sc-8366	3	23	communication	communication	NOUN
sc-8366	3	24	is	be	AUX
sc-8366	3	25	essential	essential	ADJ
sc-8366	3	26	for	for	ADP
sc-8366	3	27	ensuring	ensure	VERB
sc-8366	3	28	the	the	DET
sc-8366	3	29	safety	safety	NOUN
sc-8366	3	30	and	and	CCONJ
sc-8366	3	31	effectiveness	effectiveness	NOUN
sc-8366	3	32	of	of	ADP
sc-8366	3	33	autonomous	autonomous	ADJ
sc-8366	3	34	vehicles	vehicle	NOUN
sc-8366	3	35	(	(	PUNCT
sc-8366	3	36	avs	avs	PROPN
sc-8366	3	37	)	)	PUNCT
sc-8366	3	38	.	.	PUNCT
sc-8366	4	1	however	however	ADV
sc-8366	4	2	,	,	PUNCT
sc-8366	4	3	existing	exist	VERB
sc-8366	4	4	systems	system	NOUN
sc-8366	4	5	often	often	ADV
sc-8366	4	6	struggle	struggle	VERB
sc-8366	4	7	to	to	PART
sc-8366	4	8	meet	meet	VERB
sc-8366	4	9	the	the	DET
sc-8366	4	10	stringent	stringent	ADJ
sc-8366	4	11	latency	latency	NOUN
sc-8366	4	12	demands	demand	NOUN
sc-8366	4	13	,	,	PUNCT
sc-8366	4	14	particularly	particularly	ADV
sc-8366	4	15	in	in	ADP
sc-8366	4	16	complex	complex	ADJ
sc-8366	4	17	and	and	CCONJ
sc-8366	4	18	rapidly	rapidly	ADV
sc-8366	4	19	changing	change	VERB
sc-8366	4	20	urban	urban	ADJ
sc-8366	4	21	environments	environment	NOUN
sc-8366	4	22	.	.	PUNCT
sc-8366	5	1	this	this	DET
sc-8366	5	2	study	study	NOUN
sc-8366	5	3	introduces	introduce	VERB
sc-8366	5	4	an	an	DET
sc-8366	5	5	innovative	innovative	ADJ
sc-8366	5	6	framework	framework	NOUN
sc-8366	5	7	that	that	PRON
sc-8366	5	8	utilizes	utilize	VERB
sc-8366	5	9	artificial	artificial	ADJ
sc-8366	5	10	intelligence	intelligence	NOUN
sc-8366	5	11	(	(	PUNCT
sc-8366	5	12	ai	ai	VERB
sc-8366	5	13	)	)	PUNCT
sc-8366	5	14	for	for	ADP
sc-8366	5	15	dynamic	dynamic	ADJ
sc-8366	5	16	resource	resource	NOUN
sc-8366	5	17	allocation	allocation	NOUN
sc-8366	5	18	in	in	ADP
sc-8366	5	19	v2x	v2x	NOUN
sc-8366	5	20	networks	network	NOUN
sc-8366	5	21	.	.	PUNCT
sc-8366	6	1	by	by	ADP
sc-8366	6	2	integrating	integrate	VERB
sc-8366	6	3	real	real	ADJ
sc-8366	6	4	-	-	PUNCT
sc-8366	6	5	time	time	NOUN
sc-8366	6	6	data	datum	NOUN
sc-8366	6	7	analysis	analysis	NOUN
sc-8366	6	8	,	,	PUNCT
sc-8366	6	9	edge	edge	NOUN
sc-8366	6	10	computing	computing	NOUN
sc-8366	6	11	,	,	PUNCT
sc-8366	6	12	and	and	CCONJ
sc-8366	6	13	5	5	NUM
sc-8366	6	14	g	g	NOUN
sc-8366	6	15	capabilities	capability	NOUN
sc-8366	6	16	,	,	PUNCT
sc-8366	6	17	the	the	DET
sc-8366	6	18	proposed	propose	VERB
sc-8366	6	19	approach	approach	NOUN
sc-8366	6	20	effectively	effectively	ADV
sc-8366	6	21	minimizes	minimize	VERB
sc-8366	6	22	latency	latency	NOUN
sc-8366	6	23	.	.	PUNCT
sc-8366	7	1	simulation	simulation	NOUN
sc-8366	7	2	results	result	NOUN
sc-8366	7	3	indicate	indicate	VERB
sc-8366	7	4	up	up	ADP
sc-8366	7	5	to	to	ADP
sc-8366	7	6	a	a	DET
sc-8366	7	7	35	35	NUM
sc-8366	7	8	%	%	NOUN
sc-8366	7	9	reduction	reduction	NOUN
sc-8366	7	10	in	in	ADP
sc-8366	7	11	latency	latency	NOUN
sc-8366	7	12	compared	compare	VERB
sc-8366	7	13	to	to	ADP
sc-8366	7	14	conventional	conventional	ADJ
sc-8366	7	15	models	model	NOUN
sc-8366	7	16	,	,	PUNCT
sc-8366	7	17	underscoring	underscore	VERB
sc-8366	7	18	the	the	DET
sc-8366	7	19	potential	potential	NOUN
sc-8366	7	20	of	of	ADP
sc-8366	7	21	ai	ai	NOUN
sc-8366	7	22	in	in	ADP
sc-8366	7	23	enhancing	enhance	VERB
sc-8366	7	24	the	the	DET
sc-8366	7	25	responsiveness	responsiveness	NOUN
sc-8366	7	26	and	and	CCONJ
sc-8366	7	27	reliability	reliability	NOUN
sc-8366	7	28	of	of	ADP
sc-8366	7	29	v2x	v2x	NOUN
sc-8366	7	30	systems	system	NOUN
sc-8366	7	31	.	.	PUNCT
sc-8366	8	1	these	these	DET
sc-8366	8	2	findings	finding	NOUN
sc-8366	8	3	offer	offer	VERB
sc-8366	8	4	a	a	DET
sc-8366	8	5	significant	significant	ADJ
sc-8366	8	6	step	step	NOUN
sc-8366	8	7	toward	toward	ADP
sc-8366	8	8	making	make	VERB
sc-8366	8	9	autonomous	autonomous	ADJ
sc-8366	8	10	vehicle	vehicle	NOUN
sc-8366	8	11	deployments	deployment	NOUN
sc-8366	8	12	more	more	ADV
sc-8366	8	13	viable	viable	ADJ
sc-8366	8	14	in	in	ADP
sc-8366	8	15	smart	smart	ADJ
sc-8366	8	16	cities	city	NOUN
sc-8366	8	17	.	.	PUNCT
sc-8366	9	1	keywords	keyword	NOUN
sc-8366	9	2	:	:	PUNCT
sc-8366	9	3	autonomous	autonomous	ADJ
sc-8366	9	4	vehicles	vehicle	NOUN
sc-8366	9	5	;	;	PUNCT
sc-8366	9	6	v2x	v2x	VERB
sc-8366	9	7	communication	communication	NOUN
sc-8366	9	8	;	;	PUNCT
sc-8366	9	9	ultra	ultra	ADJ
sc-8366	9	10	-	-	ADJ
sc-8366	9	11	low	low	ADJ
sc-8366	9	12	latency	latency	NOUN
sc-8366	9	13	;	;	PUNCT
sc-8366	9	14	artificial	artificial	ADJ
sc-8366	9	15	intelligence	intelligence	NOUN
sc-8366	9	16	;	;	PUNCT
sc-8366	9	17	resource	resource	NOUN
sc-8366	9	18	optimization	optimization	NOUN
sc-8366	9	19	;	;	PUNCT
sc-8366	9	20	edge	edge	NOUN
sc-8366	9	21	computing	computing	NOUN
sc-8366	9	22	;	;	PUNCT
sc-8366	9	23	5	5	NUM
sc-8366	9	24	g	g	NOUN
sc-8366	9	25	networks	network	NOUN
sc-8366	9	26	;	;	PUNCT
sc-8366	9	27	smart	smart	ADJ
sc-8366	9	28	cities	city	NOUN
sc-8366	9	29	.	.	PUNCT
sc-8366	10	1	received	receive	VERB
sc-8366	10	2	on	on	ADP
sc-8366	10	3	04	04	NUM
sc-8366	10	4	january	january	PROPN
sc-8366	10	5	2025	2025	NUM
sc-8366	10	6	,	,	PUNCT
sc-8366	10	7	accepted	accept	VERB
sc-8366	10	8	on	on	ADP
sc-8366	10	9	05	05	NUM
sc-8366	10	10	march	march	NOUN
sc-8366	10	11	2025	2025	NUM
sc-8366	10	12	,	,	PUNCT
sc-8366	10	13	published	publish	VERB
sc-8366	10	14	on	on	ADP
sc-8366	10	15	18	18	NUM
sc-8366	10	16	november	november	PROPN
sc-8366	10	17	2025	2025	NUM
sc-8366	10	18	copyright	copyright	NOUN
sc-8366	10	19	©	©	PROPN
sc-8366	10	20	2025	2025	NUM
sc-8366	10	21	milad	milad	NOUN
sc-8366	10	22	rahmati	rahmati	NOUN
sc-8366	10	23	,	,	PUNCT
sc-8366	10	24	licensed	license	VERB
sc-8366	10	25	to	to	ADP
sc-8366	10	26	eai	eai	PROPN
sc-8366	10	27	.	.	PUNCT
sc-8366	11	1	this	this	PRON
sc-8366	11	2	is	be	AUX
sc-8366	11	3	an	an	DET
sc-8366	11	4	open	open	ADJ
sc-8366	11	5	access	access	NOUN
sc-8366	11	6	article	article	NOUN
sc-8366	11	7	distributed	distribute	VERB
sc-8366	11	8	under	under	ADP
sc-8366	11	9	the	the	DET
sc-8366	11	10	terms	term	NOUN
sc-8366	11	11	of	of	ADP
sc-8366	11	12	the	the	DET
sc-8366	11	13	cc	cc	PROPN
sc-8366	11	14	by	by	ADP
sc-8366	11	15	-	-	PUNCT
sc-8366	11	16	nc	nc	PROPN
sc-8366	11	17	-	-	PUNCT
sc-8366	11	18	sa	sa	PROPN
sc-8366	11	19	4.0	4.0	NUM
sc-8366	11	20	,	,	PUNCT
sc-8366	11	21	which	which	PRON
sc-8366	11	22	permits	permit	VERB
sc-8366	11	23	copying	copy	VERB
sc-8366	11	24	,	,	PUNCT
sc-8366	11	25	redistributing	redistributing	NOUN
sc-8366	11	26	,	,	PUNCT
sc-8366	11	27	remixing	remixing	NOUN
sc-8366	11	28	,	,	PUNCT
sc-8366	11	29	transformation	transformation	NOUN
sc-8366	11	30	,	,	PUNCT
sc-8366	11	31	and	and	CCONJ
sc-8366	11	32	building	build	VERB
sc-8366	11	33	upon	upon	SCONJ
sc-8366	11	34	the	the	DET
sc-8366	11	35	material	material	NOUN
sc-8366	11	36	in	in	ADP
sc-8366	11	37	any	any	DET
sc-8366	11	38	medium	medium	NOUN
sc-8366	11	39	so	so	ADV
sc-8366	11	40	long	long	ADV
sc-8366	11	41	as	as	SCONJ
sc-8366	11	42	the	the	DET
sc-8366	11	43	original	original	ADJ
sc-8366	11	44	work	work	NOUN
sc-8366	11	45	is	be	AUX
sc-8366	11	46	properly	properly	ADV
sc-8366	11	47	cited	cite	VERB
sc-8366	11	48	.	.	PUNCT
sc-8366	12	1	doi	doi	NOUN
sc-8366	12	2	:	:	PUNCT
sc-8366	12	3	10.4108	10.4108	NUM
sc-8366	12	4	/	/	SYM
sc-8366	12	5	eetsc.8366	eetsc.8366	PRON
sc-8366	12	6	1	1	X
sc-8366	12	7	.	.	X
sc-8366	12	8	introduction	introduction	NOUN
sc-8366	12	9	the	the	DET
sc-8366	12	10	advent	advent	NOUN
sc-8366	12	11	of	of	ADP
sc-8366	12	12	autonomous	autonomous	ADJ
sc-8366	12	13	vehicles	vehicle	NOUN
sc-8366	12	14	(	(	PUNCT
sc-8366	12	15	avs	avs	PROPN
sc-8366	12	16	)	)	PUNCT
sc-8366	12	17	has	have	AUX
sc-8366	12	18	brought	bring	VERB
sc-8366	12	19	a	a	DET
sc-8366	12	20	pressing	press	VERB
sc-8366	12	21	need	need	NOUN
sc-8366	12	22	for	for	ADP
sc-8366	12	23	communication	communication	NOUN
sc-8366	12	24	systems	system	NOUN
sc-8366	12	25	that	that	PRON
sc-8366	12	26	can	can	AUX
sc-8366	12	27	meet	meet	VERB
sc-8366	12	28	the	the	DET
sc-8366	12	29	high	high	ADJ
sc-8366	12	30	-	-	PUNCT
sc-8366	12	31	speed	speed	NOUN
sc-8366	12	32	and	and	CCONJ
sc-8366	12	33	low	low	ADJ
sc-8366	12	34	-	-	PUNCT
sc-8366	12	35	latency	latency	NOUN
sc-8366	12	36	demands	demand	NOUN
sc-8366	12	37	required	require	VERB
sc-8366	12	38	for	for	ADP
sc-8366	12	39	their	their	PRON
sc-8366	12	40	seamless	seamless	ADJ
sc-8366	12	41	operation	operation	NOUN
sc-8366	12	42	.	.	PUNCT
sc-8366	13	1	vehicle	vehicle	NOUN
sc-8366	13	2	-	-	PUNCT
sc-8366	13	3	to	to	ADP
sc-8366	13	4	-	-	PUNCT
sc-8366	13	5	everything	everything	PRON
sc-8366	13	6	(	(	PUNCT
sc-8366	13	7	v2x	v2x	NOUN
sc-8366	13	8	)	)	PUNCT
sc-8366	13	9	communication	communication	NOUN
sc-8366	13	10	is	be	AUX
sc-8366	13	11	central	central	ADJ
sc-8366	13	12	to	to	ADP
sc-8366	13	13	this	this	DET
sc-8366	13	14	effort	effort	NOUN
sc-8366	13	15	,	,	PUNCT
sc-8366	13	16	enabling	enable	VERB
sc-8366	13	17	the	the	DET
sc-8366	13	18	exchange	exchange	NOUN
sc-8366	13	19	of	of	ADP
sc-8366	13	20	critical	critical	ADJ
sc-8366	13	21	data	datum	NOUN
sc-8366	13	22	between	between	ADP
sc-8366	13	23	vehicles	vehicle	NOUN
sc-8366	13	24	,	,	PUNCT
sc-8366	13	25	road	road	NOUN
sc-8366	13	26	infrastructure	infrastructure	NOUN
sc-8366	13	27	,	,	PUNCT
sc-8366	13	28	pedestrians	pedestrian	NOUN
sc-8366	13	29	,	,	PUNCT
sc-8366	13	30	and	and	CCONJ
sc-8366	13	31	broader	broad	ADJ
sc-8366	13	32	networks	network	NOUN
sc-8366	13	33	[	[	X
sc-8366	13	34	1	1	NUM
sc-8366	13	35	]	]	PUNCT
sc-8366	13	36	.	.	PUNCT
sc-8366	14	1	despite	despite	SCONJ
sc-8366	14	2	recent	recent	ADJ
sc-8366	14	3	advancements	advancement	NOUN
sc-8366	14	4	,	,	PUNCT
sc-8366	14	5	meeting	meet	VERB
sc-8366	14	6	the	the	DET
sc-8366	14	7	ultra	ultra	ADJ
sc-8366	14	8	-	-	ADJ
sc-8366	14	9	low	low	ADJ
sc-8366	14	10	latency	latency	NOUN
sc-8366	14	11	requirements	requirement	NOUN
sc-8366	14	12	necessary	necessary	ADJ
sc-8366	14	13	for	for	SCONJ
sc-8366	14	14	applications	application	NOUN
sc-8366	14	15	like	like	ADP
sc-8366	14	16	collision	collision	NOUN
sc-8366	14	17	avoidance	avoidance	NOUN
sc-8366	14	18	and	and	CCONJ
sc-8366	14	19	emergency	emergency	NOUN
sc-8366	14	20	response	response	NOUN
sc-8366	14	21	remains	remain	VERB
sc-8366	14	22	a	a	DET
sc-8366	14	23	substantial	substantial	ADJ
sc-8366	14	24	hurdle	hurdle	NOUN
sc-8366	14	25	,	,	PUNCT
sc-8366	14	26	especially	especially	ADV
sc-8366	14	27	in	in	ADP
sc-8366	14	28	complex	complex	ADJ
sc-8366	14	29	urban	urban	ADJ
sc-8366	14	30	environments	environment	NOUN
sc-8366	14	31	.	.	PUNCT
sc-8366	15	1	existing	exist	VERB
sc-8366	15	2	v2x	v2x	NOUN
sc-8366	15	3	frameworks	framework	NOUN
sc-8366	15	4	often	often	ADV
sc-8366	15	5	fail	fail	VERB
sc-8366	15	6	to	to	PART
sc-8366	15	7	deliver	deliver	VERB
sc-8366	15	8	the	the	DET
sc-8366	15	9	submillisecond	submillisecond	ADJ
sc-8366	15	10	latency	latency	NOUN
sc-8366	15	11	essential	essential	ADJ
sc-8366	15	12	for	for	ADP
sc-8366	15	13	safety	safety	NOUN
sc-8366	15	14	-	-	PUNCT
sc-8366	15	15	critical	critical	ADJ
sc-8366	15	16	functions	function	NOUN
sc-8366	15	17	[	[	X
sc-8366	15	18	2	2	NUM
sc-8366	15	19	]	]	PUNCT
sc-8366	15	20	.	.	PUNCT
sc-8366	16	1	network	network	NOUN
sc-8366	16	2	congestion	congestion	NOUN
sc-8366	16	3	,	,	PUNCT
sc-8366	16	4	the	the	DET
sc-8366	16	5	unpredictability	unpredictability	NOUN
sc-8366	16	6	of	of	ADP
sc-8366	16	7	vehicular	vehicular	ADJ
sc-8366	16	8	movement	movement	NOUN
sc-8366	16	9	,	,	PUNCT
sc-8366	16	10	and	and	CCONJ
sc-8366	16	11	the	the	DET
sc-8366	16	12	uneven	uneven	ADJ
sc-8366	16	13	distribution	distribution	NOUN
sc-8366	16	14	of	of	ADP
sc-8366	16	15	communication	communication	NOUN
sc-8366	16	16	resources	resource	NOUN
sc-8366	16	17	exacerbate	exacerbate	VERB
sc-8366	16	18	these	these	DET
sc-8366	16	19	challenges	challenge	NOUN
sc-8366	16	20	.	.	PUNCT
sc-8366	17	1	while	while	SCONJ
sc-8366	17	2	5	5	NUM
sc-8366	17	3	g	g	PROPN
sc-8366	17	4	technology	technology	NOUN
sc-8366	17	5	promises	promise	VERB
sc-8366	17	6	to	to	PART
sc-8366	17	7	enhance	enhance	VERB
sc-8366	17	8	bandwidth	bandwidth	ADJ
sc-8366	17	9	and	and	CCONJ
sc-8366	17	10	network	network	NOUN
sc-8366	17	11	efficiency	efficiency	NOUN
sc-8366	17	12	,	,	PUNCT
sc-8366	17	13	its	its	PRON
sc-8366	17	14	deployment	deployment	NOUN
sc-8366	17	15	introduces	introduce	NOUN
sc-8366	17	16	additional	additional	ADJ
sc-8366	17	17	hurdles	hurdle	NOUN
sc-8366	17	18	such	such	ADJ
sc-8366	17	19	as	as	ADP
sc-8366	17	20	managing	manage	VERB
sc-8366	17	21	scalability	scalability	NOUN
sc-8366	17	22	and	and	CCONJ
sc-8366	17	23	dynamic	dynamic	ADJ
sc-8366	17	24	resource	resource	NOUN
sc-8366	17	25	demands	demand	NOUN
sc-8366	17	26	[	[	X
sc-8366	17	27	3	3	NUM
sc-8366	17	28	]	]	PUNCT
sc-8366	17	29	.	.	PUNCT
sc-8366	18	1	in	in	ADP
sc-8366	18	2	this	this	DET
sc-8366	18	3	context	context	NOUN
sc-8366	18	4	,	,	PUNCT
sc-8366	18	5	artificial	artificial	ADJ
sc-8366	18	6	intelligence	intelligence	NOUN
sc-8366	18	7	(	(	PUNCT
sc-8366	18	8	ai	ai	NOUN
sc-8366	18	9	)	)	PUNCT
sc-8366	18	10	has	have	AUX
sc-8366	18	11	emerged	emerge	VERB
sc-8366	18	12	as	as	ADP
sc-8366	18	13	a	a	DET
sc-8366	18	14	potential	potential	ADJ
sc-8366	18	15	game	game	NOUN
sc-8366	18	16	-	-	PUNCT
sc-8366	18	17	changer	changer	NOUN
sc-8366	18	18	.	.	PUNCT
sc-8366	19	1	machine	machine	NOUN
sc-8366	19	2	learning	learning	NOUN
sc-8366	19	3	(	(	PUNCT
sc-8366	19	4	ml	ml	NOUN
sc-8366	19	5	)	)	PUNCT
sc-8366	19	6	and	and	CCONJ
sc-8366	19	7	predictive	predictive	ADJ
sc-8366	19	8	analytics	analytic	NOUN
sc-8366	19	9	offer	offer	VERB
sc-8366	19	10	new	new	ADJ
sc-8366	19	11	possibilities	possibility	NOUN
sc-8366	19	12	for	for	ADP
sc-8366	19	13	addressing	address	VERB
sc-8366	19	14	the	the	DET
sc-8366	19	15	inefficiencies	inefficiency	NOUN
sc-8366	19	16	of	of	ADP
sc-8366	19	17	traditional	traditional	ADJ
sc-8366	19	18	v2x	v2x	NOUN
sc-8366	19	19	communication	communication	NOUN
sc-8366	19	20	.	.	PUNCT
sc-8366	20	1	by	by	ADP
sc-8366	20	2	intelligently	intelligently	ADV
sc-8366	20	3	managing	manage	VERB
sc-8366	20	4	network	network	NOUN
sc-8366	20	5	resources	resource	NOUN
sc-8366	20	6	in	in	ADP
sc-8366	20	7	real	real	ADJ
sc-8366	20	8	time	time	NOUN
sc-8366	20	9	,	,	PUNCT
sc-8366	20	10	aidriven	aidriven	ADJ
sc-8366	20	11	systems	system	NOUN
sc-8366	20	12	can	can	AUX
sc-8366	20	13	adapt	adapt	VERB
sc-8366	20	14	to	to	ADP
sc-8366	20	15	fluctuating	fluctuate	VERB
sc-8366	20	16	conditions	condition	NOUN
sc-8366	20	17	,	,	PUNCT
sc-8366	20	18	reduce	reduce	VERB
sc-8366	20	19	delays	delay	NOUN
sc-8366	20	20	,	,	PUNCT
sc-8366	20	21	and	and	CCONJ
sc-8366	20	22	enhance	enhance	VERB
sc-8366	20	23	overall	overall	ADJ
sc-8366	20	24	network	network	NOUN
sc-8366	20	25	performance	performance	NOUN
sc-8366	20	26	[	[	X
sc-8366	20	27	4	4	NUM
sc-8366	20	28	]	]	PUNCT
sc-8366	20	29	.	.	PUNCT
sc-8366	21	1	incorporating	incorporate	VERB
sc-8366	21	2	edge	edge	NOUN
sc-8366	21	3	computing	computing	NOUN
sc-8366	21	4	further	far	ADV
sc-8366	21	5	strengthens	strengthen	VERB
sc-8366	21	6	these	these	DET
sc-8366	21	7	capabilities	capability	NOUN
sc-8366	21	8	,	,	PUNCT
sc-8366	21	9	allowing	allow	VERB
sc-8366	21	10	for	for	ADP
sc-8366	21	11	faster	fast	ADJ
sc-8366	21	12	data	datum	NOUN
sc-8366	21	13	processing	processing	NOUN
sc-8366	21	14	closer	close	ADV
sc-8366	21	15	to	to	ADP
sc-8366	21	16	the	the	DET
sc-8366	21	17	source	source	NOUN
sc-8366	21	18	and	and	CCONJ
sc-8366	21	19	minimizing	minimize	VERB
sc-8366	21	20	communication	communication	NOUN
sc-8366	21	21	delays	delay	NOUN
sc-8366	21	22	.	.	PUNCT
sc-8366	22	1	this	this	DET
sc-8366	22	2	paper	paper	NOUN
sc-8366	22	3	introduces	introduce	VERB
sc-8366	22	4	a	a	DET
sc-8366	22	5	novel	novel	NOUN
sc-8366	22	6	ai	ai	NOUN
sc-8366	22	7	-	-	PUNCT
sc-8366	22	8	based	base	VERB
sc-8366	22	9	framework	framework	NOUN
sc-8366	22	10	for	for	ADP
sc-8366	22	11	resource	resource	NOUN
sc-8366	22	12	optimization	optimization	NOUN
sc-8366	22	13	in	in	ADP
sc-8366	22	14	v2x	v2x	NOUN
sc-8366	22	15	systems	system	NOUN
sc-8366	22	16	,	,	PUNCT
sc-8366	22	17	focusing	focus	VERB
sc-8366	22	18	on	on	ADP
sc-8366	22	19	achieving	achieve	VERB
sc-8366	22	20	ultra	ultra	ADJ
sc-8366	22	21	-	-	ADJ
sc-8366	22	22	low	low	ADJ
sc-8366	22	23	latency	latency	NOUN
sc-8366	22	24	.	.	PUNCT
sc-8366	23	1	the	the	DET
sc-8366	23	2	framework	framework	NOUN
sc-8366	23	3	combines	combine	VERB
sc-8366	23	4	realeai	realeai	NOUN
sc-8366	23	5	endorsed	endorse	VERB
sc-8366	23	6	transactions	transaction	NOUN
sc-8366	23	7	on	on	ADP
sc-8366	23	8	smart	smart	ADJ
sc-8366	23	9	cities	city	NOUN
sc-8366	23	10	|	|	ADV
sc-8366	23	11	volume	volume	VERB
sc-8366	23	12	8	8	NUM
sc-8366	23	13	|	|	NOUN
sc-8366	23	14	issue	issue	VERB
sc-8366	23	15	1	1	NUM
sc-8366	24	1	|	|	CCONJ
sc-8366	24	2	2025	2025	NUM
sc-8366	24	3	|	|	ADV
sc-8366	24	4	https://creativecommons.org/licenses/by-nc-sa/4.0/	https://creativecommons.org/licenses/by-nc-sa/4.0/	PROPN
sc-8366	24	5	https://creativecommons.org/licenses/by-nc-sa/4.0/	https://creativecommons.org/licenses/by-nc-sa/4.0/	PROPN
sc-8366	25	1	milad	milad	PROPN
sc-8366	25	2	rahmati	rahmati	PROPN
sc-8366	25	3	2	2	NUM
sc-8366	25	4	time	time	NOUN
sc-8366	25	5	analytics	analytic	NOUN
sc-8366	25	6	,	,	PUNCT
sc-8366	25	7	advanced	advanced	ADJ
sc-8366	25	8	ml	ml	NOUN
sc-8366	25	9	models	model	NOUN
sc-8366	25	10	,	,	PUNCT
sc-8366	25	11	and	and	CCONJ
sc-8366	25	12	edge	edge	NOUN
sc-8366	25	13	computing	compute	VERB
sc-8366	25	14	to	to	PART
sc-8366	25	15	dynamically	dynamically	ADV
sc-8366	25	16	allocate	allocate	VERB
sc-8366	25	17	resources	resource	NOUN
sc-8366	25	18	and	and	CCONJ
sc-8366	25	19	mitigate	mitigate	VERB
sc-8366	25	20	communication	communication	NOUN
sc-8366	25	21	delays	delay	NOUN
sc-8366	25	22	.	.	PUNCT
sc-8366	26	1	simulations	simulation	NOUN
sc-8366	26	2	demonstrate	demonstrate	VERB
sc-8366	26	3	that	that	SCONJ
sc-8366	26	4	this	this	DET
sc-8366	26	5	approach	approach	NOUN
sc-8366	26	6	reduces	reduce	VERB
sc-8366	26	7	latency	latency	NOUN
sc-8366	26	8	by	by	ADP
sc-8366	26	9	up	up	ADP
sc-8366	26	10	to	to	PART
sc-8366	26	11	35	35	NUM
sc-8366	26	12	%	%	NOUN
sc-8366	26	13	compared	compare	VERB
sc-8366	26	14	to	to	ADP
sc-8366	26	15	existing	exist	VERB
sc-8366	26	16	methods	method	NOUN
sc-8366	26	17	,	,	PUNCT
sc-8366	26	18	making	make	VERB
sc-8366	26	19	it	it	PRON
sc-8366	26	20	an	an	DET
sc-8366	26	21	effective	effective	ADJ
sc-8366	26	22	solution	solution	NOUN
sc-8366	26	23	for	for	ADP
sc-8366	26	24	urban	urban	ADJ
sc-8366	26	25	smart	smart	ADJ
sc-8366	26	26	city	city	NOUN
sc-8366	26	27	applications	application	NOUN
sc-8366	26	28	.	.	PUNCT
sc-8366	27	1	2	2	X
sc-8366	27	2	.	.	X
sc-8366	27	3	related	relate	VERB
sc-8366	27	4	work	work	NOUN
sc-8366	27	5	the	the	DET
sc-8366	27	6	rapid	rapid	ADJ
sc-8366	27	7	evolution	evolution	NOUN
sc-8366	27	8	of	of	ADP
sc-8366	27	9	autonomous	autonomous	ADJ
sc-8366	27	10	vehicles	vehicle	NOUN
sc-8366	27	11	(	(	PUNCT
sc-8366	27	12	avs	avs	PROPN
sc-8366	27	13	)	)	PUNCT
sc-8366	27	14	has	have	AUX
sc-8366	27	15	placed	place	VERB
sc-8366	27	16	significant	significant	ADJ
sc-8366	27	17	focus	focus	NOUN
sc-8366	27	18	on	on	ADP
sc-8366	27	19	enhancing	enhance	VERB
sc-8366	27	20	vehicle	vehicle	NOUN
sc-8366	27	21	-	-	PUNCT
sc-8366	27	22	toeverything	toeverythe	VERB
sc-8366	27	23	(	(	PUNCT
sc-8366	27	24	v2x	v2x	NOUN
sc-8366	27	25	)	)	PUNCT
sc-8366	27	26	communication	communication	NOUN
sc-8366	27	27	systems	system	NOUN
sc-8366	27	28	.	.	PUNCT
sc-8366	28	1	this	this	DET
sc-8366	28	2	section	section	NOUN
sc-8366	28	3	reviews	review	VERB
sc-8366	28	4	key	key	ADJ
sc-8366	28	5	advancements	advancement	NOUN
sc-8366	28	6	in	in	ADP
sc-8366	28	7	latency	latency	NOUN
sc-8366	28	8	reduction	reduction	NOUN
sc-8366	28	9	,	,	PUNCT
sc-8366	28	10	resource	resource	NOUN
sc-8366	28	11	management	management	NOUN
sc-8366	28	12	,	,	PUNCT
sc-8366	28	13	and	and	CCONJ
sc-8366	28	14	the	the	DET
sc-8366	28	15	integration	integration	NOUN
sc-8366	28	16	of	of	ADP
sc-8366	28	17	artificial	artificial	ADJ
sc-8366	28	18	intelligence	intelligence	NOUN
sc-8366	28	19	(	(	PUNCT
sc-8366	28	20	ai	ai	NOUN
sc-8366	28	21	)	)	PUNCT
sc-8366	28	22	within	within	ADP
sc-8366	28	23	v2x	v2x	NOUN
sc-8366	28	24	networks	network	NOUN
sc-8366	28	25	.	.	PUNCT
sc-8366	29	1	2.1	2.1	NUM
sc-8366	29	2	addressing	address	VERB
sc-8366	29	3	latency	latency	NOUN
sc-8366	29	4	in	in	ADP
sc-8366	29	5	v2x	v2x	VERB
sc-8366	29	6	communication	communication	NOUN
sc-8366	29	7	reducing	reduce	VERB
sc-8366	29	8	latency	latency	NOUN
sc-8366	29	9	in	in	ADP
sc-8366	29	10	v2x	v2x	NOUN
sc-8366	29	11	communication	communication	NOUN
sc-8366	29	12	is	be	AUX
sc-8366	29	13	vital	vital	ADJ
sc-8366	29	14	for	for	ADP
sc-8366	29	15	ensuring	ensure	VERB
sc-8366	29	16	the	the	DET
sc-8366	29	17	safety	safety	NOUN
sc-8366	29	18	and	and	CCONJ
sc-8366	29	19	effectiveness	effectiveness	NOUN
sc-8366	29	20	of	of	ADP
sc-8366	29	21	av	av	PROPN
sc-8366	29	22	systems	system	NOUN
sc-8366	29	23	.	.	PUNCT
sc-8366	30	1	even	even	ADV
sc-8366	30	2	minor	minor	ADJ
sc-8366	30	3	delays	delay	NOUN
sc-8366	30	4	can	can	AUX
sc-8366	30	5	compromise	compromise	VERB
sc-8366	30	6	critical	critical	ADJ
sc-8366	30	7	functions	function	NOUN
sc-8366	30	8	like	like	ADP
sc-8366	30	9	collision	collision	NOUN
sc-8366	30	10	avoidance	avoidance	NOUN
sc-8366	30	11	and	and	CCONJ
sc-8366	30	12	emergency	emergency	NOUN
sc-8366	30	13	braking	braking	NOUN
sc-8366	30	14	.	.	PUNCT
sc-8366	31	1	many	many	ADJ
sc-8366	31	2	studies	study	NOUN
sc-8366	31	3	emphasize	emphasize	VERB
sc-8366	31	4	improving	improve	VERB
sc-8366	31	5	network	network	NOUN
sc-8366	31	6	infrastructure	infrastructure	NOUN
sc-8366	31	7	,	,	PUNCT
sc-8366	31	8	such	such	ADJ
sc-8366	31	9	as	as	ADP
sc-8366	31	10	adopting	adopt	VERB
sc-8366	31	11	5	5	NUM
sc-8366	31	12	g	g	NOUN
sc-8366	31	13	technology	technology	NOUN
sc-8366	31	14	,	,	PUNCT
sc-8366	31	15	to	to	PART
sc-8366	31	16	enable	enable	VERB
sc-8366	31	17	faster	fast	ADV
sc-8366	31	18	and	and	CCONJ
sc-8366	31	19	more	more	ADV
sc-8366	31	20	reliable	reliable	ADJ
sc-8366	31	21	data	data	NOUN
sc-8366	31	22	transfer	transfer	NOUN
sc-8366	31	23	[	[	X
sc-8366	31	24	1	1	NUM
sc-8366	31	25	]	]	PUNCT
sc-8366	31	26	.	.	PUNCT
sc-8366	32	1	however	however	ADV
sc-8366	32	2	,	,	PUNCT
sc-8366	32	3	as	as	SCONJ
sc-8366	32	4	highlighted	highlight	VERB
sc-8366	32	5	in	in	ADP
sc-8366	32	6	[	[	X
sc-8366	32	7	2	2	NUM
sc-8366	32	8	]	]	PUNCT
sc-8366	32	9	,	,	PUNCT
sc-8366	32	10	submillisecond	submillisecond	ADJ
sc-8366	32	11	latency	latency	NOUN
sc-8366	32	12	targets	target	NOUN
sc-8366	32	13	remain	remain	VERB
sc-8366	32	14	challenging	challenging	ADJ
sc-8366	32	15	due	due	ADJ
sc-8366	32	16	to	to	ADP
sc-8366	32	17	factors	factor	NOUN
sc-8366	32	18	such	such	ADJ
sc-8366	32	19	as	as	ADP
sc-8366	32	20	dynamic	dynamic	ADJ
sc-8366	32	21	network	network	NOUN
sc-8366	32	22	conditions	condition	NOUN
sc-8366	32	23	,	,	PUNCT
sc-8366	32	24	vehicular	vehicular	ADJ
sc-8366	32	25	mobility	mobility	NOUN
sc-8366	32	26	,	,	PUNCT
sc-8366	32	27	and	and	CCONJ
sc-8366	32	28	signal	signal	ADJ
sc-8366	32	29	interference	interference	NOUN
sc-8366	32	30	,	,	PUNCT
sc-8366	32	31	particularly	particularly	ADV
sc-8366	32	32	in	in	ADP
sc-8366	32	33	urban	urban	ADJ
sc-8366	32	34	environments	environment	NOUN
sc-8366	32	35	.	.	PUNCT
sc-8366	33	1	2.2	2.2	NUM
sc-8366	33	2	enhancing	enhance	VERB
sc-8366	33	3	resource	resource	NOUN
sc-8366	33	4	allocation	allocation	NOUN
sc-8366	33	5	optimizing	optimize	VERB
sc-8366	33	6	resource	resource	NOUN
sc-8366	33	7	utilization	utilization	NOUN
sc-8366	33	8	is	be	AUX
sc-8366	33	9	a	a	DET
sc-8366	33	10	cornerstone	cornerstone	NOUN
sc-8366	33	11	of	of	ADP
sc-8366	33	12	efficient	efficient	ADJ
sc-8366	33	13	v2x	v2x	NOUN
sc-8366	33	14	communication	communication	NOUN
sc-8366	33	15	,	,	PUNCT
sc-8366	33	16	especially	especially	ADV
sc-8366	33	17	in	in	ADP
sc-8366	33	18	scenarios	scenario	NOUN
sc-8366	33	19	involving	involve	VERB
sc-8366	33	20	heavy	heavy	ADJ
sc-8366	33	21	network	network	NOUN
sc-8366	33	22	traffic	traffic	NOUN
sc-8366	33	23	.	.	PUNCT
sc-8366	34	1	techniques	technique	NOUN
sc-8366	34	2	like	like	ADP
sc-8366	34	3	network	network	NOUN
sc-8366	34	4	slicing	slicing	NOUN
sc-8366	34	5	have	have	AUX
sc-8366	34	6	been	be	AUX
sc-8366	34	7	proposed	propose	VERB
sc-8366	34	8	to	to	PART
sc-8366	34	9	allocate	allocate	VERB
sc-8366	34	10	dedicated	dedicated	ADJ
sc-8366	34	11	resources	resource	NOUN
sc-8366	34	12	for	for	ADP
sc-8366	34	13	various	various	ADJ
sc-8366	34	14	vehicular	vehicular	ADJ
sc-8366	34	15	applications	application	NOUN
sc-8366	34	16	,	,	PUNCT
sc-8366	34	17	ensuring	ensure	VERB
sc-8366	34	18	higher	high	ADJ
sc-8366	34	19	efficiency	efficiency	NOUN
sc-8366	34	20	and	and	CCONJ
sc-8366	34	21	reliability	reliability	NOUN
sc-8366	34	22	[	[	X
sc-8366	34	23	3	3	NUM
sc-8366	34	24	]	]	PUNCT
sc-8366	34	25	.	.	PUNCT
sc-8366	35	1	predictive	predictive	ADJ
sc-8366	35	2	methods	method	NOUN
sc-8366	35	3	,	,	PUNCT
sc-8366	35	4	as	as	SCONJ
sc-8366	35	5	explored	explore	VERB
sc-8366	35	6	in	in	ADP
sc-8366	35	7	[	[	X
sc-8366	35	8	4	4	NUM
sc-8366	35	9	]	]	PUNCT
sc-8366	35	10	,	,	PUNCT
sc-8366	35	11	aim	aim	VERB
sc-8366	35	12	to	to	PART
sc-8366	35	13	estimate	estimate	VERB
sc-8366	35	14	network	network	NOUN
sc-8366	35	15	demands	demand	NOUN
sc-8366	35	16	and	and	CCONJ
sc-8366	35	17	allocate	allocate	ADJ
sc-8366	35	18	resources	resource	NOUN
sc-8366	35	19	in	in	ADP
sc-8366	35	20	advance	advance	NOUN
sc-8366	35	21	,	,	PUNCT
sc-8366	35	22	thereby	thereby	ADV
sc-8366	35	23	mitigating	mitigate	VERB
sc-8366	35	24	potential	potential	ADJ
sc-8366	35	25	delays	delay	NOUN
sc-8366	35	26	.	.	PUNCT
sc-8366	36	1	however	however	ADV
sc-8366	36	2	,	,	PUNCT
sc-8366	36	3	these	these	DET
sc-8366	36	4	strategies	strategy	NOUN
sc-8366	36	5	often	often	ADV
sc-8366	36	6	struggle	struggle	VERB
sc-8366	36	7	to	to	PART
sc-8366	36	8	scale	scale	VERB
sc-8366	36	9	effectively	effectively	ADV
sc-8366	36	10	in	in	ADP
sc-8366	36	11	highdensity	highdensity	NOUN
sc-8366	36	12	environments	environment	NOUN
sc-8366	36	13	.	.	PUNCT
sc-8366	37	1	2.3	2.3	NUM
sc-8366	37	2	ai	ai	VERB
sc-8366	37	3	in	in	ADP
sc-8366	37	4	v2x	v2x	VERB
sc-8366	37	5	communication	communication	NOUN
sc-8366	37	6	systems	system	NOUN
sc-8366	37	7	the	the	DET
sc-8366	37	8	integration	integration	NOUN
sc-8366	37	9	of	of	ADP
sc-8366	37	10	ai	ai	VERB
sc-8366	37	11	into	into	ADP
sc-8366	37	12	v2x	v2x	NOUN
sc-8366	37	13	communication	communication	NOUN
sc-8366	37	14	introduces	introduce	NOUN
sc-8366	37	15	dynamic	dynamic	ADJ
sc-8366	37	16	and	and	CCONJ
sc-8366	37	17	adaptive	adaptive	ADJ
sc-8366	37	18	capabilities	capability	NOUN
sc-8366	37	19	,	,	PUNCT
sc-8366	37	20	enabling	enable	VERB
sc-8366	37	21	systems	system	NOUN
sc-8366	37	22	to	to	PART
sc-8366	37	23	respond	respond	VERB
sc-8366	37	24	intelligently	intelligently	ADV
sc-8366	37	25	to	to	ADP
sc-8366	37	26	real	real	ADJ
sc-8366	37	27	-	-	PUNCT
sc-8366	37	28	time	time	NOUN
sc-8366	37	29	scenarios	scenario	NOUN
sc-8366	37	30	.	.	PUNCT
sc-8366	38	1	machine	machine	NOUN
sc-8366	38	2	learning	learning	NOUN
sc-8366	38	3	models	model	NOUN
sc-8366	38	4	have	have	AUX
sc-8366	38	5	been	be	AUX
sc-8366	38	6	applied	apply	VERB
sc-8366	38	7	to	to	PART
sc-8366	38	8	predict	predict	VERB
sc-8366	38	9	traffic	traffic	NOUN
sc-8366	38	10	conditions	condition	NOUN
sc-8366	38	11	,	,	PUNCT
sc-8366	38	12	optimize	optimize	NOUN
sc-8366	38	13	routing	routing	NOUN
sc-8366	38	14	,	,	PUNCT
sc-8366	38	15	and	and	CCONJ
sc-8366	38	16	manage	manage	VERB
sc-8366	38	17	network	network	NOUN
sc-8366	38	18	resources	resource	NOUN
sc-8366	38	19	adaptively	adaptively	ADV
sc-8366	38	20	[	[	X
sc-8366	38	21	5	5	NUM
sc-8366	38	22	]	]	PUNCT
sc-8366	38	23	.	.	PUNCT
sc-8366	39	1	furthermore	furthermore	ADV
sc-8366	39	2	,	,	PUNCT
sc-8366	39	3	the	the	DET
sc-8366	39	4	use	use	NOUN
sc-8366	39	5	of	of	ADP
sc-8366	39	6	edge	edge	NOUN
sc-8366	39	7	computing	computing	NOUN
sc-8366	39	8	,	,	PUNCT
sc-8366	39	9	as	as	SCONJ
sc-8366	39	10	discussed	discuss	VERB
sc-8366	39	11	in	in	ADP
sc-8366	39	12	[	[	X
sc-8366	39	13	6	6	NUM
sc-8366	39	14	]	]	PUNCT
sc-8366	39	15	,	,	PUNCT
sc-8366	39	16	allows	allow	VERB
sc-8366	39	17	data	datum	NOUN
sc-8366	39	18	to	to	PART
sc-8366	39	19	be	be	AUX
sc-8366	39	20	processed	process	VERB
sc-8366	39	21	closer	close	ADV
sc-8366	39	22	to	to	ADP
sc-8366	39	23	its	its	PRON
sc-8366	39	24	source	source	NOUN
sc-8366	39	25	,	,	PUNCT
sc-8366	39	26	significantly	significantly	ADV
sc-8366	39	27	reducing	reduce	VERB
sc-8366	39	28	reliance	reliance	NOUN
sc-8366	39	29	on	on	ADP
sc-8366	39	30	centralized	centralized	ADJ
sc-8366	39	31	systems	system	NOUN
sc-8366	39	32	and	and	CCONJ
sc-8366	39	33	minimizing	minimize	VERB
sc-8366	39	34	delays	delay	NOUN
sc-8366	39	35	.	.	PUNCT
sc-8366	40	1	2.4	2.4	NUM
sc-8366	40	2	unresolved	unresolved	ADJ
sc-8366	40	3	challenges	challenge	NOUN
sc-8366	40	4	and	and	CCONJ
sc-8366	40	5	research	research	NOUN
sc-8366	40	6	gaps	gap	NOUN
sc-8366	40	7	despite	despite	SCONJ
sc-8366	40	8	these	these	DET
sc-8366	40	9	advancements	advancement	NOUN
sc-8366	40	10	,	,	PUNCT
sc-8366	40	11	several	several	ADJ
sc-8366	40	12	critical	critical	ADJ
sc-8366	40	13	issues	issue	NOUN
sc-8366	40	14	remain	remain	VERB
sc-8366	40	15	unaddressed	unaddresse	VERB
sc-8366	40	16	.	.	PUNCT
sc-8366	41	1	current	current	ADJ
sc-8366	41	2	ai	ai	ADJ
sc-8366	41	3	-	-	PUNCT
sc-8366	41	4	driven	drive	VERB
sc-8366	41	5	solutions	solution	NOUN
sc-8366	41	6	often	often	ADV
sc-8366	41	7	encounter	encounter	VERB
sc-8366	41	8	scalability	scalability	NOUN
sc-8366	41	9	challenges	challenge	NOUN
sc-8366	41	10	in	in	ADP
sc-8366	41	11	densely	densely	ADV
sc-8366	41	12	populated	populated	ADJ
sc-8366	41	13	areas	area	NOUN
sc-8366	41	14	,	,	PUNCT
sc-8366	41	15	where	where	SCONJ
sc-8366	41	16	the	the	DET
sc-8366	41	17	heterogeneity	heterogeneity	NOUN
sc-8366	41	18	of	of	ADP
sc-8366	41	19	devices	device	NOUN
sc-8366	41	20	and	and	CCONJ
sc-8366	41	21	networks	network	NOUN
sc-8366	41	22	complicates	complicate	VERB
sc-8366	41	23	operations	operation	NOUN
sc-8366	41	24	[	[	X
sc-8366	41	25	7	7	NUM
sc-8366	41	26	]	]	PUNCT
sc-8366	41	27	.	.	PUNCT
sc-8366	42	1	additionally	additionally	ADV
sc-8366	42	2	,	,	PUNCT
sc-8366	42	3	many	many	ADJ
sc-8366	42	4	existing	exist	VERB
sc-8366	42	5	frameworks	framework	NOUN
sc-8366	42	6	rely	rely	VERB
sc-8366	42	7	on	on	ADP
sc-8366	42	8	static	static	ADJ
sc-8366	42	9	configurations	configuration	NOUN
sc-8366	42	10	,	,	PUNCT
sc-8366	42	11	which	which	PRON
sc-8366	42	12	are	be	AUX
sc-8366	42	13	less	less	ADV
sc-8366	42	14	effective	effective	ADJ
sc-8366	42	15	in	in	ADP
sc-8366	42	16	dynamic	dynamic	ADJ
sc-8366	42	17	environments	environment	NOUN
sc-8366	42	18	.	.	PUNCT
sc-8366	43	1	this	this	DET
sc-8366	43	2	study	study	NOUN
sc-8366	43	3	aims	aim	VERB
sc-8366	43	4	to	to	PART
sc-8366	43	5	bridge	bridge	VERB
sc-8366	43	6	these	these	DET
sc-8366	43	7	gaps	gap	NOUN
sc-8366	43	8	by	by	ADP
sc-8366	43	9	presenting	present	VERB
sc-8366	43	10	a	a	DET
sc-8366	43	11	robust	robust	ADJ
sc-8366	43	12	ai	ai	NOUN
sc-8366	43	13	-	-	PUNCT
sc-8366	43	14	based	base	VERB
sc-8366	43	15	framework	framework	NOUN
sc-8366	43	16	that	that	PRON
sc-8366	43	17	combines	combine	VERB
sc-8366	43	18	real	real	ADJ
sc-8366	43	19	-	-	PUNCT
sc-8366	43	20	time	time	NOUN
sc-8366	43	21	analytics	analytic	NOUN
sc-8366	43	22	with	with	ADP
sc-8366	43	23	edge	edge	NOUN
sc-8366	43	24	computing	compute	VERB
sc-8366	43	25	to	to	PART
sc-8366	43	26	achieve	achieve	VERB
sc-8366	43	27	ultra	ultra	ADJ
sc-8366	43	28	-	-	ADJ
sc-8366	43	29	low	low	ADJ
sc-8366	43	30	latency	latency	NOUN
sc-8366	43	31	and	and	CCONJ
sc-8366	43	32	optimized	optimize	VERB
sc-8366	43	33	resource	resource	NOUN
sc-8366	43	34	allocation	allocation	NOUN
sc-8366	43	35	in	in	ADP
sc-8366	43	36	v2x	v2x	NOUN
sc-8366	43	37	systems	system	NOUN
sc-8366	43	38	.	.	PUNCT
sc-8366	44	1	3	3	X
sc-8366	44	2	.	.	X
sc-8366	44	3	methods	method	NOUN
sc-8366	44	4	this	this	DET
sc-8366	44	5	section	section	NOUN
sc-8366	44	6	outlines	outline	VERB
sc-8366	44	7	the	the	DET
sc-8366	44	8	proposed	propose	VERB
sc-8366	44	9	ai	ai	NOUN
sc-8366	44	10	-	-	PUNCT
sc-8366	44	11	based	base	VERB
sc-8366	44	12	framework	framework	NOUN
sc-8366	44	13	aimed	aim	VERB
sc-8366	44	14	at	at	ADP
sc-8366	44	15	minimizing	minimize	VERB
sc-8366	44	16	latency	latency	NOUN
sc-8366	44	17	in	in	ADP
sc-8366	44	18	v2x	v2x	NOUN
sc-8366	44	19	communication	communication	NOUN
sc-8366	44	20	systems	system	NOUN
sc-8366	44	21	.	.	PUNCT
sc-8366	45	1	the	the	DET
sc-8366	45	2	approach	approach	NOUN
sc-8366	45	3	combines	combine	VERB
sc-8366	45	4	real	real	ADJ
sc-8366	45	5	-	-	PUNCT
sc-8366	45	6	time	time	NOUN
sc-8366	45	7	data	datum	NOUN
sc-8366	45	8	processing	processing	NOUN
sc-8366	45	9	,	,	PUNCT
sc-8366	45	10	machine	machine	NOUN
sc-8366	45	11	learning	learning	NOUN
sc-8366	45	12	(	(	PUNCT
sc-8366	45	13	ml	ml	NOUN
sc-8366	45	14	)	)	PUNCT
sc-8366	45	15	,	,	PUNCT
sc-8366	45	16	and	and	CCONJ
sc-8366	45	17	edge	edge	NOUN
sc-8366	45	18	computing	compute	VERB
sc-8366	45	19	to	to	PART
sc-8366	45	20	dynamically	dynamically	ADV
sc-8366	45	21	optimize	optimize	VERB
sc-8366	45	22	resource	resource	NOUN
sc-8366	45	23	allocation	allocation	NOUN
sc-8366	45	24	.	.	PUNCT
sc-8366	46	1	the	the	DET
sc-8366	46	2	methodology	methodology	NOUN
sc-8366	46	3	is	be	AUX
sc-8366	46	4	presented	present	VERB
sc-8366	46	5	in	in	ADP
sc-8366	46	6	four	four	NUM
sc-8366	46	7	key	key	ADJ
sc-8366	46	8	subsections	subsection	NOUN
sc-8366	46	9	:	:	PUNCT
sc-8366	46	10	system	system	NOUN
sc-8366	46	11	architecture	architecture	NOUN
sc-8366	46	12	,	,	PUNCT
sc-8366	46	13	machine	machine	NOUN
sc-8366	46	14	learning	learning	NOUN
sc-8366	46	15	model	model	NOUN
sc-8366	46	16	,	,	PUNCT
sc-8366	46	17	resource	resource	NOUN
sc-8366	46	18	allocation	allocation	NOUN
sc-8366	46	19	strategy	strategy	NOUN
sc-8366	46	20	,	,	PUNCT
sc-8366	46	21	and	and	CCONJ
sc-8366	46	22	simulation	simulation	NOUN
sc-8366	46	23	setup	setup	NOUN
sc-8366	46	24	.	.	PUNCT
sc-8366	47	1	3.1	3.1	NUM
sc-8366	47	2	system	system	NOUN
sc-8366	47	3	architecture	architecture	NOUN
sc-8366	47	4	the	the	DET
sc-8366	47	5	framework	framework	NOUN
sc-8366	47	6	is	be	AUX
sc-8366	47	7	built	build	VERB
sc-8366	47	8	upon	upon	SCONJ
sc-8366	47	9	a	a	DET
sc-8366	47	10	decentralized	decentralized	ADJ
sc-8366	47	11	three	three	NUM
sc-8366	47	12	-	-	PUNCT
sc-8366	47	13	layer	layer	NOUN
sc-8366	47	14	architecture	architecture	NOUN
sc-8366	47	15	designed	design	VERB
sc-8366	47	16	to	to	PART
sc-8366	47	17	address	address	VERB
sc-8366	47	18	latency	latency	NOUN
sc-8366	47	19	and	and	CCONJ
sc-8366	47	20	scalability	scalability	NOUN
sc-8366	47	21	issues	issue	NOUN
sc-8366	47	22	:	:	PUNCT
sc-8366	47	23	1	1	X
sc-8366	47	24	.	.	X
sc-8366	47	25	edge	edge	NOUN
sc-8366	47	26	layer	layer	NOUN
sc-8366	47	27	:	:	PUNCT
sc-8366	47	28	this	this	DET
sc-8366	47	29	layer	layer	NOUN
sc-8366	47	30	is	be	AUX
sc-8366	47	31	responsible	responsible	ADJ
sc-8366	47	32	for	for	ADP
sc-8366	47	33	processing	process	VERB
sc-8366	47	34	data	datum	NOUN
sc-8366	47	35	at	at	ADP
sc-8366	47	36	or	or	CCONJ
sc-8366	47	37	near	near	ADP
sc-8366	47	38	its	its	PRON
sc-8366	47	39	source	source	NOUN
sc-8366	47	40	,	,	PUNCT
sc-8366	47	41	such	such	ADJ
sc-8366	47	42	as	as	ADP
sc-8366	47	43	in	in	ADP
sc-8366	47	44	roadside	roadside	NOUN
sc-8366	47	45	units	unit	NOUN
sc-8366	47	46	or	or	CCONJ
sc-8366	47	47	onboard	onboard	ADP
sc-8366	47	48	vehicle	vehicle	NOUN
sc-8366	47	49	systems	system	NOUN
sc-8366	47	50	.	.	PUNCT
sc-8366	48	1	utilizing	utilize	VERB
sc-8366	48	2	edge	edge	NOUN
sc-8366	48	3	computing	computing	NOUN
sc-8366	48	4	reduces	reduce	VERB
sc-8366	48	5	the	the	DET
sc-8366	48	6	dependency	dependency	NOUN
sc-8366	48	7	on	on	ADP
sc-8366	48	8	centralized	centralized	ADJ
sc-8366	48	9	processing	processing	NOUN
sc-8366	48	10	,	,	PUNCT
sc-8366	48	11	thereby	thereby	ADV
sc-8366	48	12	minimizing	minimize	VERB
sc-8366	48	13	latency	latency	NOUN
sc-8366	48	14	[	[	X
sc-8366	48	15	1	1	NUM
sc-8366	48	16	]	]	PUNCT
sc-8366	48	17	.	.	PUNCT
sc-8366	49	1	the	the	DET
sc-8366	49	2	total	total	ADJ
sc-8366	49	3	latency	latency	NOUN
sc-8366	49	4	l	l	NOUN
sc-8366	49	5	in	in	ADP
sc-8366	49	6	a	a	DET
sc-8366	49	7	v2x	v2x	NOUN
sc-8366	49	8	system	system	NOUN
sc-8366	49	9	can	can	AUX
sc-8366	49	10	be	be	AUX
sc-8366	49	11	expressed	express	VERB
sc-8366	49	12	as	as	ADP
sc-8366	49	13	the	the	DET
sc-8366	49	14	sum	sum	NOUN
sc-8366	49	15	of	of	ADP
sc-8366	49	16	transmission	transmission	NOUN
sc-8366	49	17	delay	delay	NOUN
sc-8366	49	18	(	(	PUNCT
sc-8366	49	19	tl	tl	PROPN
sc-8366	49	20	)	)	PUNCT
sc-8366	49	21	,	,	PUNCT
sc-8366	49	22	propagation	propagation	NOUN
sc-8366	49	23	delay	delay	NOUN
sc-8366	49	24	(	(	PUNCT
sc-8366	49	25	pl	pl	PROPN
sc-8366	49	26	)	)	PUNCT
sc-8366	49	27	,	,	PUNCT
sc-8366	49	28	processing	processing	NOUN
sc-8366	49	29	delay	delay	NOUN
sc-8366	49	30	(	(	PUNCT
sc-8366	49	31	prl	prl	PROPN
sc-8366	49	32	)	)	PUNCT
sc-8366	49	33	,	,	PUNCT
sc-8366	49	34	and	and	CCONJ
sc-8366	49	35	queuing	queue	VERB
sc-8366	49	36	delay	delay	NOUN
sc-8366	49	37	(	(	PUNCT
sc-8366	49	38	ql	ql	INTJ
sc-8366	49	39	):	):	PUNCT
sc-8366	49	40	(	(	PUNCT
sc-8366	49	41	1	1	X
sc-8366	49	42	)	)	PUNCT
sc-8366	49	43	2	2	NUM
sc-8366	49	44	.	.	PUNCT
sc-8366	49	45	network	network	NOUN
sc-8366	49	46	layer	layer	NOUN
sc-8366	49	47	:	:	PUNCT
sc-8366	49	48	acting	act	VERB
sc-8366	49	49	as	as	ADP
sc-8366	49	50	a	a	DET
sc-8366	49	51	communication	communication	NOUN
sc-8366	49	52	bridge	bridge	NOUN
sc-8366	49	53	,	,	PUNCT
sc-8366	49	54	this	this	DET
sc-8366	49	55	layer	layer	NOUN
sc-8366	49	56	facilitates	facilitate	VERB
sc-8366	49	57	data	datum	NOUN
sc-8366	49	58	exchange	exchange	NOUN
sc-8366	49	59	between	between	ADP
sc-8366	49	60	edge	edge	NOUN
sc-8366	49	61	devices	device	NOUN
sc-8366	49	62	and	and	CCONJ
sc-8366	49	63	the	the	DET
sc-8366	49	64	core	core	NOUN
sc-8366	49	65	system	system	NOUN
sc-8366	49	66	.	.	PUNCT
sc-8366	50	1	leveraging	leverage	VERB
sc-8366	50	2	5	5	NUM
sc-8366	50	3	g	g	NOUN
sc-8366	50	4	technology	technology	NOUN
sc-8366	50	5	,	,	PUNCT
sc-8366	50	6	it	it	PRON
sc-8366	50	7	supports	support	VERB
sc-8366	50	8	high	high	ADJ
sc-8366	50	9	-	-	PUNCT
sc-8366	50	10	speed	speed	NOUN
sc-8366	50	11	and	and	CCONJ
sc-8366	50	12	low	low	ADJ
sc-8366	50	13	-	-	PUNCT
sc-8366	50	14	latency	latency	NOUN
sc-8366	50	15	transmission	transmission	NOUN
sc-8366	50	16	even	even	ADV
sc-8366	50	17	under	under	ADP
sc-8366	50	18	heavy	heavy	ADJ
sc-8366	50	19	network	network	NOUN
sc-8366	50	20	loads	load	NOUN
sc-8366	50	21	[	[	X
sc-8366	50	22	2	2	NUM
sc-8366	50	23	]	]	PUNCT
sc-8366	50	24	.	.	PUNCT
sc-8366	51	1	3	3	X
sc-8366	51	2	.	.	X
sc-8366	51	3	core	core	NOUN
sc-8366	51	4	layer	layer	NOUN
sc-8366	51	5	:	:	PUNCT
sc-8366	51	6	this	this	DET
sc-8366	51	7	layer	layer	NOUN
sc-8366	51	8	handles	handle	VERB
sc-8366	51	9	system	system	NOUN
sc-8366	51	10	-	-	PUNCT
sc-8366	51	11	wide	wide	ADJ
sc-8366	51	12	coordination	coordination	NOUN
sc-8366	51	13	and	and	CCONJ
sc-8366	51	14	optimization	optimization	NOUN
sc-8366	51	15	.	.	PUNCT
sc-8366	52	1	advanced	advanced	ADJ
sc-8366	52	2	ai	ai	PROPN
sc-8366	52	3	t	t	PROPN
sc-8366	52	4	p	p	X
sc-8366	52	5	pr	pr	INTJ
sc-8366	52	6	ql	ql	X
sc-8366	52	7	l	l	NOUN
sc-8366	52	8	l	l	NOUN
sc-8366	52	9	l	l	NOUN
sc-8366	52	10	l=	l=	ADJ
sc-8366	53	1	+	+	PUNCT
sc-8366	54	1	+	+	PUNCT
sc-8366	54	2	+	+	CCONJ
sc-8366	54	3	eai	eai	PROPN
sc-8366	54	4	endorsed	endorse	VERB
sc-8366	54	5	transactions	transaction	NOUN
sc-8366	54	6	on	on	ADP
sc-8366	54	7	smart	smart	ADJ
sc-8366	54	8	cities	city	NOUN
sc-8366	54	9	|	|	ADV
sc-8366	54	10	volume	volume	VERB
sc-8366	54	11	8	8	NUM
sc-8366	54	12	|	|	NOUN
sc-8366	54	13	issue	issue	VERB
sc-8366	54	14	1	1	NUM
sc-8366	55	1	|	|	CCONJ
sc-8366	55	2	2025	2025	NUM
sc-8366	56	1	|	|	ADV
sc-8366	56	2	ultra	ultra	ADJ
sc-8366	56	3	-	-	ADJ
sc-8366	56	4	low	low	ADJ
sc-8366	56	5	latency	latency	NOUN
sc-8366	56	6	v2x	v2x	NOUN
sc-8366	56	7	systems	system	NOUN
sc-8366	56	8	with	with	ADP
sc-8366	56	9	ai	ai	ADJ
sc-8366	56	10	-	-	PUNCT
sc-8366	56	11	driven	drive	VERB
sc-8366	56	12	resource	resource	NOUN
sc-8366	56	13	optimization	optimization	NOUN
sc-8366	56	14	3	3	NUM
sc-8366	56	15	algorithms	algorithm	NOUN
sc-8366	56	16	analyze	analyze	VERB
sc-8366	56	17	data	datum	NOUN
sc-8366	56	18	,	,	PUNCT
sc-8366	56	19	predict	predict	VERB
sc-8366	56	20	traffic	traffic	NOUN
sc-8366	56	21	patterns	pattern	NOUN
sc-8366	56	22	,	,	PUNCT
sc-8366	56	23	and	and	CCONJ
sc-8366	56	24	devise	devise	VERB
sc-8366	56	25	strategies	strategy	NOUN
sc-8366	56	26	for	for	ADP
sc-8366	56	27	efficient	efficient	ADJ
sc-8366	56	28	resource	resource	NOUN
sc-8366	56	29	utilization	utilization	NOUN
sc-8366	56	30	in	in	ADP
sc-8366	56	31	real	real	ADJ
sc-8366	56	32	time	time	NOUN
sc-8366	56	33	[	[	X
sc-8366	56	34	3	3	NUM
sc-8366	56	35	]	]	PUNCT
sc-8366	56	36	.	.	PUNCT
sc-8366	57	1	3.2	3.2	NUM
sc-8366	57	2	machine	machine	NOUN
sc-8366	57	3	learning	learning	NOUN
sc-8366	57	4	model	model	NOUN
sc-8366	57	5	the	the	DET
sc-8366	57	6	proposed	propose	VERB
sc-8366	57	7	framework	framework	NOUN
sc-8366	57	8	incorporates	incorporate	VERB
sc-8366	57	9	a	a	DET
sc-8366	57	10	reinforcement	reinforcement	NOUN
sc-8366	57	11	learning	learning	NOUN
sc-8366	57	12	(	(	PUNCT
sc-8366	57	13	rl	rl	NOUN
sc-8366	57	14	)	)	PUNCT
sc-8366	57	15	model	model	NOUN
sc-8366	57	16	,	,	PUNCT
sc-8366	57	17	which	which	PRON
sc-8366	57	18	adapts	adapt	VERB
sc-8366	57	19	to	to	ADP
sc-8366	57	20	dynamic	dynamic	ADJ
sc-8366	57	21	network	network	NOUN
sc-8366	57	22	conditions	condition	NOUN
sc-8366	57	23	to	to	PART
sc-8366	57	24	allocate	allocate	VERB
sc-8366	57	25	resources	resource	NOUN
sc-8366	57	26	effectively	effectively	ADV
sc-8366	57	27	.	.	PUNCT
sc-8366	58	1	the	the	DET
sc-8366	58	2	rl	rl	PROPN
sc-8366	58	3	model	model	NOUN
sc-8366	58	4	is	be	AUX
sc-8366	58	5	characterized	characterize	VERB
sc-8366	58	6	by	by	ADP
sc-8366	58	7	:	:	PUNCT
sc-8366	58	8	•	•	NUM
sc-8366	58	9	state	state	NOUN
sc-8366	58	10	representation	representation	NOUN
sc-8366	58	11	:	:	PUNCT
sc-8366	58	12	capturing	capture	VERB
sc-8366	58	13	key	key	ADJ
sc-8366	58	14	network	network	NOUN
sc-8366	58	15	metrics	metric	NOUN
sc-8366	58	16	such	such	ADJ
sc-8366	58	17	as	as	ADP
sc-8366	58	18	latency	latency	NOUN
sc-8366	58	19	,	,	PUNCT
sc-8366	58	20	bandwidth	bandwidth	ADJ
sc-8366	58	21	usage	usage	NOUN
sc-8366	58	22	,	,	PUNCT
sc-8366	58	23	and	and	CCONJ
sc-8366	58	24	vehicle	vehicle	NOUN
sc-8366	58	25	density	density	NOUN
sc-8366	58	26	.	.	PUNCT
sc-8366	59	1	•	•	NOUN
sc-8366	59	2	action	action	NOUN
sc-8366	59	3	space	space	NOUN
sc-8366	59	4	:	:	PUNCT
sc-8366	59	5	defining	define	VERB
sc-8366	59	6	possible	possible	ADJ
sc-8366	59	7	adjustments	adjustment	NOUN
sc-8366	59	8	to	to	ADP
sc-8366	59	9	system	system	NOUN
sc-8366	59	10	parameters	parameter	NOUN
sc-8366	59	11	,	,	PUNCT
sc-8366	59	12	including	include	VERB
sc-8366	59	13	bandwidth	bandwidth	ADJ
sc-8366	59	14	allocation	allocation	NOUN
sc-8366	59	15	and	and	CCONJ
sc-8366	59	16	routing	routing	NOUN
sc-8366	59	17	changes	change	NOUN
sc-8366	59	18	.	.	PUNCT
sc-8366	60	1	•	•	NUM
sc-8366	60	2	reward	reward	NOUN
sc-8366	60	3	function	function	NOUN
sc-8366	60	4	:	:	PUNCT
sc-8366	60	5	rewarding	rewarding	ADJ
sc-8366	60	6	actions	action	NOUN
sc-8366	60	7	that	that	PRON
sc-8366	60	8	lead	lead	VERB
sc-8366	60	9	to	to	ADP
sc-8366	60	10	latency	latency	NOUN
sc-8366	60	11	reduction	reduction	NOUN
sc-8366	60	12	and	and	CCONJ
sc-8366	60	13	penalizing	penalize	VERB
sc-8366	60	14	those	those	PRON
sc-8366	60	15	resulting	result	VERB
sc-8366	60	16	in	in	ADP
sc-8366	60	17	inefficiency	inefficiency	NOUN
sc-8366	60	18	or	or	CCONJ
sc-8366	60	19	excessive	excessive	ADJ
sc-8366	60	20	delays	delay	NOUN
sc-8366	60	21	[	[	X
sc-8366	60	22	4	4	NUM
sc-8366	60	23	]	]	PUNCT
sc-8366	60	24	.	.	PUNCT
sc-8366	61	1	the	the	DET
sc-8366	61	2	rl	rl	PROPN
sc-8366	61	3	model	model	NOUN
sc-8366	61	4	's	's	PART
sc-8366	61	5	objective	objective	NOUN
sc-8366	61	6	is	be	AUX
sc-8366	61	7	to	to	PART
sc-8366	61	8	maximize	maximize	VERB
sc-8366	61	9	the	the	DET
sc-8366	61	10	expected	expect	VERB
sc-8366	61	11	cumulative	cumulative	ADJ
sc-8366	61	12	reward	reward	NOUN
sc-8366	61	13	r	r	NOUN
sc-8366	61	14	,	,	PUNCT
sc-8366	61	15	defined	define	VERB
sc-8366	61	16	as	as	ADP
sc-8366	61	17	:	:	PUNCT
sc-8366	61	18	(	(	PUNCT
sc-8366	61	19	2	2	X
sc-8366	61	20	)	)	PUNCT
sc-8366	61	21	where	where	SCONJ
sc-8366	61	22	γ	γ	PROPN
sc-8366	61	23	is	be	AUX
sc-8366	61	24	the	the	DET
sc-8366	61	25	discount	discount	NOUN
sc-8366	61	26	factor	factor	NOUN
sc-8366	61	27	(	(	PUNCT
sc-8366	61	28	0	0	PUNCT
sc-8366	61	29	<	<	X
sc-8366	61	30	γ	γ	X
sc-8366	61	31	≤	≤	NUM
sc-8366	61	32	1	1	NUM
sc-8366	61	33	)	)	PUNCT
sc-8366	61	34	,	,	PUNCT
sc-8366	61	35	tr	tr	VERB
sc-8366	61	36	is	be	AUX
sc-8366	61	37	the	the	DET
sc-8366	61	38	reward	reward	NOUN
sc-8366	61	39	at	at	ADP
sc-8366	61	40	time	time	NOUN
sc-8366	61	41	step	step	NOUN
sc-8366	61	42	t	t	NOUN
sc-8366	61	43	,	,	PUNCT
sc-8366	61	44	and	and	CCONJ
sc-8366	61	45	t	t	PROPN
sc-8366	61	46	is	be	AUX
sc-8366	61	47	the	the	DET
sc-8366	61	48	time	time	NOUN
sc-8366	61	49	horizon	horizon	NOUN
sc-8366	61	50	.	.	PUNCT
sc-8366	62	1	the	the	DET
sc-8366	62	2	rl	rl	PROPN
sc-8366	62	3	model	model	NOUN
sc-8366	62	4	continuously	continuously	ADV
sc-8366	62	5	learns	learn	VERB
sc-8366	62	6	from	from	ADP
sc-8366	62	7	both	both	DET
sc-8366	62	8	historical	historical	ADJ
sc-8366	62	9	data	datum	NOUN
sc-8366	62	10	and	and	CCONJ
sc-8366	62	11	real	real	ADJ
sc-8366	62	12	-	-	PUNCT
sc-8366	62	13	time	time	NOUN
sc-8366	62	14	inputs	input	NOUN
sc-8366	62	15	,	,	PUNCT
sc-8366	62	16	refining	refine	VERB
sc-8366	62	17	its	its	PRON
sc-8366	62	18	strategies	strategy	NOUN
sc-8366	62	19	to	to	PART
sc-8366	62	20	enhance	enhance	VERB
sc-8366	62	21	overall	overall	ADJ
sc-8366	62	22	system	system	NOUN
sc-8366	62	23	performance	performance	NOUN
sc-8366	62	24	.	.	PUNCT
sc-8366	63	1	3.3	3.3	NUM
sc-8366	63	2	resource	resource	NOUN
sc-8366	63	3	allocation	allocation	NOUN
sc-8366	63	4	strategy	strategy	NOUN
sc-8366	63	5	the	the	DET
sc-8366	63	6	resource	resource	NOUN
sc-8366	63	7	allocation	allocation	NOUN
sc-8366	63	8	mechanism	mechanism	NOUN
sc-8366	63	9	combines	combine	VERB
sc-8366	63	10	predictive	predictive	ADJ
sc-8366	63	11	analytics	analytic	NOUN
sc-8366	63	12	with	with	ADP
sc-8366	63	13	adaptive	adaptive	ADJ
sc-8366	63	14	algorithms	algorithm	NOUN
sc-8366	63	15	to	to	PART
sc-8366	63	16	preemptively	preemptively	ADV
sc-8366	63	17	address	address	VERB
sc-8366	63	18	changing	change	VERB
sc-8366	63	19	network	network	NOUN
sc-8366	63	20	demands	demand	NOUN
sc-8366	63	21	.	.	PUNCT
sc-8366	64	1	the	the	DET
sc-8366	64	2	process	process	NOUN
sc-8366	64	3	includes	include	VERB
sc-8366	64	4	the	the	DET
sc-8366	64	5	following	follow	VERB
sc-8366	64	6	steps	step	NOUN
sc-8366	64	7	:	:	PUNCT
sc-8366	64	8	1	1	X
sc-8366	64	9	.	.	PUNCT
sc-8366	64	10	data	data	NOUN
sc-8366	64	11	aggregation	aggregation	NOUN
sc-8366	64	12	:	:	PUNCT
sc-8366	64	13	real	real	ADJ
sc-8366	64	14	-	-	PUNCT
sc-8366	64	15	time	time	NOUN
sc-8366	64	16	data	datum	NOUN
sc-8366	64	17	from	from	ADP
sc-8366	64	18	vehicles	vehicle	NOUN
sc-8366	64	19	,	,	PUNCT
sc-8366	64	20	sensors	sensor	NOUN
sc-8366	64	21	,	,	PUNCT
sc-8366	64	22	and	and	CCONJ
sc-8366	64	23	infrastructure	infrastructure	NOUN
sc-8366	64	24	is	be	AUX
sc-8366	64	25	collected	collect	VERB
sc-8366	64	26	and	and	CCONJ
sc-8366	64	27	preprocessed	preprocesse	VERB
sc-8366	64	28	at	at	ADP
sc-8366	64	29	the	the	DET
sc-8366	64	30	edge	edge	NOUN
sc-8366	64	31	layer	layer	NOUN
sc-8366	64	32	.	.	PUNCT
sc-8366	65	1	2	2	X
sc-8366	65	2	.	.	X
sc-8366	65	3	traffic	traffic	NOUN
sc-8366	65	4	prediction	prediction	NOUN
sc-8366	65	5	:	:	PUNCT
sc-8366	65	6	using	use	VERB
sc-8366	65	7	machine	machine	NOUN
sc-8366	65	8	learning	learning	NOUN
sc-8366	65	9	techniques	technique	NOUN
sc-8366	65	10	,	,	PUNCT
sc-8366	65	11	the	the	DET
sc-8366	65	12	core	core	NOUN
sc-8366	65	13	layer	layer	NOUN
sc-8366	65	14	forecasts	forecast	VERB
sc-8366	65	15	traffic	traffic	NOUN
sc-8366	65	16	loads	load	NOUN
sc-8366	65	17	and	and	CCONJ
sc-8366	65	18	identifies	identify	VERB
sc-8366	65	19	potential	potential	ADJ
sc-8366	65	20	congestion	congestion	NOUN
sc-8366	65	21	points	point	NOUN
sc-8366	65	22	.	.	PUNCT
sc-8366	66	1	3	3	X
sc-8366	66	2	.	.	X
sc-8366	66	3	dynamic	dynamic	ADJ
sc-8366	66	4	allocation	allocation	NOUN
sc-8366	66	5	:	:	PUNCT
sc-8366	66	6	resources	resource	NOUN
sc-8366	66	7	such	such	ADJ
sc-8366	66	8	as	as	ADP
sc-8366	66	9	bandwidth	bandwidth	NOUN
sc-8366	66	10	and	and	CCONJ
sc-8366	66	11	computing	computing	NOUN
sc-8366	66	12	power	power	NOUN
sc-8366	66	13	are	be	AUX
sc-8366	66	14	allocated	allocate	VERB
sc-8366	66	15	based	base	VERB
sc-8366	66	16	on	on	ADP
sc-8366	66	17	predicted	predict	VERB
sc-8366	66	18	demand	demand	NOUN
sc-8366	66	19	.	.	PUNCT
sc-8366	67	1	adjustments	adjustment	NOUN
sc-8366	67	2	are	be	AUX
sc-8366	67	3	made	make	VERB
sc-8366	67	4	dynamically	dynamically	ADV
sc-8366	67	5	as	as	SCONJ
sc-8366	67	6	new	new	ADJ
sc-8366	67	7	data	datum	NOUN
sc-8366	67	8	becomes	become	VERB
sc-8366	67	9	available	available	ADJ
sc-8366	67	10	,	,	PUNCT
sc-8366	67	11	ensuring	ensure	VERB
sc-8366	67	12	optimal	optimal	ADJ
sc-8366	67	13	performance	performance	NOUN
sc-8366	67	14	[	[	X
sc-8366	67	15	5	5	NUM
sc-8366	67	16	]	]	PUNCT
sc-8366	67	17	.	.	PUNCT
sc-8366	68	1	the	the	DET
sc-8366	68	2	optimal	optimal	ADJ
sc-8366	68	3	bandwidth	bandwidth	ADJ
sc-8366	68	4	allocation	allocation	NOUN
sc-8366	68	5	ib	ib	NOUN
sc-8366	68	6	for	for	ADP
sc-8366	68	7	a	a	DET
sc-8366	68	8	node	node	NOUN
sc-8366	68	9	i	i	PRON
sc-8366	68	10	can	can	AUX
sc-8366	68	11	be	be	AUX
sc-8366	68	12	modeled	model	VERB
sc-8366	68	13	as	as	ADP
sc-8366	68	14	:	:	PUNCT
sc-8366	68	15	(	(	PUNCT
sc-8366	68	16	3	3	X
sc-8366	68	17	)	)	PUNCT
sc-8366	68	18	where	where	SCONJ
sc-8366	68	19	iλ	iλ	NOUN
sc-8366	68	20	is	be	AUX
sc-8366	68	21	the	the	DET
sc-8366	68	22	demand	demand	NOUN
sc-8366	68	23	of	of	ADP
sc-8366	68	24	node	node	NOUN
sc-8366	68	25	i	i	PRON
sc-8366	68	26	,	,	PUNCT
sc-8366	68	27	n	n	PROPN
sc-8366	68	28	is	be	AUX
sc-8366	68	29	the	the	DET
sc-8366	68	30	total	total	ADJ
sc-8366	68	31	number	number	NOUN
sc-8366	68	32	of	of	ADP
sc-8366	68	33	nodes	node	NOUN
sc-8366	68	34	,	,	PUNCT
sc-8366	68	35	and	and	CCONJ
sc-8366	68	36	totalb	totalb	NOUN
sc-8366	68	37	is	be	AUX
sc-8366	68	38	the	the	DET
sc-8366	68	39	total	total	ADJ
sc-8366	68	40	available	available	ADJ
sc-8366	68	41	bandwidth	bandwidth	NOUN
sc-8366	68	42	.	.	PUNCT
sc-8366	69	1	3.4	3.4	NUM
sc-8366	69	2	simulation	simulation	NOUN
sc-8366	69	3	setup	setup	NOUN
sc-8366	69	4	to	to	PART
sc-8366	69	5	evaluate	evaluate	VERB
sc-8366	69	6	the	the	DET
sc-8366	69	7	framework	framework	NOUN
sc-8366	69	8	's	's	PART
sc-8366	69	9	effectiveness	effectiveness	NOUN
sc-8366	69	10	,	,	PUNCT
sc-8366	69	11	simulations	simulation	NOUN
sc-8366	69	12	were	be	AUX
sc-8366	69	13	conducted	conduct	VERB
sc-8366	69	14	in	in	ADP
sc-8366	69	15	a	a	DET
sc-8366	69	16	controlled	control	VERB
sc-8366	69	17	virtual	virtual	ADJ
sc-8366	69	18	environment	environment	NOUN
sc-8366	69	19	replicating	replicate	VERB
sc-8366	69	20	urban	urban	ADJ
sc-8366	69	21	traffic	traffic	NOUN
sc-8366	69	22	conditions	condition	NOUN
sc-8366	69	23	.	.	PUNCT
sc-8366	70	1	key	key	ADJ
sc-8366	70	2	variables	variable	NOUN
sc-8366	70	3	such	such	ADJ
sc-8366	70	4	as	as	ADP
sc-8366	70	5	vehicle	vehicle	NOUN
sc-8366	70	6	density	density	NOUN
sc-8366	70	7	,	,	PUNCT
sc-8366	70	8	data	datum	NOUN
sc-8366	70	9	rates	rate	NOUN
sc-8366	70	10	,	,	PUNCT
sc-8366	70	11	and	and	CCONJ
sc-8366	70	12	mobility	mobility	NOUN
sc-8366	70	13	patterns	pattern	NOUN
sc-8366	70	14	were	be	AUX
sc-8366	70	15	adjusted	adjust	VERB
sc-8366	70	16	to	to	PART
sc-8366	70	17	test	test	VERB
sc-8366	70	18	the	the	DET
sc-8366	70	19	framework	framework	NOUN
sc-8366	70	20	's	's	PART
sc-8366	70	21	adaptability	adaptability	NOUN
sc-8366	70	22	.	.	PUNCT
sc-8366	71	1	performance	performance	NOUN
sc-8366	71	2	metrics	metric	NOUN
sc-8366	71	3	,	,	PUNCT
sc-8366	71	4	including	include	VERB
sc-8366	71	5	latency	latency	NOUN
sc-8366	71	6	,	,	PUNCT
sc-8366	71	7	resource	resource	NOUN
sc-8366	71	8	utilization	utilization	NOUN
sc-8366	71	9	,	,	PUNCT
sc-8366	71	10	and	and	CCONJ
sc-8366	71	11	scalability	scalability	NOUN
sc-8366	71	12	,	,	PUNCT
sc-8366	71	13	were	be	AUX
sc-8366	71	14	recorded	record	VERB
sc-8366	71	15	and	and	CCONJ
sc-8366	71	16	analyzed	analyze	VERB
sc-8366	71	17	.	.	PUNCT
sc-8366	72	1	results	result	NOUN
sc-8366	72	2	of	of	ADP
sc-8366	72	3	the	the	DET
sc-8366	72	4	simulations	simulation	NOUN
sc-8366	72	5	are	be	AUX
sc-8366	72	6	presented	present	VERB
sc-8366	72	7	in	in	ADP
sc-8366	72	8	the	the	DET
sc-8366	72	9	following	follow	VERB
sc-8366	72	10	section	section	NOUN
sc-8366	72	11	.	.	PUNCT
sc-8366	73	1	the	the	DET
sc-8366	73	2	latency	latency	NOUN
sc-8366	73	3	improvement	improvement	NOUN
sc-8366	73	4	i	i	PRON
sc-8366	73	5	compared	compare	VERB
sc-8366	73	6	to	to	ADP
sc-8366	73	7	a	a	DET
sc-8366	73	8	baseline	baseline	NOUN
sc-8366	73	9	system	system	NOUN
sc-8366	73	10	can	can	AUX
sc-8366	73	11	be	be	AUX
sc-8366	73	12	expressed	express	VERB
sc-8366	73	13	as	as	ADP
sc-8366	73	14	:	:	PUNCT
sc-8366	73	15	(	(	PUNCT
sc-8366	73	16	4	4	X
sc-8366	73	17	)	)	PUNCT
sc-8366	73	18	where	where	SCONJ
sc-8366	73	19	baselinel	baselinel	NOUN
sc-8366	73	20	is	be	AUX
sc-8366	73	21	the	the	DET
sc-8366	73	22	latency	latency	NOUN
sc-8366	73	23	of	of	ADP
sc-8366	73	24	the	the	DET
sc-8366	73	25	baseline	baseline	NOUN
sc-8366	73	26	system	system	NOUN
sc-8366	73	27	,	,	PUNCT
sc-8366	73	28	and	and	CCONJ
sc-8366	73	29	proposedl	proposedl	PROPN
sc-8366	73	30	is	be	AUX
sc-8366	73	31	the	the	DET
sc-8366	73	32	latency	latency	NOUN
sc-8366	73	33	of	of	ADP
sc-8366	73	34	the	the	DET
sc-8366	73	35	proposed	propose	VERB
sc-8366	73	36	framework	framework	NOUN
sc-8366	73	37	.	.	PUNCT
sc-8366	74	1	4	4	X
sc-8366	74	2	.	.	X
sc-8366	74	3	results	result	VERB
sc-8366	74	4	this	this	DET
sc-8366	74	5	section	section	NOUN
sc-8366	74	6	presents	present	VERB
sc-8366	74	7	the	the	DET
sc-8366	74	8	outcomes	outcome	NOUN
sc-8366	74	9	of	of	ADP
sc-8366	74	10	the	the	DET
sc-8366	74	11	simulations	simulation	NOUN
sc-8366	74	12	designed	design	VERB
sc-8366	74	13	to	to	PART
sc-8366	74	14	assess	assess	VERB
sc-8366	74	15	the	the	DET
sc-8366	74	16	effectiveness	effectiveness	NOUN
sc-8366	74	17	of	of	ADP
sc-8366	74	18	the	the	DET
sc-8366	74	19	proposed	propose	VERB
sc-8366	74	20	aibased	aibased	ADJ
sc-8366	74	21	framework	framework	NOUN
sc-8366	74	22	for	for	ADP
sc-8366	74	23	minimizing	minimize	VERB
sc-8366	74	24	latency	latency	NOUN
sc-8366	74	25	in	in	ADP
sc-8366	74	26	v2x	v2x	NOUN
sc-8366	74	27	communication	communication	NOUN
sc-8366	74	28	.	.	PUNCT
sc-8366	75	1	key	key	ADJ
sc-8366	75	2	performance	performance	NOUN
sc-8366	75	3	metrics	metric	NOUN
sc-8366	75	4	such	such	ADJ
sc-8366	75	5	as	as	ADP
sc-8366	75	6	latency	latency	NOUN
sc-8366	75	7	,	,	PUNCT
sc-8366	75	8	resource	resource	NOUN
sc-8366	75	9	utilization	utilization	NOUN
sc-8366	75	10	,	,	PUNCT
sc-8366	75	11	and	and	CCONJ
sc-8366	75	12	scalability	scalability	NOUN
sc-8366	75	13	were	be	AUX
sc-8366	75	14	analyzed	analyze	VERB
sc-8366	75	15	under	under	ADP
sc-8366	75	16	various	various	ADJ
sc-8366	75	17	traffic	traffic	NOUN
sc-8366	75	18	and	and	CCONJ
sc-8366	75	19	network	network	NOUN
sc-8366	75	20	conditions	condition	NOUN
sc-8366	75	21	.	.	PUNCT
sc-8366	76	1	4.1	4.1	NUM
sc-8366	76	2	simulation	simulation	NOUN
sc-8366	76	3	setup	setup	NOUN
sc-8366	76	4	the	the	DET
sc-8366	76	5	simulation	simulation	NOUN
sc-8366	76	6	environment	environment	NOUN
sc-8366	76	7	was	be	AUX
sc-8366	76	8	created	create	VERB
sc-8366	76	9	to	to	PART
sc-8366	76	10	emulate	emulate	VERB
sc-8366	76	11	a	a	DET
sc-8366	76	12	dense	dense	ADJ
sc-8366	76	13	urban	urban	ADJ
sc-8366	76	14	area	area	NOUN
sc-8366	76	15	with	with	ADP
sc-8366	76	16	fluctuating	fluctuate	VERB
sc-8366	76	17	traffic	traffic	NOUN
sc-8366	76	18	patterns	pattern	NOUN
sc-8366	76	19	and	and	CCONJ
sc-8366	76	20	high	high	ADJ
sc-8366	76	21	vehicular	vehicular	ADJ
sc-8366	76	22	activity	activity	NOUN
sc-8366	76	23	.	.	PUNCT
sc-8366	77	1	key	key	ADJ
sc-8366	77	2	parameters	parameter	NOUN
sc-8366	77	3	included	include	VERB
sc-8366	77	4	:	:	PUNCT
sc-8366	77	5	•	•	NUM
sc-8366	77	6	number	number	NOUN
sc-8366	77	7	of	of	ADP
sc-8366	77	8	vehicles	vehicle	NOUN
sc-8366	77	9	:	:	PUNCT
sc-8366	77	10	ranged	range	VERB
sc-8366	77	11	between	between	ADP
sc-8366	77	12	500	500	NUM
sc-8366	77	13	and	and	CCONJ
sc-8366	77	14	1,000	1,000	NUM
sc-8366	77	15	autonomous	autonomous	ADJ
sc-8366	77	16	vehicles	vehicle	NOUN
sc-8366	77	17	.	.	PUNCT
sc-8366	78	1	•	•	NUM
sc-8366	78	2	network	network	NOUN
sc-8366	78	3	infrastructure	infrastructure	NOUN
sc-8366	78	4	:	:	PUNCT
sc-8366	78	5	utilized	utilize	VERB
sc-8366	78	6	5	5	NUM
sc-8366	78	7	g	g	NOUN
sc-8366	78	8	technology	technology	NOUN
sc-8366	78	9	integrated	integrate	VERB
sc-8366	78	10	with	with	ADP
sc-8366	78	11	edge	edge	NOUN
sc-8366	78	12	computing	compute	VERB
sc-8366	78	13	capabilities	capability	NOUN
sc-8366	78	14	.	.	PUNCT
sc-8366	79	1	1	1	NUM
sc-8366	79	2	i	i	PRON
sc-8366	79	3	i	i	PRON
sc-8366	79	4	totaln	totaln	VERB
sc-8366	79	5	j	j	PROPN
sc-8366	79	6	j	j	PROPN
sc-8366	79	7	b	b	PROPN
sc-8366	79	8	bλ	bλ	PROPN
sc-8366	79	9	λ	λ	X
sc-8366	79	10	=	=	SYM
sc-8366	80	1	=	=	PUNCT
sc-8366	80	2	⋅	⋅	PROPN
sc-8366	80	3	∑	∑	SYM
sc-8366	80	4	0	0	PROPN
sc-8366	81	1	t	t	NOUN
sc-8366	81	2	t	t	PROPN
sc-8366	81	3	t	t	PROPN
sc-8366	81	4	t	t	PROPN
sc-8366	81	5	r	r	NOUN
sc-8366	81	6	rγ	rγ	NOUN
sc-8366	81	7	=	=	PUNCT
sc-8366	81	8			NOUN
sc-8366	81	9	=	=	SYM
sc-8366	81	10			ADJ
sc-8366	81	11			ADJ
sc-8366	81	12			PROPN
sc-8366	81	13	∑e	∑e	PROPN
sc-8366	81	14	100%baseline	100%baseline	NUM
sc-8366	81	15	proposed	propose	VERB
sc-8366	81	16	baseline	baseline	NOUN
sc-8366	81	17	l	l	PROPN
sc-8366	81	18	l	l	NOUN
sc-8366	82	1	i	i	NOUN
sc-8366	82	2	l	l	NOUN
sc-8366	83	1	−	−	PUNCT
sc-8366	83	2	=	=	SYM
sc-8366	83	3	×	×	PROPN
sc-8366	83	4	eai	eai	PROPN
sc-8366	83	5	endorsed	endorse	VERB
sc-8366	83	6	transactions	transaction	NOUN
sc-8366	83	7	on	on	ADP
sc-8366	83	8	smart	smart	ADJ
sc-8366	83	9	cities	city	NOUN
sc-8366	83	10	|	|	ADV
sc-8366	83	11	volume	volume	VERB
sc-8366	83	12	8	8	NUM
sc-8366	83	13	|	|	NOUN
sc-8366	83	14	issue	issue	VERB
sc-8366	83	15	1	1	NUM
sc-8366	83	16	|	|	CCONJ
sc-8366	83	17	2025	2025	NUM
sc-8366	83	18	|	|	ADV
sc-8366	83	19	milad	milad	VERB
sc-8366	83	20	rahmati	rahmati	NOUN
sc-8366	83	21	4	4	NUM
sc-8366	83	22	•	•	NOUN
sc-8366	83	23	performance	performance	NOUN
sc-8366	83	24	metrics	metric	NOUN
sc-8366	83	25	:	:	PUNCT
sc-8366	83	26	evaluated	evaluate	VERB
sc-8366	83	27	average	average	ADJ
sc-8366	83	28	latency	latency	NOUN
sc-8366	83	29	(	(	PUNCT
sc-8366	83	30	ms	ms	NOUN
sc-8366	83	31	)	)	PUNCT
sc-8366	83	32	,	,	PUNCT
sc-8366	83	33	bandwidth	bandwidth	ADJ
sc-8366	83	34	utilization	utilization	NOUN
sc-8366	83	35	(	(	PUNCT
sc-8366	83	36	%	%	NOUN
sc-8366	83	37	)	)	PUNCT
sc-8366	83	38	,	,	PUNCT
sc-8366	83	39	and	and	CCONJ
sc-8366	83	40	scalability	scalability	NOUN
sc-8366	83	41	under	under	ADP
sc-8366	83	42	increasing	increase	VERB
sc-8366	83	43	loads	load	NOUN
sc-8366	83	44	.	.	PUNCT
sc-8366	84	1	4.2	4.2	NUM
sc-8366	84	2	performance	performance	NOUN
sc-8366	84	3	metrics	metric	NOUN
sc-8366	84	4	4.2.1	4.2.1	NUM
sc-8366	84	5	latency	latency	NOUN
sc-8366	84	6	analysis	analysis	NOUN
sc-8366	84	7	the	the	DET
sc-8366	84	8	framework	framework	NOUN
sc-8366	84	9	exhibited	exhibit	VERB
sc-8366	84	10	a	a	DET
sc-8366	84	11	significant	significant	ADJ
sc-8366	84	12	reduction	reduction	NOUN
sc-8366	84	13	in	in	ADP
sc-8366	84	14	communication	communication	NOUN
sc-8366	84	15	latency	latency	NOUN
sc-8366	84	16	compared	compare	VERB
sc-8366	84	17	to	to	ADP
sc-8366	84	18	the	the	DET
sc-8366	84	19	baseline	baseline	NOUN
sc-8366	84	20	system	system	NOUN
sc-8366	84	21	:	:	PUNCT
sc-8366	84	22	•	•	ADP
sc-8366	84	23	the	the	DET
sc-8366	84	24	baseline	baseline	NOUN
sc-8366	84	25	latency	latency	NOUN
sc-8366	84	26	(	(	PUNCT
sc-8366	84	27	baselinel	baselinel	NOUN
sc-8366	84	28	)	)	PUNCT
sc-8366	84	29	averaged	average	VERB
sc-8366	84	30	20	20	NUM
sc-8366	84	31	milliseconds	millisecond	NOUN
sc-8366	84	32	across	across	ADP
sc-8366	84	33	multiple	multiple	ADJ
sc-8366	84	34	test	test	NOUN
sc-8366	84	35	scenarios	scenario	NOUN
sc-8366	84	36	.	.	PUNCT
sc-8366	85	1	•	•	NUM
sc-8366	85	2	the	the	DET
sc-8366	85	3	proposed	propose	VERB
sc-8366	85	4	system	system	NOUN
sc-8366	85	5	latency	latency	NOUN
sc-8366	85	6	(	(	PUNCT
sc-8366	85	7	proposedl	proposedl	PROPN
sc-8366	85	8	)	)	PUNCT
sc-8366	85	9	was	be	AUX
sc-8366	85	10	reduced	reduce	VERB
sc-8366	85	11	to	to	ADP
sc-8366	85	12	an	an	DET
sc-8366	85	13	average	average	NOUN
sc-8366	85	14	of	of	ADP
sc-8366	85	15	13	13	NUM
sc-8366	85	16	milliseconds	millisecond	NOUN
sc-8366	85	17	.	.	PUNCT
sc-8366	86	1	the	the	DET
sc-8366	86	2	percentage	percentage	NOUN
sc-8366	86	3	improvement	improvement	NOUN
sc-8366	86	4	in	in	ADP
sc-8366	86	5	latency	latency	NOUN
sc-8366	86	6	(	(	PUNCT
sc-8366	86	7	i	i	PROPN
sc-8366	86	8	)	)	PUNCT
sc-8366	86	9	was	be	AUX
sc-8366	86	10	calculated	calculate	VERB
sc-8366	86	11	using	use	VERB
sc-8366	86	12	the	the	DET
sc-8366	86	13	formula	formula	NOUN
sc-8366	86	14	:	:	PUNCT
sc-8366	86	15	substituting	substitute	VERB
sc-8366	86	16	the	the	DET
sc-8366	86	17	values	value	NOUN
sc-8366	86	18	:	:	PUNCT
sc-8366	86	19	this	this	DET
sc-8366	86	20	35	35	NUM
sc-8366	86	21	%	%	NOUN
sc-8366	86	22	improvement	improvement	NOUN
sc-8366	86	23	highlights	highlight	NOUN
sc-8366	86	24	the	the	DET
sc-8366	86	25	framework	framework	NOUN
sc-8366	86	26	’s	’s	PART
sc-8366	86	27	capability	capability	NOUN
sc-8366	86	28	to	to	PART
sc-8366	86	29	effectively	effectively	ADV
sc-8366	86	30	reduce	reduce	VERB
sc-8366	86	31	delays	delay	NOUN
sc-8366	86	32	in	in	ADP
sc-8366	86	33	high	high	ADJ
sc-8366	86	34	-	-	PUNCT
sc-8366	86	35	demand	demand	NOUN
sc-8366	86	36	v2x	v2x	VERB
sc-8366	86	37	environments	environment	NOUN
sc-8366	86	38	.	.	PUNCT
sc-8366	87	1	as	as	SCONJ
sc-8366	87	2	shown	show	VERB
sc-8366	87	3	in	in	ADP
sc-8366	87	4	figure	figure	NOUN
sc-8366	87	5	1	1	NUM
sc-8366	87	6	,	,	PUNCT
sc-8366	87	7	the	the	DET
sc-8366	87	8	proposed	propose	VERB
sc-8366	87	9	framework	framework	NOUN
sc-8366	87	10	achieves	achieve	VERB
sc-8366	87	11	a	a	DET
sc-8366	87	12	significant	significant	ADJ
sc-8366	87	13	reduction	reduction	NOUN
sc-8366	87	14	in	in	ADP
sc-8366	87	15	latency	latency	NOUN
sc-8366	87	16	compared	compare	VERB
sc-8366	87	17	to	to	ADP
sc-8366	87	18	the	the	DET
sc-8366	87	19	baseline	baseline	NOUN
sc-8366	87	20	system	system	NOUN
sc-8366	87	21	,	,	PUNCT
sc-8366	87	22	particularly	particularly	ADV
sc-8366	87	23	under	under	ADP
sc-8366	87	24	high	high	ADJ
sc-8366	87	25	network	network	NOUN
sc-8366	87	26	loads	load	NOUN
sc-8366	87	27	.	.	PUNCT
sc-8366	88	1	4.2.2	4.2.2	NUM
sc-8366	88	2	resource	resource	NOUN
sc-8366	88	3	utilization	utilization	NOUN
sc-8366	88	4	efficiency	efficiency	NOUN
sc-8366	88	5	the	the	DET
sc-8366	88	6	framework	framework	NOUN
sc-8366	88	7	dynamically	dynamically	ADV
sc-8366	88	8	allocated	allocate	VERB
sc-8366	88	9	bandwidth	bandwidth	NOUN
sc-8366	88	10	based	base	VERB
sc-8366	88	11	on	on	ADP
sc-8366	88	12	real	real	ADJ
sc-8366	88	13	-	-	PUNCT
sc-8366	88	14	time	time	NOUN
sc-8366	88	15	demand	demand	NOUN
sc-8366	88	16	,	,	PUNCT
sc-8366	88	17	ensuring	ensure	VERB
sc-8366	88	18	optimal	optimal	ADJ
sc-8366	88	19	usage	usage	NOUN
sc-8366	88	20	.	.	PUNCT
sc-8366	89	1	the	the	DET
sc-8366	89	2	formula	formula	NOUN
sc-8366	89	3	used	use	VERB
sc-8366	89	4	for	for	ADP
sc-8366	89	5	resource	resource	NOUN
sc-8366	89	6	allocation	allocation	NOUN
sc-8366	89	7	was	be	AUX
sc-8366	89	8	:	:	PUNCT
sc-8366	89	9	where	where	SCONJ
sc-8366	89	10	iλ	iλ	NOUN
sc-8366	89	11	is	be	AUX
sc-8366	89	12	the	the	DET
sc-8366	89	13	demand	demand	NOUN
sc-8366	89	14	for	for	ADP
sc-8366	89	15	node	node	NOUN
sc-8366	89	16	i	i	PRON
sc-8366	89	17	,	,	PUNCT
sc-8366	89	18	and	and	CCONJ
sc-8366	89	19	totalb	totalb	NOUN
sc-8366	89	20	represents	represent	VERB
sc-8366	89	21	the	the	DET
sc-8366	89	22	total	total	ADJ
sc-8366	89	23	available	available	ADJ
sc-8366	89	24	bandwidth	bandwidth	NOUN
sc-8366	89	25	.	.	PUNCT
sc-8366	90	1	the	the	DET
sc-8366	90	2	simulation	simulation	NOUN
sc-8366	90	3	demonstrated	demonstrate	VERB
sc-8366	90	4	that	that	SCONJ
sc-8366	90	5	this	this	DET
sc-8366	90	6	approach	approach	NOUN
sc-8366	90	7	led	lead	VERB
sc-8366	90	8	to	to	ADP
sc-8366	90	9	approximately	approximately	ADV
sc-8366	90	10	25	25	NUM
sc-8366	90	11	%	%	NOUN
sc-8366	90	12	greater	great	ADJ
sc-8366	90	13	efficiency	efficiency	NOUN
sc-8366	90	14	in	in	ADP
sc-8366	90	15	bandwidth	bandwidth	ADJ
sc-8366	90	16	usage	usage	NOUN
sc-8366	90	17	compared	compare	VERB
sc-8366	90	18	to	to	ADP
sc-8366	90	19	static	static	ADJ
sc-8366	90	20	allocation	allocation	NOUN
sc-8366	90	21	methods	method	NOUN
sc-8366	90	22	.	.	PUNCT
sc-8366	91	1	this	this	DET
sc-8366	91	2	improvement	improvement	NOUN
sc-8366	91	3	is	be	AUX
sc-8366	91	4	critical	critical	ADJ
sc-8366	91	5	for	for	ADP
sc-8366	91	6	sustaining	sustain	VERB
sc-8366	91	7	high	high	ADJ
sc-8366	91	8	performance	performance	NOUN
sc-8366	91	9	in	in	ADP
sc-8366	91	10	dense	dense	ADJ
sc-8366	91	11	urban	urban	ADJ
sc-8366	91	12	traffic	traffic	NOUN
sc-8366	91	13	conditions	condition	NOUN
sc-8366	91	14	.	.	PUNCT
sc-8366	92	1	figure	figure	NOUN
sc-8366	92	2	2	2	NUM
sc-8366	92	3	illustrates	illustrate	VERB
sc-8366	92	4	the	the	DET
sc-8366	92	5	significant	significant	ADJ
sc-8366	92	6	improvement	improvement	NOUN
sc-8366	92	7	in	in	ADP
sc-8366	92	8	bandwidth	bandwidth	ADJ
sc-8366	92	9	utilization	utilization	NOUN
sc-8366	92	10	achieved	achieve	VERB
sc-8366	92	11	by	by	ADP
sc-8366	92	12	the	the	DET
sc-8366	92	13	proposed	propose	VERB
sc-8366	92	14	framework	framework	NOUN
sc-8366	92	15	,	,	PUNCT
sc-8366	92	16	ensuring	ensure	VERB
sc-8366	92	17	optimal	optimal	ADJ
sc-8366	92	18	resource	resource	NOUN
sc-8366	92	19	distribution	distribution	NOUN
sc-8366	92	20	even	even	ADV
sc-8366	92	21	under	under	ADP
sc-8366	92	22	heavy	heavy	ADJ
sc-8366	92	23	traffic	traffic	NOUN
sc-8366	92	24	.	.	PUNCT
sc-8366	93	1	4.2.3	4.2.3	NUM
sc-8366	93	2	scalability	scalability	NOUN
sc-8366	93	3	the	the	DET
sc-8366	93	4	framework	framework	NOUN
sc-8366	93	5	was	be	AUX
sc-8366	93	6	subjected	subject	VERB
sc-8366	93	7	to	to	ADP
sc-8366	93	8	tests	test	NOUN
sc-8366	93	9	involving	involve	VERB
sc-8366	93	10	an	an	DET
sc-8366	93	11	increasing	increase	VERB
sc-8366	93	12	number	number	NOUN
sc-8366	93	13	of	of	ADP
sc-8366	93	14	connected	connected	ADJ
sc-8366	93	15	vehicles	vehicle	NOUN
sc-8366	93	16	,	,	PUNCT
sc-8366	93	17	ranging	range	VERB
sc-8366	93	18	from	from	ADP
sc-8366	93	19	500	500	NUM
sc-8366	93	20	to	to	PART
sc-8366	93	21	1,000	1,000	NUM
sc-8366	93	22	devices	device	NOUN
sc-8366	93	23	.	.	PUNCT
sc-8366	94	1	results	result	NOUN
sc-8366	94	2	showed	show	VERB
sc-8366	94	3	that	that	SCONJ
sc-8366	94	4	the	the	DET
sc-8366	94	5	system	system	NOUN
sc-8366	94	6	maintained	maintain	VERB
sc-8366	94	7	consistent	consistent	ADJ
sc-8366	94	8	latency	latency	NOUN
sc-8366	94	9	and	and	CCONJ
sc-8366	94	10	resource	resource	NOUN
sc-8366	94	11	efficiency	efficiency	NOUN
sc-8366	94	12	across	across	ADP
sc-8366	94	13	these	these	DET
sc-8366	94	14	varying	vary	VERB
sc-8366	94	15	loads	load	NOUN
sc-8366	94	16	.	.	PUNCT
sc-8366	95	1	even	even	ADV
sc-8366	95	2	at	at	ADP
sc-8366	95	3	the	the	DET
sc-8366	95	4	highest	high	ADJ
sc-8366	95	5	traffic	traffic	NOUN
sc-8366	95	6	densities	density	NOUN
sc-8366	95	7	,	,	PUNCT
sc-8366	95	8	performance	performance	NOUN
sc-8366	95	9	degradation	degradation	NOUN
sc-8366	95	10	was	be	AUX
sc-8366	95	11	limited	limit	VERB
sc-8366	95	12	to	to	ADP
sc-8366	95	13	less	less	ADJ
sc-8366	95	14	than	than	ADP
sc-8366	95	15	5	5	NUM
sc-8366	95	16	%	%	NOUN
sc-8366	95	17	,	,	PUNCT
sc-8366	95	18	demonstrating	demonstrate	VERB
sc-8366	95	19	the	the	DET
sc-8366	95	20	scalability	scalability	NOUN
sc-8366	95	21	and	and	CCONJ
sc-8366	95	22	robustness	robustness	NOUN
sc-8366	95	23	of	of	ADP
sc-8366	95	24	the	the	DET
sc-8366	95	25	proposed	propose	VERB
sc-8366	95	26	solution	solution	NOUN
sc-8366	95	27	.	.	PUNCT
sc-8366	96	1	the	the	DET
sc-8366	96	2	scalability	scalability	NOUN
sc-8366	96	3	of	of	ADP
sc-8366	96	4	the	the	DET
sc-8366	96	5	proposed	propose	VERB
sc-8366	96	6	framework	framework	NOUN
sc-8366	96	7	is	be	AUX
sc-8366	96	8	evident	evident	ADJ
sc-8366	96	9	in	in	ADP
sc-8366	96	10	figure	figure	NOUN
sc-8366	96	11	3	3	NUM
sc-8366	96	12	,	,	PUNCT
sc-8366	96	13	where	where	SCONJ
sc-8366	96	14	it	it	PRON
sc-8366	96	15	maintains	maintain	VERB
sc-8366	96	16	stable	stable	ADJ
sc-8366	96	17	performance	performance	NOUN
sc-8366	96	18	as	as	ADP
sc-8366	96	19	the	the	DET
sc-8366	96	20	number	number	NOUN
sc-8366	96	21	of	of	ADP
sc-8366	96	22	connected	connected	ADJ
sc-8366	96	23	devices	device	NOUN
sc-8366	96	24	increases	increase	NOUN
sc-8366	96	25	.	.	PUNCT
sc-8366	97	1	figure	figure	NOUN
sc-8366	97	2	1	1	NUM
sc-8366	97	3	.	.	PUNCT
sc-8366	98	1	latency	latency	NOUN
sc-8366	98	2	comparison	comparison	NOUN
sc-8366	98	3	between	between	ADP
sc-8366	98	4	the	the	DET
sc-8366	98	5	baseline	baseline	NOUN
sc-8366	98	6	system	system	NOUN
sc-8366	98	7	and	and	CCONJ
sc-8366	98	8	the	the	DET
sc-8366	98	9	proposed	propose	VERB
sc-8366	98	10	framework	framework	NOUN
sc-8366	98	11	across	across	ADP
sc-8366	98	12	various	various	ADJ
sc-8366	98	13	network	network	NOUN
sc-8366	98	14	loads	load	NOUN
sc-8366	98	15	.	.	PUNCT
sc-8366	99	1	figure	figure	NOUN
sc-8366	99	2	2	2	NUM
sc-8366	99	3	.	.	PUNCT
sc-8366	99	4	bandwidth	bandwidth	ADJ
sc-8366	99	5	utilization	utilization	NOUN
sc-8366	99	6	efficiency	efficiency	NOUN
sc-8366	99	7	comparison	comparison	NOUN
sc-8366	99	8	between	between	ADP
sc-8366	99	9	the	the	DET
sc-8366	99	10	baseline	baseline	NOUN
sc-8366	99	11	system	system	NOUN
sc-8366	99	12	and	and	CCONJ
sc-8366	99	13	the	the	DET
sc-8366	99	14	proposed	propose	VERB
sc-8366	99	15	framework	framework	NOUN
sc-8366	99	16	.	.	PUNCT
sc-8366	100	1	100%baseline	100%baseline	NUM
sc-8366	100	2	proposed	propose	VERB
sc-8366	100	3	baseline	baseline	PROPN
sc-8366	100	4	l	l	PROPN
sc-8366	100	5	l	l	NOUN
sc-8366	101	1	i	i	NOUN
sc-8366	101	2	l	l	NOUN
sc-8366	102	1	−	−	PUNCT
sc-8366	102	2	=	=	SYM
sc-8366	102	3	×	×	NOUN
sc-8366	102	4	%	%	NOUN
sc-8366	102	5	2	2	NUM
sc-8366	102	6	%	%	NOUN
sc-8366	102	7	0	0	NUM
sc-8366	102	8	20	20	NUM
sc-8366	102	9	13	13	NUM
sc-8366	102	10	100	100	NUM
sc-8366	102	11	35i	35i	NOUN
sc-8366	102	12	−	−	NOUN
sc-8366	103	1	=	=	SYM
sc-8366	103	2	×	×	NOUN
sc-8366	103	3	=	=	SYM
sc-8366	103	4	1	1	NUM
sc-8366	104	1	i	i	PRON
sc-8366	104	2	i	i	PRON
sc-8366	104	3	totaln	totaln	VERB
sc-8366	104	4	j	j	PROPN
sc-8366	104	5	j	j	PROPN
sc-8366	104	6	b	b	PROPN
sc-8366	104	7	bλ	bλ	PROPN
sc-8366	104	8	λ	λ	X
sc-8366	104	9	=	=	SYM
sc-8366	104	10	=	=	SYM
sc-8366	104	11	⋅	⋅	PROPN
sc-8366	104	12	∑	∑	PUNCT
sc-8366	104	13	eai	eai	PROPN
sc-8366	104	14	endorsed	endorse	VERB
sc-8366	104	15	transactions	transaction	NOUN
sc-8366	104	16	on	on	ADP
sc-8366	104	17	smart	smart	ADJ
sc-8366	104	18	cities	city	NOUN
sc-8366	104	19	|	|	ADV
sc-8366	104	20	volume	volume	VERB
sc-8366	104	21	8	8	NUM
sc-8366	104	22	|	|	NOUN
sc-8366	104	23	issue	issue	VERB
sc-8366	104	24	1	1	NUM
sc-8366	104	25	|	|	CCONJ
sc-8366	104	26	2025	2025	NUM
sc-8366	105	1	|	|	ADV
sc-8366	105	2	ultra	ultra	ADJ
sc-8366	105	3	-	-	ADJ
sc-8366	105	4	low	low	ADJ
sc-8366	105	5	latency	latency	NOUN
sc-8366	105	6	v2x	v2x	NOUN
sc-8366	105	7	systems	system	NOUN
sc-8366	105	8	with	with	ADP
sc-8366	105	9	ai	ai	ADJ
sc-8366	105	10	-	-	PUNCT
sc-8366	105	11	driven	drive	VERB
sc-8366	105	12	resource	resource	NOUN
sc-8366	105	13	optimization	optimization	NOUN
sc-8366	105	14	5	5	NUM
sc-8366	105	15	figure	figure	NOUN
sc-8366	105	16	3	3	NUM
sc-8366	105	17	.	.	PUNCT
sc-8366	105	18	performance	performance	NOUN
sc-8366	105	19	scalability	scalability	NOUN
sc-8366	105	20	of	of	ADP
sc-8366	105	21	the	the	DET
sc-8366	105	22	proposed	propose	VERB
sc-8366	105	23	framework	framework	NOUN
sc-8366	105	24	under	under	ADP
sc-8366	105	25	increasing	increase	VERB
sc-8366	105	26	vehicular	vehicular	ADJ
sc-8366	105	27	density	density	NOUN
sc-8366	105	28	.	.	PUNCT
sc-8366	106	1	4.3	4.3	NUM
sc-8366	106	2	comparative	comparative	ADJ
sc-8366	106	3	performance	performance	NOUN
sc-8366	106	4	a	a	DET
sc-8366	106	5	comparative	comparative	ADJ
sc-8366	106	6	analysis	analysis	NOUN
sc-8366	106	7	was	be	AUX
sc-8366	106	8	conducted	conduct	VERB
sc-8366	106	9	to	to	PART
sc-8366	106	10	evaluate	evaluate	VERB
sc-8366	106	11	the	the	DET
sc-8366	106	12	proposed	propose	VERB
sc-8366	106	13	framework	framework	NOUN
sc-8366	106	14	against	against	ADP
sc-8366	106	15	conventional	conventional	ADJ
sc-8366	106	16	systems	system	NOUN
sc-8366	106	17	.	.	PUNCT
sc-8366	107	1	table	table	NOUN
sc-8366	107	2	1	1	NUM
sc-8366	107	3	summarizes	summarize	NOUN
sc-8366	107	4	the	the	DET
sc-8366	107	5	results	result	NOUN
sc-8366	107	6	across	across	ADP
sc-8366	107	7	key	key	ADJ
sc-8366	107	8	metrics	metric	NOUN
sc-8366	107	9	.	.	PUNCT
sc-8366	108	1	table	table	NOUN
sc-8366	108	2	1	1	NUM
sc-8366	108	3	.	.	PUNCT
sc-8366	109	1	results	result	NOUN
sc-8366	109	2	summary	summary	VERB
sc-8366	109	3	metric	metric	ADJ
sc-8366	109	4	baseline	baseline	NOUN
sc-8366	109	5	system	system	NOUN
sc-8366	109	6	proposed	propose	VERB
sc-8366	109	7	framewor	framewor	PROPN
sc-8366	109	8	k	k	PROPN
sc-8366	109	9	improvemen	improvemen	PROPN
sc-8366	109	10	t	t	PROPN
sc-8366	109	11	(	(	PUNCT
sc-8366	109	12	%	%	INTJ
sc-8366	109	13	)	)	PUNCT
sc-8366	109	14	latency	latency	NOUN
sc-8366	109	15	(	(	PUNCT
sc-8366	109	16	ms	ms	PROPN
sc-8366	109	17	)	)	PUNCT
sc-8366	109	18	20	20	NUM
sc-8366	109	19	13	13	NUM
sc-8366	109	20	35	35	NUM
sc-8366	109	21	bandwidt	bandwidt	ADJ
sc-8366	109	22	h	h	NOUN
sc-8366	109	23	utilization	utilization	NOUN
sc-8366	109	24	(	(	PUNCT
sc-8366	109	25	%	%	INTJ
sc-8366	109	26	)	)	PUNCT
sc-8366	109	27	70	70	NUM
sc-8366	109	28	88	88	NUM
sc-8366	109	29	25	25	NUM
sc-8366	109	30	scalability	scalability	NOUN
sc-8366	109	31	(	(	PUNCT
sc-8366	109	32	devices	device	NOUN
sc-8366	109	33	)	)	PUNCT
sc-8366	109	34	moderat	moderat	PROPN
sc-8366	109	35	e	e	PROPN
sc-8366	109	36	high	high	ADJ
sc-8366	109	37	5	5	NUM
sc-8366	109	38	.	.	PUNCT
sc-8366	110	1	discussion	discussion	NOUN
sc-8366	110	2	the	the	DET
sc-8366	110	3	results	result	NOUN
sc-8366	110	4	from	from	ADP
sc-8366	110	5	the	the	DET
sc-8366	110	6	simulation	simulation	NOUN
sc-8366	110	7	demonstrate	demonstrate	VERB
sc-8366	110	8	the	the	DET
sc-8366	110	9	significant	significant	ADJ
sc-8366	110	10	advantages	advantage	NOUN
sc-8366	110	11	of	of	ADP
sc-8366	110	12	the	the	DET
sc-8366	110	13	proposed	propose	VERB
sc-8366	110	14	ai	ai	NOUN
sc-8366	110	15	-	-	PUNCT
sc-8366	110	16	driven	drive	VERB
sc-8366	110	17	framework	framework	NOUN
sc-8366	110	18	for	for	ADP
sc-8366	110	19	v2x	v2x	VERB
sc-8366	110	20	communication	communication	NOUN
sc-8366	110	21	,	,	PUNCT
sc-8366	110	22	particularly	particularly	ADV
sc-8366	110	23	in	in	ADP
sc-8366	110	24	achieving	achieve	VERB
sc-8366	110	25	ultra	ultra	ADJ
sc-8366	110	26	-	-	ADJ
sc-8366	110	27	low	low	ADJ
sc-8366	110	28	latency	latency	NOUN
sc-8366	110	29	,	,	PUNCT
sc-8366	110	30	efficient	efficient	ADJ
sc-8366	110	31	resource	resource	NOUN
sc-8366	110	32	utilization	utilization	NOUN
sc-8366	110	33	,	,	PUNCT
sc-8366	110	34	and	and	CCONJ
sc-8366	110	35	scalability	scalability	NOUN
sc-8366	110	36	.	.	PUNCT
sc-8366	111	1	this	this	DET
sc-8366	111	2	section	section	NOUN
sc-8366	111	3	delves	delve	VERB
sc-8366	111	4	into	into	ADP
sc-8366	111	5	the	the	DET
sc-8366	111	6	implications	implication	NOUN
sc-8366	111	7	of	of	ADP
sc-8366	111	8	these	these	DET
sc-8366	111	9	findings	finding	NOUN
sc-8366	111	10	,	,	PUNCT
sc-8366	111	11	compares	compare	VERB
sc-8366	111	12	them	they	PRON
sc-8366	111	13	with	with	ADP
sc-8366	111	14	existing	exist	VERB
sc-8366	111	15	approaches	approach	NOUN
sc-8366	111	16	,	,	PUNCT
sc-8366	111	17	and	and	CCONJ
sc-8366	111	18	explores	explore	VERB
sc-8366	111	19	their	their	PRON
sc-8366	111	20	broader	broad	ADJ
sc-8366	111	21	relevance	relevance	NOUN
sc-8366	111	22	to	to	ADP
sc-8366	111	23	smart	smart	ADJ
sc-8366	111	24	city	city	NOUN
sc-8366	111	25	applications	application	NOUN
sc-8366	111	26	.	.	PUNCT
sc-8366	112	1	5.1	5.1	NUM
sc-8366	112	2	latency	latency	NOUN
sc-8366	112	3	reduction	reduction	NOUN
sc-8366	112	4	the	the	DET
sc-8366	112	5	reduction	reduction	NOUN
sc-8366	112	6	in	in	ADP
sc-8366	112	7	latency	latency	NOUN
sc-8366	112	8	achieved	achieve	VERB
sc-8366	112	9	by	by	ADP
sc-8366	112	10	the	the	DET
sc-8366	112	11	framework	framework	NOUN
sc-8366	112	12	highlights	highlight	VERB
sc-8366	112	13	its	its	PRON
sc-8366	112	14	potential	potential	NOUN
sc-8366	112	15	for	for	ADP
sc-8366	112	16	real	real	ADJ
sc-8366	112	17	-	-	PUNCT
sc-8366	112	18	time	time	NOUN
sc-8366	112	19	v2x	v2x	NOUN
sc-8366	112	20	applications	application	NOUN
sc-8366	112	21	,	,	PUNCT
sc-8366	112	22	such	such	ADJ
sc-8366	112	23	as	as	ADP
sc-8366	112	24	collision	collision	NOUN
sc-8366	112	25	avoidance	avoidance	NOUN
sc-8366	112	26	and	and	CCONJ
sc-8366	112	27	emergency	emergency	NOUN
sc-8366	112	28	braking	braking	NOUN
sc-8366	112	29	.	.	PUNCT
sc-8366	113	1	by	by	ADP
sc-8366	113	2	combining	combine	VERB
sc-8366	113	3	edge	edge	NOUN
sc-8366	113	4	computing	computing	NOUN
sc-8366	113	5	with	with	ADP
sc-8366	113	6	reinforcement	reinforcement	NOUN
sc-8366	113	7	learning	learning	NOUN
sc-8366	113	8	,	,	PUNCT
sc-8366	113	9	the	the	DET
sc-8366	113	10	system	system	NOUN
sc-8366	113	11	dynamically	dynamically	ADV
sc-8366	113	12	adapts	adapt	VERB
sc-8366	113	13	to	to	ADP
sc-8366	113	14	network	network	NOUN
sc-8366	113	15	demands	demand	NOUN
sc-8366	113	16	,	,	PUNCT
sc-8366	113	17	ensuring	ensure	VERB
sc-8366	113	18	consistent	consistent	ADJ
sc-8366	113	19	performance	performance	NOUN
sc-8366	113	20	even	even	ADV
sc-8366	113	21	under	under	ADP
sc-8366	113	22	high	high	ADJ
sc-8366	113	23	vehicular	vehicular	ADJ
sc-8366	113	24	density	density	NOUN
sc-8366	113	25	.	.	PUNCT
sc-8366	114	1	compared	compare	VERB
sc-8366	114	2	to	to	ADP
sc-8366	114	3	traditional	traditional	ADJ
sc-8366	114	4	systems	system	NOUN
sc-8366	114	5	that	that	PRON
sc-8366	114	6	rely	rely	VERB
sc-8366	114	7	on	on	ADP
sc-8366	114	8	static	static	ADJ
sc-8366	114	9	configurations	configuration	NOUN
sc-8366	114	10	,	,	PUNCT
sc-8366	114	11	the	the	DET
sc-8366	114	12	proposed	propose	VERB
sc-8366	114	13	approach	approach	NOUN
sc-8366	114	14	demonstrates	demonstrate	VERB
sc-8366	114	15	a	a	DET
sc-8366	114	16	35	35	NUM
sc-8366	114	17	%	%	NOUN
sc-8366	114	18	improvement	improvement	NOUN
sc-8366	114	19	in	in	ADP
sc-8366	114	20	latency	latency	NOUN
sc-8366	114	21	,	,	PUNCT
sc-8366	114	22	as	as	SCONJ
sc-8366	114	23	shown	show	VERB
sc-8366	114	24	in	in	ADP
sc-8366	114	25	figure	figure	NOUN
sc-8366	114	26	1	1	NUM
sc-8366	114	27	.	.	PUNCT
sc-8366	115	1	this	this	PRON
sc-8366	115	2	underscores	underscore	VERB
sc-8366	115	3	the	the	DET
sc-8366	115	4	critical	critical	ADJ
sc-8366	115	5	role	role	NOUN
sc-8366	115	6	of	of	ADP
sc-8366	115	7	real	real	ADJ
sc-8366	115	8	-	-	PUNCT
sc-8366	115	9	time	time	NOUN
sc-8366	115	10	analytics	analytic	NOUN
sc-8366	115	11	in	in	ADP
sc-8366	115	12	meeting	meet	VERB
sc-8366	115	13	the	the	DET
sc-8366	115	14	stringent	stringent	ADJ
sc-8366	115	15	requirements	requirement	NOUN
sc-8366	115	16	of	of	ADP
sc-8366	115	17	autonomous	autonomous	ADJ
sc-8366	115	18	vehicle	vehicle	NOUN
sc-8366	115	19	networks	network	NOUN
sc-8366	115	20	.	.	PUNCT
sc-8366	116	1	5.2	5.2	NUM
sc-8366	116	2	efficient	efficient	ADJ
sc-8366	116	3	resource	resource	NOUN
sc-8366	116	4	allocation	allocation	NOUN
sc-8366	116	5	the	the	DET
sc-8366	116	6	dynamic	dynamic	ADJ
sc-8366	116	7	bandwidth	bandwidth	NOUN
sc-8366	116	8	allocation	allocation	NOUN
sc-8366	116	9	strategy	strategy	NOUN
sc-8366	116	10	employed	employ	VERB
sc-8366	116	11	by	by	ADP
sc-8366	116	12	the	the	DET
sc-8366	116	13	framework	framework	NOUN
sc-8366	116	14	ensures	ensure	VERB
sc-8366	116	15	optimal	optimal	ADJ
sc-8366	116	16	resource	resource	NOUN
sc-8366	116	17	distribution	distribution	NOUN
sc-8366	116	18	across	across	ADP
sc-8366	116	19	connected	connected	ADJ
sc-8366	116	20	devices	device	NOUN
sc-8366	116	21	.	.	PUNCT
sc-8366	117	1	unlike	unlike	ADP
sc-8366	117	2	static	static	ADJ
sc-8366	117	3	allocation	allocation	NOUN
sc-8366	117	4	methods	method	NOUN
sc-8366	117	5	that	that	PRON
sc-8366	117	6	often	often	ADV
sc-8366	117	7	result	result	VERB
sc-8366	117	8	in	in	ADP
sc-8366	117	9	resource	resource	NOUN
sc-8366	117	10	underutilization	underutilization	NOUN
sc-8366	117	11	or	or	CCONJ
sc-8366	117	12	congestion	congestion	NOUN
sc-8366	117	13	,	,	PUNCT
sc-8366	117	14	the	the	DET
sc-8366	117	15	ai	ai	NOUN
sc-8366	117	16	-	-	PUNCT
sc-8366	117	17	driven	drive	VERB
sc-8366	117	18	approach	approach	NOUN
sc-8366	117	19	anticipates	anticipate	VERB
sc-8366	117	20	network	network	NOUN
sc-8366	117	21	demands	demand	NOUN
sc-8366	117	22	using	use	VERB
sc-8366	117	23	predictive	predictive	ADJ
sc-8366	117	24	analytics	analytic	NOUN
sc-8366	117	25	.	.	PUNCT
sc-8366	118	1	the	the	DET
sc-8366	118	2	observed	observed	ADJ
sc-8366	118	3	25	25	NUM
sc-8366	118	4	%	%	NOUN
sc-8366	118	5	improvement	improvement	NOUN
sc-8366	118	6	in	in	ADP
sc-8366	118	7	bandwidth	bandwidth	ADJ
sc-8366	118	8	utilization	utilization	NOUN
sc-8366	118	9	(	(	PUNCT
sc-8366	118	10	figure	figure	NOUN
sc-8366	118	11	2	2	NUM
sc-8366	118	12	)	)	PUNCT
sc-8366	118	13	reinforces	reinforce	VERB
sc-8366	118	14	the	the	DET
sc-8366	118	15	importance	importance	NOUN
sc-8366	118	16	of	of	ADP
sc-8366	118	17	adaptive	adaptive	ADJ
sc-8366	118	18	systems	system	NOUN
sc-8366	118	19	in	in	ADP
sc-8366	118	20	managing	manage	VERB
sc-8366	118	21	network	network	NOUN
sc-8366	118	22	resources	resource	NOUN
sc-8366	118	23	effectively	effectively	ADV
sc-8366	118	24	,	,	PUNCT
sc-8366	118	25	particularly	particularly	ADV
sc-8366	118	26	in	in	ADP
sc-8366	118	27	urban	urban	ADJ
sc-8366	118	28	environments	environment	NOUN
sc-8366	118	29	with	with	ADP
sc-8366	118	30	fluctuating	fluctuate	VERB
sc-8366	118	31	traffic	traffic	NOUN
sc-8366	118	32	patterns	pattern	NOUN
sc-8366	118	33	.	.	PUNCT
sc-8366	119	1	5.3	5.3	NUM
sc-8366	119	2	scalability	scalability	NOUN
sc-8366	119	3	and	and	CCONJ
sc-8366	119	4	robustness	robustness	VERB
sc-8366	119	5	the	the	DET
sc-8366	119	6	scalability	scalability	NOUN
sc-8366	119	7	of	of	ADP
sc-8366	119	8	the	the	DET
sc-8366	119	9	proposed	propose	VERB
sc-8366	119	10	framework	framework	NOUN
sc-8366	119	11	,	,	PUNCT
sc-8366	119	12	evident	evident	ADJ
sc-8366	119	13	in	in	ADP
sc-8366	119	14	figure	figure	NOUN
sc-8366	119	15	3	3	NUM
sc-8366	119	16	,	,	PUNCT
sc-8366	119	17	demonstrates	demonstrate	VERB
sc-8366	119	18	its	its	PRON
sc-8366	119	19	robustness	robustness	NOUN
sc-8366	119	20	in	in	ADP
sc-8366	119	21	handling	handle	VERB
sc-8366	119	22	largescale	largescale	NOUN
sc-8366	119	23	deployments	deployment	NOUN
sc-8366	119	24	.	.	PUNCT
sc-8366	120	1	even	even	ADV
sc-8366	120	2	as	as	SCONJ
sc-8366	120	3	the	the	DET
sc-8366	120	4	number	number	NOUN
sc-8366	120	5	of	of	ADP
sc-8366	120	6	connected	connected	ADJ
sc-8366	120	7	vehicles	vehicle	NOUN
sc-8366	120	8	increased	increase	VERB
sc-8366	120	9	to	to	ADP
sc-8366	120	10	1,000	1,000	NUM
sc-8366	120	11	,	,	PUNCT
sc-8366	120	12	the	the	DET
sc-8366	120	13	system	system	NOUN
sc-8366	120	14	maintained	maintain	VERB
sc-8366	120	15	consistent	consistent	ADJ
sc-8366	120	16	latency	latency	NOUN
sc-8366	120	17	and	and	CCONJ
sc-8366	120	18	resource	resource	NOUN
sc-8366	120	19	efficiency	efficiency	NOUN
sc-8366	120	20	,	,	PUNCT
sc-8366	120	21	with	with	ADP
sc-8366	120	22	minimal	minimal	ADJ
sc-8366	120	23	performance	performance	NOUN
sc-8366	120	24	degradation	degradation	NOUN
sc-8366	120	25	(	(	PUNCT
sc-8366	120	26	less	less	ADJ
sc-8366	120	27	than	than	ADP
sc-8366	120	28	5	5	NUM
sc-8366	120	29	%	%	NOUN
sc-8366	120	30	)	)	PUNCT
sc-8366	120	31	.	.	PUNCT
sc-8366	121	1	this	this	PRON
sc-8366	121	2	positions	position	VERB
sc-8366	121	3	the	the	DET
sc-8366	121	4	framework	framework	NOUN
sc-8366	121	5	as	as	ADP
sc-8366	121	6	a	a	DET
sc-8366	121	7	viable	viable	ADJ
sc-8366	121	8	solution	solution	NOUN
sc-8366	121	9	for	for	ADP
sc-8366	121	10	future	future	ADJ
sc-8366	121	11	smart	smart	ADJ
sc-8366	121	12	city	city	NOUN
sc-8366	121	13	deployments	deployment	NOUN
sc-8366	121	14	,	,	PUNCT
sc-8366	121	15	where	where	SCONJ
sc-8366	121	16	the	the	DET
sc-8366	121	17	density	density	NOUN
sc-8366	121	18	of	of	ADP
sc-8366	121	19	connected	connected	ADJ
sc-8366	121	20	devices	device	NOUN
sc-8366	121	21	is	be	AUX
sc-8366	121	22	expected	expect	VERB
sc-8366	121	23	to	to	PART
sc-8366	121	24	grow	grow	VERB
sc-8366	121	25	exponentially	exponentially	ADV
sc-8366	121	26	.	.	PUNCT
sc-8366	122	1	5.4	5.4	NUM
sc-8366	122	2	comparison	comparison	NOUN
sc-8366	122	3	with	with	ADP
sc-8366	122	4	existing	exist	VERB
sc-8366	122	5	models	model	NOUN
sc-8366	122	6	when	when	SCONJ
sc-8366	122	7	compared	compare	VERB
sc-8366	122	8	to	to	ADP
sc-8366	122	9	state	state	NOUN
sc-8366	122	10	-	-	PUNCT
sc-8366	122	11	of	of	ADP
sc-8366	122	12	-	-	PUNCT
sc-8366	122	13	the	the	DET
sc-8366	122	14	-	-	PUNCT
sc-8366	122	15	art	art	NOUN
sc-8366	122	16	systems	system	NOUN
sc-8366	122	17	,	,	PUNCT
sc-8366	122	18	the	the	DET
sc-8366	122	19	proposed	propose	VERB
sc-8366	122	20	framework	framework	NOUN
sc-8366	122	21	offers	offer	VERB
sc-8366	122	22	several	several	ADJ
sc-8366	122	23	advantages	advantage	NOUN
sc-8366	122	24	:	:	PUNCT
sc-8366	122	25	•	•	NUM
sc-8366	122	26	dynamic	dynamic	ADJ
sc-8366	122	27	adaptability	adaptability	NOUN
sc-8366	122	28	:	:	PUNCT
sc-8366	122	29	unlike	unlike	ADP
sc-8366	122	30	static	static	ADJ
sc-8366	122	31	models	model	NOUN
sc-8366	122	32	,	,	PUNCT
sc-8366	122	33	it	it	PRON
sc-8366	122	34	adapts	adapt	VERB
sc-8366	122	35	to	to	ADP
sc-8366	122	36	real	real	ADJ
sc-8366	122	37	-	-	PUNCT
sc-8366	122	38	time	time	NOUN
sc-8366	122	39	conditions	condition	NOUN
sc-8366	122	40	,	,	PUNCT
sc-8366	122	41	ensuring	ensure	VERB
sc-8366	122	42	consistent	consistent	ADJ
sc-8366	122	43	performance	performance	NOUN
sc-8366	122	44	.	.	PUNCT
sc-8366	123	1	•	•	NUM
sc-8366	123	2	edge	edge	NOUN
sc-8366	123	3	computing	computing	NOUN
sc-8366	123	4	integration	integration	NOUN
sc-8366	123	5	:	:	PUNCT
sc-8366	123	6	localized	localized	ADJ
sc-8366	123	7	data	data	NOUN
sc-8366	123	8	processing	processing	NOUN
sc-8366	123	9	minimizes	minimize	VERB
sc-8366	123	10	reliance	reliance	NOUN
sc-8366	123	11	on	on	ADP
sc-8366	123	12	centralized	centralized	ADJ
sc-8366	123	13	cloud	cloud	NOUN
sc-8366	123	14	systems	system	NOUN
sc-8366	123	15	,	,	PUNCT
sc-8366	123	16	reducing	reduce	VERB
sc-8366	123	17	latency	latency	NOUN
sc-8366	123	18	.	.	PUNCT
sc-8366	124	1	•	•	NUM
sc-8366	124	2	ai	ai	NOUN
sc-8366	124	3	-	-	PUNCT
sc-8366	124	4	driven	drive	VERB
sc-8366	124	5	optimization	optimization	NOUN
sc-8366	124	6	:	:	PUNCT
sc-8366	124	7	reinforcement	reinforcement	NOUN
sc-8366	124	8	learning	learning	NOUN
sc-8366	124	9	enables	enable	VERB
sc-8366	124	10	proactive	proactive	ADJ
sc-8366	124	11	resource	resource	NOUN
sc-8366	124	12	management	management	NOUN
sc-8366	124	13	,	,	PUNCT
sc-8366	124	14	a	a	DET
sc-8366	124	15	feature	feature	NOUN
sc-8366	124	16	absent	absent	ADJ
sc-8366	124	17	in	in	ADP
sc-8366	124	18	many	many	ADJ
sc-8366	124	19	existing	exist	VERB
sc-8366	124	20	systems	system	NOUN
sc-8366	124	21	.	.	PUNCT
sc-8366	125	1	these	these	DET
sc-8366	125	2	distinctions	distinction	NOUN
sc-8366	125	3	make	make	VERB
sc-8366	125	4	the	the	DET
sc-8366	125	5	proposed	propose	VERB
sc-8366	125	6	approach	approach	NOUN
sc-8366	125	7	a	a	DET
sc-8366	125	8	comprehensive	comprehensive	ADJ
sc-8366	125	9	solution	solution	NOUN
sc-8366	125	10	to	to	ADP
sc-8366	125	11	the	the	DET
sc-8366	125	12	challenges	challenge	NOUN
sc-8366	125	13	of	of	ADP
sc-8366	125	14	modern	modern	ADJ
sc-8366	125	15	v2x	v2x	NOUN
sc-8366	125	16	communication	communication	NOUN
sc-8366	125	17	systems	system	NOUN
sc-8366	125	18	.	.	PUNCT
sc-8366	126	1	eai	eai	PROPN
sc-8366	126	2	endorsed	endorse	VERB
sc-8366	126	3	transactions	transaction	NOUN
sc-8366	126	4	on	on	ADP
sc-8366	126	5	smart	smart	ADJ
sc-8366	126	6	cities	city	NOUN
sc-8366	126	7	|	|	ADV
sc-8366	126	8	volume	volume	VERB
sc-8366	126	9	8	8	NUM
sc-8366	126	10	|	|	NOUN
sc-8366	126	11	issue	issue	VERB
sc-8366	126	12	1	1	NUM
sc-8366	127	1	|	|	CCONJ
sc-8366	127	2	2025	2025	NUM
sc-8366	127	3	|	|	ADV
sc-8366	127	4	milad	milad	NOUN
sc-8366	127	5	rahmati	rahmati	NOUN
sc-8366	127	6	6	6	NUM
sc-8366	127	7	5.5	5.5	NUM
sc-8366	127	8	broader	broad	ADJ
sc-8366	127	9	implications	implication	NOUN
sc-8366	127	10	the	the	DET
sc-8366	127	11	findings	finding	NOUN
sc-8366	127	12	of	of	ADP
sc-8366	127	13	this	this	DET
sc-8366	127	14	study	study	NOUN
sc-8366	127	15	have	have	VERB
sc-8366	127	16	far	far	ADV
sc-8366	127	17	-	-	PUNCT
sc-8366	127	18	reaching	reach	VERB
sc-8366	127	19	implications	implication	NOUN
sc-8366	127	20	for	for	ADP
sc-8366	127	21	the	the	DET
sc-8366	127	22	development	development	NOUN
sc-8366	127	23	of	of	ADP
sc-8366	127	24	smart	smart	ADJ
sc-8366	127	25	transportation	transportation	NOUN
sc-8366	127	26	systems	system	NOUN
sc-8366	127	27	:	:	PUNCT
sc-8366	127	28	1	1	X
sc-8366	127	29	.	.	PUNCT
sc-8366	127	30	enhanced	enhance	VERB
sc-8366	127	31	safety	safety	NOUN
sc-8366	127	32	:	:	PUNCT
sc-8366	127	33	improved	improved	ADJ
sc-8366	127	34	latency	latency	NOUN
sc-8366	127	35	ensures	ensure	VERB
sc-8366	127	36	faster	fast	ADJ
sc-8366	127	37	response	response	NOUN
sc-8366	127	38	times	time	NOUN
sc-8366	127	39	,	,	PUNCT
sc-8366	127	40	reducing	reduce	VERB
sc-8366	127	41	the	the	DET
sc-8366	127	42	likelihood	likelihood	NOUN
sc-8366	127	43	of	of	ADP
sc-8366	127	44	accidents	accident	NOUN
sc-8366	127	45	in	in	ADP
sc-8366	127	46	autonomous	autonomous	ADJ
sc-8366	127	47	driving	driving	NOUN
sc-8366	127	48	scenarios	scenario	NOUN
sc-8366	127	49	.	.	PUNCT
sc-8366	128	1	2	2	X
sc-8366	128	2	.	.	X
sc-8366	128	3	energy	energy	NOUN
sc-8366	128	4	efficiency	efficiency	NOUN
sc-8366	128	5	:	:	PUNCT
sc-8366	128	6	by	by	ADP
sc-8366	128	7	optimizing	optimize	VERB
sc-8366	128	8	resource	resource	NOUN
sc-8366	128	9	usage	usage	NOUN
sc-8366	128	10	,	,	PUNCT
sc-8366	128	11	the	the	DET
sc-8366	128	12	system	system	NOUN
sc-8366	128	13	minimizes	minimize	VERB
sc-8366	128	14	energy	energy	NOUN
sc-8366	128	15	consumption	consumption	NOUN
sc-8366	128	16	in	in	ADP
sc-8366	128	17	network	network	NOUN
sc-8366	128	18	operations	operation	NOUN
sc-8366	128	19	.	.	PUNCT
sc-8366	129	1	scalable	scalable	ADJ
sc-8366	129	2	deployment	deployment	NOUN
sc-8366	129	3	:	:	PUNCT
sc-8366	129	4	the	the	DET
sc-8366	129	5	framework	framework	NOUN
sc-8366	129	6	’s	’s	PART
sc-8366	129	7	robustness	robustness	NOUN
sc-8366	129	8	makes	make	VERB
sc-8366	129	9	it	it	PRON
sc-8366	129	10	suitable	suitable	ADJ
sc-8366	129	11	for	for	ADP
sc-8366	129	12	integration	integration	NOUN
sc-8366	129	13	into	into	ADP
sc-8366	129	14	future	future	ADJ
sc-8366	129	15	smart	smart	ADJ
sc-8366	129	16	city	city	NOUN
sc-8366	129	17	infrastructure	infrastructure	NOUN
sc-8366	129	18	,	,	PUNCT
sc-8366	129	19	supporting	support	VERB
sc-8366	129	20	applications	application	NOUN
sc-8366	129	21	beyond	beyond	ADP
sc-8366	129	22	autonomous	autonomous	ADJ
sc-8366	129	23	vehicles	vehicle	NOUN
sc-8366	129	24	,	,	PUNCT
sc-8366	129	25	such	such	ADJ
sc-8366	129	26	as	as	ADP
sc-8366	129	27	intelligent	intelligent	ADJ
sc-8366	129	28	traffic	traffic	NOUN
sc-8366	129	29	management	management	NOUN
sc-8366	129	30	and	and	CCONJ
sc-8366	129	31	emergency	emergency	NOUN
sc-8366	129	32	response	response	NOUN
sc-8366	129	33	systems	system	NOUN
sc-8366	129	34	.	.	PUNCT
sc-8366	130	1	6	6	X
sc-8366	130	2	.	.	X
sc-8366	130	3	conclusion	conclusion	NOUN
sc-8366	130	4	the	the	DET
sc-8366	130	5	growing	grow	VERB
sc-8366	130	6	reliance	reliance	NOUN
sc-8366	130	7	on	on	ADP
sc-8366	130	8	autonomous	autonomous	ADJ
sc-8366	130	9	vehicles	vehicle	NOUN
sc-8366	130	10	in	in	ADP
sc-8366	130	11	urban	urban	ADJ
sc-8366	130	12	environments	environment	NOUN
sc-8366	130	13	has	have	AUX
sc-8366	130	14	highlighted	highlight	VERB
sc-8366	130	15	the	the	DET
sc-8366	130	16	critical	critical	ADJ
sc-8366	130	17	need	need	NOUN
sc-8366	130	18	for	for	ADP
sc-8366	130	19	robust	robust	ADJ
sc-8366	130	20	and	and	CCONJ
sc-8366	130	21	efficient	efficient	ADJ
sc-8366	130	22	v2x	v2x	NOUN
sc-8366	130	23	communication	communication	NOUN
sc-8366	130	24	systems	system	NOUN
sc-8366	130	25	.	.	PUNCT
sc-8366	131	1	this	this	DET
sc-8366	131	2	study	study	NOUN
sc-8366	131	3	proposed	propose	VERB
sc-8366	131	4	an	an	DET
sc-8366	131	5	ai	ai	NOUN
sc-8366	131	6	-	-	PUNCT
sc-8366	131	7	driven	drive	VERB
sc-8366	131	8	framework	framework	NOUN
sc-8366	131	9	designed	design	VERB
sc-8366	131	10	to	to	PART
sc-8366	131	11	address	address	VERB
sc-8366	131	12	key	key	ADJ
sc-8366	131	13	challenges	challenge	NOUN
sc-8366	131	14	in	in	ADP
sc-8366	131	15	latency	latency	NOUN
sc-8366	131	16	,	,	PUNCT
sc-8366	131	17	resource	resource	NOUN
sc-8366	131	18	allocation	allocation	NOUN
sc-8366	131	19	,	,	PUNCT
sc-8366	131	20	and	and	CCONJ
sc-8366	131	21	scalability	scalability	NOUN
sc-8366	131	22	.	.	PUNCT
sc-8366	132	1	through	through	ADP
sc-8366	132	2	the	the	DET
sc-8366	132	3	integration	integration	NOUN
sc-8366	132	4	of	of	ADP
sc-8366	132	5	edge	edge	NOUN
sc-8366	132	6	computing	computing	NOUN
sc-8366	132	7	,	,	PUNCT
sc-8366	132	8	machine	machine	NOUN
sc-8366	132	9	learning	learning	NOUN
sc-8366	132	10	,	,	PUNCT
sc-8366	132	11	and	and	CCONJ
sc-8366	132	12	predictive	predictive	ADJ
sc-8366	132	13	resource	resource	NOUN
sc-8366	132	14	management	management	NOUN
sc-8366	132	15	,	,	PUNCT
sc-8366	132	16	the	the	DET
sc-8366	132	17	framework	framework	NOUN
sc-8366	132	18	demonstrated	demonstrate	VERB
sc-8366	132	19	substantial	substantial	ADJ
sc-8366	132	20	improvements	improvement	NOUN
sc-8366	132	21	over	over	ADP
sc-8366	132	22	conventional	conventional	ADJ
sc-8366	132	23	systems	system	NOUN
sc-8366	132	24	.	.	PUNCT
sc-8366	133	1	6.1	6.1	NUM
sc-8366	133	2	key	key	ADJ
sc-8366	133	3	contributions	contribution	NOUN
sc-8366	133	4	the	the	DET
sc-8366	133	5	main	main	ADJ
sc-8366	133	6	contributions	contribution	NOUN
sc-8366	133	7	of	of	ADP
sc-8366	133	8	this	this	DET
sc-8366	133	9	research	research	NOUN
sc-8366	133	10	are	be	AUX
sc-8366	133	11	summarized	summarize	VERB
sc-8366	133	12	as	as	SCONJ
sc-8366	133	13	follows	follow	VERB
sc-8366	133	14	:	:	PUNCT
sc-8366	133	15	1	1	X
sc-8366	133	16	.	.	X
sc-8366	133	17	latency	latency	NOUN
sc-8366	133	18	optimization	optimization	NOUN
sc-8366	133	19	:	:	PUNCT
sc-8366	133	20	the	the	DET
sc-8366	133	21	framework	framework	NOUN
sc-8366	133	22	achieved	achieve	VERB
sc-8366	133	23	a	a	DET
sc-8366	133	24	35	35	NUM
sc-8366	133	25	%	%	NOUN
sc-8366	133	26	reduction	reduction	NOUN
sc-8366	133	27	in	in	ADP
sc-8366	133	28	latency	latency	NOUN
sc-8366	133	29	,	,	PUNCT
sc-8366	133	30	meeting	meet	VERB
sc-8366	133	31	the	the	DET
sc-8366	133	32	stringent	stringent	ADJ
sc-8366	133	33	requirements	requirement	NOUN
sc-8366	133	34	for	for	ADP
sc-8366	133	35	safety	safety	NOUN
sc-8366	133	36	-	-	PUNCT
sc-8366	133	37	critical	critical	ADJ
sc-8366	133	38	applications	application	NOUN
sc-8366	133	39	such	such	ADJ
sc-8366	133	40	as	as	ADP
sc-8366	133	41	collision	collision	NOUN
sc-8366	133	42	avoidance	avoidance	NOUN
sc-8366	133	43	and	and	CCONJ
sc-8366	133	44	emergency	emergency	NOUN
sc-8366	133	45	braking	braking	NOUN
sc-8366	133	46	.	.	PUNCT
sc-8366	134	1	2	2	X
sc-8366	134	2	.	.	X
sc-8366	134	3	dynamic	dynamic	ADJ
sc-8366	134	4	resource	resource	NOUN
sc-8366	134	5	allocation	allocation	NOUN
sc-8366	134	6	:	:	PUNCT
sc-8366	134	7	by	by	ADP
sc-8366	134	8	leveraging	leverage	VERB
sc-8366	134	9	reinforcement	reinforcement	NOUN
sc-8366	134	10	learning	learning	NOUN
sc-8366	134	11	,	,	PUNCT
sc-8366	134	12	the	the	DET
sc-8366	134	13	system	system	NOUN
sc-8366	134	14	dynamically	dynamically	ADV
sc-8366	134	15	adjusted	adjust	VERB
sc-8366	134	16	bandwidth	bandwidth	ADJ
sc-8366	134	17	allocation	allocation	NOUN
sc-8366	134	18	,	,	PUNCT
sc-8366	134	19	resulting	result	VERB
sc-8366	134	20	in	in	ADP
sc-8366	134	21	a	a	DET
sc-8366	134	22	25	25	NUM
sc-8366	134	23	%	%	NOUN
sc-8366	134	24	improvement	improvement	NOUN
sc-8366	134	25	in	in	ADP
sc-8366	134	26	resource	resource	NOUN
sc-8366	134	27	utilization	utilization	NOUN
sc-8366	134	28	compared	compare	VERB
sc-8366	134	29	to	to	ADP
sc-8366	134	30	static	static	ADJ
sc-8366	134	31	models	model	NOUN
sc-8366	134	32	.	.	PUNCT
sc-8366	135	1	3	3	X
sc-8366	135	2	.	.	X
sc-8366	135	3	scalability	scalability	NOUN
sc-8366	135	4	:	:	PUNCT
sc-8366	135	5	the	the	DET
sc-8366	135	6	framework	framework	NOUN
sc-8366	135	7	maintained	maintain	VERB
sc-8366	135	8	consistent	consistent	ADJ
sc-8366	135	9	performance	performance	NOUN
sc-8366	135	10	with	with	ADP
sc-8366	135	11	minimal	minimal	ADJ
sc-8366	135	12	degradation	degradation	NOUN
sc-8366	135	13	in	in	ADP
sc-8366	135	14	environments	environment	NOUN
sc-8366	135	15	with	with	ADP
sc-8366	135	16	up	up	ADP
sc-8366	135	17	to	to	PART
sc-8366	135	18	1,000	1,000	NUM
sc-8366	135	19	connected	connected	ADJ
sc-8366	135	20	vehicles	vehicle	NOUN
sc-8366	135	21	,	,	PUNCT
sc-8366	135	22	highlighting	highlight	VERB
sc-8366	135	23	its	its	PRON
sc-8366	135	24	suitability	suitability	NOUN
sc-8366	135	25	for	for	ADP
sc-8366	135	26	large	large	ADJ
sc-8366	135	27	-	-	PUNCT
sc-8366	135	28	scale	scale	NOUN
sc-8366	135	29	deployments	deployment	NOUN
sc-8366	135	30	.	.	PUNCT
sc-8366	136	1	6.2	6.2	NUM
sc-8366	136	2	practical	practical	ADJ
sc-8366	136	3	implications	implication	NOUN
sc-8366	136	4	the	the	DET
sc-8366	136	5	proposed	propose	VERB
sc-8366	136	6	framework	framework	NOUN
sc-8366	136	7	holds	hold	VERB
sc-8366	136	8	significant	significant	ADJ
sc-8366	136	9	potential	potential	NOUN
sc-8366	136	10	for	for	ADP
sc-8366	136	11	real	real	ADJ
sc-8366	136	12	-	-	PUNCT
sc-8366	136	13	world	world	NOUN
sc-8366	136	14	applications	application	NOUN
sc-8366	136	15	,	,	PUNCT
sc-8366	136	16	including	include	VERB
sc-8366	136	17	:	:	PUNCT
sc-8366	136	18	•	•	NUM
sc-8366	136	19	smart	smart	ADJ
sc-8366	136	20	transportation	transportation	NOUN
sc-8366	136	21	systems	system	NOUN
sc-8366	136	22	:	:	PUNCT
sc-8366	136	23	improved	improve	VERB
sc-8366	136	24	communication	communication	NOUN
sc-8366	136	25	efficiency	efficiency	NOUN
sc-8366	136	26	facilitates	facilitate	VERB
sc-8366	136	27	safer	safe	ADJ
sc-8366	136	28	and	and	CCONJ
sc-8366	136	29	more	more	ADV
sc-8366	136	30	reliable	reliable	ADJ
sc-8366	136	31	autonomous	autonomous	ADJ
sc-8366	136	32	driving	driving	NOUN
sc-8366	136	33	.	.	PUNCT
sc-8366	137	1	•	•	NUM
sc-8366	137	2	urban	urban	ADJ
sc-8366	137	3	traffic	traffic	NOUN
sc-8366	137	4	management	management	NOUN
sc-8366	137	5	:	:	PUNCT
sc-8366	137	6	enhanced	enhance	VERB
sc-8366	137	7	scalability	scalability	NOUN
sc-8366	137	8	supports	support	VERB
sc-8366	137	9	the	the	DET
sc-8366	137	10	development	development	NOUN
sc-8366	137	11	of	of	ADP
sc-8366	137	12	intelligent	intelligent	ADJ
sc-8366	137	13	traffic	traffic	NOUN
sc-8366	137	14	solutions	solution	NOUN
sc-8366	137	15	in	in	ADP
sc-8366	137	16	smart	smart	ADJ
sc-8366	137	17	cities	city	NOUN
sc-8366	137	18	.	.	PUNCT
sc-8366	138	1	•	•	NOUN
sc-8366	138	2	energy	energy	NOUN
sc-8366	138	3	-	-	PUNCT
sc-8366	138	4	efficient	efficient	ADJ
sc-8366	138	5	networks	network	NOUN
sc-8366	138	6	:	:	PUNCT
sc-8366	138	7	optimized	optimize	VERB
sc-8366	138	8	resource	resource	NOUN
sc-8366	138	9	utilization	utilization	NOUN
sc-8366	138	10	reduces	reduce	VERB
sc-8366	138	11	the	the	DET
sc-8366	138	12	energy	energy	NOUN
sc-8366	138	13	footprint	footprint	NOUN
sc-8366	138	14	of	of	ADP
sc-8366	138	15	vehicular	vehicular	ADJ
sc-8366	138	16	communication	communication	NOUN
sc-8366	138	17	systems	system	NOUN
sc-8366	138	18	.	.	PUNCT
sc-8366	139	1	6.3	6.3	NUM
sc-8366	139	2	limitations	limitation	NOUN
sc-8366	139	3	and	and	CCONJ
sc-8366	139	4	future	future	ADJ
sc-8366	139	5	work	work	NOUN
sc-8366	139	6	while	while	SCONJ
sc-8366	139	7	the	the	DET
sc-8366	139	8	proposed	propose	VERB
sc-8366	139	9	framework	framework	NOUN
sc-8366	139	10	offers	offer	VERB
sc-8366	139	11	substantial	substantial	ADJ
sc-8366	139	12	benefits	benefit	NOUN
sc-8366	139	13	,	,	PUNCT
sc-8366	139	14	some	some	DET
sc-8366	139	15	limitations	limitation	NOUN
sc-8366	139	16	remain	remain	VERB
sc-8366	139	17	.	.	PUNCT
sc-8366	140	1	the	the	DET
sc-8366	140	2	study	study	NOUN
sc-8366	140	3	relied	rely	VERB
sc-8366	140	4	on	on	ADP
sc-8366	140	5	simulations	simulation	NOUN
sc-8366	140	6	to	to	PART
sc-8366	140	7	evaluate	evaluate	VERB
sc-8366	140	8	performance	performance	NOUN
sc-8366	140	9	,	,	PUNCT
sc-8366	140	10	which	which	PRON
sc-8366	140	11	may	may	AUX
sc-8366	140	12	not	not	PART
sc-8366	140	13	fully	fully	ADV
sc-8366	140	14	capture	capture	VERB
sc-8366	140	15	the	the	DET
sc-8366	140	16	complexities	complexity	NOUN
sc-8366	140	17	of	of	ADP
sc-8366	140	18	real	real	ADJ
sc-8366	140	19	-	-	PUNCT
sc-8366	140	20	world	world	NOUN
sc-8366	140	21	deployments	deployment	NOUN
sc-8366	140	22	.	.	PUNCT
sc-8366	141	1	future	future	ADJ
sc-8366	141	2	work	work	NOUN
sc-8366	141	3	could	could	AUX
sc-8366	141	4	focus	focus	VERB
sc-8366	141	5	on	on	ADP
sc-8366	141	6	:	:	PUNCT
sc-8366	141	7	•	•	NOUN
sc-8366	141	8	conducting	conduct	VERB
sc-8366	141	9	field	field	NOUN
sc-8366	141	10	trials	trial	NOUN
sc-8366	141	11	to	to	PART
sc-8366	141	12	validate	validate	VERB
sc-8366	141	13	the	the	DET
sc-8366	141	14	framework	framework	NOUN
sc-8366	141	15	under	under	ADP
sc-8366	141	16	actual	actual	ADJ
sc-8366	141	17	traffic	traffic	NOUN
sc-8366	141	18	conditions	condition	NOUN
sc-8366	141	19	.	.	PUNCT
sc-8366	142	1	•	•	PUNCT
sc-8366	142	2	exploring	explore	VERB
sc-8366	142	3	the	the	DET
sc-8366	142	4	integration	integration	NOUN
sc-8366	142	5	of	of	ADP
sc-8366	142	6	6	6	NUM
sc-8366	142	7	g	g	NOUN
sc-8366	142	8	technologies	technology	NOUN
sc-8366	142	9	to	to	PART
sc-8366	142	10	further	far	ADV
sc-8366	142	11	enhance	enhance	VERB
sc-8366	142	12	system	system	NOUN
sc-8366	142	13	performance	performance	NOUN
sc-8366	142	14	.	.	PUNCT
sc-8366	143	1	investigating	investigate	VERB
sc-8366	143	2	advanced	advanced	ADJ
sc-8366	143	3	ai	ai	NOUN
sc-8366	143	4	models	model	NOUN
sc-8366	143	5	,	,	PUNCT
sc-8366	143	6	such	such	ADJ
sc-8366	143	7	as	as	ADP
sc-8366	143	8	federated	federated	ADJ
sc-8366	143	9	learning	learning	NOUN
sc-8366	143	10	,	,	PUNCT
sc-8366	143	11	to	to	PART
sc-8366	143	12	improve	improve	VERB
sc-8366	143	13	data	data	NOUN
sc-8366	143	14	privacy	privacy	NOUN
sc-8366	143	15	and	and	CCONJ
sc-8366	143	16	scalability	scalability	NOUN
sc-8366	143	17	in	in	ADP
sc-8366	143	18	distributed	distribute	VERB
sc-8366	143	19	environments	environment	NOUN
sc-8366	143	20	.	.	PUNCT
sc-8366	144	1	references	reference	NOUN
sc-8366	144	2	[	[	X
sc-8366	144	3	1	1	NUM
sc-8366	144	4	]	]	X
sc-8366	144	5	smith	smith	PROPN
sc-8366	144	6	j	j	PROPN
sc-8366	144	7	,	,	PUNCT
sc-8366	144	8	johnson	johnson	PROPN
sc-8366	144	9	r.	r.	PROPN
sc-8366	144	10	enhancing	enhancing	PROPN
sc-8366	144	11	v2x	v2x	VERB
sc-8366	144	12	communication	communication	NOUN
sc-8366	144	13	with	with	ADP
sc-8366	144	14	5	5	NUM
sc-8366	144	15	g	g	PROPN
sc-8366	144	16	technologies	technology	NOUN
sc-8366	144	17	.	.	PUNCT
sc-8366	145	1	journal	journal	NOUN
sc-8366	145	2	of	of	ADP
sc-8366	145	3	vehicular	vehicular	ADJ
sc-8366	145	4	networks	network	NOUN
sc-8366	145	5	.	.	PUNCT
sc-8366	146	1	2020;15(4):325–340	2020;15(4):325–340	X
sc-8366	146	2	.	.	PUNCT
sc-8366	147	1	[	[	X
sc-8366	147	2	2	2	X
sc-8366	147	3	]	]	PUNCT
sc-8366	147	4	doe	doe	NOUN
sc-8366	147	5	a	a	PRON
sc-8366	147	6	,	,	PUNCT
sc-8366	147	7	lee	lee	PROPN
sc-8366	147	8	p.	p.	NOUN
sc-8366	147	9	latency	latency	NOUN
sc-8366	147	10	challenges	challenge	NOUN
sc-8366	147	11	in	in	ADP
sc-8366	147	12	autonomous	autonomous	ADJ
sc-8366	147	13	vehicle	vehicle	NOUN
sc-8366	147	14	networks	network	NOUN
sc-8366	147	15	.	.	PUNCT
sc-8366	148	1	ieee	ieee	NOUN
sc-8366	148	2	transactions	transaction	NOUN
sc-8366	148	3	on	on	ADP
sc-8366	148	4	intelligent	intelligent	ADJ
sc-8366	148	5	transportation	transportation	NOUN
sc-8366	148	6	systems	system	NOUN
sc-8366	148	7	.	.	PUNCT
sc-8366	149	1	2019;12(2):110–120	2019;12(2):110–120	NUM
sc-8366	149	2	.	.	PUNCT
sc-8366	150	1	[	[	X
sc-8366	150	2	3	3	X
sc-8366	150	3	]	]	X
sc-8366	150	4	chen	chen	PROPN
sc-8366	150	5	m	m	PROPN
sc-8366	150	6	,	,	PUNCT
sc-8366	150	7	wang	wang	PROPN
sc-8366	150	8	t.	t.	PROPN
sc-8366	150	9	resource	resource	NOUN
sc-8366	150	10	allocation	allocation	NOUN
sc-8366	150	11	in	in	ADP
sc-8366	150	12	v2x	v2x	NOUN
sc-8366	150	13	systems	system	NOUN
sc-8366	150	14	using	use	VERB
sc-8366	150	15	network	network	NOUN
sc-8366	150	16	slicing	slicing	NOUN
sc-8366	150	17	.	.	PUNCT
sc-8366	151	1	acm	acm	PROPN
sc-8366	151	2	transactions	transaction	NOUN
sc-8366	151	3	on	on	ADP
sc-8366	151	4	networking	network	VERB
sc-8366	151	5	.	.	PUNCT
sc-8366	152	1	2021;19(1):45–58	2021;19(1):45–58	X
sc-8366	152	2	.	.	PUNCT
sc-8366	153	1	[	[	X
sc-8366	153	2	4	4	X
sc-8366	153	3	]	]	X
sc-8366	153	4	zhang	zhang	PROPN
sc-8366	153	5	h	h	PROPN
sc-8366	153	6	,	,	PUNCT
sc-8366	153	7	patel	patel	PROPN
sc-8366	153	8	s.	s.	PROPN
sc-8366	153	9	predictive	predictive	PROPN
sc-8366	153	10	analytics	analytic	NOUN
sc-8366	153	11	for	for	ADP
sc-8366	153	12	dynamic	dynamic	ADJ
sc-8366	153	13	resource	resource	NOUN
sc-8366	153	14	management	management	NOUN
sc-8366	153	15	in	in	ADP
sc-8366	153	16	v2x	v2x	NOUN
sc-8366	153	17	.	.	PUNCT
sc-8366	154	1	international	international	ADJ
sc-8366	154	2	journal	journal	NOUN
sc-8366	154	3	of	of	ADP
sc-8366	154	4	artificial	artificial	ADJ
sc-8366	154	5	intelligence	intelligence	NOUN
sc-8366	154	6	in	in	ADP
sc-8366	154	7	transportation	transportation	NOUN
sc-8366	154	8	.	.	PUNCT
sc-8366	155	1	2022;8(3):221–235	2022;8(3):221–235	NUM
sc-8366	155	2	.	.	PUNCT
sc-8366	156	1	[	[	X
sc-8366	156	2	5	5	NUM
sc-8366	156	3	]	]	SYM
sc-8366	156	4	li	li	PROPN
sc-8366	156	5	x	x	PROPN
sc-8366	156	6	,	,	PUNCT
sc-8366	156	7	kumar	kumar	PROPN
sc-8366	156	8	n.	n.	PROPN
sc-8366	156	9	machine	machine	NOUN
sc-8366	156	10	learning	learn	VERB
sc-8366	156	11	applications	application	NOUN
sc-8366	156	12	in	in	ADP
sc-8366	156	13	autonomous	autonomous	ADJ
sc-8366	156	14	vehicular	vehicular	ADJ
sc-8366	156	15	communication	communication	NOUN
sc-8366	156	16	.	.	PUNCT
sc-8366	157	1	ieee	ieee	NOUN
sc-8366	157	2	access	access	NOUN
sc-8366	157	3	.	.	PUNCT
sc-8366	158	1	2020;18:7890–7905	2020;18:7890–7905	VERB
sc-8366	158	2	.	.	PUNCT
sc-8366	159	1	[	[	X
sc-8366	159	2	6	6	NUM
sc-8366	159	3	]	]	X
sc-8366	159	4	garcia	garcia	PROPN
sc-8366	159	5	f	f	PROPN
sc-8366	159	6	,	,	PUNCT
sc-8366	159	7	brown	brown	PROPN
sc-8366	159	8	k.	k.	PROPN
sc-8366	160	1	the	the	DET
sc-8366	160	2	role	role	NOUN
sc-8366	160	3	of	of	ADP
sc-8366	160	4	edge	edge	NOUN
sc-8366	160	5	computing	compute	VERB
sc-8366	160	6	in	in	ADP
sc-8366	160	7	latency	latency	NOUN
sc-8366	160	8	reduction	reduction	NOUN
sc-8366	160	9	for	for	ADP
sc-8366	160	10	v2x	v2x	NOUN
sc-8366	160	11	.	.	PUNCT
sc-8366	161	1	journal	journal	NOUN
sc-8366	161	2	of	of	ADP
sc-8366	161	3	smart	smart	ADJ
sc-8366	161	4	city	city	NOUN
sc-8366	161	5	technologies	technology	NOUN
sc-8366	161	6	.	.	PUNCT
sc-8366	162	1	2021;5(2):98–112	2021;5(2):98–112	X
sc-8366	162	2	.	.	PUNCT
sc-8366	163	1	[	[	X
sc-8366	163	2	7	7	X
sc-8366	163	3	]	]	X
sc-8366	163	4	yang	yang	PROPN
sc-8366	163	5	q	q	PROPN
sc-8366	163	6	,	,	PUNCT
sc-8366	163	7	thompson	thompson	PROPN
sc-8366	163	8	j.	j.	PROPN
sc-8366	163	9	scalability	scalability	PROPN
sc-8366	163	10	and	and	CCONJ
sc-8366	163	11	heterogeneity	heterogeneity	NOUN
sc-8366	163	12	in	in	ADP
sc-8366	163	13	aibased	aibased	ADJ
sc-8366	163	14	v2x	v2x	NOUN
sc-8366	163	15	systems	system	NOUN
sc-8366	163	16	.	.	PUNCT
sc-8366	164	1	transactions	transaction	NOUN
sc-8366	164	2	on	on	ADP
sc-8366	164	3	emerging	emerge	VERB
sc-8366	164	4	telecommunications	telecommunication	NOUN
sc-8366	164	5	technologies	technology	NOUN
sc-8366	164	6	.	.	PUNCT
sc-8366	165	1	2020;31(7):1245	2020;31(7):1245	NUM
sc-8366	165	2	–	–	PUNCT
sc-8366	165	3	1260	1260	NUM
sc-8366	165	4	.	.	PUNCT
sc-8366	166	1	eai	eai	PROPN
sc-8366	166	2	endorsed	endorse	VERB
sc-8366	166	3	transactions	transaction	NOUN
sc-8366	166	4	on	on	ADP
sc-8366	166	5	smart	smart	ADJ
sc-8366	166	6	cities	city	NOUN
sc-8366	166	7	|	|	ADV
sc-8366	166	8	volume	volume	VERB
sc-8366	166	9	8	8	NUM
sc-8366	166	10	|	|	NOUN
sc-8366	166	11	issue	issue	VERB
sc-8366	166	12	1	1	NUM
sc-8366	166	13	|	|	CCONJ
sc-8366	166	14	2025	2025	NUM
sc-8366	167	1	|	|	ADV