id	sid	tid	token	lemma	pos
cana-6245	1	1	communications	communication	NOUN
cana-6245	1	2	on	on	ADP
cana-6245	1	3	applied	apply	VERB
cana-6245	1	4	nonlinear	nonlinear	ADJ
cana-6245	1	5	analysis	analysis	NOUN
cana-6245	1	6	issn	issn	NOUN
cana-6245	1	7	:	:	PUNCT
cana-6245	1	8	1074	1074	NUM
cana-6245	1	9	-	-	PUNCT
cana-6245	1	10	133x	133x	NUM
cana-6245	1	11	vol	vol	VERB
cana-6245	1	12	32	32	NUM
cana-6245	1	13	no	no	NOUN
cana-6245	1	14	.	.	PUNCT
cana-6245	2	1	10s	10	NOUN
cana-6245	2	2	(	(	PUNCT
cana-6245	2	3	2025	2025	NUM
cana-6245	2	4	)	)	PUNCT
cana-6245	2	5	3603	3603	NUM
cana-6245	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	2	7	deep	deep	ADJ
cana-6245	2	8	learning	learning	NOUN
cana-6245	2	9	-	-	PUNCT
cana-6245	2	10	driven	drive	VERB
cana-6245	2	11	smart	smart	ADJ
cana-6245	2	12	parking	parking	NOUN
cana-6245	2	13	reservation	reservation	NOUN
cana-6245	2	14	system	system	NOUN
cana-6245	2	15	for	for	ADP
cana-6245	2	16	urban	urban	ADJ
cana-6245	2	17	traffic	traffic	NOUN
cana-6245	2	18	management	management	NOUN
cana-6245	2	19	mr	mr	PROPN
cana-6245	2	20	.	.	PROPN
cana-6245	2	21	n.	n.	PROPN
cana-6245	2	22	sekar1	sekar1	PROPN
cana-6245	3	1	dr	dr	PROPN
cana-6245	3	2	.	.	PROPN
cana-6245	3	3	s.	s.	PROPN
cana-6245	3	4	nithya2	nithya2	PROPN
cana-6245	4	1	1research	1research	NUM
cana-6245	4	2	scholar	scholar	NOUN
cana-6245	4	3	,	,	PUNCT
cana-6245	4	4	department	department	NOUN
cana-6245	4	5	of	of	ADP
cana-6245	4	6	computer	computer	NOUN
cana-6245	4	7	science	science	PROPN
cana-6245	4	8	park	park	PROPN
cana-6245	4	9	's	's	PART
cana-6245	4	10	college	college	PROPN
cana-6245	4	11	(	(	PUNCT
cana-6245	4	12	autonomous	autonomous	ADJ
cana-6245	4	13	)	)	PUNCT
cana-6245	4	14	tiruppur	tiruppur	PROPN
cana-6245	4	15	,	,	PUNCT
cana-6245	4	16	tamil	tamil	PROPN
cana-6245	4	17	nadu	nadu	PROPN
cana-6245	4	18	,	,	PUNCT
cana-6245	4	19	india	india	PROPN
cana-6245	4	20	2assistant	2assistant	PROPN
cana-6245	4	21	professor	professor	NOUN
cana-6245	4	22	,	,	PUNCT
cana-6245	4	23	department	department	NOUN
cana-6245	4	24	of	of	ADP
cana-6245	4	25	computer	computer	NOUN
cana-6245	4	26	science	science	NOUN
cana-6245	4	27	,	,	PUNCT
cana-6245	4	28	a.v.p	a.v.p	PROPN
cana-6245	4	29	college	college	PROPN
cana-6245	4	30	of	of	ADP
cana-6245	4	31	arts	art	NOUN
cana-6245	4	32	and	and	CCONJ
cana-6245	4	33	science	science	NOUN
cana-6245	4	34	(	(	PUNCT
cana-6245	4	35	autonomous	autonomous	ADJ
cana-6245	4	36	)	)	PUNCT
cana-6245	4	37	,	,	PUNCT
cana-6245	4	38	tiruppur	tiruppur	PROPN
cana-6245	4	39	,	,	PUNCT
cana-6245	4	40	tamil	tamil	PROPN
cana-6245	4	41	nadu	nadu	PROPN
cana-6245	4	42	,	,	PUNCT
cana-6245	4	43	india	india	PROPN
cana-6245	4	44	article	article	PROPN
cana-6245	4	45	history	history	NOUN
cana-6245	4	46	:	:	PUNCT
cana-6245	4	47	received	receive	VERB
cana-6245	4	48	05	05	NUM
cana-6245	4	49	-	-	SYM
cana-6245	4	50	08	08	NUM
cana-6245	4	51	-	-	PUNCT
cana-6245	4	52	2025	2025	NUM
cana-6245	4	53	revised	revise	VERB
cana-6245	4	54	01	01	NUM
cana-6245	4	55	-	-	PUNCT
cana-6245	4	56	09	09	NUM
cana-6245	4	57	-	-	PUNCT
cana-6245	4	58	2025	2025	NUM
cana-6245	4	59	accepted	accept	VERB
cana-6245	4	60	12	12	NUM
cana-6245	4	61	-	-	SYM
cana-6245	4	62	10	10	NUM
cana-6245	4	63	-	-	PUNCT
cana-6245	4	64	2025	2025	NUM
cana-6245	4	65	abstract	abstract	NOUN
cana-6245	4	66	:	:	PUNCT
cana-6245	4	67	parking	parking	NOUN
cana-6245	4	68	scarcity	scarcity	NOUN
cana-6245	4	69	and	and	CCONJ
cana-6245	4	70	outdated	outdated	ADJ
cana-6245	4	71	availability	availability	NOUN
cana-6245	4	72	data	datum	NOUN
cana-6245	4	73	pose	pose	VERB
cana-6245	4	74	significant	significant	ADJ
cana-6245	4	75	challenges	challenge	NOUN
cana-6245	4	76	in	in	ADP
cana-6245	4	77	metropolitan	metropolitan	ADJ
cana-6245	4	78	areas	area	NOUN
cana-6245	4	79	,	,	PUNCT
cana-6245	4	80	especially	especially	ADV
cana-6245	4	81	during	during	ADP
cana-6245	4	82	peak	peak	NOUN
cana-6245	4	83	hours	hour	NOUN
cana-6245	4	84	.	.	PUNCT
cana-6245	5	1	this	this	DET
cana-6245	5	2	study	study	NOUN
cana-6245	5	3	introduces	introduce	VERB
cana-6245	5	4	an	an	DET
cana-6245	5	5	intelligent	intelligent	ADJ
cana-6245	5	6	,	,	PUNCT
cana-6245	5	7	reservation	reservation	NOUN
cana-6245	5	8	-	-	PUNCT
cana-6245	5	9	based	base	VERB
cana-6245	5	10	parking	parking	NOUN
cana-6245	5	11	management	management	NOUN
cana-6245	5	12	system	system	NOUN
cana-6245	5	13	leveraging	leverage	VERB
cana-6245	5	14	a	a	DET
cana-6245	5	15	deep	deep	ADJ
cana-6245	5	16	learning	learning	NOUN
cana-6245	5	17	framework	framework	NOUN
cana-6245	5	18	that	that	PRON
cana-6245	5	19	integrates	integrate	VERB
cana-6245	5	20	long	long	ADJ
cana-6245	5	21	short	short	ADJ
cana-6245	5	22	-	-	PUNCT
cana-6245	5	23	term	term	NOUN
cana-6245	5	24	memory	memory	NOUN
cana-6245	5	25	and	and	CCONJ
cana-6245	5	26	deep	deep	ADJ
cana-6245	5	27	residual	residual	ADJ
cana-6245	5	28	recurrent	recurrent	ADJ
cana-6245	5	29	neural	neural	ADJ
cana-6245	5	30	networks	network	NOUN
cana-6245	5	31	(	(	PUNCT
cana-6245	5	32	lstm	lstm	PROPN
cana-6245	5	33	-	-	PUNCT
cana-6245	5	34	dr	dr	PROPN
cana-6245	5	35	-	-	PUNCT
cana-6245	5	36	rnn	rnn	PROPN
cana-6245	5	37	)	)	PUNCT
cana-6245	5	38	.	.	PUNCT
cana-6245	6	1	the	the	DET
cana-6245	6	2	proposed	propose	VERB
cana-6245	6	3	system	system	NOUN
cana-6245	6	4	enables	enable	VERB
cana-6245	6	5	realtime	realtime	NOUN
cana-6245	6	6	prediction	prediction	NOUN
cana-6245	6	7	and	and	CCONJ
cana-6245	6	8	scheduling	scheduling	NOUN
cana-6245	6	9	of	of	ADP
cana-6245	6	10	vacant	vacant	ADJ
cana-6245	6	11	parking	parking	NOUN
cana-6245	6	12	spots	spot	NOUN
cana-6245	6	13	through	through	ADP
cana-6245	6	14	a	a	DET
cana-6245	6	15	cloud	cloud	NOUN
cana-6245	6	16	-	-	PUNCT
cana-6245	6	17	based	base	VERB
cana-6245	6	18	mobile	mobile	ADJ
cana-6245	6	19	application	application	NOUN
cana-6245	6	20	,	,	PUNCT
cana-6245	6	21	enhancing	enhance	VERB
cana-6245	6	22	user	user	NOUN
cana-6245	6	23	convenience	convenience	NOUN
cana-6245	6	24	by	by	ADP
cana-6245	6	25	considering	consider	VERB
cana-6245	6	26	regional	regional	ADJ
cana-6245	6	27	parking	parking	NOUN
cana-6245	6	28	conditions	condition	NOUN
cana-6245	6	29	rather	rather	ADV
cana-6245	6	30	than	than	ADP
cana-6245	6	31	isolated	isolated	ADJ
cana-6245	6	32	lots	lot	NOUN
cana-6245	6	33	.	.	PUNCT
cana-6245	7	1	by	by	ADP
cana-6245	7	2	incorporating	incorporate	VERB
cana-6245	7	3	external	external	ADJ
cana-6245	7	4	factors	factor	NOUN
cana-6245	7	5	such	such	ADJ
cana-6245	7	6	as	as	ADP
cana-6245	7	7	weather	weather	NOUN
cana-6245	7	8	conditions	condition	NOUN
cana-6245	7	9	,	,	PUNCT
cana-6245	7	10	calendar	calendar	NOUN
cana-6245	7	11	dates	date	NOUN
cana-6245	7	12	,	,	PUNCT
cana-6245	7	13	and	and	CCONJ
cana-6245	7	14	traffic	traffic	NOUN
cana-6245	7	15	flow	flow	NOUN
cana-6245	7	16	,	,	PUNCT
cana-6245	7	17	the	the	DET
cana-6245	7	18	model	model	NOUN
cana-6245	7	19	achieves	achieve	VERB
cana-6245	7	20	improved	improve	VERB
cana-6245	7	21	forecasting	forecasting	NOUN
cana-6245	7	22	accuracy	accuracy	NOUN
cana-6245	7	23	.	.	PUNCT
cana-6245	8	1	evaluated	evaluate	VERB
cana-6245	8	2	using	use	VERB
cana-6245	8	3	real	real	ADJ
cana-6245	8	4	-	-	PUNCT
cana-6245	8	5	world	world	NOUN
cana-6245	8	6	datasets	dataset	NOUN
cana-6245	8	7	from	from	ADP
cana-6245	8	8	multiple	multiple	ADJ
cana-6245	8	9	cities	city	NOUN
cana-6245	8	10	,	,	PUNCT
cana-6245	8	11	the	the	DET
cana-6245	8	12	approach	approach	NOUN
cana-6245	8	13	demonstrates	demonstrate	VERB
cana-6245	8	14	reduced	reduce	VERB
cana-6245	8	15	search	search	NOUN
cana-6245	8	16	time	time	NOUN
cana-6245	8	17	and	and	CCONJ
cana-6245	8	18	fuel	fuel	NOUN
cana-6245	8	19	consumption	consumption	NOUN
cana-6245	8	20	.	.	PUNCT
cana-6245	9	1	comparative	comparative	ADJ
cana-6245	9	2	analysis	analysis	NOUN
cana-6245	9	3	with	with	ADP
cana-6245	9	4	baseline	baseline	ADJ
cana-6245	9	5	models	model	NOUN
cana-6245	9	6	highlights	highlight	VERB
cana-6245	9	7	the	the	DET
cana-6245	9	8	system	system	NOUN
cana-6245	9	9	’s	’s	PART
cana-6245	9	10	effectiveness	effectiveness	NOUN
cana-6245	9	11	,	,	PUNCT
cana-6245	9	12	achieving	achieve	VERB
cana-6245	9	13	a	a	DET
cana-6245	9	14	mean	mean	ADJ
cana-6245	9	15	absolute	absolute	ADJ
cana-6245	9	16	error	error	NOUN
cana-6245	9	17	(	(	PUNCT
cana-6245	9	18	mae	mae	PROPN
cana-6245	9	19	)	)	PUNCT
cana-6245	9	20	of	of	ADP
cana-6245	9	21	0.89	0.89	NUM
cana-6245	9	22	,	,	PUNCT
cana-6245	9	23	mean	mean	VERB
cana-6245	9	24	squared	square	VERB
cana-6245	9	25	error	error	NOUN
cana-6245	9	26	(	(	PUNCT
cana-6245	9	27	mse	mse	NOUN
cana-6245	9	28	)	)	PUNCT
cana-6245	9	29	of	of	ADP
cana-6245	9	30	2.52	2.52	NUM
cana-6245	9	31	,	,	PUNCT
cana-6245	9	32	and	and	CCONJ
cana-6245	9	33	root	root	NOUN
cana-6245	9	34	mean	mean	VERB
cana-6245	9	35	squared	square	VERB
cana-6245	9	36	error	error	NOUN
cana-6245	9	37	(	(	PUNCT
cana-6245	9	38	rmse	rmse	NOUN
cana-6245	9	39	)	)	PUNCT
cana-6245	9	40	of	of	ADP
cana-6245	9	41	1.57	1.57	NUM
cana-6245	9	42	,	,	PUNCT
cana-6245	9	43	with	with	ADP
cana-6245	9	44	an	an	DET
cana-6245	9	45	occupancy	occupancy	NOUN
cana-6245	9	46	prediction	prediction	NOUN
cana-6245	9	47	accuracy	accuracy	NOUN
cana-6245	9	48	of	of	ADP
cana-6245	9	49	99.6	99.6	NUM
cana-6245	9	50	%	%	NOUN
cana-6245	9	51	.	.	PUNCT
cana-6245	10	1	this	this	DET
cana-6245	10	2	solution	solution	NOUN
cana-6245	10	3	serves	serve	VERB
cana-6245	10	4	as	as	ADP
cana-6245	10	5	an	an	DET
cana-6245	10	6	efficient	efficient	ADJ
cana-6245	10	7	parking	parking	NOUN
cana-6245	10	8	enforcement	enforcement	NOUN
cana-6245	10	9	mechanism	mechanism	NOUN
cana-6245	10	10	,	,	PUNCT
cana-6245	10	11	reducing	reduce	VERB
cana-6245	10	12	congestion	congestion	NOUN
cana-6245	10	13	and	and	CCONJ
cana-6245	10	14	optimizing	optimize	VERB
cana-6245	10	15	urban	urban	ADJ
cana-6245	10	16	parking	parking	NOUN
cana-6245	10	17	availability	availability	NOUN
cana-6245	10	18	.	.	PUNCT
cana-6245	11	1	keywords	keyword	NOUN
cana-6245	11	2	—	—	PUNCT
cana-6245	11	3	smart	smart	ADJ
cana-6245	11	4	parking	parking	NOUN
cana-6245	11	5	system	system	NOUN
cana-6245	11	6	,	,	PUNCT
cana-6245	11	7	deep	deep	ADJ
cana-6245	11	8	learning	learning	NOUN
cana-6245	11	9	,	,	PUNCT
cana-6245	11	10	lstm	lstm	PROPN
cana-6245	11	11	-	-	PUNCT
cana-6245	11	12	dr	dr	PROPN
cana-6245	11	13	-	-	PUNCT
cana-6245	11	14	rnn	rnn	PROPN
cana-6245	11	15	,	,	PUNCT
cana-6245	11	16	parking	parking	NOUN
cana-6245	11	17	reservation	reservation	NOUN
cana-6245	11	18	and	and	CCONJ
cana-6245	11	19	parking	parking	NOUN
cana-6245	11	20	allocation	allocation	NOUN
cana-6245	11	21	.	.	PUNCT
cana-6245	12	1	introduction	introduction	NOUN
cana-6245	12	2	cities	city	NOUN
cana-6245	12	3	are	be	AUX
cana-6245	12	4	evolving	evolve	VERB
cana-6245	12	5	into	into	ADP
cana-6245	12	6	smarter	smart	ADJ
cana-6245	12	7	hubs	hub	NOUN
cana-6245	12	8	with	with	ADP
cana-6245	12	9	the	the	DET
cana-6245	12	10	growing	grow	VERB
cana-6245	12	11	integration	integration	NOUN
cana-6245	12	12	of	of	ADP
cana-6245	12	13	the	the	DET
cana-6245	12	14	internet	internet	NOUN
cana-6245	12	15	of	of	ADP
cana-6245	12	16	things	thing	NOUN
cana-6245	12	17	(	(	PUNCT
cana-6245	12	18	iot	iot	NOUN
cana-6245	12	19	)	)	PUNCT
cana-6245	12	20	.	.	PUNCT
cana-6245	13	1	iot	iot	PROPN
cana-6245	13	2	solutions	solution	NOUN
cana-6245	13	3	are	be	AUX
cana-6245	13	4	rapidly	rapidly	ADV
cana-6245	13	5	expanding	expand	VERB
cana-6245	13	6	into	into	ADP
cana-6245	13	7	various	various	ADJ
cana-6245	13	8	urban	urban	ADJ
cana-6245	13	9	sectors	sector	NOUN
cana-6245	13	10	,	,	PUNCT
cana-6245	13	11	including	include	VERB
cana-6245	13	12	transit	transit	NOUN
cana-6245	13	13	systems	system	NOUN
cana-6245	13	14	,	,	PUNCT
cana-6245	13	15	airlines	airline	NOUN
cana-6245	13	16	,	,	PUNCT
cana-6245	13	17	healthcare	healthcare	PROPN
cana-6245	13	18	facilities	facility	NOUN
cana-6245	13	19	,	,	PUNCT
cana-6245	13	20	retail	retail	ADJ
cana-6245	13	21	centers	center	NOUN
cana-6245	13	22	,	,	PUNCT
cana-6245	13	23	and	and	CCONJ
cana-6245	13	24	more	more	ADJ
cana-6245	13	25	.	.	PUNCT
cana-6245	14	1	this	this	DET
cana-6245	14	2	widespread	widespread	ADJ
cana-6245	14	3	adoption	adoption	NOUN
cana-6245	14	4	is	be	AUX
cana-6245	14	5	transforming	transform	VERB
cana-6245	14	6	urban	urban	ADJ
cana-6245	14	7	areas	area	NOUN
cana-6245	14	8	into	into	ADP
cana-6245	14	9	highly	highly	ADV
cana-6245	14	10	connected	connected	ADJ
cana-6245	14	11	and	and	CCONJ
cana-6245	14	12	adaptable	adaptable	ADJ
cana-6245	14	13	environments	environment	NOUN
cana-6245	14	14	,	,	PUNCT
cana-6245	14	15	enhancing	enhance	VERB
cana-6245	14	16	the	the	DET
cana-6245	14	17	efficiency	efficiency	NOUN
cana-6245	14	18	and	and	CCONJ
cana-6245	14	19	interconnectivity	interconnectivity	NOUN
cana-6245	14	20	of	of	ADP
cana-6245	14	21	metropolitan	metropolitan	ADJ
cana-6245	14	22	infrastructure	infrastructure	NOUN
cana-6245	14	23	.	.	PUNCT
cana-6245	15	1	by	by	ADP
cana-6245	15	2	2024	2024	NUM
cana-6245	15	3	,	,	PUNCT
cana-6245	15	4	the	the	DET
cana-6245	15	5	total	total	ADJ
cana-6245	15	6	number	number	NOUN
cana-6245	15	7	of	of	ADP
cana-6245	15	8	iot	iot	NOUN
cana-6245	15	9	-	-	PUNCT
cana-6245	15	10	connected	connect	VERB
cana-6245	15	11	devices	device	NOUN
cana-6245	15	12	is	be	AUX
cana-6245	15	13	expected	expect	VERB
cana-6245	15	14	to	to	PART
cana-6245	15	15	exceed	exceed	VERB
cana-6245	15	16	30	30	NUM
cana-6245	15	17	billion	billion	NUM
cana-6245	15	18	,	,	PUNCT
cana-6245	15	19	marking	mark	VERB
cana-6245	15	20	a	a	DET
cana-6245	15	21	significant	significant	ADJ
cana-6245	15	22	milestone	milestone	NOUN
cana-6245	15	23	in	in	ADP
cana-6245	15	24	information	information	NOUN
cana-6245	15	25	technology	technology	NOUN
cana-6245	15	26	development	development	NOUN
cana-6245	15	27	[	[	X
cana-6245	15	28	1	1	NUM
cana-6245	15	29	]	]	PUNCT
cana-6245	15	30	.	.	PUNCT
cana-6245	16	1	over	over	ADP
cana-6245	16	2	the	the	DET
cana-6245	16	3	last	last	ADJ
cana-6245	16	4	decade	decade	NOUN
cana-6245	16	5	,	,	PUNCT
cana-6245	16	6	technological	technological	ADJ
cana-6245	16	7	advancements	advancement	NOUN
cana-6245	16	8	have	have	AUX
cana-6245	16	9	significantly	significantly	ADV
cana-6245	16	10	improved	improve	VERB
cana-6245	16	11	daily	daily	ADJ
cana-6245	16	12	life	life	NOUN
cana-6245	16	13	.	.	PUNCT
cana-6245	17	1	a	a	DET
cana-6245	17	2	key	key	ADJ
cana-6245	17	3	example	example	NOUN
cana-6245	17	4	is	be	AUX
cana-6245	17	5	smart	smart	ADJ
cana-6245	17	6	communications	communication	NOUN
cana-6245	17	7	on	on	ADP
cana-6245	17	8	applied	apply	VERB
cana-6245	17	9	nonlinear	nonlinear	ADJ
cana-6245	17	10	analysis	analysis	NOUN
cana-6245	17	11	issn	issn	NOUN
cana-6245	17	12	:	:	PUNCT
cana-6245	17	13	1074	1074	NUM
cana-6245	17	14	-	-	PUNCT
cana-6245	17	15	133x	133x	NUM
cana-6245	17	16	vol	vol	VERB
cana-6245	17	17	32	32	NUM
cana-6245	17	18	no	no	NOUN
cana-6245	17	19	.	.	PUNCT
cana-6245	18	1	10s	10	NOUN
cana-6245	18	2	(	(	PUNCT
cana-6245	18	3	2025	2025	NUM
cana-6245	18	4	)	)	PUNCT
cana-6245	18	5	3604	3604	NUM
cana-6245	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	18	7	parking	parking	NOUN
cana-6245	18	8	networks	network	NOUN
cana-6245	18	9	,	,	PUNCT
cana-6245	18	10	which	which	PRON
cana-6245	18	11	have	have	AUX
cana-6245	18	12	become	become	VERB
cana-6245	18	13	essential	essential	ADJ
cana-6245	18	14	to	to	ADP
cana-6245	18	15	iot	iot	NOUN
cana-6245	18	16	-	-	PUNCT
cana-6245	18	17	enabled	enable	VERB
cana-6245	18	18	smart	smart	ADJ
cana-6245	18	19	cities	city	NOUN
cana-6245	18	20	,	,	PUNCT
cana-6245	18	21	enhancing	enhance	VERB
cana-6245	18	22	urban	urban	ADJ
cana-6245	18	23	efficiency	efficiency	NOUN
cana-6245	18	24	and	and	CCONJ
cana-6245	18	25	convenience	convenience	NOUN
cana-6245	18	26	.	.	PUNCT
cana-6245	19	1	urbanization	urbanization	NOUN
cana-6245	19	2	and	and	CCONJ
cana-6245	19	3	rising	rise	VERB
cana-6245	19	4	vehicle	vehicle	NOUN
cana-6245	19	5	ownership	ownership	NOUN
cana-6245	19	6	have	have	AUX
cana-6245	19	7	led	lead	VERB
cana-6245	19	8	to	to	ADP
cana-6245	19	9	increasing	increase	VERB
cana-6245	19	10	demand	demand	NOUN
cana-6245	19	11	for	for	ADP
cana-6245	19	12	parking	parking	NOUN
cana-6245	19	13	in	in	ADP
cana-6245	19	14	cities	city	NOUN
cana-6245	19	15	,	,	PUNCT
cana-6245	19	16	intensifying	intensify	VERB
cana-6245	19	17	traffic	traffic	NOUN
cana-6245	19	18	congestion	congestion	NOUN
cana-6245	19	19	and	and	CCONJ
cana-6245	19	20	making	make	VERB
cana-6245	19	21	the	the	DET
cana-6245	19	22	search	search	NOUN
cana-6245	19	23	for	for	ADP
cana-6245	19	24	parking	parking	NOUN
cana-6245	19	25	spaces	space	NOUN
cana-6245	19	26	a	a	DET
cana-6245	19	27	time	time	NOUN
cana-6245	19	28	-	-	PUNCT
cana-6245	19	29	consuming	consume	VERB
cana-6245	19	30	challenge	challenge	NOUN
cana-6245	19	31	,	,	PUNCT
cana-6245	19	32	especially	especially	ADV
cana-6245	19	33	during	during	ADP
cana-6245	19	34	peak	peak	NOUN
cana-6245	19	35	hours	hour	NOUN
cana-6245	19	36	.	.	PUNCT
cana-6245	20	1	this	this	DET
cana-6245	20	2	issue	issue	NOUN
cana-6245	20	3	complicates	complicate	VERB
cana-6245	20	4	urban	urban	ADJ
cana-6245	20	5	transportation	transportation	NOUN
cana-6245	20	6	management	management	NOUN
cana-6245	20	7	,	,	PUNCT
cana-6245	20	8	as	as	SCONJ
cana-6245	20	9	it	it	PRON
cana-6245	20	10	results	result	VERB
cana-6245	20	11	in	in	ADP
cana-6245	20	12	higher	high	ADJ
cana-6245	20	13	fuel	fuel	NOUN
cana-6245	20	14	consumption	consumption	NOUN
cana-6245	20	15	,	,	PUNCT
cana-6245	20	16	increased	increase	VERB
cana-6245	20	17	greenhouse	greenhouse	NOUN
cana-6245	20	18	gas	gas	NOUN
cana-6245	20	19	emissions	emission	NOUN
cana-6245	20	20	,	,	PUNCT
cana-6245	20	21	and	and	CCONJ
cana-6245	20	22	worsened	worsen	VERB
cana-6245	20	23	traffic	traffic	NOUN
cana-6245	20	24	conditions	condition	NOUN
cana-6245	20	25	.	.	PUNCT
cana-6245	21	1	traditional	traditional	ADJ
cana-6245	21	2	parking	parking	NOUN
cana-6245	21	3	systems	system	NOUN
cana-6245	21	4	often	often	ADV
cana-6245	21	5	have	have	VERB
cana-6245	21	6	a	a	DET
cana-6245	21	7	limited	limited	ADJ
cana-6245	21	8	scope	scope	NOUN
cana-6245	21	9	,	,	PUNCT
cana-6245	21	10	focusing	focus	VERB
cana-6245	21	11	on	on	ADP
cana-6245	21	12	specific	specific	ADJ
cana-6245	21	13	parking	parking	NOUN
cana-6245	21	14	areas	area	NOUN
cana-6245	21	15	rather	rather	ADV
cana-6245	21	16	than	than	ADP
cana-6245	21	17	providing	provide	VERB
cana-6245	21	18	a	a	DET
cana-6245	21	19	comprehensive	comprehensive	ADJ
cana-6245	21	20	view	view	NOUN
cana-6245	21	21	of	of	ADP
cana-6245	21	22	citywide	citywide	ADJ
cana-6245	21	23	parking	parking	NOUN
cana-6245	21	24	availability	availability	NOUN
cana-6245	21	25	.	.	PUNCT
cana-6245	22	1	smart	smart	ADJ
cana-6245	22	2	parking	parking	NOUN
cana-6245	22	3	systems	system	NOUN
cana-6245	22	4	(	(	PUNCT
cana-6245	22	5	sps	sps	PROPN
cana-6245	22	6	)	)	PUNCT
cana-6245	22	7	have	have	AUX
cana-6245	22	8	emerged	emerge	VERB
cana-6245	22	9	as	as	ADP
cana-6245	22	10	a	a	DET
cana-6245	22	11	potential	potential	ADJ
cana-6245	22	12	solution	solution	NOUN
cana-6245	22	13	to	to	ADP
cana-6245	22	14	these	these	DET
cana-6245	22	15	issues	issue	NOUN
cana-6245	22	16	,	,	PUNCT
cana-6245	22	17	utilizing	utilize	VERB
cana-6245	22	18	machine	machine	NOUN
cana-6245	22	19	learning	learning	NOUN
cana-6245	22	20	and	and	CCONJ
cana-6245	22	21	iot	iot	NOUN
cana-6245	22	22	to	to	PART
cana-6245	22	23	provide	provide	VERB
cana-6245	22	24	real	real	ADJ
cana-6245	22	25	-	-	PUNCT
cana-6245	22	26	time	time	NOUN
cana-6245	22	27	data	datum	NOUN
cana-6245	22	28	on	on	ADP
cana-6245	22	29	available	available	ADJ
cana-6245	22	30	parking	parking	NOUN
cana-6245	22	31	spaces	space	NOUN
cana-6245	22	32	[	[	X
cana-6245	22	33	2	2	NUM
cana-6245	22	34	-	-	SYM
cana-6245	22	35	8	8	NUM
cana-6245	22	36	]	]	PUNCT
cana-6245	22	37	.	.	PUNCT
cana-6245	23	1	however	however	ADV
cana-6245	23	2	,	,	PUNCT
cana-6245	23	3	many	many	ADJ
cana-6245	23	4	existing	exist	VERB
cana-6245	23	5	systems	system	NOUN
cana-6245	23	6	fail	fail	VERB
cana-6245	23	7	to	to	PART
cana-6245	23	8	account	account	VERB
cana-6245	23	9	for	for	ADP
cana-6245	23	10	variables	variable	NOUN
cana-6245	23	11	like	like	ADP
cana-6245	23	12	weather	weather	NOUN
cana-6245	23	13	conditions	condition	NOUN
cana-6245	23	14	and	and	CCONJ
cana-6245	23	15	time	time	NOUN
cana-6245	23	16	of	of	ADP
cana-6245	23	17	day	day	NOUN
cana-6245	23	18	,	,	PUNCT
cana-6245	23	19	which	which	PRON
cana-6245	23	20	affect	affect	VERB
cana-6245	23	21	parking	parking	NOUN
cana-6245	23	22	capacity	capacity	NOUN
cana-6245	23	23	.	.	PUNCT
cana-6245	24	1	additionally	additionally	ADV
cana-6245	24	2	,	,	PUNCT
cana-6245	24	3	these	these	DET
cana-6245	24	4	systems	system	NOUN
cana-6245	24	5	often	often	ADV
cana-6245	24	6	lack	lack	VERB
cana-6245	24	7	scalability	scalability	NOUN
cana-6245	24	8	,	,	PUNCT
cana-6245	24	9	limiting	limit	VERB
cana-6245	24	10	their	their	PRON
cana-6245	24	11	ability	ability	NOUN
cana-6245	24	12	to	to	PART
cana-6245	24	13	manage	manage	VERB
cana-6245	24	14	parking	parking	NOUN
cana-6245	24	15	effectively	effectively	ADV
cana-6245	24	16	in	in	ADP
cana-6245	24	17	densely	densely	ADV
cana-6245	24	18	populated	populated	ADJ
cana-6245	24	19	cities	city	NOUN
cana-6245	24	20	with	with	ADP
cana-6245	24	21	high	high	ADJ
cana-6245	24	22	demand	demand	NOUN
cana-6245	24	23	.	.	PUNCT
cana-6245	25	1	istanbul	istanbul	PROPN
cana-6245	25	2	,	,	PUNCT
cana-6245	25	3	turkey	turkey	PROPN
cana-6245	25	4	's	's	PART
cana-6245	25	5	largest	large	ADJ
cana-6245	25	6	metropolitan	metropolitan	ADJ
cana-6245	25	7	area	area	NOUN
cana-6245	25	8	with	with	ADP
cana-6245	25	9	a	a	DET
cana-6245	25	10	population	population	NOUN
cana-6245	25	11	of	of	ADP
cana-6245	25	12	15.5	15.5	NUM
cana-6245	25	13	million	million	NUM
cana-6245	25	14	,	,	PUNCT
cana-6245	25	15	serves	serve	VERB
cana-6245	25	16	as	as	ADP
cana-6245	25	17	a	a	DET
cana-6245	25	18	prime	prime	ADJ
cana-6245	25	19	example	example	NOUN
cana-6245	25	20	.	.	PUNCT
cana-6245	26	1	as	as	ADP
cana-6245	26	2	a	a	DET
cana-6245	26	3	cultural	cultural	ADJ
cana-6245	26	4	and	and	CCONJ
cana-6245	26	5	commercial	commercial	ADJ
cana-6245	26	6	hub	hub	NOUN
cana-6245	26	7	,	,	PUNCT
cana-6245	26	8	it	it	PRON
cana-6245	26	9	faces	face	VERB
cana-6245	26	10	severe	severe	ADJ
cana-6245	26	11	traffic	traffic	NOUN
cana-6245	26	12	issues	issue	NOUN
cana-6245	26	13	,	,	PUNCT
cana-6245	26	14	particularly	particularly	ADV
cana-6245	26	15	during	during	ADP
cana-6245	26	16	rush	rush	NOUN
cana-6245	26	17	hours	hour	NOUN
cana-6245	26	18	when	when	SCONJ
cana-6245	26	19	finding	find	VERB
cana-6245	26	20	parking	parking	NOUN
cana-6245	26	21	is	be	AUX
cana-6245	26	22	a	a	DET
cana-6245	26	23	significant	significant	ADJ
cana-6245	26	24	challenge	challenge	NOUN
cana-6245	26	25	.	.	PUNCT
cana-6245	27	1	while	while	SCONJ
cana-6245	27	2	current	current	ADJ
cana-6245	27	3	methods	method	NOUN
cana-6245	27	4	provide	provide	VERB
cana-6245	27	5	temporary	temporary	ADJ
cana-6245	27	6	relief	relief	NOUN
cana-6245	27	7	,	,	PUNCT
cana-6245	27	8	the	the	DET
cana-6245	27	9	increasing	increase	VERB
cana-6245	27	10	number	number	NOUN
cana-6245	27	11	of	of	ADP
cana-6245	27	12	vehicles	vehicle	NOUN
cana-6245	27	13	calls	call	VERB
cana-6245	27	14	for	for	ADP
cana-6245	27	15	more	more	ADV
cana-6245	27	16	innovative	innovative	ADJ
cana-6245	27	17	solutions	solution	NOUN
cana-6245	27	18	.	.	PUNCT
cana-6245	28	1	in	in	ADP
cana-6245	28	2	modern	modern	ADJ
cana-6245	28	3	urban	urban	ADJ
cana-6245	28	4	settings	setting	NOUN
cana-6245	28	5	,	,	PUNCT
cana-6245	28	6	auto	auto	NOUN
cana-6245	28	7	transport	transport	NOUN
cana-6245	28	8	tracking	tracking	NOUN
cana-6245	28	9	has	have	AUX
cana-6245	28	10	been	be	AUX
cana-6245	28	11	significantly	significantly	ADV
cana-6245	28	12	improved	improve	VERB
cana-6245	28	13	by	by	ADP
cana-6245	28	14	deep	deep	ADJ
cana-6245	28	15	learning	learning	NOUN
cana-6245	28	16	techniques	technique	NOUN
cana-6245	28	17	.	.	PUNCT
cana-6245	29	1	a	a	DET
cana-6245	29	2	collaborative	collaborative	ADJ
cana-6245	29	3	approach	approach	NOUN
cana-6245	29	4	based	base	VERB
cana-6245	29	5	on	on	ADP
cana-6245	29	6	reinforcement	reinforcement	NOUN
cana-6245	29	7	learning	learning	NOUN
cana-6245	29	8	was	be	AUX
cana-6245	29	9	proposed	propose	VERB
cana-6245	29	10	in	in	ADP
cana-6245	29	11	[	[	X
cana-6245	29	12	10	10	NUM
cana-6245	29	13	]	]	PUNCT
cana-6245	29	14	to	to	PART
cana-6245	29	15	address	address	VERB
cana-6245	29	16	parking	parking	NOUN
cana-6245	29	17	space	space	NOUN
cana-6245	29	18	distribution	distribution	NOUN
cana-6245	29	19	,	,	PUNCT
cana-6245	29	20	employing	employ	VERB
cana-6245	29	21	intelligent	intelligent	ADJ
cana-6245	29	22	decision	decision	NOUN
cana-6245	29	23	-	-	PUNCT
cana-6245	29	24	making	making	NOUN
cana-6245	29	25	for	for	ADP
cana-6245	29	26	more	more	ADV
cana-6245	29	27	efficient	efficient	ADJ
cana-6245	29	28	allocation	allocation	NOUN
cana-6245	29	29	.	.	PUNCT
cana-6245	30	1	furthermore	furthermore	ADV
cana-6245	30	2	,	,	PUNCT
cana-6245	30	3	an	an	DET
cana-6245	30	4	ant	ant	ADJ
cana-6245	30	5	colony	colony	NOUN
cana-6245	30	6	optimization	optimization	NOUN
cana-6245	30	7	method	method	NOUN
cana-6245	30	8	was	be	AUX
cana-6245	30	9	applied	apply	VERB
cana-6245	30	10	to	to	PART
cana-6245	30	11	optimize	optimize	VERB
cana-6245	30	12	the	the	DET
cana-6245	30	13	leasing	leasing	NOUN
cana-6245	30	14	process	process	NOUN
cana-6245	30	15	for	for	ADP
cana-6245	30	16	shared	share	VERB
cana-6245	30	17	electronic	electronic	ADJ
cana-6245	30	18	scooter	scooter	NOUN
cana-6245	30	19	providers	provider	NOUN
cana-6245	30	20	,	,	PUNCT
cana-6245	30	21	enhancing	enhance	VERB
cana-6245	30	22	urban	urban	ADJ
cana-6245	30	23	occupancy	occupancy	NOUN
cana-6245	30	24	efficiency	efficiency	NOUN
cana-6245	30	25	[	[	X
cana-6245	30	26	11	11	NUM
cana-6245	30	27	]	]	PUNCT
cana-6245	30	28	.	.	PUNCT
cana-6245	31	1	finally	finally	ADV
cana-6245	31	2	,	,	PUNCT
cana-6245	31	3	in	in	ADP
cana-6245	31	4	[	[	X
cana-6245	31	5	12	12	NUM
cana-6245	31	6	]	]	PUNCT
cana-6245	31	7	,	,	PUNCT
cana-6245	31	8	the	the	DET
cana-6245	31	9	process	process	NOUN
cana-6245	31	10	of	of	ADP
cana-6245	31	11	building	build	VERB
cana-6245	31	12	a	a	DET
cana-6245	31	13	robust	robust	ADJ
cana-6245	31	14	middleware	middleware	NOUN
cana-6245	31	15	platform	platform	NOUN
cana-6245	31	16	that	that	PRON
cana-6245	31	17	is	be	AUX
cana-6245	31	18	cost	cost	NOUN
cana-6245	31	19	-	-	PUNCT
cana-6245	31	20	effective	effective	ADJ
cana-6245	31	21	was	be	AUX
cana-6245	31	22	discussed	discuss	VERB
cana-6245	31	23	,	,	PUNCT
cana-6245	31	24	aimed	aim	VERB
cana-6245	31	25	at	at	ADP
cana-6245	31	26	creating	create	VERB
cana-6245	31	27	an	an	DET
cana-6245	31	28	integrated	integrate	VERB
cana-6245	31	29	spots	spot	NOUN
cana-6245	31	30	-	-	PUNCT
cana-6245	31	31	to	to	ADP
cana-6245	31	32	-	-	PUNCT
cana-6245	31	33	park	park	NOUN
cana-6245	31	34	management	management	NOUN
cana-6245	31	35	system	system	NOUN
cana-6245	31	36	to	to	PART
cana-6245	31	37	simplify	simplify	VERB
cana-6245	31	38	operations	operation	NOUN
cana-6245	31	39	and	and	CCONJ
cana-6245	31	40	enhance	enhance	VERB
cana-6245	31	41	the	the	DET
cana-6245	31	42	client	client	NOUN
cana-6245	31	43	experience	experience	NOUN
cana-6245	31	44	across	across	ADP
cana-6245	31	45	various	various	ADJ
cana-6245	31	46	parking	parking	NOUN
cana-6245	31	47	lots	lot	NOUN
cana-6245	31	48	.	.	PUNCT
cana-6245	32	1	to	to	PART
cana-6245	32	2	predict	predict	VERB
cana-6245	32	3	the	the	DET
cana-6245	32	4	availability	availability	NOUN
cana-6245	32	5	of	of	ADP
cana-6245	32	6	parking	parking	NOUN
cana-6245	32	7	spots	spot	NOUN
cana-6245	32	8	and	and	CCONJ
cana-6245	32	9	allow	allow	VERB
cana-6245	32	10	users	user	NOUN
cana-6245	32	11	to	to	PART
cana-6245	32	12	make	make	VERB
cana-6245	32	13	real	real	ADJ
cana-6245	32	14	-	-	PUNCT
cana-6245	32	15	time	time	NOUN
cana-6245	32	16	bookings	booking	NOUN
cana-6245	32	17	,	,	PUNCT
cana-6245	32	18	this	this	DET
cana-6245	32	19	article	article	NOUN
cana-6245	32	20	introduces	introduce	VERB
cana-6245	32	21	an	an	DET
cana-6245	32	22	lstm	lstm	ADJ
cana-6245	32	23	-	-	PUNCT
cana-6245	32	24	drrnn	drrnn	NOUN
cana-6245	32	25	model	model	NOUN
cana-6245	32	26	.	.	PUNCT
cana-6245	33	1	this	this	DET
cana-6245	33	2	approach	approach	NOUN
cana-6245	33	3	offers	offer	VERB
cana-6245	33	4	more	more	ADV
cana-6245	33	5	accurate	accurate	ADJ
cana-6245	33	6	estimates	estimate	NOUN
cana-6245	33	7	of	of	ADP
cana-6245	33	8	parking	parking	NOUN
cana-6245	33	9	demand	demand	NOUN
cana-6245	33	10	and	and	CCONJ
cana-6245	33	11	supply	supply	NOUN
cana-6245	33	12	by	by	ADP
cana-6245	33	13	considering	consider	VERB
cana-6245	33	14	the	the	DET
cana-6245	33	15	entire	entire	ADJ
cana-6245	33	16	parking	parking	NOUN
cana-6245	33	17	environment	environment	NOUN
cana-6245	33	18	,	,	PUNCT
cana-6245	33	19	unlike	unlike	ADP
cana-6245	33	20	traditional	traditional	ADJ
cana-6245	33	21	models	model	NOUN
cana-6245	33	22	.	.	PUNCT
cana-6245	34	1	it	it	PRON
cana-6245	34	2	enhances	enhance	VERB
cana-6245	34	3	parking	parking	NOUN
cana-6245	34	4	management	management	NOUN
cana-6245	34	5	efficiency	efficiency	NOUN
cana-6245	34	6	by	by	ADP
cana-6245	34	7	incorporating	incorporate	VERB
cana-6245	34	8	user	user	NOUN
cana-6245	34	9	habits	habit	NOUN
cana-6245	34	10	,	,	PUNCT
cana-6245	34	11	historical	historical	ADJ
cana-6245	34	12	patterns	pattern	NOUN
cana-6245	34	13	,	,	PUNCT
cana-6245	34	14	as	as	ADV
cana-6245	34	15	well	well	ADV
cana-6245	34	16	as	as	ADP
cana-6245	34	17	factors	factor	NOUN
cana-6245	34	18	like	like	ADP
cana-6245	34	19	weather	weather	NOUN
cana-6245	34	20	and	and	CCONJ
cana-6245	34	21	calendar	calendar	NOUN
cana-6245	34	22	events	event	NOUN
cana-6245	34	23	.	.	PUNCT
cana-6245	35	1	data	datum	NOUN
cana-6245	35	2	validation	validation	NOUN
cana-6245	35	3	in	in	ADP
cana-6245	35	4	istanbul	istanbul	PROPN
cana-6245	35	5	shows	show	VERB
cana-6245	35	6	that	that	SCONJ
cana-6245	35	7	the	the	DET
cana-6245	35	8	lstm	lstm	ADJ
cana-6245	35	9	-	-	PUNCT
cana-6245	35	10	drrnn	drrnn	NOUN
cana-6245	35	11	model	model	NOUN
cana-6245	35	12	communications	communication	NOUN
cana-6245	35	13	on	on	ADP
cana-6245	35	14	applied	apply	VERB
cana-6245	35	15	nonlinear	nonlinear	ADJ
cana-6245	35	16	analysis	analysis	NOUN
cana-6245	35	17	issn	issn	NOUN
cana-6245	35	18	:	:	PUNCT
cana-6245	35	19	1074	1074	NUM
cana-6245	35	20	-	-	PUNCT
cana-6245	35	21	133x	133x	NUM
cana-6245	35	22	vol	vol	VERB
cana-6245	35	23	32	32	NUM
cana-6245	35	24	no	no	NOUN
cana-6245	35	25	.	.	PUNCT
cana-6245	36	1	10s	10	NOUN
cana-6245	36	2	(	(	PUNCT
cana-6245	36	3	2025	2025	NUM
cana-6245	36	4	)	)	PUNCT
cana-6245	36	5	3605	3605	NUM
cana-6245	36	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	36	7	outperforms	outperform	VERB
cana-6245	36	8	existing	exist	VERB
cana-6245	36	9	methods	method	NOUN
cana-6245	36	10	by	by	ADP
cana-6245	36	11	reducing	reduce	VERB
cana-6245	36	12	fuel	fuel	NOUN
cana-6245	36	13	consumption	consumption	NOUN
cana-6245	36	14	through	through	ADP
cana-6245	36	15	shorter	short	ADJ
cana-6245	36	16	search	search	NOUN
cana-6245	36	17	times	time	NOUN
cana-6245	36	18	and	and	CCONJ
cana-6245	36	19	improving	improve	VERB
cana-6245	36	20	forecasting	forecasting	NOUN
cana-6245	36	21	accuracy	accuracy	NOUN
cana-6245	36	22	.	.	PUNCT
cana-6245	37	1	key	key	ADJ
cana-6245	37	2	new	new	ADJ
cana-6245	37	3	findings	finding	NOUN
cana-6245	37	4	from	from	ADP
cana-6245	37	5	this	this	DET
cana-6245	37	6	study	study	NOUN
cana-6245	37	7	include	include	VERB
cana-6245	37	8	:	:	PUNCT
cana-6245	37	9	●	●	PUNCT
cana-6245	37	10	aggregate	aggregate	ADJ
cana-6245	37	11	lstm	lstm	ADJ
cana-6245	37	12	-	-	PUNCT
cana-6245	37	13	drrnn	drrnn	NOUN
cana-6245	37	14	method	method	NOUN
cana-6245	37	15	:	:	PUNCT
cana-6245	37	16	the	the	DET
cana-6245	37	17	newly	newly	ADV
cana-6245	37	18	developed	develop	VERB
cana-6245	37	19	lstm	lstm	ADJ
cana-6245	37	20	-	-	PUNCT
cana-6245	37	21	drrnn	drrnn	NOUN
cana-6245	37	22	algorithm	algorithm	NOUN
cana-6245	37	23	significantly	significantly	ADV
cana-6245	37	24	enhances	enhance	VERB
cana-6245	37	25	the	the	DET
cana-6245	37	26	accuracy	accuracy	NOUN
cana-6245	37	27	of	of	ADP
cana-6245	37	28	parking	parking	NOUN
cana-6245	37	29	availability	availability	NOUN
cana-6245	37	30	forecasts	forecast	NOUN
cana-6245	37	31	compared	compare	VERB
cana-6245	37	32	to	to	ADP
cana-6245	37	33	existing	exist	VERB
cana-6245	37	34	methods	method	NOUN
cana-6245	37	35	.	.	PUNCT
cana-6245	38	1	●	●	PUNCT
cana-6245	38	2	comprehensive	comprehensive	ADJ
cana-6245	38	3	parking	parking	NOUN
cana-6245	38	4	evaluation	evaluation	NOUN
cana-6245	38	5	:	:	PUNCT
cana-6245	38	6	unlike	unlike	ADP
cana-6245	38	7	traditional	traditional	ADJ
cana-6245	38	8	models	model	NOUN
cana-6245	38	9	,	,	PUNCT
cana-6245	38	10	the	the	DET
cana-6245	38	11	algorithm	algorithm	NOUN
cana-6245	38	12	evaluates	evaluate	VERB
cana-6245	38	13	parking	parking	NOUN
cana-6245	38	14	accessibility	accessibility	NOUN
cana-6245	38	15	across	across	ADP
cana-6245	38	16	large	large	ADJ
cana-6245	38	17	areas	area	NOUN
cana-6245	38	18	,	,	PUNCT
cana-6245	38	19	not	not	PART
cana-6245	38	20	just	just	ADV
cana-6245	38	21	individual	individual	ADJ
cana-6245	38	22	lots	lot	NOUN
cana-6245	38	23	,	,	PUNCT
cana-6245	38	24	enabling	enable	VERB
cana-6245	38	25	better	well	ADJ
cana-6245	38	26	allocation	allocation	NOUN
cana-6245	38	27	of	of	ADP
cana-6245	38	28	parking	parking	NOUN
cana-6245	38	29	spaces	space	NOUN
cana-6245	38	30	.	.	PUNCT
cana-6245	39	1	●	●	PUNCT
cana-6245	39	2	user	user	NOUN
cana-6245	39	3	habits	habit	NOUN
cana-6245	39	4	and	and	CCONJ
cana-6245	39	5	external	external	ADJ
cana-6245	39	6	influences	influence	NOUN
cana-6245	39	7	:	:	PUNCT
cana-6245	39	8	to	to	PART
cana-6245	39	9	optimize	optimize	VERB
cana-6245	39	10	resource	resource	NOUN
cana-6245	39	11	use	use	NOUN
cana-6245	39	12	and	and	CCONJ
cana-6245	39	13	improve	improve	VERB
cana-6245	39	14	customer	customer	NOUN
cana-6245	39	15	satisfaction	satisfaction	NOUN
cana-6245	39	16	,	,	PUNCT
cana-6245	39	17	the	the	DET
cana-6245	39	18	algorithm	algorithm	NOUN
cana-6245	39	19	takes	take	VERB
cana-6245	39	20	into	into	ADP
cana-6245	39	21	account	account	NOUN
cana-6245	39	22	factors	factor	NOUN
cana-6245	39	23	such	such	ADJ
cana-6245	39	24	as	as	ADP
cana-6245	39	25	traffic	traffic	NOUN
cana-6245	39	26	flow	flow	NOUN
cana-6245	39	27	,	,	PUNCT
cana-6245	39	28	historical	historical	ADJ
cana-6245	39	29	parking	parking	NOUN
cana-6245	39	30	data	datum	NOUN
cana-6245	39	31	,	,	PUNCT
cana-6245	39	32	customer	customer	NOUN
cana-6245	39	33	demands	demand	NOUN
cana-6245	39	34	,	,	PUNCT
cana-6245	39	35	and	and	CCONJ
cana-6245	39	36	environmental	environmental	ADJ
cana-6245	39	37	influences	influence	NOUN
cana-6245	39	38	.	.	PUNCT
cana-6245	40	1	●	●	PUNCT
cana-6245	40	2	real	real	ADJ
cana-6245	40	3	-	-	PUNCT
cana-6245	40	4	time	time	NOUN
cana-6245	40	5	appointment	appointment	NOUN
cana-6245	40	6	scheduling	scheduling	NOUN
cana-6245	40	7	:	:	PUNCT
cana-6245	40	8	the	the	DET
cana-6245	40	9	platform	platform	NOUN
cana-6245	40	10	allows	allow	VERB
cana-6245	40	11	drivers	driver	NOUN
cana-6245	40	12	to	to	PART
cana-6245	40	13	book	book	NOUN
cana-6245	40	14	parking	parking	NOUN
cana-6245	40	15	spots	spot	NOUN
cana-6245	40	16	in	in	ADP
cana-6245	40	17	advance	advance	NOUN
cana-6245	40	18	,	,	PUNCT
cana-6245	40	19	reducing	reduce	VERB
cana-6245	40	20	search	search	NOUN
cana-6245	40	21	times	time	NOUN
cana-6245	40	22	and	and	CCONJ
cana-6245	40	23	alleviating	alleviate	VERB
cana-6245	40	24	congestion	congestion	NOUN
cana-6245	40	25	in	in	ADP
cana-6245	40	26	areas	area	NOUN
cana-6245	40	27	with	with	ADP
cana-6245	40	28	limited	limited	ADJ
cana-6245	40	29	availability	availability	NOUN
cana-6245	40	30	.	.	PUNCT
cana-6245	41	1	●	●	PUNCT
cana-6245	41	2	validation	validation	NOUN
cana-6245	41	3	with	with	ADP
cana-6245	41	4	istanbul	istanbul	PROPN
cana-6245	41	5	data	data	PROPN
cana-6245	41	6	:	:	PUNCT
cana-6245	41	7	the	the	DET
cana-6245	41	8	model	model	NOUN
cana-6245	41	9	's	's	PART
cana-6245	41	10	effectiveness	effectiveness	NOUN
cana-6245	41	11	is	be	AUX
cana-6245	41	12	demonstrated	demonstrate	VERB
cana-6245	41	13	using	use	VERB
cana-6245	41	14	real	real	ADJ
cana-6245	41	15	-	-	PUNCT
cana-6245	41	16	world	world	NOUN
cana-6245	41	17	data	datum	NOUN
cana-6245	41	18	from	from	ADP
cana-6245	41	19	istanbul	istanbul	PROPN
cana-6245	41	20	,	,	PUNCT
cana-6245	41	21	showing	show	VERB
cana-6245	41	22	improved	improved	ADJ
cana-6245	41	23	forecasting	forecasting	NOUN
cana-6245	41	24	accuracy	accuracy	NOUN
cana-6245	41	25	and	and	CCONJ
cana-6245	41	26	reduced	reduced	ADJ
cana-6245	41	27	fuel	fuel	NOUN
cana-6245	41	28	consumption	consumption	NOUN
cana-6245	41	29	by	by	ADP
cana-6245	41	30	minimizing	minimize	VERB
cana-6245	41	31	search	search	NOUN
cana-6245	41	32	times	time	NOUN
cana-6245	41	33	.	.	PUNCT
cana-6245	42	1	the	the	DET
cana-6245	42	2	following	follow	VERB
cana-6245	42	3	is	be	AUX
cana-6245	42	4	the	the	DET
cana-6245	42	5	outline	outline	NOUN
cana-6245	42	6	of	of	ADP
cana-6245	42	7	the	the	DET
cana-6245	42	8	paper	paper	NOUN
cana-6245	42	9	:	:	PUNCT
cana-6245	42	10	section	section	NOUN
cana-6245	42	11	2	2	NUM
cana-6245	42	12	provides	provide	VERB
cana-6245	42	13	a	a	DET
cana-6245	42	14	survey	survey	NOUN
cana-6245	42	15	of	of	ADP
cana-6245	42	16	the	the	DET
cana-6245	42	17	pertinent	pertinent	ADJ
cana-6245	42	18	scholarship	scholarship	NOUN
cana-6245	42	19	,	,	PUNCT
cana-6245	42	20	with	with	ADP
cana-6245	42	21	an	an	DET
cana-6245	42	22	emphasis	emphasis	NOUN
cana-6245	42	23	on	on	ADP
cana-6245	42	24	seminal	seminal	ADJ
cana-6245	42	25	works	work	NOUN
cana-6245	42	26	on	on	ADP
cana-6245	42	27	the	the	DET
cana-6245	42	28	subject	subject	NOUN
cana-6245	42	29	.	.	PUNCT
cana-6245	43	1	section	section	NOUN
cana-6245	43	2	3	3	NUM
cana-6245	43	3	provides	provide	VERB
cana-6245	43	4	the	the	DET
cana-6245	43	5	suggested	suggest	VERB
cana-6245	43	6	model	model	NOUN
cana-6245	43	7	and	and	CCONJ
cana-6245	43	8	describes	describe	VERB
cana-6245	43	9	the	the	DET
cana-6245	43	10	study	study	NOUN
cana-6245	43	11	methods	method	NOUN
cana-6245	43	12	.	.	PUNCT
cana-6245	44	1	section	section	NOUN
cana-6245	44	2	4	4	NUM
cana-6245	44	3	assesses	assess	VERB
cana-6245	44	4	the	the	DET
cana-6245	44	5	outcomes	outcome	NOUN
cana-6245	44	6	in	in	ADP
cana-6245	44	7	relation	relation	NOUN
cana-6245	44	8	to	to	ADP
cana-6245	44	9	previous	previous	ADJ
cana-6245	44	10	studies	study	NOUN
cana-6245	44	11	'	'	PART
cana-6245	44	12	conclusions	conclusion	NOUN
cana-6245	44	13	using	use	VERB
cana-6245	44	14	a	a	DET
cana-6245	44	15	number	number	NOUN
cana-6245	44	16	of	of	ADP
cana-6245	44	17	metrics	metric	NOUN
cana-6245	44	18	,	,	PUNCT
cana-6245	44	19	such	such	ADJ
cana-6245	44	20	as	as	ADP
cana-6245	44	21	mse	mse	NOUN
cana-6245	44	22	,	,	PUNCT
cana-6245	44	23	rmse	rmse	PROPN
cana-6245	44	24	,	,	PUNCT
cana-6245	44	25	mae	mae	PROPN
cana-6245	44	26	,	,	PUNCT
cana-6245	44	27	mdae	mdae	NOUN
cana-6245	44	28	,	,	PUNCT
cana-6245	44	29	and	and	CCONJ
cana-6245	44	30	msle	msle	NOUN
cana-6245	44	31	.	.	PUNCT
cana-6245	45	1	section	section	NOUN
cana-6245	45	2	5	5	NUM
cana-6245	45	3	concludes	conclude	VERB
cana-6245	45	4	the	the	DET
cana-6245	45	5	article	article	NOUN
cana-6245	45	6	by	by	ADP
cana-6245	45	7	summarizing	summarize	VERB
cana-6245	45	8	the	the	DET
cana-6245	45	9	main	main	ADJ
cana-6245	45	10	points	point	NOUN
cana-6245	45	11	.	.	PUNCT
cana-6245	46	1	1	1	X
cana-6245	46	2	.	.	X
cana-6245	46	3	related	relate	VERB
cana-6245	46	4	work	work	NOUN
cana-6245	46	5	there	there	PRON
cana-6245	46	6	is	be	VERB
cana-6245	46	7	ongoing	ongoing	ADJ
cana-6245	46	8	research	research	NOUN
cana-6245	46	9	aimed	aim	VERB
cana-6245	46	10	at	at	ADP
cana-6245	46	11	optimizing	optimize	VERB
cana-6245	46	12	the	the	DET
cana-6245	46	13	use	use	NOUN
cana-6245	46	14	of	of	ADP
cana-6245	46	15	parking	parking	NOUN
cana-6245	46	16	spaces	space	NOUN
cana-6245	46	17	,	,	PUNCT
cana-6245	46	18	a	a	DET
cana-6245	46	19	topic	topic	NOUN
cana-6245	46	20	that	that	PRON
cana-6245	46	21	has	have	AUX
cana-6245	46	22	been	be	AUX
cana-6245	46	23	extensively	extensively	ADV
cana-6245	46	24	explored	explore	VERB
cana-6245	46	25	in	in	ADP
cana-6245	46	26	published	publish	VERB
cana-6245	46	27	work	work	NOUN
cana-6245	46	28	.	.	PUNCT
cana-6245	47	1	rafique	rafique	PROPN
cana-6245	47	2	et	et	PROPN
cana-6245	47	3	al	al	PROPN
cana-6245	47	4	.	.	PUNCT
cana-6245	48	1	[	[	X
cana-6245	48	2	13	13	NUM
cana-6245	48	3	]	]	PUNCT
cana-6245	48	4	propose	propose	VERB
cana-6245	48	5	an	an	DET
cana-6245	48	6	intelligent	intelligent	ADJ
cana-6245	48	7	parking	parking	NOUN
cana-6245	48	8	management	management	NOUN
cana-6245	48	9	platform	platform	NOUN
cana-6245	48	10	utilizing	utilize	VERB
cana-6245	48	11	deep	deep	ADJ
cana-6245	48	12	learning	learning	NOUN
cana-6245	48	13	techniques	technique	NOUN
cana-6245	48	14	,	,	PUNCT
cana-6245	48	15	specifically	specifically	ADV
cana-6245	48	16	yolo	yolo	ADJ
cana-6245	48	17	v5	v5	NOUN
cana-6245	48	18	,	,	PUNCT
cana-6245	48	19	to	to	PART
cana-6245	48	20	improve	improve	VERB
cana-6245	48	21	vehicle	vehicle	NOUN
cana-6245	48	22	identification	identification	NOUN
cana-6245	48	23	.	.	PUNCT
cana-6245	49	1	the	the	DET
cana-6245	49	2	algorithm	algorithm	NOUN
cana-6245	49	3	achieved	achieve	VERB
cana-6245	49	4	an	an	DET
cana-6245	49	5	impressive	impressive	ADJ
cana-6245	49	6	accuracy	accuracy	NOUN
cana-6245	49	7	of	of	ADP
cana-6245	49	8	99.5	99.5	NUM
cana-6245	49	9	%	%	NOUN
cana-6245	49	10	when	when	SCONJ
cana-6245	49	11	tested	test	VERB
cana-6245	49	12	on	on	ADP
cana-6245	49	13	the	the	DET
cana-6245	49	14	pklot	pklot	NOUN
cana-6245	49	15	dataset	dataset	NOUN
cana-6245	49	16	.	.	PUNCT
cana-6245	50	1	functionality	functionality	NOUN
cana-6245	50	2	in	in	ADP
cana-6245	50	3	real	real	ADJ
cana-6245	50	4	time	time	NOUN
cana-6245	50	5	was	be	AUX
cana-6245	50	6	enhanced	enhance	VERB
cana-6245	50	7	by	by	ADP
cana-6245	50	8	detecting	detect	VERB
cana-6245	50	9	vacant	vacant	ADJ
cana-6245	50	10	parking	parking	NOUN
cana-6245	50	11	spots	spot	NOUN
cana-6245	50	12	and	and	CCONJ
cana-6245	50	13	extracting	extract	VERB
cana-6245	50	14	vehicle	vehicle	NOUN
cana-6245	50	15	characteristics	characteristic	NOUN
cana-6245	50	16	through	through	ADP
cana-6245	50	17	a	a	DET
cana-6245	50	18	refined	refined	ADJ
cana-6245	50	19	yolo	yolo	ADJ
cana-6245	50	20	v5	v5	PROPN
cana-6245	50	21	algorithm	algorithm	NOUN
cana-6245	50	22	trained	train	VERB
cana-6245	50	23	on	on	ADP
cana-6245	50	24	the	the	DET
cana-6245	50	25	ms	ms	PROPN
cana-6245	50	26	coco	coco	PROPN
cana-6245	50	27	database	database	PROPN
cana-6245	50	28	.	.	PUNCT
cana-6245	51	1	dahiya	dahiya	NOUN
cana-6245	51	2	et	et	PROPN
cana-6245	51	3	al	al	PROPN
cana-6245	51	4	.	.	PUNCT
cana-6245	52	1	[	[	X
cana-6245	52	2	14	14	NUM
cana-6245	52	3	]	]	PUNCT
cana-6245	52	4	provide	provide	VERB
cana-6245	52	5	an	an	DET
cana-6245	52	6	evaluation	evaluation	NOUN
cana-6245	52	7	of	of	ADP
cana-6245	52	8	machine	machine	NOUN
cana-6245	52	9	learning	learning	NOUN
cana-6245	52	10	(	(	PUNCT
cana-6245	52	11	ml	ml	NOUN
cana-6245	52	12	)	)	PUNCT
cana-6245	52	13	algorithms	algorithm	NOUN
cana-6245	52	14	for	for	ADP
cana-6245	52	15	predicting	predict	VERB
cana-6245	52	16	parking	parking	NOUN
cana-6245	52	17	availability	availability	NOUN
cana-6245	52	18	in	in	ADP
cana-6245	52	19	iot	iot	NOUN
cana-6245	52	20	-	-	PUNCT
cana-6245	52	21	enabled	enable	VERB
cana-6245	52	22	environments	environment	NOUN
cana-6245	52	23	.	.	PUNCT
cana-6245	53	1	the	the	DET
cana-6245	53	2	analysis	analysis	NOUN
cana-6245	53	3	includes	include	VERB
cana-6245	53	4	models	model	NOUN
cana-6245	53	5	such	such	ADJ
cana-6245	53	6	as	as	ADP
cana-6245	53	7	k	k	NOUN
cana-6245	53	8	-	-	PUNCT
cana-6245	53	9	nearest	near	ADJ
cana-6245	53	10	neighbors	neighbor	NOUN
cana-6245	53	11	communications	communication	NOUN
cana-6245	53	12	on	on	ADP
cana-6245	53	13	applied	apply	VERB
cana-6245	53	14	nonlinear	nonlinear	ADJ
cana-6245	53	15	analysis	analysis	NOUN
cana-6245	53	16	issn	issn	NOUN
cana-6245	53	17	:	:	PUNCT
cana-6245	53	18	1074	1074	NUM
cana-6245	53	19	-	-	PUNCT
cana-6245	53	20	133x	133x	NUM
cana-6245	53	21	vol	vol	VERB
cana-6245	53	22	32	32	NUM
cana-6245	53	23	no	no	NOUN
cana-6245	53	24	.	.	PUNCT
cana-6245	53	25	10s	10	NOUN
cana-6245	53	26	(	(	PUNCT
cana-6245	53	27	2025	2025	NUM
cana-6245	53	28	)	)	PUNCT
cana-6245	53	29	3606	3606	NUM
cana-6245	53	30	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	53	31	(	(	PUNCT
cana-6245	53	32	knn	knn	PROPN
cana-6245	53	33	)	)	PUNCT
cana-6245	53	34	,	,	PUNCT
cana-6245	53	35	decision	decision	NOUN
cana-6245	53	36	tree	tree	NOUN
cana-6245	53	37	(	(	PUNCT
cana-6245	53	38	dt	dt	PROPN
cana-6245	53	39	)	)	PUNCT
cana-6245	53	40	,	,	PUNCT
cana-6245	53	41	support	support	VERB
cana-6245	53	42	vector	vector	NOUN
cana-6245	53	43	machines	machine	NOUN
cana-6245	53	44	(	(	PUNCT
cana-6245	53	45	svm	svm	PROPN
cana-6245	53	46	)	)	PUNCT
cana-6245	53	47	,	,	PUNCT
cana-6245	53	48	naïve	naïve	ADJ
cana-6245	53	49	bayes	bayes	PROPN
cana-6245	53	50	(	(	PUNCT
cana-6245	53	51	nb	nb	NOUN
cana-6245	53	52	)	)	PUNCT
cana-6245	53	53	and	and	CCONJ
cana-6245	53	54	logistic	logistic	ADJ
cana-6245	53	55	regression	regression	NOUN
cana-6245	53	56	(	(	PUNCT
cana-6245	53	57	lr	lr	NOUN
cana-6245	53	58	)	)	PUNCT
cana-6245	53	59	.	.	PUNCT
cana-6245	54	1	performance	performance	NOUN
cana-6245	54	2	metrics	metric	NOUN
cana-6245	54	3	like	like	ADP
cana-6245	54	4	clarity	clarity	NOUN
cana-6245	54	5	,	,	PUNCT
cana-6245	54	6	recall	recall	NOUN
cana-6245	54	7	,	,	PUNCT
cana-6245	54	8	precision	precision	NOUN
cana-6245	54	9	,	,	PUNCT
cana-6245	54	10	and	and	CCONJ
cana-6245	54	11	f1	f1	NOUN
cana-6245	54	12	-	-	PUNCT
cana-6245	54	13	score	score	NOUN
cana-6245	54	14	were	be	AUX
cana-6245	54	15	used	use	VERB
cana-6245	54	16	for	for	ADP
cana-6245	54	17	assessment	assessment	NOUN
cana-6245	54	18	.	.	PUNCT
cana-6245	55	1	results	result	NOUN
cana-6245	55	2	indicate	indicate	VERB
cana-6245	55	3	that	that	SCONJ
cana-6245	55	4	the	the	DET
cana-6245	55	5	radio	radio	NOUN
cana-6245	55	6	frequency	frequency	NOUN
cana-6245	55	7	(	(	PUNCT
cana-6245	55	8	rf	rf	NOUN
cana-6245	55	9	)	)	PUNCT
cana-6245	55	10	system	system	NOUN
cana-6245	55	11	demonstrated	demonstrate	VERB
cana-6245	55	12	superior	superior	ADJ
cana-6245	55	13	effectiveness	effectiveness	NOUN
cana-6245	55	14	and	and	CCONJ
cana-6245	55	15	reliability	reliability	NOUN
cana-6245	55	16	,	,	PUNCT
cana-6245	55	17	even	even	ADV
cana-6245	55	18	under	under	ADP
cana-6245	55	19	complex	complex	ADJ
cana-6245	55	20	conditions	condition	NOUN
cana-6245	55	21	.	.	PUNCT
cana-6245	56	1	to	to	PART
cana-6245	56	2	optimize	optimize	VERB
cana-6245	56	3	utilization	utilization	NOUN
cana-6245	56	4	,	,	PUNCT
cana-6245	56	5	errousso	errousso	NOUN
cana-6245	56	6	et	et	PROPN
cana-6245	56	7	al	al	PROPN
cana-6245	56	8	.	.	PUNCT
cana-6245	57	1	[	[	X
cana-6245	57	2	15	15	NUM
cana-6245	57	3	]	]	PUNCT
cana-6245	57	4	introduce	introduce	VERB
cana-6245	57	5	two	two	NUM
cana-6245	57	6	integer	integer	NOUN
cana-6245	57	7	programming	programming	NOUN
cana-6245	57	8	models	model	NOUN
cana-6245	57	9	for	for	ADP
cana-6245	57	10	parking	parking	NOUN
cana-6245	57	11	spot	spot	NOUN
cana-6245	57	12	allocation	allocation	NOUN
cana-6245	57	13	:	:	PUNCT
cana-6245	57	14	one	one	NUM
cana-6245	57	15	tailored	tailor	VERB
cana-6245	57	16	for	for	ADP
cana-6245	57	17	individual	individual	ADJ
cana-6245	57	18	vehicles	vehicle	NOUN
cana-6245	57	19	and	and	CCONJ
cana-6245	57	20	the	the	DET
cana-6245	57	21	other	other	ADJ
cana-6245	57	22	for	for	ADP
cana-6245	57	23	carriers	carrier	NOUN
cana-6245	57	24	.	.	PUNCT
cana-6245	58	1	the	the	DET
cana-6245	58	2	first	first	ADJ
cana-6245	58	3	model	model	NOUN
cana-6245	58	4	assigns	assign	VERB
cana-6245	58	5	a	a	DET
cana-6245	58	6	single	single	ADJ
cana-6245	58	7	parking	parking	NOUN
cana-6245	58	8	spot	spot	NOUN
cana-6245	58	9	per	per	ADP
cana-6245	58	10	driver	driver	NOUN
cana-6245	58	11	,	,	PUNCT
cana-6245	58	12	while	while	SCONJ
cana-6245	58	13	the	the	DET
cana-6245	58	14	second	second	ADJ
cana-6245	58	15	allocates	allocate	VERB
cana-6245	58	16	two	two	NUM
cana-6245	58	17	spots	spot	NOUN
cana-6245	58	18	based	base	VERB
cana-6245	58	19	on	on	ADP
cana-6245	58	20	demand	demand	NOUN
cana-6245	58	21	.	.	PUNCT
cana-6245	59	1	for	for	ADP
cana-6245	59	2	smaller	small	ADJ
cana-6245	59	3	problem	problem	NOUN
cana-6245	59	4	instances	instance	NOUN
cana-6245	59	5	,	,	PUNCT
cana-6245	59	6	the	the	DET
cana-6245	59	7	organic	organic	ADJ
cana-6245	59	8	basic	basic	ADJ
cana-6245	59	9	method	method	NOUN
cana-6245	59	10	is	be	AUX
cana-6245	59	11	applied	apply	VERB
cana-6245	59	12	to	to	ADP
cana-6245	59	13	compute	compute	NOUN
cana-6245	59	14	solutions	solution	NOUN
cana-6245	59	15	,	,	PUNCT
cana-6245	59	16	whereas	whereas	SCONJ
cana-6245	59	17	the	the	DET
cana-6245	59	18	dna	dna	PROPN
cana-6245	59	19	algorithm	algorithm	NOUN
cana-6245	59	20	and	and	CCONJ
cana-6245	59	21	the	the	DET
cana-6245	59	22	tabu	tabu	NOUN
cana-6245	59	23	search	search	NOUN
cana-6245	59	24	method	method	NOUN
cana-6245	59	25	are	be	AUX
cana-6245	59	26	employed	employ	VERB
cana-6245	59	27	for	for	ADP
cana-6245	59	28	larger	large	ADJ
cana-6245	59	29	scenarios	scenario	NOUN
cana-6245	59	30	.	.	PUNCT
cana-6245	60	1	to	to	PART
cana-6245	60	2	address	address	VERB
cana-6245	60	3	uneven	uneven	ADJ
cana-6245	60	4	parking	parking	NOUN
cana-6245	60	5	demand	demand	NOUN
cana-6245	60	6	across	across	ADP
cana-6245	60	7	different	different	ADJ
cana-6245	60	8	city	city	NOUN
cana-6245	60	9	zones	zone	NOUN
cana-6245	60	10	,	,	PUNCT
cana-6245	60	11	requests	request	NOUN
cana-6245	60	12	are	be	AUX
cana-6245	60	13	redistributed	redistribute	VERB
cana-6245	60	14	.	.	PUNCT
cana-6245	61	1	when	when	SCONJ
cana-6245	61	2	tested	test	VERB
cana-6245	61	3	in	in	ADP
cana-6245	61	4	casablanca	casablanca	PROPN
cana-6245	61	5	,	,	PUNCT
cana-6245	61	6	this	this	DET
cana-6245	61	7	approach	approach	NOUN
cana-6245	61	8	achieved	achieve	VERB
cana-6245	61	9	a	a	DET
cana-6245	61	10	75	75	NUM
cana-6245	61	11	%	%	NOUN
cana-6245	61	12	satisfaction	satisfaction	NOUN
cana-6245	61	13	rate	rate	NOUN
cana-6245	61	14	,	,	PUNCT
cana-6245	61	15	matching	match	VERB
cana-6245	61	16	previous	previous	ADJ
cana-6245	61	17	systems	system	NOUN
cana-6245	61	18	,	,	PUNCT
cana-6245	61	19	while	while	SCONJ
cana-6245	61	20	reducing	reduce	VERB
cana-6245	61	21	unmet	unmet	NOUN
cana-6245	61	22	demand	demand	NOUN
cana-6245	61	23	to	to	ADP
cana-6245	61	24	12.7	12.7	NUM
cana-6245	61	25	%	%	NOUN
cana-6245	61	26	,	,	PUNCT
cana-6245	61	27	halving	halve	VERB
cana-6245	61	28	space	space	NOUN
cana-6245	61	29	-	-	PUNCT
cana-6245	61	30	related	relate	VERB
cana-6245	61	31	expenses	expense	NOUN
cana-6245	61	32	,	,	PUNCT
cana-6245	61	33	and	and	CCONJ
cana-6245	61	34	lowering	lower	VERB
cana-6245	61	35	transportation	transportation	NOUN
cana-6245	61	36	costs	cost	NOUN
cana-6245	61	37	by	by	ADP
cana-6245	61	38	40	40	NUM
cana-6245	61	39	%	%	NOUN
cana-6245	61	40	.	.	PUNCT
cana-6245	62	1	focusing	focus	VERB
cana-6245	62	2	on	on	ADP
cana-6245	62	3	achieving	achieve	VERB
cana-6245	62	4	population	population	NOUN
cana-6245	62	5	parity	parity	NOUN
cana-6245	62	6	in	in	ADP
cana-6245	62	7	parking	parking	NOUN
cana-6245	62	8	space	space	NOUN
cana-6245	62	9	distribution	distribution	NOUN
cana-6245	62	10	,	,	PUNCT
cana-6245	62	11	jemmali	jemmali	PROPN
cana-6245	62	12	et	et	PROPN
cana-6245	62	13	al	al	PROPN
cana-6245	62	14	.	.	PUNCT
cana-6245	63	1	[	[	X
cana-6245	63	2	16	16	NUM
cana-6245	63	3	]	]	X
cana-6245	63	4	propose	propose	VERB
cana-6245	63	5	an	an	DET
cana-6245	63	6	innovative	innovative	ADJ
cana-6245	63	7	method	method	NOUN
cana-6245	63	8	for	for	ADP
cana-6245	63	9	equitable	equitable	ADJ
cana-6245	63	10	allocation	allocation	NOUN
cana-6245	63	11	of	of	ADP
cana-6245	63	12	parking	parking	NOUN
cana-6245	63	13	lots	lot	NOUN
cana-6245	63	14	.	.	PUNCT
cana-6245	64	1	to	to	PART
cana-6245	64	2	minimize	minimize	VERB
cana-6245	64	3	disparities	disparity	NOUN
cana-6245	64	4	in	in	ADP
cana-6245	64	5	human	human	ADJ
cana-6245	64	6	distribution	distribution	NOUN
cana-6245	64	7	across	across	ADP
cana-6245	64	8	parking	parking	NOUN
cana-6245	64	9	areas	area	NOUN
cana-6245	64	10	,	,	PUNCT
cana-6245	64	11	seven	seven	NUM
cana-6245	64	12	strategies	strategy	NOUN
cana-6245	64	13	are	be	AUX
cana-6245	64	14	developed	develop	VERB
cana-6245	64	15	,	,	PUNCT
cana-6245	64	16	all	all	PRON
cana-6245	64	17	of	of	ADP
cana-6245	64	18	which	which	PRON
cana-6245	64	19	consider	consider	VERB
cana-6245	64	20	the	the	DET
cana-6245	64	21	availability	availability	NOUN
cana-6245	64	22	of	of	ADP
cana-6245	64	23	lots	lot	NOUN
cana-6245	64	24	.	.	PUNCT
cana-6245	65	1	extensive	extensive	ADJ
cana-6245	65	2	testing	testing	NOUN
cana-6245	65	3	of	of	ADP
cana-6245	65	4	period	period	NOUN
cana-6245	65	5	performance	performance	NOUN
cana-6245	65	6	and	and	CCONJ
cana-6245	65	7	disparity	disparity	NOUN
cana-6245	65	8	calculations	calculation	NOUN
cana-6245	65	9	is	be	AUX
cana-6245	65	10	conducted	conduct	VERB
cana-6245	65	11	on	on	ADP
cana-6245	65	12	2,430	2,430	NUM
cana-6245	65	13	examples	example	NOUN
cana-6245	65	14	.	.	PUNCT
cana-6245	66	1	the	the	DET
cana-6245	66	2	results	result	NOUN
cana-6245	66	3	highlight	highlight	VERB
cana-6245	66	4	exceptional	exceptional	ADJ
cana-6245	66	5	efficiency	efficiency	NOUN
cana-6245	66	6	,	,	PUNCT
cana-6245	66	7	with	with	ADP
cana-6245	66	8	the	the	DET
cana-6245	66	9	minimal	minimal	ADJ
cana-6245	66	10	residuals	residual	NOUN
cana-6245	66	11	(	(	PUNCT
cana-6245	66	12	mr	mr	PROPN
cana-6245	66	13	)	)	PUNCT
cana-6245	66	14	method	method	NOUN
cana-6245	66	15	surpassing	surpass	VERB
cana-6245	66	16	other	other	ADJ
cana-6245	66	17	widely	widely	ADV
cana-6245	66	18	recognized	recognize	VERB
cana-6245	66	19	techniques	technique	NOUN
cana-6245	66	20	in	in	ADP
cana-6245	66	21	the	the	DET
cana-6245	66	22	literature	literature	NOUN
cana-6245	66	23	,	,	PUNCT
cana-6245	66	24	achieving	achieve	VERB
cana-6245	66	25	96.1	96.1	NUM
cana-6245	66	26	%	%	NOUN
cana-6245	66	27	efficacy	efficacy	NOUN
cana-6245	66	28	,	,	PUNCT
cana-6245	66	29	a	a	DET
cana-6245	66	30	consensus	consensus	NOUN
cana-6245	66	31	distance	distance	NOUN
cana-6245	66	32	of	of	ADP
cana-6245	66	33	0.02	0.02	NUM
cana-6245	66	34	,	,	PUNCT
cana-6245	66	35	and	and	CCONJ
cana-6245	66	36	a	a	DET
cana-6245	66	37	swift	swift	ADJ
cana-6245	66	38	execution	execution	NOUN
cana-6245	66	39	time	time	NOUN
cana-6245	66	40	of	of	ADP
cana-6245	66	41	0.007	0.007	NUM
cana-6245	66	42	seconds	second	NOUN
cana-6245	66	43	.	.	PUNCT
cana-6245	67	1	considering	consider	VERB
cana-6245	67	2	drivers	driver	NOUN
cana-6245	67	3	'	'	PART
cana-6245	67	4	preferences	preference	NOUN
cana-6245	67	5	and	and	CCONJ
cana-6245	67	6	parking	parking	NOUN
cana-6245	67	7	area	area	NOUN
cana-6245	67	8	capacity	capacity	NOUN
cana-6245	67	9	constraints	constraint	NOUN
cana-6245	67	10	,	,	PUNCT
cana-6245	67	11	wang	wang	PROPN
cana-6245	67	12	and	and	CCONJ
cana-6245	67	13	chen	chen	PROPN
cana-6245	68	1	[	[	X
cana-6245	68	2	17	17	NUM
cana-6245	68	3	]	]	PUNCT
cana-6245	68	4	develop	develop	VERB
cana-6245	68	5	a	a	DET
cana-6245	68	6	theoretical	theoretical	ADJ
cana-6245	68	7	framework	framework	NOUN
cana-6245	68	8	for	for	ADP
cana-6245	68	9	dynamically	dynamically	ADV
cana-6245	68	10	distributing	distribute	VERB
cana-6245	68	11	parking	parking	NOUN
cana-6245	68	12	demand	demand	NOUN
cana-6245	68	13	.	.	PUNCT
cana-6245	69	1	the	the	DET
cana-6245	69	2	proposed	propose	VERB
cana-6245	69	3	solution	solution	NOUN
cana-6245	69	4	method	method	NOUN
cana-6245	69	5	's	's	PART
cana-6245	69	6	efficacy	efficacy	NOUN
cana-6245	69	7	is	be	AUX
cana-6245	69	8	verified	verify	VERB
cana-6245	69	9	through	through	ADP
cana-6245	69	10	a	a	DET
cana-6245	69	11	numerical	numerical	ADJ
cana-6245	69	12	example	example	NOUN
cana-6245	69	13	.	.	PUNCT
cana-6245	70	1	the	the	DET
cana-6245	70	2	study	study	NOUN
cana-6245	70	3	offers	offer	VERB
cana-6245	70	4	insights	insight	NOUN
cana-6245	70	5	into	into	ADP
cana-6245	70	6	optimizing	optimize	VERB
cana-6245	70	7	parking	parking	NOUN
cana-6245	70	8	locations	location	NOUN
cana-6245	70	9	and	and	CCONJ
cana-6245	70	10	pricing	pricing	NOUN
cana-6245	70	11	strategies	strategy	NOUN
cana-6245	70	12	,	,	PUNCT
cana-6245	70	13	examining	examine	VERB
cana-6245	70	14	how	how	SCONJ
cana-6245	70	15	variable	variable	ADJ
cana-6245	70	16	pricing	pricing	NOUN
cana-6245	70	17	influences	influence	VERB
cana-6245	70	18	parking	parking	NOUN
cana-6245	70	19	decisions	decision	NOUN
cana-6245	70	20	and	and	CCONJ
cana-6245	70	21	ensures	ensure	VERB
cana-6245	70	22	balanced	balanced	ADJ
cana-6245	70	23	lot	lot	NOUN
cana-6245	70	24	utilization	utilization	NOUN
cana-6245	70	25	.	.	PUNCT
cana-6245	71	1	using	use	VERB
cana-6245	71	2	a	a	DET
cana-6245	71	3	multidisciplinary	multidisciplinary	ADJ
cana-6245	71	4	agent	agent	NOUN
cana-6245	71	5	-	-	PUNCT
cana-6245	71	6	based	base	VERB
cana-6245	71	7	framework	framework	NOUN
cana-6245	71	8	,	,	PUNCT
cana-6245	71	9	mei	mei	PROPN
cana-6245	71	10	et	et	PROPN
cana-6245	71	11	al	al	PROPN
cana-6245	71	12	.	.	PUNCT
cana-6245	72	1	[	[	X
cana-6245	72	2	18	18	NUM
cana-6245	72	3	]	]	PUNCT
cana-6245	72	4	explore	explore	VERB
cana-6245	72	5	the	the	DET
cana-6245	72	6	impact	impact	NOUN
cana-6245	72	7	of	of	ADP
cana-6245	72	8	parking	parking	NOUN
cana-6245	72	9	reservation	reservation	NOUN
cana-6245	72	10	systems	system	NOUN
cana-6245	72	11	on	on	ADP
cana-6245	72	12	park	park	NOUN
cana-6245	72	13	-	-	PUNCT
cana-6245	72	14	and	and	CCONJ
cana-6245	72	15	-	-	PUNCT
cana-6245	72	16	ride	ride	NOUN
cana-6245	72	17	infrastructures	infrastructure	NOUN
cana-6245	72	18	.	.	PUNCT
cana-6245	73	1	the	the	DET
cana-6245	73	2	research	research	NOUN
cana-6245	73	3	,	,	PUNCT
cana-6245	73	4	focused	focus	VERB
cana-6245	73	5	on	on	ADP
cana-6245	73	6	suzhou	suzhou	PROPN
cana-6245	73	7	’s	’s	PART
cana-6245	73	8	guanqian	guanqian	PROPN
cana-6245	73	9	street	street	PROPN
cana-6245	73	10	trade	trade	PROPN
cana-6245	73	11	district	district	PROPN
cana-6245	73	12	in	in	ADP
cana-6245	73	13	china	china	PROPN
cana-6245	73	14	,	,	PUNCT
cana-6245	73	15	evaluates	evaluate	VERB
cana-6245	73	16	various	various	ADJ
cana-6245	73	17	parking	parking	NOUN
cana-6245	73	18	restriction	restriction	NOUN
cana-6245	73	19	strategies	strategy	NOUN
cana-6245	73	20	aimed	aim	VERB
cana-6245	73	21	at	at	ADP
cana-6245	73	22	reducing	reduce	VERB
cana-6245	73	23	greenhouse	greenhouse	NOUN
cana-6245	73	24	gas	gas	NOUN
cana-6245	73	25	emissions	emission	NOUN
cana-6245	73	26	.	.	PUNCT
cana-6245	74	1	the	the	DET
cana-6245	74	2	findings	finding	NOUN
cana-6245	74	3	indicate	indicate	VERB
cana-6245	74	4	that	that	SCONJ
cana-6245	74	5	pollutant	pollutant	ADJ
cana-6245	74	6	levels	level	NOUN
cana-6245	74	7	decrease	decrease	VERB
cana-6245	74	8	when	when	SCONJ
cana-6245	74	9	the	the	DET
cana-6245	74	10	reservation	reservation	NOUN
cana-6245	74	11	ratio	ratio	NOUN
cana-6245	74	12	remains	remain	VERB
cana-6245	74	13	at	at	ADP
cana-6245	74	14	or	or	CCONJ
cana-6245	74	15	below	below	ADP
cana-6245	74	16	70	70	NUM
cana-6245	74	17	%	%	NOUN
cana-6245	74	18	,	,	PUNCT
cana-6245	74	19	but	but	CCONJ
cana-6245	74	20	emissions	emission	NOUN
cana-6245	74	21	increase	increase	VERB
cana-6245	74	22	beyond	beyond	ADP
cana-6245	74	23	that	that	DET
cana-6245	74	24	threshold	threshold	NOUN
cana-6245	74	25	,	,	PUNCT
cana-6245	74	26	as	as	SCONJ
cana-6245	74	27	parking	parking	NOUN
cana-6245	74	28	spots	spot	NOUN
cana-6245	74	29	are	be	AUX
cana-6245	74	30	allocated	allocate	VERB
cana-6245	74	31	based	base	VERB
cana-6245	74	32	on	on	ADP
cana-6245	74	33	demand	demand	NOUN
cana-6245	74	34	rather	rather	ADV
cana-6245	74	35	than	than	ADP
cana-6245	74	36	supply	supply	NOUN
cana-6245	74	37	.	.	PUNCT
cana-6245	75	1	a	a	DET
cana-6245	75	2	natural	natural	ADJ
cana-6245	75	3	algorithm	algorithm	NOUN
cana-6245	75	4	is	be	AUX
cana-6245	75	5	suggested	suggest	VERB
cana-6245	75	6	to	to	PART
cana-6245	75	7	optimize	optimize	VERB
cana-6245	75	8	designated	designate	VERB
cana-6245	75	9	parking	parking	NOUN
cana-6245	75	10	space	space	NOUN
cana-6245	75	11	distribution	distribution	NOUN
cana-6245	75	12	,	,	PUNCT
cana-6245	75	13	further	far	ADV
cana-6245	75	14	reducing	reduce	VERB
cana-6245	75	15	emissions	emission	NOUN
cana-6245	75	16	.	.	PUNCT
cana-6245	76	1	communications	communication	NOUN
cana-6245	76	2	on	on	ADP
cana-6245	76	3	applied	apply	VERB
cana-6245	76	4	nonlinear	nonlinear	ADJ
cana-6245	76	5	analysis	analysis	NOUN
cana-6245	76	6	issn	issn	NOUN
cana-6245	76	7	:	:	PUNCT
cana-6245	76	8	1074	1074	NUM
cana-6245	76	9	-	-	PUNCT
cana-6245	76	10	133x	133x	NUM
cana-6245	76	11	vol	vol	VERB
cana-6245	76	12	32	32	NUM
cana-6245	76	13	no	no	NOUN
cana-6245	76	14	.	.	PUNCT
cana-6245	77	1	10s	10	NOUN
cana-6245	77	2	(	(	PUNCT
cana-6245	77	3	2025	2025	NUM
cana-6245	77	4	)	)	PUNCT
cana-6245	77	5	3607	3607	NUM
cana-6245	77	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	77	7	yan	yan	PROPN
cana-6245	77	8	et	et	PROPN
cana-6245	77	9	al	al	PROPN
cana-6245	77	10	.	.	PUNCT
cana-6245	78	1	[	[	X
cana-6245	78	2	19	19	NUM
cana-6245	78	3	]	]	PUNCT
cana-6245	78	4	address	address	NOUN
cana-6245	78	5	the	the	DET
cana-6245	78	6	fluctuating	fluctuate	VERB
cana-6245	78	7	distribution	distribution	NOUN
cana-6245	78	8	of	of	ADP
cana-6245	78	9	parking	parking	NOUN
cana-6245	78	10	resources	resource	NOUN
cana-6245	78	11	by	by	ADP
cana-6245	78	12	framing	frame	VERB
cana-6245	78	13	it	it	PRON
cana-6245	78	14	as	as	ADP
cana-6245	78	15	an	an	DET
cana-6245	78	16	integrated	integrated	ADJ
cana-6245	78	17	chance	chance	NOUN
cana-6245	78	18	-	-	PUNCT
cana-6245	78	19	constrained	constrain	VERB
cana-6245	78	20	model	model	NOUN
cana-6245	78	21	aimed	aim	VERB
cana-6245	78	22	at	at	ADP
cana-6245	78	23	maximizing	maximize	VERB
cana-6245	78	24	projected	project	VERB
cana-6245	78	25	total	total	ADJ
cana-6245	78	26	revenue	revenue	NOUN
cana-6245	78	27	over	over	ADP
cana-6245	78	28	a	a	DET
cana-6245	78	29	limited	limited	ADJ
cana-6245	78	30	period	period	NOUN
cana-6245	78	31	.	.	PUNCT
cana-6245	79	1	the	the	DET
cana-6245	79	2	model	model	NOUN
cana-6245	79	3	is	be	AUX
cana-6245	79	4	refined	refine	VERB
cana-6245	79	5	into	into	ADP
cana-6245	79	6	a	a	DET
cana-6245	79	7	robust	robust	ADJ
cana-6245	79	8	mixed	mixed	ADJ
cana-6245	79	9	-	-	PUNCT
cana-6245	79	10	integer	integer	NOUN
cana-6245	79	11	programming	programming	NOUN
cana-6245	79	12	framework	framework	NOUN
cana-6245	79	13	using	use	VERB
cana-6245	79	14	joint	joint	ADJ
cana-6245	79	15	chance	chance	NOUN
cana-6245	79	16	constraint	constraint	NOUN
cana-6245	79	17	reduction	reduction	NOUN
cana-6245	79	18	and	and	CCONJ
cana-6245	79	19	sample	sample	NOUN
cana-6245	79	20	average	average	ADJ
cana-6245	79	21	estimation	estimation	NOUN
cana-6245	79	22	,	,	PUNCT
cana-6245	79	23	handling	handle	VERB
cana-6245	79	24	complexity	complexity	NOUN
cana-6245	79	25	from	from	ADP
cana-6245	79	26	two	two	NUM
cana-6245	79	27	stochastic	stochastic	ADJ
cana-6245	79	28	variables	variable	NOUN
cana-6245	79	29	.	.	PUNCT
cana-6245	80	1	a	a	DET
cana-6245	80	2	stratified	stratified	ADJ
cana-6245	80	3	ranked	rank	VERB
cana-6245	80	4	set	set	NOUN
cana-6245	80	5	-	-	PUNCT
cana-6245	80	6	generation	generation	NOUN
cana-6245	80	7	method	method	NOUN
cana-6245	80	8	is	be	AUX
cana-6245	80	9	applied	apply	VERB
cana-6245	80	10	to	to	PART
cana-6245	80	11	create	create	VERB
cana-6245	80	12	a	a	DET
cana-6245	80	13	high	high	ADJ
cana-6245	80	14	-	-	PUNCT
cana-6245	80	15	quality	quality	NOUN
cana-6245	80	16	sample	sample	NOUN
cana-6245	80	17	set	set	NOUN
cana-6245	80	18	,	,	PUNCT
cana-6245	80	19	enhancing	enhance	VERB
cana-6245	80	20	the	the	DET
cana-6245	80	21	solution	solution	NOUN
cana-6245	80	22	technique	technique	NOUN
cana-6245	80	23	with	with	ADP
cana-6245	80	24	effective	effective	ADJ
cana-6245	80	25	constraints	constraint	NOUN
cana-6245	80	26	.	.	PUNCT
cana-6245	81	1	real	real	ADJ
cana-6245	81	2	-	-	PUNCT
cana-6245	81	3	world	world	NOUN
cana-6245	81	4	data	data	NOUN
cana-6245	81	5	-	-	PUNCT
cana-6245	81	6	based	base	VERB
cana-6245	81	7	computations	computation	NOUN
cana-6245	81	8	validate	validate	VERB
cana-6245	81	9	the	the	DET
cana-6245	81	10	method	method	NOUN
cana-6245	81	11	for	for	ADP
cana-6245	81	12	diverse	diverse	ADJ
cana-6245	81	13	parking	parking	NOUN
cana-6245	81	14	scenarios	scenario	NOUN
cana-6245	81	15	.	.	PUNCT
cana-6245	82	1	guo	guo	PROPN
cana-6245	82	2	et	et	PROPN
cana-6245	82	3	al	al	PROPN
cana-6245	82	4	.	.	PUNCT
cana-6245	83	1	[	[	X
cana-6245	83	2	20	20	NUM
cana-6245	83	3	]	]	PUNCT
cana-6245	83	4	propose	propose	VERB
cana-6245	83	5	a	a	DET
cana-6245	83	6	car	car	NOUN
cana-6245	83	7	relocation	relocation	NOUN
cana-6245	83	8	strategy	strategy	NOUN
cana-6245	83	9	in	in	ADP
cana-6245	83	10	parking	parking	NOUN
cana-6245	83	11	lots	lot	NOUN
cana-6245	83	12	using	use	VERB
cana-6245	83	13	reinforcement	reinforcement	NOUN
cana-6245	83	14	learning	learning	NOUN
cana-6245	83	15	(	(	PUNCT
cana-6245	83	16	rl	rl	NOUN
cana-6245	83	17	)	)	PUNCT
cana-6245	83	18	to	to	PART
cana-6245	83	19	improve	improve	VERB
cana-6245	83	20	space	space	NOUN
cana-6245	83	21	management	management	NOUN
cana-6245	83	22	.	.	PUNCT
cana-6245	84	1	the	the	DET
cana-6245	84	2	system	system	NOUN
cana-6245	84	3	autonomously	autonomously	ADV
cana-6245	84	4	makes	make	VERB
cana-6245	84	5	decisions	decision	NOUN
cana-6245	84	6	and	and	CCONJ
cana-6245	84	7	optimizes	optimize	VERB
cana-6245	84	8	resource	resource	NOUN
cana-6245	84	9	usage	usage	NOUN
cana-6245	84	10	through	through	ADP
cana-6245	84	11	a	a	DET
cana-6245	84	12	flexible	flexible	ADJ
cana-6245	84	13	scheduling	scheduling	NOUN
cana-6245	84	14	technique	technique	NOUN
cana-6245	84	15	and	and	CCONJ
cana-6245	84	16	markov	markov	NOUN
cana-6245	84	17	-	-	PUNCT
cana-6245	84	18	based	base	VERB
cana-6245	84	19	decision	decision	NOUN
cana-6245	84	20	-	-	PUNCT
cana-6245	84	21	making	making	NOUN
cana-6245	84	22	.	.	PUNCT
cana-6245	85	1	unlike	unlike	ADP
cana-6245	85	2	conventional	conventional	ADJ
cana-6245	85	3	approaches	approach	NOUN
cana-6245	85	4	,	,	PUNCT
cana-6245	85	5	this	this	DET
cana-6245	85	6	method	method	NOUN
cana-6245	85	7	emphasizes	emphasize	VERB
cana-6245	85	8	long	long	ADJ
cana-6245	85	9	-	-	PUNCT
cana-6245	85	10	term	term	NOUN
cana-6245	85	11	strategies	strategy	NOUN
cana-6245	85	12	to	to	PART
cana-6245	85	13	maximize	maximize	VERB
cana-6245	85	14	future	future	ADJ
cana-6245	85	15	returns	return	NOUN
cana-6245	85	16	.	.	PUNCT
cana-6245	86	1	experimentally	experimentally	ADV
cana-6245	86	2	,	,	PUNCT
cana-6245	86	3	it	it	PRON
cana-6245	86	4	has	have	AUX
cana-6245	86	5	demonstrated	demonstrate	VERB
cana-6245	86	6	high	high	ADJ
cana-6245	86	7	efficiency	efficiency	NOUN
cana-6245	86	8	and	and	CCONJ
cana-6245	86	9	resilience	resilience	NOUN
cana-6245	86	10	,	,	PUNCT
cana-6245	86	11	enabled	enable	VERB
cana-6245	86	12	effective	effective	ADJ
cana-6245	86	13	route	route	NOUN
cana-6245	86	14	planning	planning	NOUN
cana-6245	86	15	and	and	CCONJ
cana-6245	86	16	reduced	reduce	VERB
cana-6245	86	17	parking	parking	NOUN
cana-6245	86	18	time	time	NOUN
cana-6245	86	19	.	.	PUNCT
cana-6245	87	1	to	to	PART
cana-6245	87	2	improve	improve	VERB
cana-6245	87	3	parking	parking	NOUN
cana-6245	87	4	availability	availability	NOUN
cana-6245	87	5	predictions	prediction	NOUN
cana-6245	87	6	,	,	PUNCT
cana-6245	87	7	elomiya	elomiya	NOUN
cana-6245	87	8	et	et	PROPN
cana-6245	87	9	al	al	PROPN
cana-6245	87	10	.	.	PUNCT
cana-6245	88	1	[	[	X
cana-6245	88	2	21	21	NUM
cana-6245	88	3	]	]	X
cana-6245	88	4	present	present	VERB
cana-6245	88	5	a	a	DET
cana-6245	88	6	hybrid	hybrid	ADJ
cana-6245	88	7	approach	approach	NOUN
cana-6245	88	8	that	that	PRON
cana-6245	88	9	integrates	integrate	VERB
cana-6245	88	10	adaptive	adaptive	ADJ
cana-6245	88	11	neuro	neuro	NOUN
cana-6245	88	12	-	-	PUNCT
cana-6245	88	13	fuzzy	fuzzy	ADJ
cana-6245	88	14	inference	inference	NOUN
cana-6245	88	15	system	system	NOUN
cana-6245	88	16	(	(	PUNCT
cana-6245	88	17	anfis	anfi	VERB
cana-6245	88	18	)	)	PUNCT
cana-6245	88	19	with	with	ADP
cana-6245	88	20	deep	deep	ADJ
cana-6245	88	21	learning	learning	NOUN
cana-6245	88	22	(	(	PUNCT
cana-6245	88	23	dl	dl	NOUN
cana-6245	88	24	)	)	PUNCT
cana-6245	88	25	techniques	technique	NOUN
cana-6245	88	26	.	.	PUNCT
cana-6245	89	1	anfis	anfi	VERB
cana-6245	89	2	addresses	address	NOUN
cana-6245	89	3	uncertainty	uncertainty	NOUN
cana-6245	89	4	using	use	VERB
cana-6245	89	5	fuzzy	fuzzy	ADJ
cana-6245	89	6	set	set	VERB
cana-6245	89	7	concepts	concept	NOUN
cana-6245	89	8	,	,	PUNCT
cana-6245	89	9	while	while	SCONJ
cana-6245	89	10	dl	dl	PROPN
cana-6245	89	11	models	model	NOUN
cana-6245	89	12	excel	excel	VERB
cana-6245	89	13	in	in	ADP
cana-6245	89	14	pattern	pattern	NOUN
cana-6245	89	15	recognition	recognition	NOUN
cana-6245	89	16	and	and	CCONJ
cana-6245	89	17	handling	handling	NOUN
cana-6245	89	18	time	time	NOUN
cana-6245	89	19	series	series	NOUN
cana-6245	89	20	deviations	deviation	NOUN
cana-6245	89	21	.	.	PUNCT
cana-6245	90	1	the	the	DET
cana-6245	90	2	anfis	anfis	PROPN
cana-6245	90	3	-	-	PUNCT
cana-6245	90	4	rnn	rnn	PROPN
cana-6245	90	5	,	,	PUNCT
cana-6245	90	6	anfis	anfis	NOUN
cana-6245	90	7	-	-	PUNCT
cana-6245	90	8	lstm	lstm	ADJ
cana-6245	90	9	,	,	PUNCT
cana-6245	90	10	and	and	CCONJ
cana-6245	90	11	anfis	anfis	PROPN
cana-6245	90	12	-	-	PUNCT
cana-6245	90	13	gru	gru	NOUN
cana-6245	90	14	models	model	NOUN
cana-6245	90	15	—	—	PUNCT
cana-6245	90	16	combining	combine	VERB
cana-6245	90	17	anfis	anfi	VERB
cana-6245	90	18	with	with	ADP
cana-6245	90	19	rnn	rnn	PROPN
cana-6245	90	20	,	,	PUNCT
cana-6245	90	21	lstm	lstm	NOUN
cana-6245	90	22	,	,	PUNCT
cana-6245	90	23	and	and	CCONJ
cana-6245	90	24	gru	gru	PROPN
cana-6245	90	25	,	,	PUNCT
cana-6245	90	26	respectively	respectively	ADV
cana-6245	90	27	—	—	PUNCT
cana-6245	90	28	were	be	AUX
cana-6245	90	29	evaluated	evaluate	VERB
cana-6245	90	30	using	use	VERB
cana-6245	90	31	real	real	ADJ
cana-6245	90	32	-	-	PUNCT
cana-6245	90	33	world	world	NOUN
cana-6245	90	34	parking	parking	NOUN
cana-6245	90	35	data	datum	NOUN
cana-6245	90	36	.	.	PUNCT
cana-6245	91	1	the	the	DET
cana-6245	91	2	study	study	NOUN
cana-6245	91	3	highlights	highlight	VERB
cana-6245	91	4	the	the	DET
cana-6245	91	5	predictive	predictive	ADJ
cana-6245	91	6	effectiveness	effectiveness	NOUN
cana-6245	91	7	of	of	ADP
cana-6245	91	8	these	these	DET
cana-6245	91	9	hybrid	hybrid	ADJ
cana-6245	91	10	algorithms	algorithm	NOUN
cana-6245	91	11	,	,	PUNCT
cana-6245	91	12	providing	provide	VERB
cana-6245	91	13	valuable	valuable	ADJ
cana-6245	91	14	insights	insight	NOUN
cana-6245	91	15	for	for	ADP
cana-6245	91	16	city	city	NOUN
cana-6245	91	17	planners	planner	NOUN
cana-6245	91	18	and	and	CCONJ
cana-6245	91	19	traffic	traffic	NOUN
cana-6245	91	20	engineers	engineer	NOUN
cana-6245	91	21	.	.	PUNCT
cana-6245	92	1	li	li	PROPN
cana-6245	92	2	et	et	PROPN
cana-6245	92	3	al	al	PROPN
cana-6245	92	4	.	.	PUNCT
cana-6245	93	1	[	[	X
cana-6245	93	2	22	22	NUM
cana-6245	93	3	]	]	PUNCT
cana-6245	93	4	develop	develop	VERB
cana-6245	93	5	a	a	DET
cana-6245	93	6	distributed	distribute	VERB
cana-6245	93	7	parking	parking	NOUN
cana-6245	93	8	allocation	allocation	NOUN
cana-6245	93	9	(	(	PUNCT
cana-6245	93	10	dpa	dpa	PROPN
cana-6245	93	11	)	)	PUNCT
cana-6245	93	12	model	model	NOUN
cana-6245	93	13	aimed	aim	VERB
cana-6245	93	14	at	at	ADP
cana-6245	93	15	maximizing	maximize	VERB
cana-6245	93	16	net	net	ADJ
cana-6245	93	17	profit	profit	NOUN
cana-6245	93	18	for	for	ADP
cana-6245	93	19	a	a	DET
cana-6245	93	20	platform	platform	NOUN
cana-6245	93	21	by	by	ADP
cana-6245	93	22	optimizing	optimize	VERB
cana-6245	93	23	short	short	ADJ
cana-6245	93	24	-	-	PUNCT
cana-6245	93	25	term	term	NOUN
cana-6245	93	26	parking	parking	NOUN
cana-6245	93	27	demands	demand	NOUN
cana-6245	93	28	from	from	ADP
cana-6245	93	29	slot	slot	NOUN
cana-6245	93	30	providers	provider	NOUN
cana-6245	93	31	.	.	PUNCT
cana-6245	94	1	the	the	DET
cana-6245	94	2	model	model	NOUN
cana-6245	94	3	employs	employ	VERB
cana-6245	94	4	the	the	DET
cana-6245	94	5	ant	ant	ADJ
cana-6245	94	6	colony	colony	NOUN
cana-6245	94	7	optimization	optimization	NOUN
cana-6245	94	8	(	(	PUNCT
cana-6245	94	9	aco	aco	PROPN
cana-6245	94	10	)	)	PUNCT
cana-6245	94	11	technique	technique	NOUN
cana-6245	94	12	and	and	CCONJ
cana-6245	94	13	compares	compare	VERB
cana-6245	94	14	its	its	PRON
cana-6245	94	15	performance	performance	NOUN
cana-6245	94	16	with	with	ADP
cana-6245	94	17	the	the	DET
cana-6245	94	18	first	first	ADJ
cana-6245	94	19	-	-	PUNCT
cana-6245	94	20	come	come	NOUN
cana-6245	94	21	,	,	PUNCT
cana-6245	94	22	firstserved	firstserve	VERB
cana-6245	94	23	(	(	PUNCT
cana-6245	94	24	fcfs	fcfs	NOUN
cana-6245	94	25	)	)	PUNCT
cana-6245	94	26	approach	approach	NOUN
cana-6245	94	27	.	.	PUNCT
cana-6245	95	1	it	it	PRON
cana-6245	95	2	considers	consider	VERB
cana-6245	95	3	short	short	ADJ
cana-6245	95	4	-	-	PUNCT
cana-6245	95	5	term	term	NOUN
cana-6245	95	6	parking	parking	NOUN
cana-6245	95	7	space	space	NOUN
cana-6245	95	8	demands	demand	NOUN
cana-6245	95	9	using	use	VERB
cana-6245	95	10	both	both	CCONJ
cana-6245	95	11	specialized	specialized	ADJ
cana-6245	95	12	and	and	CCONJ
cana-6245	95	13	uniform	uniform	ADJ
cana-6245	95	14	pricing	pricing	NOUN
cana-6245	95	15	strategies	strategy	NOUN
cana-6245	95	16	.	.	PUNCT
cana-6245	96	1	the	the	DET
cana-6245	96	2	evaluation	evaluation	NOUN
cana-6245	96	3	focuses	focus	VERB
cana-6245	96	4	on	on	ADP
cana-6245	96	5	three	three	NUM
cana-6245	96	6	key	key	ADJ
cana-6245	96	7	metrics	metric	NOUN
cana-6245	96	8	:	:	PUNCT
cana-6245	96	9	time	time	NOUN
cana-6245	96	10	disintegration	disintegration	NOUN
cana-6245	96	11	level	level	NOUN
cana-6245	96	12	,	,	PUNCT
cana-6245	96	13	net	net	ADJ
cana-6245	96	14	revenue	revenue	NOUN
cana-6245	96	15	,	,	PUNCT
cana-6245	96	16	and	and	CCONJ
cana-6245	96	17	utilization	utilization	NOUN
cana-6245	96	18	rate	rate	NOUN
cana-6245	96	19	.	.	PUNCT
cana-6245	97	1	the	the	DET
cana-6245	97	2	findings	finding	NOUN
cana-6245	97	3	show	show	VERB
cana-6245	97	4	that	that	SCONJ
cana-6245	97	5	the	the	DET
cana-6245	97	6	aco	aco	PROPN
cana-6245	97	7	algorithm	algorithm	NOUN
cana-6245	97	8	enhances	enhance	VERB
cana-6245	97	9	allocation	allocation	NOUN
cana-6245	97	10	efficiency	efficiency	NOUN
cana-6245	97	11	,	,	PUNCT
cana-6245	97	12	supporting	support	VERB
cana-6245	97	13	the	the	DET
cana-6245	97	14	practical	practical	ADJ
cana-6245	97	15	viability	viability	NOUN
cana-6245	97	16	of	of	ADP
cana-6245	97	17	combining	combine	VERB
cana-6245	97	18	specialized	specialized	ADJ
cana-6245	97	19	allocation	allocation	NOUN
cana-6245	97	20	with	with	ADP
cana-6245	97	21	uniform	uniform	ADJ
cana-6245	97	22	pricing	pricing	NOUN
cana-6245	97	23	.	.	PUNCT
cana-6245	98	1	communications	communication	NOUN
cana-6245	98	2	on	on	ADP
cana-6245	98	3	applied	apply	VERB
cana-6245	98	4	nonlinear	nonlinear	ADJ
cana-6245	98	5	analysis	analysis	NOUN
cana-6245	98	6	issn	issn	NOUN
cana-6245	98	7	:	:	PUNCT
cana-6245	98	8	1074	1074	NUM
cana-6245	98	9	-	-	PUNCT
cana-6245	98	10	133x	133x	NUM
cana-6245	98	11	vol	vol	VERB
cana-6245	98	12	32	32	NUM
cana-6245	98	13	no	no	NOUN
cana-6245	98	14	.	.	PUNCT
cana-6245	99	1	10s	10	NOUN
cana-6245	99	2	(	(	PUNCT
cana-6245	99	3	2025	2025	NUM
cana-6245	99	4	)	)	PUNCT
cana-6245	99	5	3608	3608	NUM
cana-6245	99	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	99	7	table	table	NOUN
cana-6245	99	8	1	1	NUM
cana-6245	99	9	:	:	PUNCT
cana-6245	99	10	research	research	NOUN
cana-6245	99	11	gap	gap	NOUN
cana-6245	99	12	among	among	ADP
cana-6245	99	13	parking	parking	NOUN
cana-6245	99	14	reservation	reservation	NOUN
cana-6245	99	15	system	system	NOUN
cana-6245	99	16	author	author	NOUN
cana-6245	99	17	name	name	NOUN
cana-6245	99	18	methods	method	NOUN
cana-6245	99	19	advantages	advantage	NOUN
cana-6245	99	20	disadvantages	disadvantage	VERB
cana-6245	99	21	rafique	rafique	PROPN
cana-6245	99	22	et	et	PROPN
cana-6245	99	23	al	al	PROPN
cana-6245	99	24	.	.	PROPN
cana-6245	99	25	,	,	PUNCT
cana-6245	100	1	[	[	X
cana-6245	100	2	13	13	NUM
cana-6245	100	3	]	]	PUNCT
cana-6245	100	4	yolo	yolo	ADJ
cana-6245	100	5	v5	v5	PROPN
cana-6245	100	6	method	method	NOUN
cana-6245	100	7	●	●	NOUN
cana-6245	100	8	operating	operate	VERB
cana-6245	100	9	with	with	ADP
cana-6245	100	10	nearinstantaneous	nearinstantaneous	ADJ
cana-6245	100	11	speed	speed	NOUN
cana-6245	100	12	,	,	PUNCT
cana-6245	100	13	the	the	DET
cana-6245	100	14	machine	machine	NOUN
cana-6245	100	15	achieved	achieve	VERB
cana-6245	100	16	96.8	96.8	NUM
cana-6245	100	17	%	%	NOUN
cana-6245	100	18	accuracy	accuracy	NOUN
cana-6245	100	19	on	on	ADP
cana-6245	100	20	a	a	DET
cana-6245	100	21	custom	custom	NOUN
cana-6245	100	22	database	database	NOUN
cana-6245	100	23	.	.	PUNCT
cana-6245	101	1	●	●	PUNCT
cana-6245	101	2	however	however	ADV
cana-6245	101	3	,	,	PUNCT
cana-6245	101	4	if	if	SCONJ
cana-6245	101	5	the	the	DET
cana-6245	101	6	framework	framework	NOUN
cana-6245	101	7	relies	rely	VERB
cana-6245	101	8	on	on	ADP
cana-6245	101	9	a	a	DET
cana-6245	101	10	preconditioned	preconditioned	ADJ
cana-6245	101	11	model	model	NOUN
cana-6245	101	12	,	,	PUNCT
cana-6245	101	13	it	it	PRON
cana-6245	101	14	may	may	AUX
cana-6245	101	15	struggle	struggle	VERB
cana-6245	101	16	to	to	PART
cana-6245	101	17	adapt	adapt	VERB
cana-6245	101	18	to	to	ADP
cana-6245	101	19	parking	parking	NOUN
cana-6245	101	20	scenarios	scenario	NOUN
cana-6245	101	21	not	not	PART
cana-6245	101	22	represented	represent	VERB
cana-6245	101	23	in	in	ADP
cana-6245	101	24	the	the	DET
cana-6245	101	25	training	training	NOUN
cana-6245	101	26	data	datum	NOUN
cana-6245	101	27	.	.	PUNCT
cana-6245	102	1	dahiya	dahiya	NOUN
cana-6245	102	2	et	et	PROPN
cana-6245	102	3	al	al	PROPN
cana-6245	102	4	.	.	PROPN
cana-6245	102	5	,	,	PUNCT
cana-6245	103	1	[	[	X
cana-6245	103	2	14	14	NUM
cana-6245	103	3	]	]	PUNCT
cana-6245	103	4	rf	rf	NOUN
cana-6245	103	5	method	method	NOUN
cana-6245	103	6	●	●	PUNCT
cana-6245	103	7	the	the	DET
cana-6245	103	8	results	result	NOUN
cana-6245	103	9	indicate	indicate	VERB
cana-6245	103	10	that	that	SCONJ
cana-6245	103	11	advanced	advanced	ADJ
cana-6245	103	12	algorithms	algorithm	NOUN
cana-6245	103	13	,	,	PUNCT
cana-6245	103	14	particularly	particularly	ADV
cana-6245	103	15	randomly	randomly	ADV
cana-6245	103	16	distributed	distribute	VERB
cana-6245	103	17	forests	forest	NOUN
cana-6245	103	18	,	,	PUNCT
cana-6245	103	19	enhance	enhance	VERB
cana-6245	103	20	the	the	DET
cana-6245	103	21	efficiency	efficiency	NOUN
cana-6245	103	22	of	of	ADP
cana-6245	103	23	parking	parking	NOUN
cana-6245	103	24	facility	facility	NOUN
cana-6245	103	25	management	management	NOUN
cana-6245	103	26	,	,	PUNCT
cana-6245	103	27	reduce	reduce	VERB
cana-6245	103	28	delays	delay	NOUN
cana-6245	103	29	,	,	PUNCT
cana-6245	103	30	and	and	CCONJ
cana-6245	103	31	improve	improve	VERB
cana-6245	103	32	customer	customer	NOUN
cana-6245	103	33	satisfaction	satisfaction	NOUN
cana-6245	103	34	.	.	PUNCT
cana-6245	104	1	●	●	PUNCT
cana-6245	104	2	however	however	ADV
cana-6245	104	3	,	,	PUNCT
cana-6245	104	4	variations	variation	NOUN
cana-6245	104	5	in	in	ADP
cana-6245	104	6	the	the	DET
cana-6245	104	7	initial	initial	ADJ
cana-6245	104	8	training	training	NOUN
cana-6245	104	9	data	datum	NOUN
cana-6245	104	10	and	and	CCONJ
cana-6245	104	11	environmental	environmental	ADJ
cana-6245	104	12	conditions	condition	NOUN
cana-6245	104	13	may	may	AUX
cana-6245	104	14	diminish	diminish	VERB
cana-6245	104	15	the	the	DET
cana-6245	104	16	effectiveness	effectiveness	NOUN
cana-6245	104	17	of	of	ADP
cana-6245	104	18	the	the	DET
cana-6245	104	19	randomly	randomly	ADV
cana-6245	104	20	selected	select	VERB
cana-6245	104	21	forest	forest	NOUN
cana-6245	104	22	model	model	NOUN
cana-6245	104	23	in	in	ADP
cana-6245	104	24	applications	application	NOUN
cana-6245	104	25	requiring	require	VERB
cana-6245	104	26	real	real	ADJ
cana-6245	104	27	-	-	PUNCT
cana-6245	104	28	time	time	NOUN
cana-6245	104	29	responses	response	NOUN
cana-6245	104	30	.	.	PUNCT
cana-6245	105	1	errouss	errouss	NOUN
cana-6245	105	2	o	o	PROPN
cana-6245	105	3	et	et	NOUN
cana-6245	105	4	al	al	PROPN
cana-6245	105	5	.	.	PROPN
cana-6245	105	6	,	,	PUNCT
cana-6245	106	1	[	[	X
cana-6245	106	2	15	15	NUM
cana-6245	106	3	]	]	AUX
cana-6245	106	4	banning	ban	VERB
cana-6245	106	5	finding	find	VERB
cana-6245	106	6	and	and	CCONJ
cana-6245	106	7	genetic	genetic	ADJ
cana-6245	106	8	computing	computing	NOUN
cana-6245	106	9	●	●	PUNCT
cana-6245	106	10	experienced	experience	VERB
cana-6245	106	11	an	an	DET
cana-6245	106	12	increase	increase	NOUN
cana-6245	106	13	of	of	ADP
cana-6245	106	14	up	up	ADP
cana-6245	106	15	to	to	PART
cana-6245	106	16	87.3	87.3	NUM
cana-6245	106	17	%	%	NOUN
cana-6245	106	18	in	in	ADP
cana-6245	106	19	parking	parking	NOUN
cana-6245	106	20	demand	demand	NOUN
cana-6245	106	21	.	.	PUNCT
cana-6245	107	1	customer	customer	NOUN
cana-6245	107	2	satisfaction	satisfaction	NOUN
cana-6245	107	3	levels	level	NOUN
cana-6245	107	4	improved	improve	VERB
cana-6245	107	5	significantly	significantly	ADV
cana-6245	107	6	and	and	CCONJ
cana-6245	107	7	mobility	mobility	NOUN
cana-6245	107	8	costs	cost	NOUN
cana-6245	107	9	were	be	AUX
cana-6245	107	10	reduced	reduce	VERB
cana-6245	107	11	by	by	ADP
cana-6245	107	12	40	40	NUM
cana-6245	107	13	%	%	NOUN
cana-6245	107	14	.	.	PUNCT
cana-6245	108	1	●	●	PUNCT
cana-6245	108	2	in	in	ADP
cana-6245	108	3	larger	large	ADJ
cana-6245	108	4	cities	city	NOUN
cana-6245	108	5	,	,	PUNCT
cana-6245	108	6	a	a	DET
cana-6245	108	7	more	more	ADV
cana-6245	108	8	comprehensive	comprehensive	ADJ
cana-6245	108	9	approach	approach	NOUN
cana-6245	108	10	may	may	AUX
cana-6245	108	11	be	be	AUX
cana-6245	108	12	required	require	VERB
cana-6245	108	13	for	for	ADP
cana-6245	108	14	complex	complex	ADJ
cana-6245	108	15	calculations	calculation	NOUN
cana-6245	108	16	.	.	PUNCT
cana-6245	109	1	●	●	PUNCT
cana-6245	109	2	due	due	ADP
cana-6245	109	3	to	to	ADP
cana-6245	109	4	the	the	DET
cana-6245	109	5	demand	demand	NOUN
cana-6245	109	6	distribution	distribution	NOUN
cana-6245	109	7	balance	balance	NOUN
cana-6245	109	8	,	,	PUNCT
cana-6245	109	9	some	some	DET
cana-6245	109	10	parking	parking	NOUN
cana-6245	109	11	areas	area	NOUN
cana-6245	109	12	may	may	AUX
cana-6245	109	13	not	not	PART
cana-6245	109	14	be	be	AUX
cana-6245	109	15	fully	fully	ADV
cana-6245	109	16	utilized	utilize	VERB
cana-6245	109	17	.	.	PUNCT
cana-6245	110	1	jemmali	jemmali	PROPN
cana-6245	110	2	et	et	PROPN
cana-6245	110	3	al	al	PROPN
cana-6245	110	4	.	.	PROPN
cana-6245	110	5	,	,	PUNCT
cana-6245	111	1	[	[	X
cana-6245	111	2	16	16	NUM
cana-6245	111	3	]	]	X
cana-6245	111	4	mr	mr	PROPN
cana-6245	111	5	algorithm	algorithm	PROPN
cana-6245	111	6	●	●	PUNCT
cana-6245	111	7	its	its	PRON
cana-6245	111	8	proven	prove	VERB
cana-6245	111	9	scalability	scalability	NOUN
cana-6245	111	10	in	in	ADP
cana-6245	111	11	large	large	ADJ
cana-6245	111	12	operational	operational	ADJ
cana-6245	111	13	environments	environment	NOUN
cana-6245	111	14	makes	make	VERB
cana-6245	111	15	it	it	PRON
cana-6245	111	16	suitable	suitable	ADJ
cana-6245	111	17	for	for	ADP
cana-6245	111	18	current	current	ADJ
cana-6245	111	19	applications	application	NOUN
cana-6245	111	20	.	.	PUNCT
cana-6245	112	1	●	●	PUNCT
cana-6245	112	2	the	the	DET
cana-6245	112	3	complexity	complexity	NOUN
cana-6245	112	4	and	and	CCONJ
cana-6245	112	5	limitations	limitation	NOUN
cana-6245	112	6	of	of	ADP
cana-6245	112	7	using	use	VERB
cana-6245	112	8	the	the	DET
cana-6245	112	9	seven	seven	NUM
cana-6245	112	10	methods	method	NOUN
cana-6245	112	11	could	could	AUX
cana-6245	112	12	make	make	VERB
cana-6245	112	13	maintaining	maintain	VERB
cana-6245	112	14	system	system	NOUN
cana-6245	112	15	communications	communication	NOUN
cana-6245	112	16	on	on	ADP
cana-6245	112	17	applied	apply	VERB
cana-6245	112	18	nonlinear	nonlinear	ADJ
cana-6245	112	19	analysis	analysis	NOUN
cana-6245	112	20	issn	issn	NOUN
cana-6245	112	21	:	:	PUNCT
cana-6245	112	22	1074	1074	NUM
cana-6245	112	23	-	-	PUNCT
cana-6245	112	24	133x	133x	NUM
cana-6245	112	25	vol	vol	VERB
cana-6245	112	26	32	32	NUM
cana-6245	112	27	no	no	NOUN
cana-6245	112	28	.	.	PUNCT
cana-6245	113	1	10s	10	NOUN
cana-6245	113	2	(	(	PUNCT
cana-6245	113	3	2025	2025	NUM
cana-6245	113	4	)	)	PUNCT
cana-6245	113	5	3609	3609	NUM
cana-6245	114	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	114	2	functionality	functionality	NOUN
cana-6245	114	3	more	more	ADV
cana-6245	114	4	challenging	challenging	ADJ
cana-6245	114	5	.	.	PUNCT
cana-6245	115	1	wang	wang	PROPN
cana-6245	115	2	&	&	CCONJ
cana-6245	115	3	chen	chen	PROPN
cana-6245	116	1	[	[	X
cana-6245	116	2	17	17	NUM
cana-6245	116	3	]	]	X
cana-6245	116	4	dynamic	dynamic	ADJ
cana-6245	116	5	pricing	pricing	NOUN
cana-6245	116	6	optimization	optimization	NOUN
cana-6245	116	7	.	.	PUNCT
cana-6245	117	1	●	●	PUNCT
cana-6245	117	2	by	by	ADP
cana-6245	117	3	considering	consider	VERB
cana-6245	117	4	drivers	driver	NOUN
cana-6245	117	5	'	'	PART
cana-6245	117	6	preferences	preference	NOUN
cana-6245	117	7	in	in	ADP
cana-6245	117	8	real	real	ADJ
cana-6245	117	9	time	time	NOUN
cana-6245	117	10	,	,	PUNCT
cana-6245	117	11	the	the	DET
cana-6245	117	12	approach	approach	NOUN
cana-6245	117	13	can	can	AUX
cana-6245	117	14	dynamically	dynamically	ADV
cana-6245	117	15	assign	assign	VERB
cana-6245	117	16	parking	parking	NOUN
cana-6245	117	17	spots	spot	NOUN
cana-6245	117	18	,	,	PUNCT
cana-6245	117	19	enhancing	enhance	VERB
cana-6245	117	20	garage	garage	NOUN
cana-6245	117	21	planning	planning	NOUN
cana-6245	117	22	and	and	CCONJ
cana-6245	117	23	optimizing	optimize	VERB
cana-6245	117	24	the	the	DET
cana-6245	117	25	use	use	NOUN
cana-6245	117	26	of	of	ADP
cana-6245	117	27	available	available	ADJ
cana-6245	117	28	spaces	space	NOUN
cana-6245	117	29	.	.	PUNCT
cana-6245	118	1	●	●	PUNCT
cana-6245	118	2	drivers	driver	NOUN
cana-6245	118	3	'	'	PART
cana-6245	118	4	behavior	behavior	NOUN
cana-6245	118	5	may	may	AUX
cana-6245	118	6	become	become	VERB
cana-6245	118	7	unpredictable	unpredictable	ADJ
cana-6245	118	8	when	when	SCONJ
cana-6245	118	9	approximate	approximate	ADJ
cana-6245	118	10	methods	method	NOUN
cana-6245	118	11	and	and	CCONJ
cana-6245	118	12	fluctuating	fluctuate	VERB
cana-6245	118	13	pricing	pricing	NOUN
cana-6245	118	14	are	be	AUX
cana-6245	118	15	used	use	VERB
cana-6245	118	16	,	,	PUNCT
cana-6245	118	17	making	make	VERB
cana-6245	118	18	it	it	PRON
cana-6245	118	19	more	more	ADV
cana-6245	118	20	difficult	difficult	ADJ
cana-6245	118	21	to	to	PART
cana-6245	118	22	accurately	accurately	ADV
cana-6245	118	23	predict	predict	VERB
cana-6245	118	24	demand	demand	NOUN
cana-6245	118	25	and	and	CCONJ
cana-6245	118	26	allocate	allocate	ADJ
cana-6245	118	27	resources	resource	NOUN
cana-6245	118	28	effectively	effectively	ADV
cana-6245	118	29	.	.	PUNCT
cana-6245	119	1	mei	mei	PROPN
cana-6245	119	2	et	et	PROPN
cana-6245	119	3	al	al	PROPN
cana-6245	119	4	.	.	PROPN
cana-6245	119	5	,	,	PUNCT
cana-6245	120	1	[	[	X
cana-6245	120	2	18	18	NUM
cana-6245	120	3	]	]	X
cana-6245	120	4	genetic	genetic	ADJ
cana-6245	120	5	algorithm	algorithm	NOUN
cana-6245	120	6	●	●	NUM
cana-6245	120	7	finds	find	VERB
cana-6245	120	8	the	the	DET
cana-6245	120	9	best	good	ADJ
cana-6245	120	10	way	way	NOUN
cana-6245	120	11	to	to	PART
cana-6245	120	12	reserve	reserve	VERB
cana-6245	120	13	parking	parking	NOUN
cana-6245	120	14	spots	spot	NOUN
cana-6245	120	15	in	in	ADP
cana-6245	120	16	order	order	NOUN
cana-6245	120	17	to	to	PART
cana-6245	120	18	cut	cut	VERB
cana-6245	120	19	down	down	ADP
cana-6245	120	20	on	on	ADP
cana-6245	120	21	greenhouse	greenhouse	NOUN
cana-6245	120	22	gasses	gas	NOUN
cana-6245	120	23	.	.	PUNCT
cana-6245	121	1	●	●	PUNCT
cana-6245	121	2	if	if	SCONJ
cana-6245	121	3	the	the	DET
cana-6245	121	4	fundamental	fundamental	ADJ
cana-6245	121	5	demand	demand	NOUN
cana-6245	121	6	changes	change	NOUN
cana-6245	121	7	,	,	PUNCT
cana-6245	121	8	settled	settle	VERB
cana-6245	121	9	registration	registration	NOUN
cana-6245	121	10	percentages	percentage	NOUN
cana-6245	121	11	could	could	AUX
cana-6245	121	12	lead	lead	VERB
cana-6245	121	13	to	to	ADP
cana-6245	121	14	incompetence	incompetence	NOUN
cana-6245	121	15	.	.	PUNCT
cana-6245	122	1	yan	yan	PROPN
cana-6245	122	2	et	et	PROPN
cana-6245	122	3	al	al	PROPN
cana-6245	122	4	.	.	PROPN
cana-6245	122	5	,	,	PUNCT
cana-6245	123	1	[	[	X
cana-6245	123	2	19	19	NUM
cana-6245	123	3	]	]	X
cana-6245	123	4	sample	sample	NOUN
cana-6245	123	5	average	average	ADJ
cana-6245	123	6	approximatio	approximatio	NOUN
cana-6245	123	7	n	n	PROPN
cana-6245	123	8	(	(	PUNCT
cana-6245	123	9	saa	saa	PROPN
cana-6245	123	10	)	)	PUNCT
cana-6245	123	11	and	and	CCONJ
cana-6245	123	12	stratified	stratify	VERB
cana-6245	123	13	ranked	rank	VERB
cana-6245	123	14	set	set	ADJ
cana-6245	123	15	sampling	sampling	NOUN
cana-6245	123	16	(	(	PUNCT
cana-6245	123	17	rss	rss	NOUN
cana-6245	123	18	)	)	PUNCT
cana-6245	123	19	.	.	PUNCT
cana-6245	124	1	●	●	PUNCT
cana-6245	124	2	the	the	DET
cana-6245	124	3	simulation	simulation	NOUN
cana-6245	124	4	's	's	PART
cana-6245	124	5	use	use	NOUN
cana-6245	124	6	of	of	ADP
cana-6245	124	7	data	data	NOUN
cana-6245	124	8	-	-	PUNCT
cana-6245	124	9	driven	drive	VERB
cana-6245	124	10	approaches	approach	NOUN
cana-6245	124	11	and	and	CCONJ
cana-6245	124	12	indeterminate	indeterminate	ADJ
cana-6245	124	13	elements	element	NOUN
cana-6245	124	14	allows	allow	VERB
cana-6245	124	15	it	it	PRON
cana-6245	124	16	to	to	PART
cana-6245	124	17	optimize	optimize	VERB
cana-6245	124	18	predicted	predict	VERB
cana-6245	124	19	proceeds	proceed	NOUN
cana-6245	124	20	.	.	PUNCT
cana-6245	125	1	●	●	PUNCT
cana-6245	125	2	computing	compute	VERB
cana-6245	125	3	performance	performance	NOUN
cana-6245	125	4	and	and	CCONJ
cana-6245	125	5	execution	execution	NOUN
cana-6245	125	6	in	in	ADP
cana-6245	125	7	practice	practice	NOUN
cana-6245	125	8	may	may	AUX
cana-6245	125	9	be	be	AUX
cana-6245	125	10	hindered	hinder	VERB
cana-6245	125	11	by	by	ADP
cana-6245	125	12	the	the	DET
cana-6245	125	13	extent	extent	NOUN
cana-6245	125	14	of	of	ADP
cana-6245	125	15	the	the	DET
cana-6245	125	16	model	model	NOUN
cana-6245	125	17	's	's	PART
cana-6245	125	18	complexity	complexity	NOUN
cana-6245	125	19	.	.	PUNCT
cana-6245	126	1	guo	guo	PROPN
cana-6245	126	2	et	et	PROPN
cana-6245	126	3	al	al	PROPN
cana-6245	126	4	.	.	PUNCT
cana-6245	127	1	[	[	X
cana-6245	127	2	20	20	NUM
cana-6245	127	3	]	]	SYM
cana-6245	127	4	method	method	NOUN
cana-6245	127	5	for	for	ADP
cana-6245	127	6	probabilistic	probabilistic	ADJ
cana-6245	127	7	decisions	decision	NOUN
cana-6245	127	8	●	●	PUNCT
cana-6245	127	9	by	by	ADP
cana-6245	127	10	optimizing	optimize	VERB
cana-6245	127	11	strategies	strategy	NOUN
cana-6245	127	12	that	that	PRON
cana-6245	127	13	would	would	AUX
cana-6245	127	14	continue	continue	VERB
cana-6245	127	15	while	while	SCONJ
cana-6245	127	16	executing	execute	VERB
cana-6245	127	17	decisions	decision	NOUN
cana-6245	127	18	independently	independently	ADV
cana-6245	127	19	,	,	PUNCT
cana-6245	127	20	the	the	DET
cana-6245	127	21	device	device	NOUN
cana-6245	127	22	●	●	PUNCT
cana-6245	127	23	to	to	PART
cana-6245	127	24	get	get	VERB
cana-6245	127	25	the	the	DET
cana-6245	127	26	most	most	ADJ
cana-6245	127	27	out	out	ADP
cana-6245	127	28	of	of	ADP
cana-6245	127	29	reinforcement	reinforcement	NOUN
cana-6245	127	30	teaching	teaching	NOUN
cana-6245	127	31	,	,	PUNCT
cana-6245	127	32	you	you	PRON
cana-6245	127	33	may	may	AUX
cana-6245	127	34	need	need	VERB
cana-6245	127	35	a	a	DET
cana-6245	127	36	lot	lot	NOUN
cana-6245	127	37	of	of	ADP
cana-6245	127	38	information	information	NOUN
cana-6245	127	39	and	and	CCONJ
cana-6245	127	40	space	space	NOUN
cana-6245	127	41	for	for	ADP
cana-6245	127	42	conditioning	conditioning	NOUN
cana-6245	127	43	.	.	PUNCT
cana-6245	128	1	communications	communication	NOUN
cana-6245	128	2	on	on	ADP
cana-6245	128	3	applied	apply	VERB
cana-6245	128	4	nonlinear	nonlinear	ADJ
cana-6245	128	5	analysis	analysis	NOUN
cana-6245	128	6	issn	issn	NOUN
cana-6245	128	7	:	:	PUNCT
cana-6245	128	8	1074	1074	NUM
cana-6245	128	9	-	-	PUNCT
cana-6245	128	10	133x	133x	NUM
cana-6245	128	11	vol	vol	VERB
cana-6245	128	12	32	32	NUM
cana-6245	128	13	no	no	NOUN
cana-6245	128	14	.	.	PUNCT
cana-6245	129	1	10s	10	NOUN
cana-6245	129	2	(	(	PUNCT
cana-6245	129	3	2025	2025	NUM
cana-6245	129	4	)	)	PUNCT
cana-6245	129	5	3610	3610	NUM
cana-6245	129	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	129	7	improves	improve	VERB
cana-6245	129	8	vehicle	vehicle	NOUN
cana-6245	129	9	reliability	reliability	NOUN
cana-6245	129	10	.	.	PUNCT
cana-6245	130	1	elomiya	elomiya	NOUN
cana-6245	130	2	et	et	PROPN
cana-6245	130	3	al	al	PROPN
cana-6245	130	4	.	.	PROPN
cana-6245	130	5	,	,	PUNCT
cana-6245	131	1	[	[	X
cana-6245	131	2	21	21	NUM
cana-6245	131	3	]	]	PUNCT
cana-6245	131	4	anfis	anfi	VERB
cana-6245	131	5	with	with	ADP
cana-6245	131	6	deep	deep	ADJ
cana-6245	131	7	learning	learning	NOUN
cana-6245	131	8	(	(	PUNCT
cana-6245	131	9	dl	dl	NOUN
cana-6245	131	10	)	)	PUNCT
cana-6245	131	11	●	●	NUM
cana-6245	131	12	by	by	ADP
cana-6245	131	13	integrating	integrate	VERB
cana-6245	131	14	the	the	DET
cana-6245	131	15	anfis	anfis	ADJ
cana-6245	131	16	framework	framework	NOUN
cana-6245	131	17	and	and	CCONJ
cana-6245	131	18	deep	deep	ADJ
cana-6245	131	19	learning	learning	NOUN
cana-6245	131	20	approaches	approach	NOUN
cana-6245	131	21	,	,	PUNCT
cana-6245	131	22	the	the	DET
cana-6245	131	23	mixture	mixture	NOUN
cana-6245	131	24	of	of	ADP
cana-6245	131	25	techniques	technique	NOUN
cana-6245	131	26	dramatically	dramatically	ADV
cana-6245	131	27	improves	improve	VERB
cana-6245	131	28	the	the	DET
cana-6245	131	29	preciseness	preciseness	NOUN
cana-6245	131	30	of	of	ADP
cana-6245	131	31	vehicleoccupied	vehicleoccupie	VERB
cana-6245	131	32	predictions	prediction	NOUN
cana-6245	131	33	.	.	PUNCT
cana-6245	132	1	●	●	PUNCT
cana-6245	132	2	the	the	DET
cana-6245	132	3	difficulty	difficulty	NOUN
cana-6245	132	4	of	of	ADP
cana-6245	132	5	combining	combine	VERB
cana-6245	132	6	network	network	NOUN
cana-6245	132	7	functions	function	NOUN
cana-6245	132	8	information	information	NOUN
cana-6245	132	9	with	with	ADP
cana-6245	132	10	deep	deep	ADJ
cana-6245	132	11	learning	learning	NOUN
cana-6245	132	12	methods	method	NOUN
cana-6245	132	13	may	may	AUX
cana-6245	132	14	hinder	hinder	VERB
cana-6245	132	15	the	the	DET
cana-6245	132	16	long	long	ADJ
cana-6245	132	17	-	-	PUNCT
cana-6245	132	18	term	term	NOUN
cana-6245	132	19	deployment	deployment	NOUN
cana-6245	132	20	of	of	ADP
cana-6245	132	21	systems	system	NOUN
cana-6245	132	22	,	,	PUNCT
cana-6245	132	23	which	which	PRON
cana-6245	132	24	might	might	AUX
cana-6245	132	25	lead	lead	VERB
cana-6245	132	26	to	to	ADP
cana-6245	132	27	a	a	DET
cana-6245	132	28	rise	rise	NOUN
cana-6245	132	29	in	in	ADP
cana-6245	132	30	computing	computing	NOUN
cana-6245	132	31	needs	need	NOUN
cana-6245	132	32	.	.	PUNCT
cana-6245	133	1	li	li	PROPN
cana-6245	133	2	et	et	PROPN
cana-6245	133	3	al	al	PROPN
cana-6245	133	4	.	.	PROPN
cana-6245	133	5	,	,	PUNCT
cana-6245	134	1	[	[	X
cana-6245	134	2	22	22	NUM
cana-6245	134	3	]	]	PUNCT
cana-6245	134	4	aco	aco	PROPN
cana-6245	134	5	●	●	PUNCT
cana-6245	134	6	the	the	DET
cana-6245	134	7	algorithm	algorithm	NOUN
cana-6245	134	8	developed	develop	VERB
cana-6245	134	9	by	by	ADP
cana-6245	134	10	aco	aco	PROPN
cana-6245	134	11	dramatically	dramatically	ADV
cana-6245	134	12	improves	improve	VERB
cana-6245	134	13	the	the	DET
cana-6245	134	14	distribution	distribution	NOUN
cana-6245	134	15	of	of	ADP
cana-6245	134	16	parking	parking	NOUN
cana-6245	134	17	places	place	NOUN
cana-6245	134	18	,	,	PUNCT
cana-6245	134	19	which	which	PRON
cana-6245	134	20	boosts	boost	VERB
cana-6245	134	21	revenue	revenue	NOUN
cana-6245	134	22	and	and	CCONJ
cana-6245	134	23	use	use	NOUN
cana-6245	134	24	.	.	PUNCT
cana-6245	135	1	●	●	PUNCT
cana-6245	135	2	the	the	DET
cana-6245	135	3	reliability	reliability	NOUN
cana-6245	135	4	of	of	ADP
cana-6245	135	5	demand	demand	NOUN
cana-6245	135	6	forecasts	forecast	NOUN
cana-6245	135	7	and	and	CCONJ
cana-6245	135	8	pricing	pricing	NOUN
cana-6245	135	9	tactics	tactic	NOUN
cana-6245	135	10	affects	affect	VERB
cana-6245	135	11	the	the	DET
cana-6245	135	12	simulation	simulation	NOUN
cana-6245	135	13	's	's	PART
cana-6245	135	14	performance	performance	NOUN
cana-6245	135	15	.	.	PUNCT
cana-6245	136	1	2	2	X
cana-6245	136	2	.	.	NUM
cana-6245	136	3	proposed	propose	VERB
cana-6245	136	4	methodology	methodology	NOUN
cana-6245	136	5	figure	figure	NOUN
cana-6245	136	6	1	1	NUM
cana-6245	136	7	illustrates	illustrate	VERB
cana-6245	136	8	the	the	DET
cana-6245	136	9	general	general	ADJ
cana-6245	136	10	layout	layout	NOUN
cana-6245	136	11	of	of	ADP
cana-6245	136	12	the	the	DET
cana-6245	136	13	proposed	propose	VERB
cana-6245	136	14	automated	automate	VERB
cana-6245	136	15	smart	smart	ADJ
cana-6245	136	16	parking	parking	NOUN
cana-6245	136	17	system	system	NOUN
cana-6245	136	18	(	(	PUNCT
cana-6245	136	19	sps	sps	NOUN
cana-6245	136	20	)	)	PUNCT
cana-6245	136	21	architecture	architecture	NOUN
cana-6245	136	22	,	,	PUNCT
cana-6245	136	23	which	which	PRON
cana-6245	136	24	is	be	AUX
cana-6245	136	25	based	base	VERB
cana-6245	136	26	on	on	ADP
cana-6245	136	27	long	long	ADJ
cana-6245	136	28	short	short	ADJ
cana-6245	136	29	-	-	PUNCT
cana-6245	136	30	term	term	NOUN
cana-6245	136	31	memory	memory	NOUN
cana-6245	136	32	(	(	PUNCT
cana-6245	136	33	lstm)-dr	lstm)-dr	NOUN
cana-6245	136	34	-	-	PUNCT
cana-6245	136	35	rnn	rnn	NOUN
cana-6245	136	36	.	.	PUNCT
cana-6245	137	1	this	this	DET
cana-6245	137	2	innovative	innovative	ADJ
cana-6245	137	3	approach	approach	NOUN
cana-6245	137	4	,	,	PUNCT
cana-6245	137	5	designed	design	VERB
cana-6245	137	6	for	for	ADP
cana-6245	137	7	smartphones	smartphone	NOUN
cana-6245	137	8	,	,	PUNCT
cana-6245	137	9	leverages	leverage	VERB
cana-6245	137	10	cloud	cloud	NOUN
cana-6245	137	11	computing	computing	NOUN
cana-6245	137	12	and	and	CCONJ
cana-6245	137	13	deep	deep	ADJ
cana-6245	137	14	learning	learning	NOUN
cana-6245	137	15	to	to	PART
cana-6245	137	16	address	address	VERB
cana-6245	137	17	the	the	DET
cana-6245	137	18	parking	parking	NOUN
cana-6245	137	19	challenge	challenge	NOUN
cana-6245	137	20	in	in	ADP
cana-6245	137	21	istanbul	istanbul	PROPN
cana-6245	137	22	.	.	PUNCT
cana-6245	138	1	through	through	ADP
cana-6245	138	2	a	a	DET
cana-6245	138	3	model	model	NOUN
cana-6245	138	4	built	build	VERB
cana-6245	138	5	with	with	ADP
cana-6245	138	6	advanced	advanced	ADJ
cana-6245	138	7	deep	deep	ADJ
cana-6245	138	8	learning	learning	NOUN
cana-6245	138	9	algorithms	algorithm	NOUN
cana-6245	138	10	,	,	PUNCT
cana-6245	138	11	users	user	NOUN
cana-6245	138	12	can	can	AUX
cana-6245	138	13	easily	easily	ADV
cana-6245	138	14	access	access	VERB
cana-6245	138	15	both	both	CCONJ
cana-6245	138	16	real	real	ADJ
cana-6245	138	17	-	-	PUNCT
cana-6245	138	18	time	time	NOUN
cana-6245	138	19	and	and	CCONJ
cana-6245	138	20	predicted	predict	VERB
cana-6245	138	21	parking	parking	NOUN
cana-6245	138	22	data	datum	NOUN
cana-6245	138	23	via	via	ADP
cana-6245	138	24	the	the	DET
cana-6245	138	25	smartphone	smartphone	ADJ
cana-6245	138	26	app	app	NOUN
cana-6245	138	27	.	.	PUNCT
cana-6245	139	1	the	the	DET
cana-6245	139	2	process	process	NOUN
cana-6245	139	3	consists	consist	VERB
cana-6245	139	4	of	of	ADP
cana-6245	139	5	two	two	NUM
cana-6245	139	6	key	key	ADJ
cana-6245	139	7	steps	step	NOUN
cana-6245	139	8	.	.	PUNCT
cana-6245	140	1	first	first	ADV
cana-6245	140	2	,	,	PUNCT
cana-6245	140	3	data	datum	NOUN
cana-6245	140	4	from	from	ADP
cana-6245	140	5	731	731	NUM
cana-6245	140	6	parking	parking	NOUN
cana-6245	140	7	facilities	facility	NOUN
cana-6245	140	8	in	in	ADP
cana-6245	140	9	the	the	DET
cana-6245	140	10	turkish	turkish	ADJ
cana-6245	140	11	capital	capital	NOUN
cana-6245	140	12	is	be	AUX
cana-6245	140	13	continuously	continuously	ADV
cana-6245	140	14	collected	collect	VERB
cana-6245	140	15	and	and	CCONJ
cana-6245	140	16	stored	store	VERB
cana-6245	140	17	in	in	ADP
cana-6245	140	18	a	a	DET
cana-6245	140	19	centralized	centralized	ADJ
cana-6245	140	20	database	database	NOUN
cana-6245	140	21	.	.	PUNCT
cana-6245	141	1	this	this	DET
cana-6245	141	2	data	datum	NOUN
cana-6245	141	3	includes	include	VERB
cana-6245	141	4	arrival	arrival	NOUN
cana-6245	141	5	rates	rate	NOUN
cana-6245	141	6	,	,	PUNCT
cana-6245	141	7	available	available	ADJ
cana-6245	141	8	spots	spot	NOUN
cana-6245	141	9	,	,	PUNCT
cana-6245	141	10	and	and	CCONJ
cana-6245	141	11	location	location	NOUN
cana-6245	141	12	details	detail	NOUN
cana-6245	141	13	,	,	PUNCT
cana-6245	141	14	which	which	PRON
cana-6245	141	15	may	may	AUX
cana-6245	141	16	also	also	ADV
cana-6245	141	17	include	include	VERB
cana-6245	141	18	temperature	temperature	NOUN
cana-6245	141	19	and	and	CCONJ
cana-6245	141	20	duration	duration	NOUN
cana-6245	141	21	.	.	PUNCT
cana-6245	142	1	second	second	ADJ
cana-6245	142	2	,	,	PUNCT
cana-6245	142	3	when	when	SCONJ
cana-6245	142	4	queries	query	NOUN
cana-6245	142	5	are	be	AUX
cana-6245	142	6	made	make	VERB
cana-6245	142	7	through	through	ADP
cana-6245	142	8	the	the	DET
cana-6245	142	9	smartphone	smartphone	NOUN
cana-6245	142	10	app	app	NOUN
cana-6245	142	11	,	,	PUNCT
cana-6245	142	12	a	a	DET
cana-6245	142	13	sophisticated	sophisticated	ADJ
cana-6245	142	14	learning	learning	NOUN
cana-6245	142	15	-	-	PUNCT
cana-6245	142	16	based	base	VERB
cana-6245	142	17	lstm	lstm	NOUN
cana-6245	142	18	model	model	NOUN
cana-6245	142	19	combined	combine	VERB
cana-6245	142	20	with	with	ADP
cana-6245	142	21	dr	dr	PROPN
cana-6245	142	22	-	-	PUNCT
cana-6245	142	23	rnn	rnn	NOUN
cana-6245	142	24	processes	process	VERB
cana-6245	142	25	the	the	DET
cana-6245	142	26	requests	request	NOUN
cana-6245	142	27	.	.	PUNCT
cana-6245	143	1	this	this	DET
cana-6245	143	2	enhanced	enhance	VERB
cana-6245	143	3	system	system	NOUN
cana-6245	143	4	uses	use	VERB
cana-6245	143	5	both	both	DET
cana-6245	143	6	historical	historical	ADJ
cana-6245	143	7	and	and	CCONJ
cana-6245	143	8	real	real	ADJ
cana-6245	143	9	-	-	PUNCT
cana-6245	143	10	time	time	NOUN
cana-6245	143	11	data	datum	NOUN
cana-6245	143	12	to	to	PART
cana-6245	143	13	predict	predict	VERB
cana-6245	143	14	the	the	DET
cana-6245	143	15	immediate	immediate	ADJ
cana-6245	143	16	and	and	CCONJ
cana-6245	143	17	future	future	ADJ
cana-6245	143	18	occupancy	occupancy	NOUN
cana-6245	143	19	rates	rate	NOUN
cana-6245	143	20	of	of	ADP
cana-6245	143	21	the	the	DET
cana-6245	143	22	recommended	recommend	VERB
cana-6245	143	23	parking	parking	NOUN
cana-6245	143	24	spaces	space	NOUN
cana-6245	143	25	,	,	PUNCT
cana-6245	143	26	providing	provide	VERB
cana-6245	143	27	quick	quick	ADJ
cana-6245	143	28	and	and	CCONJ
cana-6245	143	29	accurate	accurate	ADJ
cana-6245	143	30	responses	response	NOUN
cana-6245	143	31	to	to	ADP
cana-6245	143	32	users	user	NOUN
cana-6245	143	33	'	'	PART
cana-6245	143	34	parking	parking	NOUN
cana-6245	143	35	inquiries	inquiry	NOUN
cana-6245	143	36	,	,	PUNCT
cana-6245	143	37	thereby	thereby	ADV
cana-6245	143	38	improving	improve	VERB
cana-6245	143	39	the	the	DET
cana-6245	143	40	city	city	NOUN
cana-6245	143	41	's	's	PART
cana-6245	143	42	parking	parking	NOUN
cana-6245	143	43	situation	situation	NOUN
cana-6245	143	44	.	.	PUNCT
cana-6245	144	1	communications	communication	NOUN
cana-6245	144	2	on	on	ADP
cana-6245	144	3	applied	apply	VERB
cana-6245	144	4	nonlinear	nonlinear	ADJ
cana-6245	144	5	analysis	analysis	NOUN
cana-6245	144	6	issn	issn	NOUN
cana-6245	144	7	:	:	PUNCT
cana-6245	144	8	1074	1074	NUM
cana-6245	144	9	-	-	PUNCT
cana-6245	144	10	133x	133x	NUM
cana-6245	144	11	vol	vol	VERB
cana-6245	144	12	32	32	NUM
cana-6245	144	13	no	no	NOUN
cana-6245	144	14	.	.	PUNCT
cana-6245	145	1	10s	10	NOUN
cana-6245	145	2	(	(	PUNCT
cana-6245	145	3	2025	2025	NUM
cana-6245	145	4	)	)	PUNCT
cana-6245	145	5	3611	3611	NUM
cana-6245	145	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	145	7	figure	figure	NOUN
cana-6245	145	8	1	1	NUM
cana-6245	145	9	:	:	PUNCT
cana-6245	145	10	lstm	lstm	PROPN
cana-6245	145	11	-	-	PUNCT
cana-6245	145	12	dr	dr	PROPN
cana-6245	145	13	-	-	PUNCT
cana-6245	145	14	rnn	rnn	PROPN
cana-6245	145	15	-	-	PUNCT
cana-6245	145	16	based	base	VERB
cana-6245	145	17	parking	parking	NOUN
cana-6245	145	18	system	system	NOUN
cana-6245	145	19	overall	overall	ADJ
cana-6245	145	20	model	model	NOUN
cana-6245	145	21	as	as	SCONJ
cana-6245	145	22	shown	show	VERB
cana-6245	145	23	in	in	ADP
cana-6245	145	24	figure	figure	NOUN
cana-6245	145	25	1	1	NUM
cana-6245	145	26	,	,	PUNCT
cana-6245	145	27	the	the	DET
cana-6245	145	28	parking	parking	NOUN
cana-6245	145	29	finder	finder	NOUN
cana-6245	145	30	api	api	NOUN
cana-6245	145	31	processes	process	NOUN
cana-6245	145	32	requests	request	NOUN
cana-6245	145	33	from	from	ADP
cana-6245	145	34	the	the	DET
cana-6245	145	35	application	application	NOUN
cana-6245	145	36	interface	interface	NOUN
cana-6245	145	37	and	and	CCONJ
cana-6245	145	38	provides	provide	VERB
cana-6245	145	39	a	a	DET
cana-6245	145	40	list	list	NOUN
cana-6245	145	41	of	of	ADP
cana-6245	145	42	the	the	DET
cana-6245	145	43	most	most	ADV
cana-6245	145	44	appropriate	appropriate	ADJ
cana-6245	145	45	parking	parking	NOUN
cana-6245	145	46	spaces	space	NOUN
cana-6245	145	47	,	,	PUNCT
cana-6245	145	48	displaying	display	VERB
cana-6245	145	49	all	all	DET
cana-6245	145	50	car	car	NOUN
cana-6245	145	51	parks	park	NOUN
cana-6245	145	52	within	within	ADP
cana-6245	145	53	a	a	DET
cana-6245	145	54	2	2	NUM
cana-6245	145	55	km	km	NOUN
cana-6245	145	56	radius	radius	NOUN
cana-6245	145	57	of	of	ADP
cana-6245	145	58	the	the	DET
cana-6245	145	59	user	user	NOUN
cana-6245	145	60	's	's	PART
cana-6245	145	61	destination	destination	NOUN
cana-6245	145	62	.	.	PUNCT
cana-6245	146	1	the	the	DET
cana-6245	146	2	tensorflow	tensorflow	NOUN
cana-6245	146	3	datasets	dataset	NOUN
cana-6245	146	4	(	(	PUNCT
cana-6245	146	5	tfds	tfds	PROPN
cana-6245	146	6	)	)	PUNCT
cana-6245	146	7	are	be	AUX
cana-6245	146	8	then	then	ADV
cana-6245	146	9	prepared	prepare	VERB
cana-6245	146	10	.	.	PUNCT
cana-6245	147	1	for	for	ADP
cana-6245	147	2	each	each	DET
cana-6245	147	3	parking	parking	NOUN
cana-6245	147	4	space	space	NOUN
cana-6245	147	5	,	,	PUNCT
cana-6245	147	6	a	a	DET
cana-6245	147	7	request	request	NOUN
cana-6245	147	8	is	be	AUX
cana-6245	147	9	sent	send	VERB
cana-6245	147	10	either	either	CCONJ
cana-6245	147	11	to	to	ADP
cana-6245	147	12	the	the	DET
cana-6245	147	13	cb	cb	PROPN
cana-6245	147	14	-	-	PUNCT
cana-6245	147	15	sps	sps	PROPN
cana-6245	147	16	or	or	CCONJ
cana-6245	147	17	the	the	DET
cana-6245	147	18	lstm	lstm	PROPN
cana-6245	147	19	-	-	PUNCT
cana-6245	147	20	dr	dr	PROPN
cana-6245	147	21	-	-	PUNCT
cana-6245	147	22	rnn	rnn	PROPN
cana-6245	147	23	-	-	PUNCT
cana-6245	147	24	based	base	VERB
cana-6245	147	25	service	service	NOUN
cana-6245	147	26	,	,	PUNCT
cana-6245	147	27	depending	depend	VERB
cana-6245	147	28	on	on	ADP
cana-6245	147	29	the	the	DET
cana-6245	147	30	specified	specify	VERB
cana-6245	147	31	date	date	NOUN
cana-6245	147	32	.	.	PUNCT
cana-6245	148	1	if	if	SCONJ
cana-6245	148	2	the	the	DET
cana-6245	148	3	request	request	NOUN
cana-6245	148	4	pertains	pertain	VERB
cana-6245	148	5	to	to	ADP
cana-6245	148	6	real	real	ADJ
cana-6245	148	7	-	-	PUNCT
cana-6245	148	8	time	time	NOUN
cana-6245	148	9	occupancy	occupancy	NOUN
cana-6245	148	10	rates	rate	NOUN
cana-6245	148	11	,	,	PUNCT
cana-6245	148	12	the	the	DET
cana-6245	148	13	data	data	NOUN
cana-6245	148	14	is	be	AUX
cana-6245	148	15	retrieved	retrieve	VERB
cana-6245	148	16	directly	directly	ADV
cana-6245	148	17	from	from	ADP
cana-6245	148	18	the	the	DET
cana-6245	148	19	cloudbased	cloudbase	VERB
cana-6245	148	20	sps	sps	PROPN
cana-6245	148	21	server	server	NOUN
cana-6245	148	22	.	.	PUNCT
cana-6245	149	1	for	for	ADP
cana-6245	149	2	future	future	ADJ
cana-6245	149	3	dates	date	NOUN
cana-6245	149	4	,	,	PUNCT
cana-6245	149	5	the	the	DET
cana-6245	149	6	request	request	NOUN
cana-6245	149	7	is	be	AUX
cana-6245	149	8	directed	direct	VERB
cana-6245	149	9	to	to	ADP
cana-6245	149	10	the	the	DET
cana-6245	149	11	lstm	lstm	NOUN
cana-6245	149	12	-	-	PUNCT
cana-6245	149	13	based	base	VERB
cana-6245	149	14	service	service	NOUN
cana-6245	149	15	,	,	PUNCT
cana-6245	149	16	where	where	SCONJ
cana-6245	149	17	the	the	DET
cana-6245	149	18	lstm	lstm	PROPN
cana-6245	149	19	model	model	NOUN
cana-6245	149	20	utilizes	utilize	VERB
cana-6245	149	21	deep	deep	ADJ
cana-6245	149	22	learning	learning	NOUN
cana-6245	149	23	to	to	PART
cana-6245	149	24	predict	predict	VERB
cana-6245	149	25	the	the	DET
cana-6245	149	26	parking	parking	NOUN
cana-6245	149	27	space	space	NOUN
cana-6245	149	28	’s	’s	PART
cana-6245	149	29	occupancy	occupancy	NOUN
cana-6245	149	30	rate	rate	NOUN
cana-6245	149	31	and	and	CCONJ
cana-6245	149	32	returns	return	VERB
cana-6245	149	33	the	the	DET
cana-6245	149	34	forecasted	forecast	VERB
cana-6245	149	35	result	result	NOUN
cana-6245	149	36	.	.	PUNCT
cana-6245	150	1	additional	additional	ADJ
cana-6245	150	2	information	information	NOUN
cana-6245	150	3	on	on	ADP
cana-6245	150	4	data	datum	NOUN
cana-6245	150	5	collection	collection	NOUN
cana-6245	150	6	from	from	ADP
cana-6245	150	7	the	the	DET
cana-6245	150	8	ibb	ibb	NOUN
cana-6245	150	9	open	open	ADJ
cana-6245	150	10	data	datum	NOUN
cana-6245	150	11	portal	portal	NOUN
cana-6245	150	12	is	be	AUX
cana-6245	150	13	provided	provide	VERB
cana-6245	150	14	in	in	ADP
cana-6245	150	15	the	the	DET
cana-6245	150	16	dataset	dataset	NOUN
cana-6245	150	17	creation	creation	NOUN
cana-6245	150	18	section	section	NOUN
cana-6245	150	19	of	of	ADP
cana-6245	150	20	the	the	DET
cana-6245	150	21	istanbul	istanbul	PROPN
cana-6245	150	22	sps	sps	PROPN
cana-6245	150	23	.	.	PUNCT
cana-6245	151	1	i.	i.	PROPN
cana-6245	151	2	lstm	lstm	PROPN
cana-6245	151	3	-	-	PUNCT
cana-6245	151	4	dr	dr	PROPN
cana-6245	151	5	-	-	PUNCT
cana-6245	151	6	rnn	rnn	PROPN
cana-6245	151	7	based	base	VERB
cana-6245	151	8	sps	sps	PROPN
cana-6245	151	9	with	with	ADP
cana-6245	151	10	the	the	DET
cana-6245	151	11	rapid	rapid	ADJ
cana-6245	151	12	advancement	advancement	NOUN
cana-6245	151	13	of	of	ADP
cana-6245	151	14	deep	deep	ADJ
cana-6245	151	15	learning	learning	NOUN
cana-6245	151	16	technologies	technology	NOUN
cana-6245	151	17	,	,	PUNCT
cana-6245	151	18	traditional	traditional	ADJ
cana-6245	151	19	smart	smart	ADJ
cana-6245	151	20	city	city	NOUN
cana-6245	151	21	parking	parking	NOUN
cana-6245	151	22	solutions	solution	NOUN
cana-6245	151	23	are	be	AUX
cana-6245	151	24	quickly	quickly	ADV
cana-6245	151	25	becoming	become	VERB
cana-6245	151	26	outdated	outdate	VERB
cana-6245	151	27	,	,	PUNCT
cana-6245	151	28	sparking	spark	VERB
cana-6245	151	29	interest	interest	NOUN
cana-6245	151	30	in	in	ADP
cana-6245	151	31	innovative	innovative	ADJ
cana-6245	151	32	resource	resource	NOUN
cana-6245	151	33	management	management	NOUN
cana-6245	151	34	approaches	approach	NOUN
cana-6245	151	35	.	.	PUNCT
cana-6245	152	1	this	this	DET
cana-6245	152	2	research	research	NOUN
cana-6245	152	3	introduces	introduce	VERB
cana-6245	152	4	a	a	DET
cana-6245	152	5	cutting	cutting	NOUN
cana-6245	152	6	-	-	PUNCT
cana-6245	152	7	edge	edge	NOUN
cana-6245	152	8	method	method	NOUN
cana-6245	152	9	that	that	PRON
cana-6245	152	10	leverages	leverage	VERB
cana-6245	152	11	a	a	DET
cana-6245	152	12	cloud	cloud	NOUN
cana-6245	152	13	-	-	PUNCT
cana-6245	152	14	based	base	VERB
cana-6245	152	15	framework	framework	NOUN
cana-6245	152	16	powered	power	VERB
cana-6245	152	17	by	by	ADP
cana-6245	152	18	deep	deep	ADJ
cana-6245	152	19	learning	learning	NOUN
cana-6245	152	20	to	to	PART
cana-6245	152	21	address	address	VERB
cana-6245	152	22	parking	parking	NOUN
cana-6245	152	23	issues	issue	NOUN
cana-6245	152	24	.	.	PUNCT
cana-6245	153	1	the	the	DET
cana-6245	153	2	proposed	propose	VERB
cana-6245	153	3	solution	solution	NOUN
cana-6245	153	4	offers	offer	VERB
cana-6245	153	5	real	real	ADJ
cana-6245	153	6	-	-	PUNCT
cana-6245	153	7	time	time	NOUN
cana-6245	153	8	and	and	CCONJ
cana-6245	153	9	predictive	predictive	ADJ
cana-6245	153	10	parking	parking	NOUN
cana-6245	153	11	availability	availability	NOUN
cana-6245	153	12	,	,	PUNCT
cana-6245	153	13	ensuring	ensure	VERB
cana-6245	153	14	users	user	NOUN
cana-6245	153	15	can	can	AUX
cana-6245	153	16	easily	easily	ADV
cana-6245	153	17	find	find	VERB
cana-6245	153	18	open	open	ADJ
cana-6245	153	19	parking	parking	NOUN
cana-6245	153	20	spaces	space	NOUN
cana-6245	153	21	.	.	PUNCT
cana-6245	154	1	a	a	DET
cana-6245	154	2	smartphone	smartphone	NOUN
cana-6245	154	3	and	and	CCONJ
cana-6245	154	4	web	web	NOUN
cana-6245	154	5	application	application	NOUN
cana-6245	154	6	called	call	VERB
cana-6245	154	7	"	"	PUNCT
cana-6245	154	8	istanbul	istanbul	PROPN
cana-6245	154	9	sps	sps	PROPN
cana-6245	154	10	"	"	PUNCT
cana-6245	154	11	has	have	AUX
cana-6245	154	12	been	be	AUX
cana-6245	154	13	developed	develop	VERB
cana-6245	154	14	to	to	PART
cana-6245	154	15	help	help	VERB
cana-6245	154	16	users	user	NOUN
cana-6245	154	17	locate	locate	VERB
cana-6245	154	18	the	the	DET
cana-6245	154	19	best	well	ADV
cana-6245	154	20	available	available	ADJ
cana-6245	154	21	parking	parking	NOUN
cana-6245	154	22	spots	spot	NOUN
cana-6245	154	23	.	.	PUNCT
cana-6245	155	1	the	the	DET
cana-6245	155	2	app	app	NOUN
cana-6245	155	3	helps	help	VERB
cana-6245	155	4	users	user	NOUN
cana-6245	155	5	save	save	VERB
cana-6245	155	6	time	time	NOUN
cana-6245	155	7	and	and	CCONJ
cana-6245	155	8	energy	energy	NOUN
cana-6245	155	9	by	by	ADP
cana-6245	155	10	predicting	predict	VERB
cana-6245	155	11	when	when	SCONJ
cana-6245	155	12	parking	parking	NOUN
cana-6245	155	13	spaces	space	NOUN
cana-6245	155	14	will	will	AUX
cana-6245	155	15	become	become	VERB
cana-6245	155	16	available	available	ADJ
cana-6245	155	17	at	at	ADP
cana-6245	155	18	various	various	ADJ
cana-6245	155	19	times	time	NOUN
cana-6245	155	20	throughout	throughout	ADP
cana-6245	155	21	the	the	DET
cana-6245	155	22	day	day	NOUN
cana-6245	155	23	.	.	PUNCT
cana-6245	156	1	piloted	pilot	VERB
cana-6245	156	2	in	in	ADP
cana-6245	156	3	turkey	turkey	NOUN
cana-6245	156	4	's	's	PART
cana-6245	156	5	largest	large	ADJ
cana-6245	156	6	city	city	NOUN
cana-6245	156	7	,	,	PUNCT
cana-6245	156	8	known	know	VERB
cana-6245	156	9	for	for	ADP
cana-6245	156	10	its	its	PRON
cana-6245	156	11	heavy	heavy	ADJ
cana-6245	156	12	traffic	traffic	NOUN
cana-6245	156	13	and	and	CCONJ
cana-6245	156	14	dense	dense	ADJ
cana-6245	156	15	urban	urban	ADJ
cana-6245	156	16	areas	area	NOUN
cana-6245	156	17	,	,	PUNCT
cana-6245	156	18	the	the	DET
cana-6245	156	19	app	app	NOUN
cana-6245	156	20	aims	aim	VERB
cana-6245	156	21	to	to	PART
cana-6245	156	22	improve	improve	VERB
cana-6245	156	23	parking	parking	NOUN
cana-6245	156	24	efficiency	efficiency	NOUN
cana-6245	156	25	.	.	PUNCT
cana-6245	157	1	lstm	lstm	PROPN
cana-6245	157	2	-	-	PUNCT
cana-6245	157	3	dr	dr	PROPN
cana-6245	157	4	-	-	PUNCT
cana-6245	157	5	rnn	rnn	PROPN
cana-6245	157	6	-	-	PUNCT
cana-6245	157	7	based	base	VERB
cana-6245	157	8	parking	parking	NOUN
cana-6245	157	9	system	system	NOUN
cana-6245	157	10	application	application	NOUN
cana-6245	157	11	data	datum	NOUN
cana-6245	157	12	preparation	preparation	NOUN
cana-6245	157	13	tfds	tfds	NOUN
cana-6245	157	14	preparation	preparation	NOUN
cana-6245	157	15	learning	learning	NOUN
cana-6245	157	16	using	use	VERB
cana-6245	157	17	lstm	lstm	ADJ
cana-6245	157	18	hyperparameter	hyperparameter	NOUN
cana-6245	157	19	optimization	optimization	NOUN
cana-6245	157	20	using	use	VERB
cana-6245	157	21	dr	dr	PROPN
cana-6245	157	22	-	-	PUNCT
cana-6245	157	23	rnn	rnn	PROPN
cana-6245	157	24	forecasting	forecast	VERB
cana-6245	157	25	ibb	ibb	NOUN
cana-6245	157	26	open	open	ADJ
cana-6245	157	27	data	datum	NOUN
cana-6245	157	28	portal	portal	ADJ
cana-6245	157	29	cloud	cloud	NOUN
cana-6245	157	30	-	-	PUNCT
cana-6245	157	31	based	base	VERB
cana-6245	157	32	smart	smart	ADJ
cana-6245	157	33	parking	parking	NOUN
cana-6245	157	34	api	api	NOUN
cana-6245	157	35	occupied	occupy	VERB
cana-6245	157	36	and	and	CCONJ
cana-6245	157	37	non	non	ADJ
cana-6245	157	38	-	-	ADJ
cana-6245	157	39	occupied	occupied	ADJ
cana-6245	157	40	performance	performance	NOUN
cana-6245	157	41	analysis	analysis	NOUN
cana-6245	157	42	parking	parking	NOUN
cana-6245	157	43	detector	detector	NOUN
cana-6245	157	44	api	api	NOUN
cana-6245	157	45	request	request	NOUN
cana-6245	157	46	response	response	NOUN
cana-6245	157	47	communications	communication	NOUN
cana-6245	157	48	on	on	ADP
cana-6245	157	49	applied	apply	VERB
cana-6245	157	50	nonlinear	nonlinear	ADJ
cana-6245	157	51	analysis	analysis	NOUN
cana-6245	157	52	issn	issn	NOUN
cana-6245	157	53	:	:	PUNCT
cana-6245	157	54	1074	1074	NUM
cana-6245	157	55	-	-	PUNCT
cana-6245	157	56	133x	133x	NUM
cana-6245	157	57	vol	vol	VERB
cana-6245	157	58	32	32	NUM
cana-6245	157	59	no	no	NOUN
cana-6245	157	60	.	.	PUNCT
cana-6245	158	1	10s	10	NOUN
cana-6245	158	2	(	(	PUNCT
cana-6245	158	3	2025	2025	NUM
cana-6245	158	4	)	)	PUNCT
cana-6245	158	5	3612	3612	NUM
cana-6245	158	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	159	1	the	the	DET
cana-6245	159	2	software	software	NOUN
cana-6245	159	3	features	feature	VERB
cana-6245	159	4	an	an	DET
cana-6245	159	5	intuitive	intuitive	ADJ
cana-6245	159	6	interface	interface	NOUN
cana-6245	159	7	where	where	SCONJ
cana-6245	159	8	users	user	NOUN
cana-6245	159	9	simply	simply	ADV
cana-6245	159	10	input	input	VERB
cana-6245	159	11	their	their	PRON
cana-6245	159	12	desired	desire	VERB
cana-6245	159	13	date	date	NOUN
cana-6245	159	14	and	and	CCONJ
cana-6245	159	15	location	location	NOUN
cana-6245	159	16	.	.	PUNCT
cana-6245	160	1	upon	upon	SCONJ
cana-6245	160	2	pressing	press	VERB
cana-6245	160	3	the	the	DET
cana-6245	160	4	"	"	PUNCT
cana-6245	160	5	search	search	NOUN
cana-6245	160	6	"	"	PUNCT
cana-6245	160	7	button	button	NOUN
cana-6245	160	8	,	,	PUNCT
cana-6245	160	9	the	the	DET
cana-6245	160	10	app	app	NOUN
cana-6245	160	11	uses	use	VERB
cana-6245	160	12	smart	smart	ADJ
cana-6245	160	13	algorithms	algorithm	NOUN
cana-6245	160	14	to	to	PART
cana-6245	160	15	identify	identify	VERB
cana-6245	160	16	available	available	ADJ
cana-6245	160	17	parking	parking	NOUN
cana-6245	160	18	in	in	ADP
cana-6245	160	19	the	the	DET
cana-6245	160	20	area	area	NOUN
cana-6245	160	21	.	.	PUNCT
cana-6245	161	1	key	key	ADJ
cana-6245	161	2	factors	factor	NOUN
cana-6245	161	3	considered	consider	VERB
cana-6245	161	4	include	include	VERB
cana-6245	161	5	"	"	PUNCT
cana-6245	161	6	walking	walk	VERB
cana-6245	161	7	time	time	NOUN
cana-6245	161	8	,	,	PUNCT
cana-6245	161	9	"	"	PUNCT
cana-6245	161	10	which	which	PRON
cana-6245	161	11	estimates	estimate	VERB
cana-6245	161	12	the	the	DET
cana-6245	161	13	time	time	NOUN
cana-6245	161	14	to	to	PART
cana-6245	161	15	walk	walk	VERB
cana-6245	161	16	from	from	ADP
cana-6245	161	17	the	the	DET
cana-6245	161	18	parking	parking	NOUN
cana-6245	161	19	space	space	NOUN
cana-6245	161	20	to	to	ADP
cana-6245	161	21	the	the	DET
cana-6245	161	22	destination	destination	NOUN
cana-6245	161	23	,	,	PUNCT
cana-6245	161	24	and	and	CCONJ
cana-6245	161	25	"	"	PUNCT
cana-6245	161	26	occupancy	occupancy	NOUN
cana-6245	161	27	,	,	PUNCT
cana-6245	161	28	"	"	PUNCT
cana-6245	161	29	which	which	PRON
cana-6245	161	30	indicates	indicate	VERB
cana-6245	161	31	parking	parking	NOUN
cana-6245	161	32	spot	spot	NOUN
cana-6245	161	33	availability	availability	NOUN
cana-6245	161	34	.	.	PUNCT
cana-6245	162	1	results	result	NOUN
cana-6245	162	2	are	be	AUX
cana-6245	162	3	ordered	order	VERB
cana-6245	162	4	by	by	ADP
cana-6245	162	5	proximity	proximity	NOUN
cana-6245	162	6	to	to	PART
cana-6245	162	7	ensure	ensure	VERB
cana-6245	162	8	the	the	DET
cana-6245	162	9	closest	close	ADJ
cana-6245	162	10	options	option	NOUN
cana-6245	162	11	are	be	AUX
cana-6245	162	12	shown	show	VERB
cana-6245	162	13	first	first	ADV
cana-6245	162	14	.	.	PUNCT
cana-6245	163	1	the	the	DET
cana-6245	163	2	app	app	NOUN
cana-6245	163	3	utilizes	utilize	VERB
cana-6245	163	4	an	an	DET
cana-6245	163	5	lstm	lstm	ADJ
cana-6245	163	6	system	system	NOUN
cana-6245	163	7	,	,	PUNCT
cana-6245	163	8	integrated	integrate	VERB
cana-6245	163	9	with	with	ADP
cana-6245	163	10	a	a	DET
cana-6245	163	11	dr	dr	PROPN
cana-6245	163	12	-	-	PUNCT
cana-6245	163	13	rnn	rnn	PROPN
cana-6245	163	14	,	,	PUNCT
cana-6245	163	15	to	to	PART
cana-6245	163	16	predict	predict	VERB
cana-6245	163	17	parking	parking	NOUN
cana-6245	163	18	availability	availability	NOUN
cana-6245	163	19	in	in	ADP
cana-6245	163	20	the	the	DET
cana-6245	163	21	future	future	NOUN
cana-6245	163	22	.	.	PUNCT
cana-6245	164	1	this	this	DET
cana-6245	164	2	combination	combination	NOUN
cana-6245	164	3	excels	excel	VERB
cana-6245	164	4	at	at	ADP
cana-6245	164	5	processing	process	VERB
cana-6245	164	6	multiple	multiple	ADJ
cana-6245	164	7	input	input	NOUN
cana-6245	164	8	parameters	parameter	NOUN
cana-6245	164	9	and	and	CCONJ
cana-6245	164	10	time	time	NOUN
cana-6245	164	11	-	-	PUNCT
cana-6245	164	12	series	series	NOUN
cana-6245	164	13	data	datum	NOUN
cana-6245	164	14	.	.	PUNCT
cana-6245	165	1	the	the	DET
cana-6245	165	2	lstm	lstm	PROPN
cana-6245	165	3	-	-	PUNCT
cana-6245	165	4	dr	dr	PROPN
cana-6245	165	5	-	-	PUNCT
cana-6245	165	6	rnn	rnn	PROPN
cana-6245	165	7	model	model	NOUN
cana-6245	165	8	uses	use	VERB
cana-6245	165	9	eight	eight	NUM
cana-6245	165	10	variables	variable	NOUN
cana-6245	165	11	to	to	PART
cana-6245	165	12	predict	predict	VERB
cana-6245	165	13	hourly	hourly	ADJ
cana-6245	165	14	occupancy	occupancy	NOUN
cana-6245	165	15	rates	rate	NOUN
cana-6245	165	16	from	from	ADP
cana-6245	165	17	a	a	DET
cana-6245	165	18	dataset	dataset	NOUN
cana-6245	165	19	of	of	ADP
cana-6245	165	20	over	over	ADP
cana-6245	165	21	4.5	4.5	NUM
cana-6245	165	22	million	million	NUM
cana-6245	165	23	records	record	NOUN
cana-6245	165	24	collected	collect	VERB
cana-6245	165	25	from	from	ADP
cana-6245	165	26	parking	parking	NOUN
cana-6245	165	27	facilities	facility	NOUN
cana-6245	165	28	in	in	ADP
cana-6245	165	29	istanbul	istanbul	PROPN
cana-6245	165	30	.	.	PUNCT
cana-6245	166	1	the	the	DET
cana-6245	166	2	model	model	NOUN
cana-6245	166	3	boasts	boast	VERB
cana-6245	166	4	an	an	DET
cana-6245	166	5	impressive	impressive	ADJ
cana-6245	166	6	99.6	99.6	NUM
cana-6245	166	7	%	%	NOUN
cana-6245	166	8	accuracy	accuracy	NOUN
cana-6245	166	9	for	for	ADP
cana-6245	166	10	shortand	shortand	NOUN
cana-6245	166	11	medium	medium	ADJ
cana-6245	166	12	-	-	PUNCT
cana-6245	166	13	term	term	NOUN
cana-6245	166	14	predictions	prediction	NOUN
cana-6245	166	15	.	.	PUNCT
cana-6245	167	1	the	the	DET
cana-6245	167	2	lstm	lstm	PROPN
cana-6245	167	3	-	-	PUNCT
cana-6245	167	4	dr	dr	PROPN
cana-6245	167	5	-	-	PUNCT
cana-6245	167	6	rnn	rnn	PROPN
cana-6245	167	7	model	model	NOUN
cana-6245	167	8	is	be	AUX
cana-6245	167	9	updated	update	VERB
cana-6245	167	10	weekly	weekly	ADV
cana-6245	167	11	to	to	PART
cana-6245	167	12	incorporate	incorporate	VERB
cana-6245	167	13	new	new	ADJ
cana-6245	167	14	data	datum	NOUN
cana-6245	167	15	,	,	PUNCT
cana-6245	167	16	allowing	allow	VERB
cana-6245	167	17	the	the	DET
cana-6245	167	18	system	system	NOUN
cana-6245	167	19	to	to	PART
cana-6245	167	20	adjust	adjust	VERB
cana-6245	167	21	to	to	ADP
cana-6245	167	22	changing	change	VERB
cana-6245	167	23	conditions	condition	NOUN
cana-6245	167	24	and	and	CCONJ
cana-6245	167	25	fine	fine	ADJ
cana-6245	167	26	-	-	PUNCT
cana-6245	167	27	tune	tune	NOUN
cana-6245	167	28	its	its	PRON
cana-6245	167	29	forecasting	forecasting	NOUN
cana-6245	167	30	accuracy	accuracy	NOUN
cana-6245	167	31	over	over	ADP
cana-6245	167	32	time	time	NOUN
cana-6245	167	33	,	,	PUNCT
cana-6245	167	34	reducing	reduce	VERB
cana-6245	167	35	error	error	NOUN
cana-6245	167	36	rates	rate	NOUN
cana-6245	167	37	.	.	PUNCT
cana-6245	168	1	by	by	ADP
cana-6245	168	2	providing	provide	VERB
cana-6245	168	3	real	real	ADJ
cana-6245	168	4	-	-	PUNCT
cana-6245	168	5	time	time	NOUN
cana-6245	168	6	parking	parking	NOUN
cana-6245	168	7	data	datum	NOUN
cana-6245	168	8	in	in	ADP
cana-6245	168	9	json	json	NOUN
cana-6245	168	10	format	format	NOUN
cana-6245	168	11	,	,	PUNCT
cana-6245	168	12	the	the	DET
cana-6245	168	13	system	system	NOUN
cana-6245	168	14	supports	support	VERB
cana-6245	168	15	the	the	DET
cana-6245	168	16	city	city	NOUN
cana-6245	168	17	's	's	PART
cana-6245	168	18	innovative	innovative	ADJ
cana-6245	168	19	urban	urban	ADJ
cana-6245	168	20	projects	project	NOUN
cana-6245	168	21	.	.	PUNCT
cana-6245	169	1	with	with	ADP
cana-6245	169	2	this	this	DET
cana-6245	169	3	solution	solution	NOUN
cana-6245	169	4	,	,	PUNCT
cana-6245	169	5	both	both	DET
cana-6245	169	6	locals	local	NOUN
cana-6245	169	7	and	and	CCONJ
cana-6245	169	8	visitors	visitor	NOUN
cana-6245	169	9	can	can	AUX
cana-6245	169	10	save	save	VERB
cana-6245	169	11	time	time	NOUN
cana-6245	169	12	,	,	PUNCT
cana-6245	169	13	effort	effort	NOUN
cana-6245	169	14	,	,	PUNCT
cana-6245	169	15	and	and	CCONJ
cana-6245	169	16	money	money	NOUN
cana-6245	169	17	by	by	ADP
cana-6245	169	18	planning	plan	VERB
cana-6245	169	19	their	their	PRON
cana-6245	169	20	routes	route	NOUN
cana-6245	169	21	more	more	ADV
cana-6245	169	22	efficiently	efficiently	ADV
cana-6245	169	23	.	.	PUNCT
cana-6245	170	1	lstm	lstm	PROPN
cana-6245	170	2	rnns	rnn	NOUN
cana-6245	170	3	,	,	PUNCT
cana-6245	170	4	by	by	ADP
cana-6245	170	5	learning	learn	VERB
cana-6245	170	6	persistent	persistent	ADJ
cana-6245	170	7	dependencies	dependency	NOUN
cana-6245	170	8	in	in	ADP
cana-6245	170	9	sequential	sequential	ADJ
cana-6245	170	10	data	datum	NOUN
cana-6245	170	11	,	,	PUNCT
cana-6245	170	12	overcome	overcome	VERB
cana-6245	170	13	the	the	DET
cana-6245	170	14	limitations	limitation	NOUN
cana-6245	170	15	of	of	ADP
cana-6245	170	16	traditional	traditional	ADJ
cana-6245	170	17	rnns	rnn	NOUN
cana-6245	170	18	.	.	PUNCT
cana-6245	171	1	through	through	ADP
cana-6245	171	2	specialized	specialized	ADJ
cana-6245	171	3	gates	gate	NOUN
cana-6245	171	4	,	,	PUNCT
cana-6245	171	5	lstm	lstm	NOUN
cana-6245	171	6	models	model	NOUN
cana-6245	171	7	efficiently	efficiently	ADV
cana-6245	171	8	manage	manage	VERB
cana-6245	171	9	data	datum	NOUN
cana-6245	171	10	flow	flow	NOUN
cana-6245	171	11	,	,	PUNCT
cana-6245	171	12	making	make	VERB
cana-6245	171	13	them	they	PRON
cana-6245	171	14	ideal	ideal	ADJ
cana-6245	171	15	for	for	ADP
cana-6245	171	16	predicting	predict	VERB
cana-6245	171	17	time	time	NOUN
cana-6245	171	18	-	-	PUNCT
cana-6245	171	19	series	series	NOUN
cana-6245	171	20	data	datum	NOUN
cana-6245	171	21	like	like	ADP
cana-6245	171	22	parking	parking	NOUN
cana-6245	171	23	availability	availability	NOUN
cana-6245	171	24	.	.	PUNCT
cana-6245	172	1	an	an	DET
cana-6245	172	2	enhanced	enhanced	ADJ
cana-6245	172	3	explanation	explanation	NOUN
cana-6245	172	4	of	of	ADP
cana-6245	172	5	the	the	DET
cana-6245	172	6	lstm	lstm	NOUN
cana-6245	172	7	framework	framework	NOUN
cana-6245	172	8	is	be	AUX
cana-6245	172	9	included	include	VERB
cana-6245	172	10	for	for	ADP
cana-6245	172	11	further	further	ADJ
cana-6245	172	12	clarification	clarification	NOUN
cana-6245	172	13	:	:	PUNCT
cana-6245	172	14	a.	a.	NOUN
cana-6245	172	15	the	the	DET
cana-6245	172	16	order	order	NOUN
cana-6245	172	17	and	and	CCONJ
cana-6245	172	18	size	size	NOUN
cana-6245	172	19	of	of	ADP
cana-6245	172	20	inputs	input	NOUN
cana-6245	172	21	the	the	DET
cana-6245	172	22	period	period	NOUN
cana-6245	172	23	-	-	PUNCT
cana-6245	172	24	series	series	NOUN
cana-6245	172	25	input	input	NOUN
cana-6245	172	26	collection	collection	NOUN
cana-6245	172	27	of	of	ADP
cana-6245	172	28	parking	parking	NOUN
cana-6245	172	29	capacity	capacity	NOUN
cana-6245	172	30	data	datum	NOUN
cana-6245	172	31	across	across	ADP
cana-6245	172	32	phases	phase	NOUN
cana-6245	172	33	of	of	ADP
cana-6245	172	34	time	time	NOUN
cana-6245	172	35	t	t	PROPN
cana-6245	172	36	may	may	AUX
cana-6245	172	37	be	be	AUX
cana-6245	172	38	represented	represent	VERB
cana-6245	172	39	as	as	ADP
cana-6245	172	40	𝐴	𝐴	PROPN
cana-6245	172	41	=	=	PUNCT
cana-6245	172	42	{	{	PUNCT
cana-6245	172	43	𝑎1	𝑎1	PROPN
cana-6245	172	44	,	,	PUNCT
cana-6245	172	45	𝑎2	𝑎2	PROPN
cana-6245	172	46	,	,	PUNCT
cana-6245	172	47	…	…	PUNCT
cana-6245	172	48	𝑎𝑇	𝑎𝑇	NOUN
cana-6245	172	49	}	}	PUNCT
cana-6245	172	50	,	,	PUNCT
cana-6245	172	51	where	where	SCONJ
cana-6245	172	52	each	each	DET
cana-6245	172	53	𝑎𝑡may	𝑎𝑡may	VERB
cana-6245	172	54	incorporate	incorporate	VERB
cana-6245	172	55	information	information	NOUN
cana-6245	172	56	like	like	ADP
cana-6245	172	57	the	the	DET
cana-6245	172	58	rate	rate	NOUN
cana-6245	172	59	of	of	ADP
cana-6245	172	60	occupants	occupant	NOUN
cana-6245	172	61	,	,	PUNCT
cana-6245	172	62	duration	duration	NOUN
cana-6245	172	63	of	of	ADP
cana-6245	172	64	the	the	DET
cana-6245	172	65	entire	entire	ADJ
cana-6245	172	66	day	day	NOUN
cana-6245	172	67	,	,	PUNCT
cana-6245	172	68	target	target	NOUN
cana-6245	172	69	location	location	NOUN
cana-6245	172	70	,	,	PUNCT
cana-6245	172	71	etc	etc	X
cana-6245	172	72	.	.	X
cana-6245	173	1	these	these	DET
cana-6245	173	2	patterns	pattern	NOUN
cana-6245	173	3	will	will	AUX
cana-6245	173	4	be	be	AUX
cana-6245	173	5	fed	feed	VERB
cana-6245	173	6	into	into	ADP
cana-6245	173	7	the	the	DET
cana-6245	173	8	lstm	lstm	NOUN
cana-6245	173	9	in	in	ADP
cana-6245	173	10	order	order	NOUN
cana-6245	173	11	to	to	PART
cana-6245	173	12	forecast	forecast	VERB
cana-6245	173	13	when	when	SCONJ
cana-6245	173	14	spaces	space	NOUN
cana-6245	173	15	will	will	AUX
cana-6245	173	16	be	be	AUX
cana-6245	173	17	available	available	ADJ
cana-6245	173	18	.	.	PUNCT
cana-6245	174	1	b.	b.	PROPN
cana-6245	174	2	neurons	neuron	NOUN
cana-6245	174	3	and	and	CCONJ
cana-6245	174	4	barriers	barrier	NOUN
cana-6245	174	5	to	to	PART
cana-6245	174	6	recall	recall	VERB
cana-6245	174	7	cell	cell	NOUN
cana-6245	174	8	state	state	NOUN
cana-6245	174	9	𝐶𝑒𝑙𝑡	𝐶𝑒𝑙𝑡	PROPN
cana-6245	174	10	and	and	CCONJ
cana-6245	174	11	the	the	DET
cana-6245	174	12	concealed	conceal	VERB
cana-6245	174	13	state	state	NOUN
cana-6245	174	14	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	174	15	,	,	PUNCT
cana-6245	174	16	together	together	ADV
cana-6245	174	17	with	with	ADP
cana-6245	174	18	the	the	DET
cana-6245	174	19	3	3	NUM
cana-6245	174	20	gates	gate	NOUN
cana-6245	174	21	that	that	PRON
cana-6245	174	22	regulate	regulate	VERB
cana-6245	174	23	the	the	DET
cana-6245	174	24	flow	flow	NOUN
cana-6245	174	25	of	of	ADP
cana-6245	174	26	knowledge	knowledge	NOUN
cana-6245	174	27	,	,	PUNCT
cana-6245	174	28	are	be	AUX
cana-6245	174	29	the	the	DET
cana-6245	174	30	fundamental	fundamental	ADJ
cana-6245	174	31	parts	part	NOUN
cana-6245	174	32	of	of	ADP
cana-6245	174	33	lstm	lstm	NOUN
cana-6245	174	34	:	:	PUNCT
cana-6245	174	35	●	●	PUNCT
cana-6245	174	36	ignore	ignore	NOUN
cana-6245	174	37	gate	gate	NOUN
cana-6245	174	38	:	:	PUNCT
cana-6245	174	39	selects	select	VERB
cana-6245	174	40	data	datum	NOUN
cana-6245	174	41	from	from	ADP
cana-6245	174	42	a	a	DET
cana-6245	174	43	particular	particular	ADJ
cana-6245	174	44	cell	cell	NOUN
cana-6245	174	45	state	state	NOUN
cana-6245	174	46	to	to	PART
cana-6245	174	47	exclude	exclude	VERB
cana-6245	174	48	.	.	PUNCT
cana-6245	175	1	𝑓𝑔𝑡	𝑓𝑔𝑡	NOUN
cana-6245	175	2	=	=	SYM
cana-6245	175	3	𝜎(𝑤𝑡𝑓𝑔.	𝜎(𝑤𝑡𝑓𝑔.	PROPN
cana-6245	176	1	[	[	X
cana-6245	176	2	ℎ𝑖𝑡−1	ℎ𝑖𝑡−1	PROPN
cana-6245	176	3	,	,	PUNCT
cana-6245	176	4	𝑎𝑡	𝑎𝑡	X
cana-6245	176	5	]	]	X
cana-6245	176	6	+	+	CCONJ
cana-6245	176	7	𝑏𝑖𝑓𝑔	𝑏𝑖𝑓𝑔	NOUN
cana-6245	176	8	)	)	PUNCT
cana-6245	176	9	(	(	PUNCT
cana-6245	176	10	1	1	X
cana-6245	176	11	)	)	PUNCT
cana-6245	176	12	communications	communication	NOUN
cana-6245	176	13	on	on	ADP
cana-6245	176	14	applied	apply	VERB
cana-6245	176	15	nonlinear	nonlinear	ADJ
cana-6245	176	16	analysis	analysis	NOUN
cana-6245	176	17	issn	issn	NOUN
cana-6245	176	18	:	:	PUNCT
cana-6245	176	19	1074	1074	NUM
cana-6245	176	20	-	-	PUNCT
cana-6245	176	21	133x	133x	NUM
cana-6245	176	22	vol	vol	VERB
cana-6245	176	23	32	32	NUM
cana-6245	176	24	no	no	NOUN
cana-6245	176	25	.	.	PUNCT
cana-6245	177	1	10s	10	NOUN
cana-6245	177	2	(	(	PUNCT
cana-6245	177	3	2025	2025	NUM
cana-6245	177	4	)	)	PUNCT
cana-6245	177	5	3613	3613	NUM
cana-6245	177	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	178	1	the	the	DET
cana-6245	178	2	variables	variable	NOUN
cana-6245	178	3	𝑤𝑡𝑓𝑔	𝑤𝑡𝑓𝑔	NOUN
cana-6245	178	4	and	and	CCONJ
cana-6245	178	5	𝑏𝑖𝑓𝑔are	𝑏𝑖𝑓𝑔are	NOUN
cana-6245	178	6	represent	represent	VERB
cana-6245	178	7	the	the	DET
cana-6245	178	8	forget	forget	PROPN
cana-6245	178	9	gate	gate	PROPN
cana-6245	178	10	's	's	PART
cana-6245	178	11	weights	weight	NOUN
cana-6245	178	12	and	and	CCONJ
cana-6245	178	13	bias	bias	NOUN
cana-6245	178	14	,	,	PUNCT
cana-6245	178	15	ℎ𝑖𝑡−1	ℎ𝑖𝑡−1	PROPN
cana-6245	178	16	represents	represent	VERB
cana-6245	178	17	the	the	DET
cana-6245	178	18	hidden	hidden	ADJ
cana-6245	178	19	state	state	NOUN
cana-6245	178	20	from	from	ADP
cana-6245	178	21	before	before	ADP
cana-6245	178	22	time	time	NOUN
cana-6245	178	23	t	t	PROPN
cana-6245	178	24	,	,	PUNCT
cana-6245	178	25	𝑎𝑡	𝑎𝑡	ADV
cana-6245	178	26	stands	stand	VERB
cana-6245	178	27	for	for	ADP
cana-6245	178	28	the	the	DET
cana-6245	178	29	most	most	ADV
cana-6245	178	30	recent	recent	ADJ
cana-6245	178	31	input	input	NOUN
cana-6245	178	32	,	,	PUNCT
cana-6245	178	33	and	and	CCONJ
cana-6245	178	34	𝜎	𝜎	PROPN
cana-6245	178	35	is	be	AUX
cana-6245	178	36	the	the	DET
cana-6245	178	37	sigmoid	sigmoid	NOUN
cana-6245	178	38	activating	activate	VERB
cana-6245	178	39	function	function	NOUN
cana-6245	178	40	.	.	PUNCT
cana-6245	179	1	●	●	PUNCT
cana-6245	179	2	the	the	DET
cana-6245	179	3	input	input	NOUN
cana-6245	179	4	entrance	entrance	NOUN
cana-6245	179	5	:	:	PUNCT
cana-6245	179	6	identifies	identify	VERB
cana-6245	179	7	the	the	DET
cana-6245	179	8	newly	newly	ADV
cana-6245	179	9	stored	store	VERB
cana-6245	179	10	data	datum	NOUN
cana-6245	179	11	in	in	ADP
cana-6245	179	12	the	the	DET
cana-6245	179	13	cell	cell	NOUN
cana-6245	179	14	condition	condition	NOUN
cana-6245	179	15	.	.	PUNCT
cana-6245	180	1	𝑖𝑝𝑡	𝑖𝑝𝑡	PROPN
cana-6245	181	1	=	=	PUNCT
cana-6245	182	1	𝜎(𝑤𝑡𝑖𝑝.	𝜎(𝑤𝑡𝑖𝑝.	NOUN
cana-6245	182	2	[	[	X
cana-6245	182	3	ℎ𝑖𝑡−1	ℎ𝑖𝑡−1	PROPN
cana-6245	182	4	,	,	PUNCT
cana-6245	182	5	𝑎𝑡	𝑎𝑡	X
cana-6245	182	6	]	]	PUNCT
cana-6245	182	7	+	+	CCONJ
cana-6245	182	8	𝑏𝑖𝑖𝑝	𝑏𝑖𝑖𝑝	ADJ
cana-6245	182	9	)	)	PUNCT
cana-6245	182	10	(	(	PUNCT
cana-6245	182	11	2	2	X
cana-6245	182	12	)	)	PUNCT
cana-6245	182	13	𝐶	𝐶	PROPN
cana-6245	182	14	�	�	PROPN
cana-6245	182	15	̃	̃	PROPN
cana-6245	182	16	�	�	NOUN
cana-6245	182	17	𝑡	𝑡	NOUN
cana-6245	182	18	=	=	PUNCT
cana-6245	182	19	𝑡𝑎𝑛ℎ⁡(𝑤𝑡𝐶𝑎.	𝑡𝑎𝑛ℎ⁡(𝑤𝑡𝐶𝑎.	PROPN
cana-6245	182	20	[	[	X
cana-6245	182	21	ℎ𝑖𝑡−1	ℎ𝑖𝑡−1	PROPN
cana-6245	182	22	,	,	PUNCT
cana-6245	182	23	𝑎𝑡	𝑎𝑡	ADP
cana-6245	182	24	]	]	X
cana-6245	183	1	+	+	CCONJ
cana-6245	183	2	𝑏𝑖𝐶𝑎	𝑏𝑖𝐶𝑎	NOUN
cana-6245	183	3	)	)	PUNCT
cana-6245	183	4	(	(	PUNCT
cana-6245	183	5	3	3	X
cana-6245	183	6	)	)	PUNCT
cana-6245	183	7	●	●	PUNCT
cana-6245	183	8	update	update	VERB
cana-6245	183	9	the	the	DET
cana-6245	183	10	state	state	NOUN
cana-6245	183	11	of	of	ADP
cana-6245	183	12	the	the	DET
cana-6245	183	13	cell	cell	NOUN
cana-6245	183	14	:	:	PUNCT
cana-6245	183	15	a	a	DET
cana-6245	183	16	combination	combination	NOUN
cana-6245	183	17	of	of	ADP
cana-6245	183	18	the	the	DET
cana-6245	183	19	input	input	NOUN
cana-6245	183	20	parameters	parameter	NOUN
cana-6245	183	21	and	and	CCONJ
cana-6245	183	22	forget	forget	VERB
cana-6245	183	23	gates	gate	NOUN
cana-6245	183	24	is	be	AUX
cana-6245	183	25	used	use	VERB
cana-6245	183	26	for	for	ADP
cana-6245	183	27	updating	update	VERB
cana-6245	183	28	the	the	DET
cana-6245	183	29	cell	cell	NOUN
cana-6245	183	30	state	state	NOUN
cana-6245	183	31	𝐶𝑎𝑡.	𝐶𝑎𝑡.	PROPN
cana-6245	183	32	𝐶𝑎𝑡	𝐶𝑎𝑡	PROPN
cana-6245	183	33	=	=	SYM
cana-6245	183	34	𝑓𝑔𝑡.	𝑓𝑔𝑡.	NOUN
cana-6245	183	35	𝐶𝑎𝑡−1	𝐶𝑎𝑡−1	NOUN
cana-6245	183	36	+	+	X
cana-6245	183	37	𝑖𝑝𝑡.	𝑖𝑝𝑡.	X
cana-6245	183	38	𝐶	𝐶	PROPN
cana-6245	183	39	�	�	PROPN
cana-6245	183	40	̃	̃	PROPN
cana-6245	183	41	�	�	PROPN
cana-6245	183	42	𝑡	𝑡	PROPN
cana-6245	183	43	(	(	PUNCT
cana-6245	183	44	4	4	NUM
cana-6245	183	45	)	)	PUNCT
cana-6245	183	46	●	●	NOUN
cana-6245	183	47	a	a	DET
cana-6245	183	48	barrier	barrier	NOUN
cana-6245	183	49	for	for	ADP
cana-6245	183	50	output	output	NOUN
cana-6245	183	51	:	:	PUNCT
cana-6245	183	52	establishes	establish	VERB
cana-6245	183	53	the	the	DET
cana-6245	183	54	output	output	NOUN
cana-6245	183	55	depending	depend	VERB
cana-6245	183	56	on	on	ADP
cana-6245	183	57	the	the	DET
cana-6245	183	58	particular	particular	ADJ
cana-6245	183	59	cell	cell	NOUN
cana-6245	183	60	state	state	NOUN
cana-6245	183	61	.	.	PUNCT
cana-6245	184	1	𝑂𝑝𝑡	𝑂𝑝𝑡	NOUN
cana-6245	184	2	=	=	SYM
cana-6245	184	3	𝜎(𝑤𝑡𝑂𝑝.	𝜎(𝑤𝑡𝑂𝑝.	PROPN
cana-6245	185	1	[	[	X
cana-6245	185	2	ℎ𝑖𝑡−1	ℎ𝑖𝑡−1	PROPN
cana-6245	185	3	,	,	PUNCT
cana-6245	185	4	𝑎𝑡	𝑎𝑡	X
cana-6245	185	5	]	]	PUNCT
cana-6245	185	6	+	+	CCONJ
cana-6245	185	7	𝑏𝑖𝑂𝑝	𝑏𝑖𝑂𝑝	NOUN
cana-6245	185	8	)	)	PUNCT
cana-6245	185	9	(	(	PUNCT
cana-6245	185	10	5	5	X
cana-6245	185	11	)	)	PUNCT
cana-6245	185	12	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	185	13	=	=	SYM
cana-6245	185	14	𝑂𝑝𝑡.	𝑂𝑝𝑡.	PROPN
cana-6245	185	15	𝑡𝑎𝑛ℎ⁡(𝐶𝑎𝑡	𝑡𝑎𝑛ℎ⁡(𝐶𝑎𝑡	NOUN
cana-6245	185	16	)	)	PUNCT
cana-6245	185	17	(	(	PUNCT
cana-6245	185	18	6	6	X
cana-6245	185	19	)	)	PUNCT
cana-6245	185	20	using	use	VERB
cana-6245	185	21	the	the	DET
cana-6245	185	22	output	output	NOUN
cana-6245	185	23	gate	gate	NOUN
cana-6245	185	24	𝑂𝑝𝑡	𝑂𝑝𝑡	PROPN
cana-6245	185	25	and	and	CCONJ
cana-6245	185	26	the	the	DET
cana-6245	185	27	present	present	ADJ
cana-6245	185	28	time	time	NOUN
cana-6245	185	29	step	step	NOUN
cana-6245	185	30	's	's	PART
cana-6245	185	31	adjusted	adjust	VERB
cana-6245	185	32	invisible	invisible	ADJ
cana-6245	185	33	state	state	NOUN
cana-6245	185	34	ℎ𝑖𝑡.	ℎ𝑖𝑡.	X
cana-6245	185	35	c.	c.	PROPN
cana-6245	185	36	forecasting	forecast	VERB
cana-6245	185	37	the	the	DET
cana-6245	185	38	number	number	NOUN
cana-6245	185	39	of	of	ADP
cana-6245	185	40	cars	car	NOUN
cana-6245	185	41	parked	park	VERB
cana-6245	185	42	the	the	DET
cana-6245	185	43	forecast	forecast	NOUN
cana-6245	185	44	regarding	regard	VERB
cana-6245	185	45	prospective	prospective	ADJ
cana-6245	185	46	parking	parking	NOUN
cana-6245	185	47	availability	availability	NOUN
cana-6245	185	48	is	be	AUX
cana-6245	185	49	generated	generate	VERB
cana-6245	185	50	by	by	ADP
cana-6245	185	51	passing	pass	VERB
cana-6245	185	52	the	the	DET
cana-6245	185	53	lstm	lstm	ADJ
cana-6245	185	54	outcome	outcome	NOUN
cana-6245	185	55	at	at	ADP
cana-6245	185	56	the	the	DET
cana-6245	185	57	last	last	ADJ
cana-6245	185	58	time	time	NOUN
cana-6245	185	59	phase	phase	NOUN
cana-6245	185	60	ℎ𝑖𝑇	ℎ𝑖𝑇	PROPN
cana-6245	185	61	across	across	ADP
cana-6245	185	62	a	a	DET
cana-6245	185	63	dense	dense	ADJ
cana-6245	185	64	layer	layer	NOUN
cana-6245	185	65	of	of	ADP
cana-6245	185	66	data	data	PROPN
cana-6245	185	67	.	.	PUNCT
cana-6245	186	1	�	�	PROPN
cana-6245	186	2	̂	̂	VERB
cana-6245	186	3	�	�	NOUN
cana-6245	186	4	=	=	SYM
cana-6245	186	5	𝑤𝑡𝑜	𝑤𝑡𝑜	ADJ
cana-6245	186	6	.	.	PUNCT
cana-6245	187	1	ℎ𝑖𝑇	ℎ𝑖𝑇	PROPN
cana-6245	187	2	+	+	CCONJ
cana-6245	187	3	𝑏𝑖𝑜	𝑏𝑖𝑜	PROPN
cana-6245	187	4	(	(	PUNCT
cana-6245	187	5	7	7	NUM
cana-6245	187	6	)	)	PUNCT
cana-6245	187	7	in	in	ADP
cana-6245	187	8	this	this	DET
cana-6245	187	9	context	context	NOUN
cana-6245	187	10	,	,	PUNCT
cana-6245	187	11	𝑤𝑡𝑜	𝑤𝑡𝑜	ADJ
cana-6245	187	12	and	and	CCONJ
cana-6245	187	13	𝑏𝑖𝑜	𝑏𝑖𝑜	NOUN
cana-6245	187	14	denote	denote	VERB
cana-6245	187	15	the	the	DET
cana-6245	187	16	outcome	outcome	NOUN
cana-6245	187	17	of	of	ADP
cana-6245	187	18	the	the	DET
cana-6245	187	19	layer	layer	NOUN
cana-6245	187	20	's	's	PART
cana-6245	187	21	biases	bias	NOUN
cana-6245	187	22	and	and	CCONJ
cana-6245	187	23	weights	weight	NOUN
cana-6245	187	24	,	,	PUNCT
cana-6245	187	25	respectively	respectively	ADV
cana-6245	187	26	,	,	PUNCT
cana-6245	187	27	while	while	SCONJ
cana-6245	187	28	�	�	PROPN
cana-6245	187	29	̂	̂	SYM
cana-6245	187	30	�	�	NOUN
cana-6245	187	31	stands	stand	VERB
cana-6245	187	32	for	for	ADP
cana-6245	187	33	the	the	DET
cana-6245	187	34	anticipated	anticipated	ADJ
cana-6245	187	35	vacancy	vacancy	NOUN
cana-6245	187	36	rate	rate	NOUN
cana-6245	187	37	.	.	PUNCT
cana-6245	188	1	optimizing	optimize	VERB
cana-6245	188	2	lstm	lstm	ADJ
cana-6245	188	3	hyperparameters	hyperparameter	NOUN
cana-6245	188	4	using	use	VERB
cana-6245	188	5	dr	dr	PROPN
cana-6245	188	6	-	-	PUNCT
cana-6245	188	7	rnn	rnn	PROPN
cana-6245	188	8	hyperparameter	hyperparameter	NOUN
cana-6245	188	9	tuning	tuning	NOUN
cana-6245	188	10	is	be	AUX
cana-6245	188	11	applied	apply	VERB
cana-6245	188	12	to	to	ADP
cana-6245	188	13	the	the	DET
cana-6245	188	14	lstm	lstm	NOUN
cana-6245	188	15	models	model	NOUN
cana-6245	188	16	with	with	ADP
cana-6245	188	17	dr	dr	PROPN
cana-6245	188	18	-	-	PUNCT
cana-6245	188	19	rnn	rnn	PROPN
cana-6245	188	20	structures	structure	NOUN
cana-6245	188	21	to	to	PART
cana-6245	188	22	enhance	enhance	VERB
cana-6245	188	23	their	their	PRON
cana-6245	188	24	predictive	predictive	ADJ
cana-6245	188	25	accuracy	accuracy	NOUN
cana-6245	188	26	.	.	PUNCT
cana-6245	189	1	figure	figure	NOUN
cana-6245	189	2	2	2	NUM
cana-6245	189	3	illustrates	illustrate	VERB
cana-6245	189	4	the	the	DET
cana-6245	189	5	configuration	configuration	NOUN
cana-6245	189	6	of	of	ADP
cana-6245	189	7	the	the	DET
cana-6245	189	8	lstm	lstm	NOUN
cana-6245	189	9	integrated	integrate	VERB
cana-6245	189	10	with	with	ADP
cana-6245	189	11	dr	dr	PROPN
cana-6245	189	12	.	.	PROPN
cana-6245	190	1	the	the	DET
cana-6245	190	2	design	design	NOUN
cana-6245	190	3	of	of	ADP
cana-6245	190	4	a	a	DET
cana-6245	190	5	deep	deep	ADJ
cana-6245	190	6	residual	residual	ADJ
cana-6245	190	7	rnn	rnn	NOUN
cana-6245	190	8	utilizes	utilize	VERB
cana-6245	190	9	residual	residual	ADJ
cana-6245	190	10	connections	connection	NOUN
cana-6245	190	11	,	,	PUNCT
cana-6245	190	12	which	which	PRON
cana-6245	190	13	enhance	enhance	VERB
cana-6245	190	14	the	the	DET
cana-6245	190	15	network	network	NOUN
cana-6245	190	16	's	's	PART
cana-6245	190	17	capacity	capacity	NOUN
cana-6245	190	18	to	to	PART
cana-6245	190	19	learn	learn	VERB
cana-6245	190	20	complex	complex	ADJ
cana-6245	190	21	patterns	pattern	NOUN
cana-6245	190	22	over	over	ADP
cana-6245	190	23	time	time	NOUN
cana-6245	190	24	.	.	PUNCT
cana-6245	191	1	a	a	DET
cana-6245	191	2	core	core	NOUN
cana-6245	191	3	idea	idea	NOUN
cana-6245	191	4	is	be	AUX
cana-6245	191	5	to	to	PART
cana-6245	191	6	improve	improve	VERB
cana-6245	191	7	gradient	gradient	ADJ
cana-6245	191	8	flow	flow	NOUN
cana-6245	191	9	and	and	CCONJ
cana-6245	191	10	enable	enable	VERB
cana-6245	191	11	the	the	DET
cana-6245	191	12	training	training	NOUN
cana-6245	191	13	of	of	ADP
cana-6245	191	14	deeper	deep	ADJ
cana-6245	191	15	networks	network	NOUN
cana-6245	191	16	by	by	ADP
cana-6245	191	17	allowing	allow	VERB
cana-6245	191	18	the	the	DET
cana-6245	191	19	system	system	NOUN
cana-6245	191	20	to	to	PART
cana-6245	191	21	learn	learn	VERB
cana-6245	191	22	the	the	DET
cana-6245	191	23	residual	residual	ADJ
cana-6245	191	24	mapping	mapping	NOUN
cana-6245	191	25	instead	instead	ADV
cana-6245	191	26	of	of	ADP
cana-6245	191	27	the	the	DET
cana-6245	191	28	full	full	ADJ
cana-6245	191	29	mapping	mapping	NOUN
cana-6245	191	30	.	.	PUNCT
cana-6245	192	1	below	below	ADP
cana-6245	192	2	is	be	AUX
cana-6245	192	3	the	the	DET
cana-6245	192	4	mathematical	mathematical	ADJ
cana-6245	192	5	description	description	NOUN
cana-6245	192	6	of	of	ADP
cana-6245	192	7	how	how	SCONJ
cana-6245	192	8	residual	residual	ADJ
cana-6245	192	9	connections	connection	NOUN
cana-6245	192	10	are	be	AUX
cana-6245	192	11	incorporated	incorporate	VERB
cana-6245	192	12	and	and	CCONJ
cana-6245	192	13	how	how	SCONJ
cana-6245	192	14	hyperparameters	hyperparameter	NOUN
cana-6245	192	15	are	be	AUX
cana-6245	192	16	tuned	tune	VERB
cana-6245	192	17	quantitatively	quantitatively	ADV
cana-6245	192	18	:	:	PUNCT
cana-6245	192	19	communications	communication	NOUN
cana-6245	192	20	on	on	ADP
cana-6245	192	21	applied	apply	VERB
cana-6245	192	22	nonlinear	nonlinear	ADJ
cana-6245	192	23	analysis	analysis	NOUN
cana-6245	192	24	issn	issn	NOUN
cana-6245	192	25	:	:	PUNCT
cana-6245	192	26	1074	1074	NUM
cana-6245	192	27	-	-	PUNCT
cana-6245	192	28	133x	133x	NUM
cana-6245	192	29	vol	vol	VERB
cana-6245	192	30	32	32	NUM
cana-6245	192	31	no	no	NOUN
cana-6245	192	32	.	.	PUNCT
cana-6245	193	1	10s	10	NOUN
cana-6245	193	2	(	(	PUNCT
cana-6245	193	3	2025	2025	NUM
cana-6245	193	4	)	)	PUNCT
cana-6245	193	5	3614	3614	NUM
cana-6245	193	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	194	1	the	the	DET
cana-6245	194	2	output	output	NOUN
cana-6245	194	3	for	for	ADP
cana-6245	194	4	a	a	DET
cana-6245	194	5	residual	residual	ADJ
cana-6245	194	6	connection	connection	NOUN
cana-6245	194	7	at	at	ADP
cana-6245	194	8	layer	layer	NOUN
cana-6245	194	9	𝑙𝑎	𝑙𝑎	PROPN
cana-6245	194	10	is	be	AUX
cana-6245	194	11	specified	specify	VERB
cana-6245	194	12	as	as	ADP
cana-6245	194	13	:	:	PUNCT
cana-6245	194	14	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	194	15	(	(	PUNCT
cana-6245	194	16	𝑙𝑎	𝑙𝑎	PROPN
cana-6245	194	17	)	)	PUNCT
cana-6245	195	1	=	=	VERB
cana-6245	195	2	𝑓𝑔(ℎ𝑖𝑡	𝑓𝑔(ℎ𝑖𝑡	PROPN
cana-6245	195	3	(	(	PUNCT
cana-6245	195	4	𝑙𝑎−1	𝑙𝑎−1	PROPN
cana-6245	195	5	)	)	PUNCT
cana-6245	195	6	)	)	PUNCT
cana-6245	196	1	+	+	CCONJ
cana-6245	196	2	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	196	3	(	(	PUNCT
cana-6245	196	4	𝑙𝑎−1	𝑙𝑎−1	PROPN
cana-6245	196	5	)	)	PUNCT
cana-6245	196	6	(	(	PUNCT
cana-6245	196	7	8)	8)	NUM
cana-6245	196	8	figure	figure	NOUN
cana-6245	196	9	2	2	NUM
cana-6245	196	10	:	:	PUNCT
cana-6245	196	11	a	a	DET
cana-6245	196	12	look	look	NOUN
cana-6245	196	13	at	at	ADP
cana-6245	196	14	the	the	DET
cana-6245	196	15	lstm	lstm	ADJ
cana-6245	196	16	architecture	architecture	NOUN
cana-6245	196	17	with	with	ADP
cana-6245	196	18	dr	dr	PROPN
cana-6245	196	19	in	in	ADP
cana-6245	196	20	this	this	DET
cana-6245	196	21	case	case	NOUN
cana-6245	196	22	,	,	PUNCT
cana-6245	196	23	the	the	DET
cana-6245	196	24	lstm	lstm	NOUN
cana-6245	196	25	applies	apply	VERB
cana-6245	196	26	the	the	DET
cana-6245	196	27	changes	change	NOUN
cana-6245	196	28	at	at	ADP
cana-6245	196	29	layer	layer	NOUN
cana-6245	196	30	𝑙𝑎	𝑙𝑎	PROPN
cana-6245	196	31	,	,	PUNCT
cana-6245	196	32	denoted	denote	VERB
cana-6245	196	33	as	as	ADP
cana-6245	196	34	𝑓𝑔(ℎ𝑖𝑡	𝑓𝑔(ℎ𝑖𝑡	PROPN
cana-6245	196	35	(	(	PUNCT
cana-6245	196	36	𝑙𝑎−1	𝑙𝑎−1	PROPN
cana-6245	196	37	)	)	PUNCT
cana-6245	196	38	)	)	PUNCT
cana-6245	196	39	,	,	PUNCT
cana-6245	196	40	and	and	CCONJ
cana-6245	196	41	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	196	42	(	(	PUNCT
cana-6245	196	43	𝑙𝑎−1	𝑙𝑎−1	PROPN
cana-6245	196	44	)	)	PUNCT
cana-6245	196	45	is	be	AUX
cana-6245	196	46	the	the	DET
cana-6245	196	47	result	result	NOUN
cana-6245	196	48	from	from	ADP
cana-6245	196	49	the	the	DET
cana-6245	196	50	layer	layer	NOUN
cana-6245	196	51	before	before	ADP
cana-6245	196	52	it	it	PRON
cana-6245	196	53	.	.	PUNCT
cana-6245	197	1	each	each	DET
cana-6245	197	2	layer	layer	NOUN
cana-6245	197	3	of	of	ADP
cana-6245	197	4	a	a	DET
cana-6245	197	5	multi	multi	ADJ
cana-6245	197	6	-	-	ADJ
cana-6245	197	7	lstm	lstm	ADJ
cana-6245	197	8	stack	stack	NOUN
cana-6245	197	9	with	with	ADP
cana-6245	197	10	leftover	leftover	NOUN
cana-6245	197	11	connections	connection	NOUN
cana-6245	197	12	applies	apply	VERB
cana-6245	197	13	its	its	PRON
cana-6245	197	14	relationship	relationship	NOUN
cana-6245	197	15	to	to	ADP
cana-6245	197	16	the	the	DET
cana-6245	197	17	next	next	ADJ
cana-6245	197	18	:	:	PUNCT
cana-6245	197	19	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	197	20	(	(	PUNCT
cana-6245	197	21	𝑙𝑎	𝑙𝑎	PROPN
cana-6245	197	22	)	)	PUNCT
cana-6245	197	23	=	=	PUNCT
cana-6245	198	1	𝐿𝑆𝑇𝑀(ℎ𝑖𝑡	𝐿𝑆𝑇𝑀(ℎ𝑖𝑡	PROPN
cana-6245	198	2	(	(	PUNCT
cana-6245	198	3	𝑙𝑎−1	𝑙𝑎−1	ADJ
cana-6245	198	4	)	)	PUNCT
cana-6245	198	5	)	)	PUNCT
cana-6245	199	1	+	+	CCONJ
cana-6245	199	2	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-6245	199	3	(	(	PUNCT
cana-6245	199	4	𝑙𝑎	𝑙𝑎	NOUN
cana-6245	199	5	)	)	PUNCT
cana-6245	199	6	(	(	PUNCT
cana-6245	199	7	9	9	X
cana-6245	199	8	)	)	PUNCT
cana-6245	199	9	this	this	DET
cana-6245	199	10	method	method	NOUN
cana-6245	199	11	allows	allow	VERB
cana-6245	199	12	the	the	DET
cana-6245	199	13	neural	neural	ADJ
cana-6245	199	14	network	network	NOUN
cana-6245	199	15	to	to	PART
cana-6245	199	16	establish	establish	VERB
cana-6245	199	17	more	more	ADJ
cana-6245	199	18	intricate	intricate	ADJ
cana-6245	199	19	relationships	relationship	NOUN
cana-6245	199	20	while	while	SCONJ
cana-6245	199	21	also	also	ADV
cana-6245	199	22	reducing	reduce	VERB
cana-6245	199	23	the	the	DET
cana-6245	199	24	impact	impact	NOUN
cana-6245	199	25	of	of	ADP
cana-6245	199	26	the	the	DET
cana-6245	199	27	problem	problem	NOUN
cana-6245	199	28	of	of	ADP
cana-6245	199	29	decreasing	decrease	VERB
cana-6245	199	30	gradients	gradient	NOUN
cana-6245	199	31	.	.	PUNCT
cana-6245	200	1	it	it	PRON
cana-6245	200	2	is	be	AUX
cana-6245	200	3	usual	usual	ADJ
cana-6245	200	4	practice	practice	NOUN
cana-6245	200	5	to	to	PART
cana-6245	200	6	utilize	utilize	VERB
cana-6245	200	7	the	the	DET
cana-6245	200	8	mse	mse	NOUN
cana-6245	200	9	(	(	PUNCT
cana-6245	200	10	i.e	i.e	PROPN
cana-6245	200	11	,	,	PUNCT
cana-6245	200	12	mean	mean	VERB
cana-6245	200	13	squared	square	VERB
cana-6245	200	14	error	error	NOUN
cana-6245	200	15	)	)	PUNCT
cana-6245	200	16	when	when	SCONJ
cana-6245	200	17	attempting	attempt	VERB
cana-6245	200	18	to	to	PART
cana-6245	200	19	forecast	forecast	VERB
cana-6245	200	20	parking	parking	NOUN
cana-6245	200	21	rates	rate	NOUN
cana-6245	200	22	of	of	ADP
cana-6245	200	23	occupancy	occupancy	NOUN
cana-6245	200	24	:	:	PUNCT
cana-6245	200	25	𝐿𝑜𝑠𝑠	𝐿𝑜𝑠𝑠	PROPN
cana-6245	200	26	=	=	PUNCT
cana-6245	200	27	1	1	NUM
cana-6245	200	28	𝑁𝑡	𝑁𝑡	PROPN
cana-6245	200	29	∑(𝑏𝑖	∑(𝑏𝑖	NOUN
cana-6245	200	30	−	−	NOUN
cana-6245	200	31	𝑏	𝑏	PROPN
cana-6245	200	32	�	�	PROPN
cana-6245	200	33	̂	̂	SYM
cana-6245	200	34	�	�	NOUN
cana-6245	200	35	)	)	PUNCT
cana-6245	200	36	2	2	NUM
cana-6245	200	37	𝑁𝑡	𝑁𝑡	PROPN
cana-6245	200	38	𝑖=1	𝑖=1	PROPN
cana-6245	200	39	(	(	PUNCT
cana-6245	200	40	10	10	NUM
cana-6245	200	41	)	)	PUNCT
cana-6245	200	42	in	in	ADP
cana-6245	200	43	this	this	DET
cana-6245	200	44	context	context	NOUN
cana-6245	200	45	,	,	PUNCT
cana-6245	200	46	nt	not	PART
cana-6245	200	47	denotes	denote	VERB
cana-6245	200	48	the	the	DET
cana-6245	200	49	quantity	quantity	NOUN
cana-6245	200	50	of	of	ADP
cana-6245	200	51	sample	sample	NOUN
cana-6245	200	52	training	training	NOUN
cana-6245	200	53	specimens	specimen	NOUN
cana-6245	200	54	,	,	PUNCT
cana-6245	200	55	𝑏𝑖	𝑏𝑖	ADP
cana-6245	200	56	stands	stand	VERB
cana-6245	200	57	for	for	ADP
cana-6245	200	58	the	the	DET
cana-6245	200	59	actual	actual	ADJ
cana-6245	200	60	occupancy	occupancy	NOUN
cana-6245	200	61	,	,	PUNCT
cana-6245	200	62	and	and	CCONJ
cana-6245	200	63	𝑏	𝑏	DET
cana-6245	200	64	�	�	PROPN
cana-6245	200	65	̂	̂	SYM
cana-6245	200	66	�	�	PROPN
cana-6245	200	67	denotes	denote	VERB
cana-6245	200	68	the	the	DET
cana-6245	200	69	assumed	assumed	ADJ
cana-6245	200	70	occupancy	occupancy	NOUN
cana-6245	200	71	.	.	PUNCT
cana-6245	201	1	lstm	lstm	NOUN
cana-6245	201	2	memory	memory	NOUN
cana-6245	201	3	cell	cell	NOUN
cana-6245	201	4	𝐶𝑎𝑡−1	𝐶𝑎𝑡−1	VERB
cana-6245	201	5	memory	memory	NOUN
cana-6245	201	6	cell	cell	NOUN
cana-6245	201	7	𝐶𝑎𝑡	𝐶𝑎𝑡	PROPN
cana-6245	201	8	memory	memory	NOUN
cana-6245	201	9	cell	cell	NOUN
cana-6245	201	10	𝐶𝑎𝑡+1	𝐶𝑎𝑡+1	PROPN
cana-6245	201	11	ℎ	ℎ	PROPN
cana-6245	201	12	�	�	PROPN
cana-6245	201	13	̃	̃	NOUN
cana-6245	201	14	�	�	NOUN
cana-6245	201	15	𝑡−1	𝑡−1	PROPN
cana-6245	201	16	ℎ	ℎ	PROPN
cana-6245	201	17	�	�	PROPN
cana-6245	201	18	̃	̃	PROPN
cana-6245	201	19	�	�	NOUN
cana-6245	201	20	𝑡+1	𝑡+1	PROPN
cana-6245	201	21	ℎ	ℎ	PROPN
cana-6245	201	22	�	�	PROPN
cana-6245	201	23	̃	̃	NOUN
cana-6245	201	24	�	�	PROPN
cana-6245	201	25	𝑡	𝑡	VERB
cana-6245	201	26	⨁	⨁	PROPN
cana-6245	201	27	⨁	⨁	PROPN
cana-6245	201	28	⨁	⨁	PROPN
cana-6245	201	29	ℎ𝑖𝑡−1	ℎ𝑖𝑡−1	PROPN
cana-6245	201	30	ℎ𝑖𝑡	ℎ𝑖𝑡	ADJ
cana-6245	201	31	ℎ𝑖𝑡+1	ℎ𝑖𝑡+1	NOUN
cana-6245	201	32	𝑓𝑔𝑡−1	𝑓𝑔𝑡−1	PROPN
cana-6245	201	33	𝑓𝑔𝑡	𝑓𝑔𝑡	NOUN
cana-6245	201	34	𝑓𝑔𝑡+1	𝑓𝑔𝑡+1	NOUN
cana-6245	201	35	identify	identify	VERB
cana-6245	201	36	mapping	mapping	NOUN
cana-6245	201	37	𝐺(𝑎	𝐺(𝑎	NOUN
cana-6245	201	38	)	)	PUNCT
cana-6245	201	39	�	�	PROPN
cana-6245	201	40	̃	̃	PROPN
cana-6245	201	41	�	�	PROPN
cana-6245	201	42	𝑇	𝑇	PROPN
cana-6245	201	43	:	:	PUNCT
cana-6245	201	44	𝐻𝑇	𝐻𝑇	NOUN
cana-6245	201	45	:	:	PUNCT
cana-6245	201	46	𝐹𝑔𝑇	𝐹𝑔𝑇	NUM
cana-6245	201	47	:	:	PUNCT
cana-6245	201	48	…	…	PUNCT
cana-6245	201	49	communications	communication	NOUN
cana-6245	201	50	on	on	ADP
cana-6245	201	51	applied	apply	VERB
cana-6245	201	52	nonlinear	nonlinear	ADJ
cana-6245	201	53	analysis	analysis	NOUN
cana-6245	201	54	issn	issn	NOUN
cana-6245	201	55	:	:	PUNCT
cana-6245	201	56	1074	1074	NUM
cana-6245	201	57	-	-	PUNCT
cana-6245	201	58	133x	133x	NUM
cana-6245	201	59	vol	vol	VERB
cana-6245	201	60	32	32	NUM
cana-6245	201	61	no	no	NOUN
cana-6245	201	62	.	.	PUNCT
cana-6245	202	1	10s	10	NOUN
cana-6245	202	2	(	(	PUNCT
cana-6245	202	3	2025	2025	NUM
cana-6245	202	4	)	)	PUNCT
cana-6245	202	5	3615	3615	NUM
cana-6245	202	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	202	7	after	after	ADP
cana-6245	202	8	adding	add	VERB
cana-6245	202	9	the	the	DET
cana-6245	202	10	output	output	NOUN
cana-6245	202	11	of	of	ADP
cana-6245	202	12	the	the	DET
cana-6245	202	13	preceding	precede	VERB
cana-6245	202	14	layer	layer	NOUN
cana-6245	202	15	,	,	PUNCT
cana-6245	202	16	the	the	DET
cana-6245	202	17	hues	hue	NOUN
cana-6245	202	18	used	use	VERB
cana-6245	202	19	for	for	ADP
cana-6245	202	20	returning	return	VERB
cana-6245	202	21	propagation	propagation	NOUN
cana-6245	202	22	via	via	ADP
cana-6245	202	23	the	the	DET
cana-6245	202	24	remaining	remain	VERB
cana-6245	202	25	interconnections	interconnection	NOUN
cana-6245	202	26	are	be	AUX
cana-6245	202	27	modified	modify	VERB
cana-6245	202	28	:	:	PUNCT
cana-6245	202	29	𝜕𝐿𝑎	𝜕𝐿𝑎	ADJ
cana-6245	202	30	𝜕ℎ𝑖𝑡	𝜕ℎ𝑖𝑡	ADP
cana-6245	202	31	(	(	PUNCT
cana-6245	202	32	𝑙𝑎−1	𝑙𝑎−1	ADJ
cana-6245	202	33	)	)	PUNCT
cana-6245	202	34	=	=	SYM
cana-6245	202	35	𝜕𝐿𝑎	𝜕𝐿𝑎	NOUN
cana-6245	202	36	𝜕ℎ𝑖𝑡	𝜕ℎ𝑖𝑡	ADP
cana-6245	202	37	(	(	PUNCT
cana-6245	202	38	𝑙𝑎	𝑙𝑎	PROPN
cana-6245	202	39	)	)	PUNCT
cana-6245	203	1	+	+	NUM
cana-6245	203	2	𝜕𝑓𝑔(ℎ𝑖𝑡	𝜕𝑓𝑔(ℎ𝑖𝑡	PROPN
cana-6245	203	3	(	(	PUNCT
cana-6245	203	4	𝑙𝑎−1	𝑙𝑎−1	PROPN
cana-6245	203	5	)	)	PUNCT
cana-6245	203	6	)	)	PUNCT
cana-6245	204	1	𝜕ℎ𝑖𝑡	𝜕ℎ𝑖𝑡	ADP
cana-6245	204	2	(	(	PUNCT
cana-6245	204	3	𝑙𝑎−1	𝑙𝑎−1	PROPN
cana-6245	204	4	)	)	PUNCT
cana-6245	204	5	(	(	PUNCT
cana-6245	204	6	11	11	NUM
cana-6245	204	7	)	)	PUNCT
cana-6245	204	8	there	there	PRON
cana-6245	204	9	are	be	VERB
cana-6245	204	10	l	l	NOUN
cana-6245	204	11	layers	layer	NOUN
cana-6245	204	12	here	here	ADV
cana-6245	204	13	.	.	PUNCT
cana-6245	205	1	to	to	PART
cana-6245	205	2	maximize	maximize	VERB
cana-6245	205	3	the	the	DET
cana-6245	205	4	lstm	lstm	PROPN
cana-6245	205	5	model	model	NOUN
cana-6245	205	6	's	's	PART
cana-6245	205	7	forecasting	forecasting	NOUN
cana-6245	205	8	effectiveness	effectiveness	NOUN
cana-6245	205	9	for	for	ADP
cana-6245	205	10	parking	parking	NOUN
cana-6245	205	11	capacity	capacity	NOUN
cana-6245	205	12	prediction	prediction	NOUN
cana-6245	205	13	,	,	PUNCT
cana-6245	205	14	this	this	DET
cana-6245	205	15	statistical	statistical	ADJ
cana-6245	205	16	formulation	formulation	NOUN
cana-6245	205	17	is	be	AUX
cana-6245	205	18	used	use	VERB
cana-6245	205	19	as	as	ADP
cana-6245	205	20	a	a	DET
cana-6245	205	21	foundation	foundation	NOUN
cana-6245	205	22	for	for	ADP
cana-6245	205	23	tweaking	tweak	VERB
cana-6245	205	24	the	the	DET
cana-6245	205	25	model	model	NOUN
cana-6245	205	26	using	use	VERB
cana-6245	205	27	leftover	leftover	NOUN
cana-6245	205	28	connections	connection	NOUN
cana-6245	205	29	.	.	PUNCT
cana-6245	206	1	process	process	NOUN
cana-6245	206	2	flow	flow	VERB
cana-6245	206	3	the	the	DET
cana-6245	206	4	process	process	NOUN
cana-6245	206	5	begins	begin	VERB
cana-6245	206	6	when	when	SCONJ
cana-6245	206	7	the	the	DET
cana-6245	206	8	customer	customer	NOUN
cana-6245	206	9	enters	enter	VERB
cana-6245	206	10	their	their	PRON
cana-6245	206	11	preferred	preferred	ADJ
cana-6245	206	12	trip	trip	NOUN
cana-6245	206	13	date	date	NOUN
cana-6245	206	14	and	and	CCONJ
cana-6245	206	15	destination	destination	NOUN
cana-6245	206	16	into	into	ADP
cana-6245	206	17	the	the	DET
cana-6245	206	18	app	app	NOUN
cana-6245	206	19	.	.	PUNCT
cana-6245	207	1	if	if	SCONJ
cana-6245	207	2	the	the	DET
cana-6245	207	3	entered	enter	VERB
cana-6245	207	4	date	date	NOUN
cana-6245	207	5	is	be	AUX
cana-6245	207	6	more	more	ADJ
cana-6245	207	7	than	than	ADP
cana-6245	207	8	one	one	NUM
cana-6245	207	9	day	day	NOUN
cana-6245	207	10	in	in	ADP
cana-6245	207	11	the	the	DET
cana-6245	207	12	past	past	NOUN
cana-6245	207	13	,	,	PUNCT
cana-6245	207	14	a	a	DET
cana-6245	207	15	warning	warning	NOUN
cana-6245	207	16	will	will	AUX
cana-6245	207	17	be	be	AUX
cana-6245	207	18	displayed	display	VERB
cana-6245	207	19	.	.	PUNCT
cana-6245	208	1	if	if	SCONJ
cana-6245	208	2	the	the	DET
cana-6245	208	3	date	date	NOUN
cana-6245	208	4	is	be	AUX
cana-6245	208	5	current	current	ADJ
cana-6245	208	6	or	or	CCONJ
cana-6245	208	7	in	in	ADP
cana-6245	208	8	the	the	DET
cana-6245	208	9	future	future	NOUN
cana-6245	208	10	,	,	PUNCT
cana-6245	208	11	the	the	DET
cana-6245	208	12	system	system	NOUN
cana-6245	208	13	will	will	AUX
cana-6245	208	14	search	search	VERB
cana-6245	208	15	for	for	ADP
cana-6245	208	16	all	all	DET
cana-6245	208	17	parking	parking	NOUN
cana-6245	208	18	lots	lot	NOUN
cana-6245	208	19	within	within	ADP
cana-6245	208	20	a	a	DET
cana-6245	208	21	specified	specify	VERB
cana-6245	208	22	distance	distance	NOUN
cana-6245	208	23	from	from	ADP
cana-6245	208	24	the	the	DET
cana-6245	208	25	destination	destination	NOUN
cana-6245	208	26	.	.	PUNCT
cana-6245	209	1	the	the	DET
cana-6245	209	2	procedure	procedure	NOUN
cana-6245	209	3	varies	vary	VERB
cana-6245	209	4	depending	depend	VERB
cana-6245	209	5	on	on	ADP
cana-6245	209	6	the	the	DET
cana-6245	209	7	desired	desire	VERB
cana-6245	209	8	end	end	NOUN
cana-6245	209	9	date	date	NOUN
cana-6245	209	10	.	.	PUNCT
cana-6245	210	1	if	if	SCONJ
cana-6245	210	2	the	the	DET
cana-6245	210	3	requested	request	VERB
cana-6245	210	4	date	date	NOUN
cana-6245	210	5	is	be	AUX
cana-6245	210	6	today	today	NOUN
cana-6245	210	7	,	,	PUNCT
cana-6245	210	8	data	datum	NOUN
cana-6245	210	9	is	be	AUX
cana-6245	210	10	retrieved	retrieve	VERB
cana-6245	210	11	in	in	ADP
cana-6245	210	12	real	real	ADJ
cana-6245	210	13	-	-	PUNCT
cana-6245	210	14	time	time	NOUN
cana-6245	210	15	for	for	ADP
cana-6245	210	16	parking	parking	NOUN
cana-6245	210	17	lots	lot	NOUN
cana-6245	210	18	with	with	ADP
cana-6245	210	19	at	at	ADV
cana-6245	210	20	least	least	ADV
cana-6245	210	21	one	one	NUM
cana-6245	210	22	available	available	ADJ
cana-6245	210	23	spot	spot	NOUN
cana-6245	210	24	.	.	PUNCT
cana-6245	211	1	for	for	ADP
cana-6245	211	2	future	future	ADJ
cana-6245	211	3	dates	date	NOUN
cana-6245	211	4	,	,	PUNCT
cana-6245	211	5	the	the	DET
cana-6245	211	6	availability	availability	NOUN
cana-6245	211	7	of	of	ADP
cana-6245	211	8	parking	parking	NOUN
cana-6245	211	9	spots	spot	NOUN
cana-6245	211	10	is	be	AUX
cana-6245	211	11	predicted	predict	VERB
cana-6245	211	12	using	use	VERB
cana-6245	211	13	the	the	DET
cana-6245	211	14	lstm	lstm	PROPN
cana-6245	211	15	-	-	PUNCT
cana-6245	211	16	dr	dr	PROPN
cana-6245	211	17	-	-	PUNCT
cana-6245	211	18	rnn	rnn	PROPN
cana-6245	211	19	model	model	NOUN
cana-6245	211	20	,	,	PUNCT
cana-6245	211	21	which	which	PRON
cana-6245	211	22	also	also	ADV
cana-6245	211	23	forecasts	forecast	VERB
cana-6245	211	24	the	the	DET
cana-6245	211	25	occupancy	occupancy	NOUN
cana-6245	211	26	rates	rate	NOUN
cana-6245	211	27	.	.	PUNCT
cana-6245	212	1	the	the	DET
cana-6245	212	2	forecasts	forecast	NOUN
cana-6245	212	3	focus	focus	VERB
cana-6245	212	4	on	on	ADP
cana-6245	212	5	parking	parking	NOUN
cana-6245	212	6	lots	lot	NOUN
cana-6245	212	7	that	that	PRON
cana-6245	212	8	have	have	VERB
cana-6245	212	9	at	at	ADV
cana-6245	212	10	least	least	ADJ
cana-6245	212	11	one	one	NUM
cana-6245	212	12	empty	empty	ADJ
cana-6245	212	13	spot	spot	NOUN
cana-6245	212	14	.	.	PUNCT
cana-6245	213	1	the	the	DET
cana-6245	213	2	system	system	NOUN
cana-6245	213	3	then	then	ADV
cana-6245	213	4	provides	provide	VERB
cana-6245	213	5	the	the	DET
cana-6245	213	6	user	user	NOUN
cana-6245	213	7	with	with	ADP
cana-6245	213	8	a	a	DET
cana-6245	213	9	list	list	NOUN
cana-6245	213	10	of	of	ADP
cana-6245	213	11	parking	parking	NOUN
cana-6245	213	12	options	option	NOUN
cana-6245	213	13	,	,	PUNCT
cana-6245	213	14	prioritizing	prioritize	VERB
cana-6245	213	15	those	those	PRON
cana-6245	213	16	with	with	ADP
cana-6245	213	17	the	the	DET
cana-6245	213	18	highest	high	ADJ
cana-6245	213	19	likelihood	likelihood	NOUN
cana-6245	213	20	of	of	ADP
cana-6245	213	21	availability	availability	NOUN
cana-6245	213	22	,	,	PUNCT
cana-6245	213	23	along	along	ADP
cana-6245	213	24	with	with	ADP
cana-6245	213	25	the	the	DET
cana-6245	213	26	predicted	predict	VERB
cana-6245	213	27	occupancy	occupancy	NOUN
cana-6245	213	28	rate	rate	NOUN
cana-6245	213	29	.	.	PUNCT
cana-6245	214	1	additionally	additionally	ADV
cana-6245	214	2	,	,	PUNCT
cana-6245	214	3	the	the	DET
cana-6245	214	4	distance	distance	NOUN
cana-6245	214	5	to	to	ADP
cana-6245	214	6	the	the	DET
cana-6245	214	7	destination	destination	NOUN
cana-6245	214	8	on	on	ADP
cana-6245	214	9	foot	foot	NOUN
cana-6245	214	10	is	be	AUX
cana-6245	214	11	considered	consider	VERB
cana-6245	214	12	to	to	PART
cana-6245	214	13	help	help	VERB
cana-6245	214	14	users	user	NOUN
cana-6245	214	15	choose	choose	VERB
cana-6245	214	16	the	the	DET
cana-6245	214	17	most	most	ADV
cana-6245	214	18	convenient	convenient	ADJ
cana-6245	214	19	option	option	NOUN
cana-6245	214	20	.	.	PUNCT
cana-6245	215	1	figure	figure	NOUN
cana-6245	215	2	3	3	NUM
cana-6245	215	3	illustrates	illustrate	VERB
cana-6245	215	4	the	the	DET
cana-6245	215	5	step	step	NOUN
cana-6245	215	6	-	-	PUNCT
cana-6245	215	7	by	by	ADP
cana-6245	215	8	-	-	PUNCT
cana-6245	215	9	step	step	NOUN
cana-6245	215	10	process	process	NOUN
cana-6245	215	11	,	,	PUNCT
cana-6245	215	12	while	while	SCONJ
cana-6245	215	13	table	table	NOUN
cana-6245	215	14	3	3	NUM
cana-6245	215	15	contains	contain	VERB
cana-6245	215	16	the	the	DET
cana-6245	215	17	pseudocode	pseudocode	NOUN
cana-6245	215	18	for	for	ADP
cana-6245	215	19	the	the	DET
cana-6245	215	20	lstm	lstm	PROPN
cana-6245	215	21	-	-	PUNCT
cana-6245	215	22	dr	dr	PROPN
cana-6245	215	23	-	-	PUNCT
cana-6245	215	24	rnn	rnn	PROPN
cana-6245	215	25	model	model	NOUN
cana-6245	215	26	.	.	PUNCT
cana-6245	216	1	table	table	NOUN
cana-6245	216	2	3	3	NUM
cana-6245	216	3	:	:	PUNCT
cana-6245	216	4	pseudocode	pseudocode	PROPN
cana-6245	216	5	of	of	ADP
cana-6245	216	6	lstm	lstm	PROPN
cana-6245	216	7	-	-	PUNCT
cana-6245	216	8	dr	dr	PROPN
cana-6245	216	9	-	-	PUNCT
cana-6245	216	10	rnn	rnn	PROPN
cana-6245	216	11	-	-	PUNCT
cana-6245	216	12	based	base	VERB
cana-6245	216	13	parking	parking	NOUN
cana-6245	216	14	availability	availability	NOUN
cana-6245	216	15	prediction	prediction	NOUN
cana-6245	216	16	algorithm	algorithm	NOUN
cana-6245	216	17	:	:	PUNCT
cana-6245	216	18	lstm	lstm	PROPN
cana-6245	216	19	-	-	PUNCT
cana-6245	216	20	dr	dr	PROPN
cana-6245	216	21	-	-	PUNCT
cana-6245	216	22	rnn	rnn	PROPN
cana-6245	216	23	for	for	ADP
cana-6245	216	24	parking	parking	NOUN
cana-6245	216	25	availability	availability	NOUN
cana-6245	216	26	prediction	prediction	NOUN
cana-6245	216	27	input	input	NOUN
cana-6245	216	28	:	:	PUNCT
cana-6245	216	29	target	target	VERB
cana-6245	216	30	address	address	NOUN
cana-6245	216	31	ta	ta	ADP
cana-6245	216	32	,	,	PUNCT
cana-6245	216	33	target	target	VERB
cana-6245	216	34	time	time	NOUN
cana-6245	216	35	t	t	PROPN
cana-6245	216	36	,	,	PUNCT
cana-6245	216	37	current	current	ADJ
cana-6245	216	38	time	time	NOUN
cana-6245	216	39	n	n	CCONJ
cana-6245	216	40	,	,	PUNCT
cana-6245	216	41	distance	distance	NOUN
cana-6245	216	42	threshold	threshold	NOUN
cana-6245	216	43	m	m	PROPN
cana-6245	216	44	,	,	PUNCT
cana-6245	216	45	historical	historical	ADJ
cana-6245	216	46	parking	parking	NOUN
cana-6245	216	47	data	data	PROPN
cana-6245	216	48	hp	hp	PROPN
cana-6245	216	49	,	,	PUNCT
cana-6245	216	50	ibb	ibb	NOUN
cana-6245	216	51	map	map	NOUN
cana-6245	216	52	api	api	NOUN
cana-6245	216	53	,	,	PUNCT
cana-6245	216	54	cb	cb	PROPN
cana-6245	216	55	-	-	PUNCT
cana-6245	216	56	sps	sps	PROPN
cana-6245	216	57	output	output	NOUN
cana-6245	216	58	:	:	PUNCT
cana-6245	216	59	predicted	predict	VERB
cana-6245	216	60	occupancy	occupancy	NOUN
cana-6245	216	61	rates	rate	NOUN
cana-6245	216	62	for	for	ADP
cana-6245	216	63	parking	parking	NOUN
cana-6245	216	64	locations	location	NOUN
cana-6245	216	65	(	(	PUNCT
cana-6245	216	66	pl	pl	NOUN
cana-6245	216	67	)	)	PUNCT
cana-6245	216	68	near	near	ADP
cana-6245	216	69	ta	ta	PROPN
cana-6245	216	70	at	at	ADP
cana-6245	216	71	time	time	NOUN
cana-6245	216	72	t	t	PROPN
cana-6245	216	73	1	1	NUM
cana-6245	216	74	.	.	PUNCT
cana-6245	216	75	initialize	initialize	NOUN
cana-6245	216	76	list	list	NOUN
cana-6245	216	77	of	of	ADP
cana-6245	216	78	parking	parking	NOUN
cana-6245	216	79	locations	location	NOUN
cana-6245	216	80	pl	pl	X
cana-6245	217	1	=	=	SYM
cana-6245	218	1	[	[	X
cana-6245	218	2	]	]	X
cana-6245	218	3	2	2	X
cana-6245	218	4	.	.	X
cana-6245	218	5	retrieve	retrieve	VERB
cana-6245	218	6	all	all	DET
cana-6245	218	7	pls	pls	NOUN
cana-6245	218	8	within	within	ADP
cana-6245	218	9	distance	distance	NOUN
cana-6245	218	10	m	m	NOUN
cana-6245	218	11	of	of	ADP
cana-6245	218	12	target	target	NOUN
cana-6245	218	13	address	address	NOUN
cana-6245	218	14	a	a	DET
cana-6245	218	15	using	use	VERB
cana-6245	218	16	ibb	ibb	NOUN
cana-6245	218	17	map	map	NOUN
cana-6245	218	18	api	api	NOUN
cana-6245	218	19	3	3	NUM
cana-6245	218	20	.	.	PUNCT
cana-6245	218	21	for	for	ADP
cana-6245	218	22	each	each	DET
cana-6245	218	23	pl	pl	X
cana-6245	218	24	𝑎𝑗	𝑎𝑗	NOUN
cana-6245	218	25	in	in	ADP
cana-6245	218	26	the	the	DET
cana-6245	218	27	retrieved	retrieve	VERB
cana-6245	218	28	list	list	NOUN
cana-6245	218	29	:	:	PUNCT
cana-6245	218	30	a.	a.	NOUN
cana-6245	218	31	if	if	SCONJ
cana-6245	218	32	t	t	AUX
cana-6245	218	33	<	<	X
cana-6245	218	34	n	n	PROPN
cana-6245	218	35	(	(	PUNCT
cana-6245	218	36	target	target	NOUN
cana-6245	218	37	time	time	NOUN
cana-6245	218	38	is	be	AUX
cana-6245	218	39	in	in	ADP
cana-6245	218	40	the	the	DET
cana-6245	218	41	past	past	NOUN
cana-6245	218	42	):	):	PUNCT
cana-6245	218	43	communications	communication	NOUN
cana-6245	218	44	on	on	ADP
cana-6245	218	45	applied	apply	VERB
cana-6245	218	46	nonlinear	nonlinear	ADJ
cana-6245	218	47	analysis	analysis	NOUN
cana-6245	218	48	issn	issn	NOUN
cana-6245	218	49	:	:	PUNCT
cana-6245	218	50	1074	1074	NUM
cana-6245	218	51	-	-	PUNCT
cana-6245	218	52	133x	133x	NUM
cana-6245	218	53	vol	vol	VERB
cana-6245	218	54	32	32	NUM
cana-6245	218	55	no	no	NOUN
cana-6245	218	56	.	.	PUNCT
cana-6245	219	1	10s	10	NOUN
cana-6245	219	2	(	(	PUNCT
cana-6245	219	3	2025	2025	NUM
cana-6245	219	4	)	)	PUNCT
cana-6245	219	5	3616	3616	NUM
cana-6245	219	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	219	7	i.	i.	NOUN
cana-6245	219	8	return	return	NOUN
cana-6245	219	9	error	error	NOUN
cana-6245	219	10	message	message	NOUN
cana-6245	219	11	"	"	PUNCT
cana-6245	219	12	past	past	ADJ
cana-6245	219	13	dates	date	NOUN
cana-6245	219	14	are	be	AUX
cana-6245	219	15	not	not	PART
cana-6245	219	16	supported	support	VERB
cana-6245	219	17	"	"	PUNCT
cana-6245	219	18	b.	b.	PROPN
cana-6245	219	19	else	else	ADV
cana-6245	219	20	:	:	PUNCT
cana-6245	219	21	i.	i.	PROPN
cana-6245	219	22	query	query	PROPN
cana-6245	219	23	total	total	ADJ
cana-6245	219	24	capacity	capacity	NOUN
cana-6245	219	25	x	x	PUNCT
cana-6245	219	26	and	and	CCONJ
cana-6245	219	27	current	current	ADJ
cana-6245	219	28	empty	empty	ADJ
cana-6245	219	29	capacity	capacity	NOUN
cana-6245	219	30	y	y	PROPN
cana-6245	219	31	of	of	ADP
cana-6245	219	32	𝑎𝑗using	𝑎𝑗use	VERB
cana-6245	219	33	cb	cb	PROPN
cana-6245	219	34	-	-	PUNCT
cana-6245	219	35	sps	sps	PROPN
cana-6245	219	36	ii	ii	PROPN
cana-6245	219	37	.	.	PUNCT
cana-6245	220	1	if	if	SCONJ
cana-6245	220	2	t	t	PROPN
cana-6245	220	3	=	=	NOUN
cana-6245	220	4	=	=	SYM
cana-6245	220	5	n	n	PROPN
cana-6245	220	6	(	(	PUNCT
cana-6245	220	7	target	target	NOUN
cana-6245	220	8	time	time	NOUN
cana-6245	220	9	is	be	AUX
cana-6245	220	10	current	current	ADJ
cana-6245	220	11	time	time	NOUN
cana-6245	220	12	):	):	PUNCT
cana-6245	220	13	1	1	X
cana-6245	220	14	.	.	X
cana-6245	220	15	get	get	VERB
cana-6245	220	16	real	real	ADJ
cana-6245	220	17	-	-	PUNCT
cana-6245	220	18	time	time	NOUN
cana-6245	220	19	occupancy	occupancy	NOUN
cana-6245	220	20	ro	ro	NOUN
cana-6245	221	1	=	=	PRON
cana-6245	222	1	(	(	PUNCT
cana-6245	222	2	x	x	NOUN
cana-6245	222	3	y	y	NOUN
cana-6245	222	4	)	)	PUNCT
cana-6245	222	5	/	/	SYM
cana-6245	222	6	x	x	SYM
cana-6245	222	7	2	2	X
cana-6245	222	8	.	.	PUNCT
cana-6245	223	1	if	if	SCONJ
cana-6245	223	2	y	y	PROPN
cana-6245	223	3	>	>	X
cana-6245	223	4	0	0	NUM
cana-6245	223	5	,	,	PUNCT
cana-6245	223	6	add	add	VERB
cana-6245	223	7	𝑎𝑗	𝑎𝑗	ADP
cana-6245	223	8	to	to	PART
cana-6245	223	9	pl	pl	VERB
cana-6245	223	10	with	with	ADP
cana-6245	223	11	ro	ro	PROPN
cana-6245	223	12	iii	iii	PROPN
cana-6245	223	13	.	.	PUNCT
cana-6245	224	1	if	if	SCONJ
cana-6245	224	2	t	t	PROPN
cana-6245	224	3	>	>	X
cana-6245	224	4	n	n	PROPN
cana-6245	224	5	(	(	PUNCT
cana-6245	224	6	target	target	NOUN
cana-6245	224	7	time	time	NOUN
cana-6245	224	8	is	be	AUX
cana-6245	224	9	future	future	ADJ
cana-6245	224	10	):	):	PUNCT
cana-6245	224	11	1	1	X
cana-6245	224	12	.	.	X
cana-6245	224	13	prepare	prepare	VERB
cana-6245	224	14	input	input	NOUN
cana-6245	224	15	features	feature	NOUN
cana-6245	224	16	𝐹𝑒	𝐹𝑒	PROPN
cana-6245	224	17	=	=	PUNCT
cana-6245	225	1	[	[	X
cana-6245	225	2	hp	hp	X
cana-6245	225	3	,	,	PUNCT
cana-6245	225	4	x	x	NOUN
cana-6245	225	5	,	,	PUNCT
cana-6245	225	6	ta	ta	PROPN
cana-6245	225	7	,	,	PUNCT
cana-6245	225	8	t	t	PROPN
cana-6245	225	9	]	]	X
cana-6245	225	10	2	2	NUM
cana-6245	225	11	.	.	X
cana-6245	225	12	pass	pass	VERB
cana-6245	225	13	features	feature	NOUN
cana-6245	225	14	𝐹𝑒	𝐹𝑒	PROPN
cana-6245	225	15	through	through	ADP
cana-6245	225	16	the	the	DET
cana-6245	225	17	lstm	lstm	PROPN
cana-6245	225	18	-	-	PUNCT
cana-6245	225	19	dr	dr	PROPN
cana-6245	225	20	-	-	PUNCT
cana-6245	225	21	rnn	rnn	PROPN
cana-6245	225	22	model	model	NOUN
cana-6245	225	23	:	:	PUNCT
cana-6245	225	24	for	for	ADP
cana-6245	225	25	each	each	DET
cana-6245	225	26	lstm	lstm	NOUN
cana-6245	225	27	layer	layer	NOUN
cana-6245	225	28	l	l	NOUN
cana-6245	225	29	in	in	ADP
cana-6245	225	30	1	1	NUM
cana-6245	225	31	...	...	PUNCT
cana-6245	225	32	l	l	NOUN
cana-6245	225	33	:	:	PUNCT
cana-6245	225	34	a.	a.	NOUN
cana-6245	225	35	compute	compute	PROPN
cana-6245	225	36	lstm	lstm	PROPN
cana-6245	225	37	output	output	NOUN
cana-6245	225	38	𝐻𝑖𝑙=	𝐻𝑖𝑙=	PROPN
cana-6245	225	39	lstm(fe	lstm(fe	PROPN
cana-6245	225	40	)	)	PUNCT
cana-6245	225	41	b.	b.	NOUN
cana-6245	225	42	add	add	VERB
cana-6245	225	43	residual	residual	ADJ
cana-6245	225	44	connection	connection	NOUN
cana-6245	225	45	𝐻𝑖𝑙=	𝐻𝑖𝑙=	PROPN
cana-6245	225	46	𝐻𝑖𝑙+	𝐻𝑖𝑙+	PROPN
cana-6245	225	47	fe	fe	PROPN
cana-6245	225	48	c.	c.	PROPN
cana-6245	225	49	update	update	PROPN
cana-6245	225	50	fe	fe	X
cana-6245	225	51	=	=	SYM
cana-6245	225	52	𝐻𝑖𝑙	𝐻𝑖𝑙	PROPN
cana-6245	225	53	(	(	PUNCT
cana-6245	225	54	pass	pass	VERB
cana-6245	225	55	output	output	NOUN
cana-6245	225	56	to	to	ADP
cana-6245	225	57	the	the	DET
cana-6245	225	58	next	next	ADJ
cana-6245	225	59	layer	layer	NOUN
cana-6245	225	60	)	)	PUNCT
cana-6245	225	61	pass	pass	VERB
cana-6245	225	62	the	the	DET
cana-6245	225	63	final	final	ADJ
cana-6245	225	64	output	output	NOUN
cana-6245	225	65	through	through	ADP
cana-6245	225	66	deep	deep	ADJ
cana-6245	225	67	recurrent	recurrent	ADJ
cana-6245	225	68	layers	layer	NOUN
cana-6245	225	69	to	to	PART
cana-6245	225	70	refine	refine	VERB
cana-6245	225	71	the	the	DET
cana-6245	225	72	prediction	prediction	NOUN
cana-6245	225	73	3	3	X
cana-6245	225	74	.	.	PUNCT
cana-6245	226	1	get	get	VERB
cana-6245	226	2	the	the	DET
cana-6245	226	3	predicted	predict	VERB
cana-6245	226	4	occupancy	occupancy	NOUN
cana-6245	226	5	rate	rate	NOUN
cana-6245	226	6	ro	ro	PROPN
cana-6245	226	7	from	from	ADP
cana-6245	226	8	the	the	DET
cana-6245	226	9	final	final	ADJ
cana-6245	226	10	output	output	NOUN
cana-6245	226	11	4	4	NUM
cana-6245	226	12	.	.	PUNCT
cana-6245	227	1	if	if	SCONJ
cana-6245	227	2	ro	ro	X
cana-6245	227	3	<	<	X
cana-6245	227	4	1	1	NUM
cana-6245	227	5	,	,	PUNCT
cana-6245	227	6	add	add	VERB
cana-6245	227	7	𝑎𝑗to	𝑎𝑗to	ADV
cana-6245	227	8	pl	pl	PROPN
cana-6245	227	9	with	with	ADP
cana-6245	227	10	predicted	predict	VERB
cana-6245	227	11	occupancy	occupancy	NOUN
cana-6245	227	12	ro	ro	NOUN
cana-6245	227	13	4	4	X
cana-6245	227	14	.	.	X
cana-6245	227	15	sort	sort	NOUN
cana-6245	227	16	list	list	NOUN
cana-6245	227	17	pl	pl	PROPN
cana-6245	227	18	based	base	VERB
cana-6245	227	19	on	on	ADP
cana-6245	227	20	walking	walk	VERB
cana-6245	227	21	distance	distance	NOUN
cana-6245	227	22	to	to	ADP
cana-6245	227	23	ta	ta	PROPN
cana-6245	227	24	and	and	CCONJ
cana-6245	227	25	ro	ro	X
cana-6245	227	26	5	5	NUM
cana-6245	227	27	.	.	PUNCT
cana-6245	227	28	return	return	VERB
cana-6245	227	29	a	a	DET
cana-6245	227	30	sorted	sorted	ADJ
cana-6245	227	31	list	list	NOUN
cana-6245	227	32	of	of	ADP
cana-6245	227	33	recommended	recommend	VERB
cana-6245	227	34	parking	parking	NOUN
cana-6245	227	35	locations	location	NOUN
cana-6245	227	36	pl	pl	X
cana-6245	227	37	end	end	NOUN
cana-6245	227	38	algorithm	algorithm	NOUN
cana-6245	227	39	communications	communication	NOUN
cana-6245	227	40	on	on	ADP
cana-6245	227	41	applied	apply	VERB
cana-6245	227	42	nonlinear	nonlinear	ADJ
cana-6245	227	43	analysis	analysis	NOUN
cana-6245	227	44	issn	issn	NOUN
cana-6245	227	45	:	:	PUNCT
cana-6245	227	46	1074	1074	NUM
cana-6245	227	47	-	-	PUNCT
cana-6245	227	48	133x	133x	NUM
cana-6245	227	49	vol	vol	VERB
cana-6245	227	50	32	32	NUM
cana-6245	227	51	no	no	NOUN
cana-6245	227	52	.	.	PUNCT
cana-6245	228	1	10s	10	NOUN
cana-6245	228	2	(	(	PUNCT
cana-6245	228	3	2025	2025	NUM
cana-6245	228	4	)	)	PUNCT
cana-6245	228	5	3617	3617	NUM
cana-6245	228	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	228	7	figure	figure	NOUN
cana-6245	228	8	3	3	NUM
cana-6245	228	9	:	:	PUNCT
cana-6245	228	10	the	the	DET
cana-6245	228	11	lstm	lstm	PROPN
cana-6245	228	12	-	-	PUNCT
cana-6245	228	13	dr	dr	PROPN
cana-6245	228	14	-	-	PUNCT
cana-6245	228	15	rnn	rnn	PROPN
cana-6245	228	16	algorithm	algorithm	NOUN
cana-6245	228	17	's	's	PART
cana-6245	228	18	flow	flow	NOUN
cana-6245	228	19	process	process	NOUN
cana-6245	228	20	for	for	ADP
cana-6245	228	21	parking	parking	NOUN
cana-6245	228	22	lot	lot	NOUN
cana-6245	228	23	forecast	forecast	NOUN
cana-6245	228	24	3	3	NUM
cana-6245	228	25	.	.	NOUN
cana-6245	228	26	results	result	NOUN
cana-6245	228	27	and	and	CCONJ
cana-6245	228	28	discussion	discussion	NOUN
cana-6245	228	29	the	the	DET
cana-6245	228	30	proposed	propose	VERB
cana-6245	228	31	lstm	lstm	PROPN
cana-6245	228	32	-	-	PUNCT
cana-6245	228	33	sr	sr	PROPN
cana-6245	228	34	-	-	PUNCT
cana-6245	228	35	rnn	rnn	PROPN
cana-6245	228	36	model	model	NOUN
cana-6245	228	37	was	be	AUX
cana-6245	228	38	evaluated	evaluate	VERB
cana-6245	228	39	against	against	ADP
cana-6245	228	40	lstm	lstm	NOUN
cana-6245	228	41	[	[	X
cana-6245	228	42	9	9	NUM
cana-6245	228	43	]	]	PUNCT
cana-6245	228	44	,	,	PUNCT
cana-6245	228	45	anfis	anfis	PROPN
cana-6245	228	46	-	-	PUNCT
cana-6245	228	47	dl	dl	PROPN
cana-6245	229	1	[	[	X
cana-6245	229	2	21	21	NUM
cana-6245	229	3	]	]	PUNCT
cana-6245	229	4	,	,	PUNCT
cana-6245	229	5	and	and	CCONJ
cana-6245	229	6	ml	ml	X
cana-6245	230	1	[	[	X
cana-6245	230	2	14	14	NUM
cana-6245	230	3	]	]	PUNCT
cana-6245	230	4	models	model	NOUN
cana-6245	230	5	to	to	PART
cana-6245	230	6	demonstrate	demonstrate	VERB
cana-6245	230	7	its	its	PRON
cana-6245	230	8	effectiveness	effectiveness	NOUN
cana-6245	230	9	and	and	CCONJ
cana-6245	230	10	performance	performance	NOUN
cana-6245	230	11	.	.	PUNCT
cana-6245	231	1	several	several	ADJ
cana-6245	231	2	metrics	metric	NOUN
cana-6245	231	3	,	,	PUNCT
cana-6245	231	4	including	include	VERB
cana-6245	231	5	accuracy	accuracy	NOUN
cana-6245	231	6	,	,	PUNCT
cana-6245	231	7	root	root	NOUN
cana-6245	231	8	mean	mean	VERB
cana-6245	231	9	square	square	ADJ
cana-6245	231	10	error	error	NOUN
cana-6245	231	11	(	(	PUNCT
cana-6245	231	12	rmse	rmse	NOUN
cana-6245	231	13	)	)	PUNCT
cana-6245	231	14	,	,	PUNCT
cana-6245	231	15	mean	mean	VERB
cana-6245	231	16	squared	square	VERB
cana-6245	231	17	error	error	NOUN
cana-6245	231	18	(	(	PUNCT
cana-6245	231	19	mse	mse	NOUN
cana-6245	231	20	)	)	PUNCT
cana-6245	231	21	,	,	PUNCT
cana-6245	231	22	and	and	CCONJ
cana-6245	231	23	mean	mean	VERB
cana-6245	231	24	absolute	absolute	ADJ
cana-6245	231	25	error	error	NOUN
cana-6245	231	26	(	(	PUNCT
cana-6245	231	27	mae	mae	PROPN
cana-6245	231	28	)	)	PUNCT
cana-6245	231	29	,	,	PUNCT
cana-6245	231	30	were	be	AUX
cana-6245	231	31	used	use	VERB
cana-6245	231	32	to	to	PART
cana-6245	231	33	assess	assess	VERB
cana-6245	231	34	the	the	DET
cana-6245	231	35	performance	performance	NOUN
cana-6245	231	36	of	of	ADP
cana-6245	231	37	each	each	DET
cana-6245	231	38	prediction	prediction	NOUN
cana-6245	231	39	model	model	NOUN
cana-6245	231	40	.	.	PUNCT
cana-6245	232	1	these	these	DET
cana-6245	232	2	metrics	metric	NOUN
cana-6245	232	3	helped	helped	AUX
cana-6245	232	4	identify	identify	VERB
cana-6245	232	5	the	the	DET
cana-6245	232	6	best	well	ADV
cana-6245	232	7	-	-	PUNCT
cana-6245	232	8	performing	perform	VERB
cana-6245	232	9	model	model	NOUN
cana-6245	232	10	.	.	PUNCT
cana-6245	233	1	for	for	ADP
cana-6245	233	2	instance	instance	NOUN
cana-6245	233	3	,	,	PUNCT
cana-6245	233	4	rmse	rmse	NOUN
cana-6245	233	5	measures	measure	VERB
cana-6245	233	6	the	the	DET
cana-6245	233	7	model	model	NOUN
cana-6245	233	8	's	's	PART
cana-6245	233	9	deviation	deviation	NOUN
cana-6245	233	10	,	,	PUNCT
cana-6245	233	11	with	with	ADP
cana-6245	233	12	smaller	small	ADJ
cana-6245	233	13	values	value	NOUN
cana-6245	233	14	closer	close	ADV
cana-6245	233	15	to	to	ADP
cana-6245	233	16	zero	zero	NUM
cana-6245	233	17	indicating	indicate	VERB
cana-6245	233	18	better	well	ADJ
cana-6245	233	19	accuracy	accuracy	NOUN
cana-6245	233	20	.	.	PUNCT
cana-6245	234	1	each	each	DET
cana-6245	234	2	model	model	NOUN
cana-6245	234	3	was	be	AUX
cana-6245	234	4	trained	train	VERB
cana-6245	234	5	and	and	CCONJ
cana-6245	234	6	evaluated	evaluate	VERB
cana-6245	234	7	across	across	ADP
cana-6245	234	8	three	three	NUM
cana-6245	234	9	different	different	ADJ
cana-6245	234	10	scenarios	scenario	NOUN
cana-6245	234	11	to	to	PART
cana-6245	234	12	ensure	ensure	VERB
cana-6245	234	13	a	a	DET
cana-6245	234	14	comprehensive	comprehensive	ADJ
cana-6245	234	15	assessment	assessment	NOUN
cana-6245	234	16	.	.	PUNCT
cana-6245	235	1	these	these	DET
cana-6245	235	2	scenarios	scenario	NOUN
cana-6245	235	3	included	include	VERB
cana-6245	235	4	lstm	lstm	NOUN
cana-6245	235	5	,	,	PUNCT
cana-6245	235	6	anfis	anfis	PROPN
cana-6245	235	7	-	-	PUNCT
cana-6245	235	8	dl	dl	PROPN
cana-6245	235	9	,	,	PUNCT
cana-6245	235	10	ml	ml	ADP
cana-6245	235	11	,	,	PUNCT
cana-6245	235	12	and	and	CCONJ
cana-6245	235	13	lstm	lstm	PROPN
cana-6245	235	14	-	-	PUNCT
cana-6245	235	15	dr	dr	PROPN
cana-6245	235	16	-	-	PUNCT
cana-6245	235	17	rnn	rnn	NOUN
cana-6245	235	18	models	model	NOUN
cana-6245	235	19	.	.	PUNCT
cana-6245	236	1	the	the	DET
cana-6245	236	2	first	first	ADJ
cana-6245	236	3	scenario	scenario	NOUN
cana-6245	236	4	involved	involve	VERB
cana-6245	236	5	training	training	NOUN
cana-6245	236	6	on	on	ADP
cana-6245	236	7	70	70	NUM
cana-6245	236	8	%	%	NOUN
cana-6245	236	9	of	of	ADP
cana-6245	236	10	the	the	DET
cana-6245	236	11	dataset	dataset	NOUN
cana-6245	236	12	and	and	CCONJ
cana-6245	236	13	testing	testing	NOUN
cana-6245	236	14	on	on	ADP
cana-6245	236	15	30	30	NUM
cana-6245	236	16	%	%	NOUN
cana-6245	236	17	.	.	PUNCT
cana-6245	237	1	the	the	DET
cana-6245	237	2	second	second	ADJ
cana-6245	237	3	scenario	scenario	NOUN
cana-6245	237	4	had	have	VERB
cana-6245	237	5	80	80	NUM
cana-6245	237	6	%	%	NOUN
cana-6245	237	7	of	of	ADP
cana-6245	237	8	the	the	DET
cana-6245	237	9	dataset	dataset	NOUN
cana-6245	237	10	for	for	ADP
cana-6245	237	11	training	training	NOUN
cana-6245	237	12	and	and	CCONJ
cana-6245	237	13	20	20	NUM
cana-6245	237	14	%	%	NOUN
cana-6245	237	15	for	for	ADP
cana-6245	237	16	testing	testing	NOUN
cana-6245	237	17	.	.	PUNCT
cana-6245	238	1	finally	finally	ADV
cana-6245	238	2	,	,	PUNCT
cana-6245	238	3	the	the	DET
cana-6245	238	4	third	third	ADJ
cana-6245	238	5	scenario	scenario	NOUN
cana-6245	238	6	utilized	utilize	VERB
cana-6245	238	7	90	90	NUM
cana-6245	238	8	%	%	NOUN
cana-6245	238	9	for	for	ADP
cana-6245	238	10	training	training	NOUN
cana-6245	238	11	and	and	CCONJ
cana-6245	238	12	10	10	NUM
cana-6245	238	13	%	%	NOUN
cana-6245	238	14	for	for	ADP
cana-6245	238	15	testing	testing	NOUN
cana-6245	238	16	.	.	PUNCT
cana-6245	239	1	the	the	DET
cana-6245	239	2	results	result	NOUN
cana-6245	239	3	for	for	ADP
cana-6245	239	4	these	these	DET
cana-6245	239	5	scenarios	scenario	NOUN
cana-6245	239	6	are	be	AUX
cana-6245	239	7	presented	present	VERB
cana-6245	239	8	in	in	ADP
cana-6245	239	9	table	table	NOUN
cana-6245	239	10	4	4	NUM
cana-6245	239	11	.	.	PUNCT
cana-6245	240	1	additionally	additionally	ADV
cana-6245	240	2	,	,	PUNCT
cana-6245	240	3	each	each	DET
cana-6245	240	4	model	model	NOUN
cana-6245	240	5	was	be	AUX
cana-6245	240	6	start	start	ADJ
cana-6245	240	7	ta	ta	ADP
cana-6245	240	8	,	,	PUNCT
cana-6245	240	9	t	t	PROPN
cana-6245	240	10	,	,	PUNCT
cana-6245	240	11	current	current	ADJ
cana-6245	240	12	time	time	NOUN
cana-6245	240	13	n	n	ADP
cana-6245	240	14	t	t	NOUN
cana-6245	240	15	<	<	X
cana-6245	240	16	n	n	CCONJ
cana-6245	240	17	𝑎𝑗	𝑎𝑗	NOUN
cana-6245	240	18	=	=	PUNCT
cana-6245	240	19	car	car	NOUN
cana-6245	240	20	parking	parking	NOUN
cana-6245	240	21	near	near	ADV
cana-6245	240	22	ta	ta	ADP
cana-6245	240	23	j=0	j=0	PROPN
cana-6245	240	24	,	,	PUNCT
cana-6245	240	25	c,1	c,1	NOUN
cana-6245	240	26	return	return	NOUN
cana-6245	240	27	error	error	NOUN
cana-6245	240	28	finish	finish	NOUN
cana-6245	240	29	return	return	NOUN
cana-6245	240	30	<	<	X
cana-6245	240	31	<	<	X
cana-6245	240	32	d	d	X
cana-6245	240	33	>	>	X
cana-6245	240	34	>	>	X
cana-6245	240	35	t	t	PROPN
cana-6245	240	36	=	=	PUNCT
cana-6245	240	37	n	n	CCONJ
cana-6245	240	38	𝑅𝑂	𝑅𝑂	PROPN
cana-6245	241	1	=	=	SYM
cana-6245	241	2	(	(	PUNCT
cana-6245	241	3	𝑋	𝑋	PROPN
cana-6245	241	4	𝑌	𝑌	PROPN
cana-6245	241	5	)	)	PUNCT
cana-6245	241	6	∗	∗	NOUN
cana-6245	241	7	100	100	NUM
cana-6245	241	8	𝑅𝑂=lstm	𝑅𝑂=lstm	PROPN
cana-6245	241	9	-	-	PUNCT
cana-6245	241	10	dr	dr	NOUN
cana-6245	241	11	-	-	PUNCT
cana-6245	241	12	rnn	rnn	PROPN
cana-6245	241	13	model	model	NOUN
cana-6245	241	14	prediction	prediction	NOUN
cana-6245	241	15	ro	ro	X
cana-6245	241	16	<	<	X
cana-6245	241	17	1	1	NUM
cana-6245	241	18	𝑑[𝑗][0	𝑑[𝑗][0	NOUN
cana-6245	241	19	]	]	PUNCT
cana-6245	241	20	=	=	PUNCT
cana-6245	241	21	𝑎𝑗	𝑎𝑗	ADP
cana-6245	241	22	d[j][1	d[j][1	NOUN
cana-6245	241	23	]	]	PUNCT
cana-6245	242	1	=	=	X
cana-6245	242	2	ro	ro	INTJ
cana-6245	242	3	no	no	INTJ
cana-6245	242	4	yes	yes	INTJ
cana-6245	242	5	yes	yes	INTJ
cana-6245	242	6	no	no	INTJ
cana-6245	242	7	no	no	INTJ
cana-6245	242	8	yes	yes	INTJ
cana-6245	242	9	communications	communication	NOUN
cana-6245	242	10	on	on	ADP
cana-6245	242	11	applied	apply	VERB
cana-6245	242	12	nonlinear	nonlinear	ADJ
cana-6245	242	13	analysis	analysis	NOUN
cana-6245	242	14	issn	issn	NOUN
cana-6245	242	15	:	:	PUNCT
cana-6245	242	16	1074	1074	NUM
cana-6245	242	17	-	-	PUNCT
cana-6245	242	18	133x	133x	NUM
cana-6245	242	19	vol	vol	VERB
cana-6245	242	20	32	32	NUM
cana-6245	242	21	no	no	NOUN
cana-6245	242	22	.	.	PUNCT
cana-6245	243	1	10s	10	NOUN
cana-6245	243	2	(	(	PUNCT
cana-6245	243	3	2025	2025	NUM
cana-6245	243	4	)	)	PUNCT
cana-6245	243	5	3618	3618	NUM
cana-6245	243	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	243	7	trained	train	VERB
cana-6245	243	8	for	for	ADP
cana-6245	243	9	100	100	NUM
cana-6245	243	10	epochs	epoch	NOUN
cana-6245	243	11	in	in	ADP
cana-6245	243	12	all	all	DET
cana-6245	243	13	cases	case	NOUN
cana-6245	243	14	:	:	PUNCT
cana-6245	243	15	lstm	lstm	ADJ
cana-6245	243	16	,	,	PUNCT
cana-6245	243	17	svm	svm	PROPN
cana-6245	243	18	,	,	PUNCT
cana-6245	243	19	rf	rf	ADJ
cana-6245	243	20	,	,	PUNCT
cana-6245	243	21	and	and	CCONJ
cana-6245	243	22	arima	arima	PROPN
cana-6245	243	23	.	.	PUNCT
cana-6245	244	1	performance	performance	NOUN
cana-6245	244	2	was	be	AUX
cana-6245	244	3	measured	measure	VERB
cana-6245	244	4	using	using	NOUN
cana-6245	244	5	accuracy	accuracy	NOUN
cana-6245	244	6	,	,	PUNCT
cana-6245	244	7	mae	mae	PROPN
cana-6245	244	8	,	,	PUNCT
cana-6245	244	9	mse	mse	PROPN
cana-6245	244	10	,	,	PUNCT
cana-6245	244	11	and	and	CCONJ
cana-6245	244	12	rmse	rmse	PROPN
cana-6245	244	13	.	.	PUNCT
cana-6245	245	1	ii	ii	PROPN
cana-6245	245	2	.	.	PUNCT
cana-6245	246	1	realtime	realtime	PROPN
cana-6245	246	2	dataset	dataset	NOUN
cana-6245	246	3	to	to	PART
cana-6245	246	4	assess	assess	VERB
cana-6245	246	5	the	the	DET
cana-6245	246	6	prediction	prediction	NOUN
cana-6245	246	7	model	model	NOUN
cana-6245	246	8	's	's	PART
cana-6245	246	9	effectiveness	effectiveness	NOUN
cana-6245	246	10	,	,	PUNCT
cana-6245	246	11	three	three	NUM
cana-6245	246	12	typical	typical	ADJ
cana-6245	246	13	parking	parking	NOUN
cana-6245	246	14	lots	lot	NOUN
cana-6245	246	15	—	—	PUNCT
cana-6245	246	16	designated	designate	VERB
cana-6245	246	17	p1	p1	NOUN
cana-6245	246	18	,	,	PUNCT
cana-6245	246	19	p2	p2	NOUN
cana-6245	246	20	,	,	PUNCT
cana-6245	246	21	and	and	CCONJ
cana-6245	246	22	p3	p3	PROPN
cana-6245	246	23	—	—	PUNCT
cana-6245	246	24	were	be	AUX
cana-6245	246	25	examined	examine	VERB
cana-6245	246	26	.	.	PUNCT
cana-6245	247	1	the	the	DET
cana-6245	247	2	parking	parking	NOUN
cana-6245	247	3	limits	limit	NOUN
cana-6245	247	4	of	of	ADP
cana-6245	247	5	these	these	DET
cana-6245	247	6	lots	lot	NOUN
cana-6245	247	7	are	be	AUX
cana-6245	247	8	157	157	NUM
cana-6245	247	9	,	,	PUNCT
cana-6245	247	10	132	132	NUM
cana-6245	247	11	,	,	PUNCT
cana-6245	247	12	and	and	CCONJ
cana-6245	247	13	151	151	NUM
cana-6245	247	14	,	,	PUNCT
cana-6245	247	15	respectively	respectively	ADV
cana-6245	247	16	,	,	PUNCT
cana-6245	247	17	making	make	VERB
cana-6245	247	18	them	they	PRON
cana-6245	247	19	smallto	smallto	VERB
cana-6245	247	20	medium	medium	ADJ
cana-6245	247	21	-	-	PUNCT
cana-6245	247	22	sized	sized	ADJ
cana-6245	247	23	off	off	ADP
cana-6245	247	24	-	-	PUNCT
cana-6245	247	25	road	road	NOUN
cana-6245	247	26	facilities	facility	NOUN
cana-6245	247	27	.	.	PUNCT
cana-6245	248	1	these	these	DET
cana-6245	248	2	parking	parking	NOUN
cana-6245	248	3	lots	lot	NOUN
cana-6245	248	4	are	be	AUX
cana-6245	248	5	located	locate	VERB
cana-6245	248	6	right	right	ADV
cana-6245	248	7	next	next	ADV
cana-6245	248	8	to	to	ADP
cana-6245	248	9	each	each	DET
cana-6245	248	10	other	other	ADJ
cana-6245	248	11	,	,	PUNCT
cana-6245	248	12	as	as	SCONJ
cana-6245	248	13	seen	see	VERB
cana-6245	248	14	in	in	ADP
cana-6245	248	15	figure	figure	NOUN
cana-6245	248	16	4	4	NUM
cana-6245	248	17	.	.	PUNCT
cana-6245	248	18	cross	cross	VERB
cana-6245	248	19	-	-	ADJ
cana-6245	248	20	referencing	referencing	ADJ
cana-6245	248	21	between	between	ADP
cana-6245	248	22	the	the	DET
cana-6245	248	23	datasets	dataset	NOUN
cana-6245	248	24	is	be	AUX
cana-6245	248	25	made	make	VERB
cana-6245	248	26	possible	possible	ADJ
cana-6245	248	27	by	by	ADP
cana-6245	248	28	the	the	DET
cana-6245	248	29	fact	fact	NOUN
cana-6245	248	30	that	that	SCONJ
cana-6245	248	31	variations	variation	NOUN
cana-6245	248	32	in	in	ADP
cana-6245	248	33	net	net	ADJ
cana-6245	248	34	available	available	ADJ
cana-6245	248	35	parking	parking	NOUN
cana-6245	248	36	(	(	PUNCT
cana-6245	248	37	nap	nap	NOUN
cana-6245	248	38	)	)	PUNCT
cana-6245	248	39	values	value	NOUN
cana-6245	248	40	result	result	VERB
cana-6245	248	41	from	from	ADP
cana-6245	248	42	variations	variation	NOUN
cana-6245	248	43	in	in	ADP
cana-6245	248	44	the	the	DET
cana-6245	248	45	geographical	geographical	ADJ
cana-6245	248	46	region	region	NOUN
cana-6245	248	47	and	and	CCONJ
cana-6245	248	48	the	the	DET
cana-6245	248	49	public	public	ADJ
cana-6245	248	50	assets	asset	NOUN
cana-6245	248	51	surrounding	surround	VERB
cana-6245	248	52	it	it	PRON
cana-6245	248	53	.	.	PUNCT
cana-6245	249	1	figure	figure	VERB
cana-6245	249	2	4	4	NUM
cana-6245	249	3	:	:	PUNCT
cana-6245	249	4	geographical	geographical	ADJ
cana-6245	249	5	context	context	NOUN
cana-6245	249	6	and	and	CCONJ
cana-6245	249	7	environment	environment	NOUN
cana-6245	249	8	of	of	ADP
cana-6245	249	9	the	the	DET
cana-6245	249	10	examined	examine	VERB
cana-6245	249	11	parking	parking	NOUN
cana-6245	249	12	lots	lot	NOUN
cana-6245	249	13	because	because	SCONJ
cana-6245	249	14	of	of	ADP
cana-6245	249	15	its	its	PRON
cana-6245	249	16	proximity	proximity	NOUN
cana-6245	249	17	to	to	ADP
cana-6245	249	18	a	a	DET
cana-6245	249	19	subway	subway	NOUN
cana-6245	249	20	station	station	NOUN
cana-6245	249	21	,	,	PUNCT
cana-6245	249	22	p1	p1	PROPN
cana-6245	249	23	has	have	VERB
cana-6245	249	24	the	the	DET
cana-6245	249	25	largest	large	ADJ
cana-6245	249	26	demand	demand	NOUN
cana-6245	249	27	of	of	ADP
cana-6245	249	28	all	all	PRON
cana-6245	249	29	of	of	ADP
cana-6245	249	30	these	these	PRON
cana-6245	249	31	,	,	PUNCT
cana-6245	249	32	which	which	PRON
cana-6245	249	33	causes	cause	VERB
cana-6245	249	34	noticeable	noticeable	ADJ
cana-6245	249	35	variations	variation	NOUN
cana-6245	249	36	in	in	ADP
cana-6245	249	37	nap	nap	NOUN
cana-6245	249	38	,	,	PUNCT
cana-6245	249	39	as	as	SCONJ
cana-6245	249	40	seen	see	VERB
cana-6245	249	41	in	in	ADP
cana-6245	249	42	table	table	NOUN
cana-6245	249	43	2	2	NUM
cana-6245	249	44	and	and	CCONJ
cana-6245	249	45	figure	figure	VERB
cana-6245	249	46	5	5	NUM
cana-6245	249	47	.	.	PUNCT
cana-6245	250	1	due	due	ADP
cana-6245	250	2	to	to	ADP
cana-6245	250	3	their	their	PRON
cana-6245	250	4	proximity	proximity	NOUN
cana-6245	250	5	,	,	PUNCT
cana-6245	250	6	p2	p2	PROPN
cana-6245	250	7	and	and	CCONJ
cana-6245	250	8	p1	p1	NOUN
cana-6245	250	9	have	have	VERB
cana-6245	250	10	comparable	comparable	ADJ
cana-6245	250	11	traits	trait	NOUN
cana-6245	250	12	and	and	CCONJ
cana-6245	250	13	transportation	transportation	NOUN
cana-6245	250	14	accessibility	accessibility	NOUN
cana-6245	250	15	,	,	PUNCT
cana-6245	250	16	therefore	therefore	ADV
cana-6245	250	17	when	when	SCONJ
cana-6245	250	18	p1	p1	PROPN
cana-6245	250	19	reroutes	reroute	VERB
cana-6245	250	20	traffic	traffic	NOUN
cana-6245	250	21	,	,	PUNCT
cana-6245	250	22	there	there	PRON
cana-6245	250	23	is	be	VERB
cana-6245	250	24	no	no	DET
cana-6245	250	25	difference	difference	NOUN
cana-6245	250	26	.	.	PUNCT
cana-6245	251	1	however	however	ADV
cana-6245	251	2	,	,	PUNCT
cana-6245	251	3	because	because	SCONJ
cana-6245	251	4	of	of	ADP
cana-6245	251	5	its	its	PRON
cana-6245	251	6	functional	functional	ADJ
cana-6245	251	7	significance	significance	NOUN
cana-6245	251	8	in	in	ADP
cana-6245	251	9	the	the	DET
cana-6245	251	10	area	area	NOUN
cana-6245	251	11	,	,	PUNCT
cana-6245	251	12	p3	p3	PROPN
cana-6245	251	13	,	,	PUNCT
cana-6245	251	14	which	which	PRON
cana-6245	251	15	is	be	AUX
cana-6245	251	16	a	a	DET
cana-6245	251	17	little	little	ADJ
cana-6245	251	18	further	far	ADV
cana-6245	251	19	away	away	ADV
cana-6245	251	20	,	,	PUNCT
cana-6245	251	21	comes	come	VERB
cana-6245	251	22	in	in	ADP
cana-6245	251	23	second	second	ADJ
cana-6245	251	24	in	in	ADP
cana-6245	251	25	terms	term	NOUN
cana-6245	251	26	of	of	ADP
cana-6245	251	27	commercial	commercial	ADJ
cana-6245	251	28	activity	activity	NOUN
cana-6245	251	29	.	.	PUNCT
cana-6245	252	1	each	each	DET
cana-6245	252	2	parking	parking	NOUN
cana-6245	252	3	lot	lot	NOUN
cana-6245	252	4	is	be	AUX
cana-6245	252	5	normally	normally	ADV
cana-6245	252	6	open	open	ADJ
cana-6245	252	7	from	from	ADP
cana-6245	252	8	8:00	8:00	NUM
cana-6245	252	9	to	to	ADP
cana-6245	252	10	23:59	23:59	NUM
cana-6245	252	11	,	,	PUNCT
cana-6245	252	12	with	with	ADP
cana-6245	252	13	maintenance	maintenance	NOUN
cana-6245	252	14	hours	hour	NOUN
cana-6245	252	15	of	of	ADP
cana-6245	252	16	0:00	0:00	NUM
cana-6245	252	17	to	to	ADP
cana-6245	252	18	07:59	07:59	NUM
cana-6245	252	19	.	.	PUNCT
cana-6245	253	1	except	except	SCONJ
cana-6245	253	2	in	in	ADP
cana-6245	253	3	certain	certain	ADJ
cana-6245	253	4	situations	situation	NOUN
cana-6245	253	5	,	,	PUNCT
cana-6245	253	6	vehicle	vehicle	NOUN
cana-6245	253	7	entry	entry	NOUN
cana-6245	253	8	is	be	AUX
cana-6245	253	9	restricted	restrict	VERB
cana-6245	253	10	.	.	PUNCT
cana-6245	254	1	communications	communication	NOUN
cana-6245	254	2	on	on	ADP
cana-6245	254	3	applied	apply	VERB
cana-6245	254	4	nonlinear	nonlinear	ADJ
cana-6245	254	5	analysis	analysis	NOUN
cana-6245	254	6	issn	issn	NOUN
cana-6245	254	7	:	:	PUNCT
cana-6245	254	8	1074	1074	NUM
cana-6245	254	9	-	-	PUNCT
cana-6245	254	10	133x	133x	NUM
cana-6245	254	11	vol	vol	VERB
cana-6245	254	12	32	32	NUM
cana-6245	254	13	no	no	NOUN
cana-6245	254	14	.	.	PUNCT
cana-6245	255	1	10s	10	NOUN
cana-6245	255	2	(	(	PUNCT
cana-6245	255	3	2025	2025	NUM
cana-6245	255	4	)	)	PUNCT
cana-6245	255	5	3619	3619	NUM
cana-6245	255	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	255	7	figure	figure	NOUN
cana-6245	255	8	5	5	NUM
cana-6245	255	9	:	:	PUNCT
cana-6245	255	10	nap	nap	NOUN
cana-6245	255	11	of	of	ADP
cana-6245	255	12	p1	p1	NOUN
cana-6245	255	13	,	,	PUNCT
cana-6245	255	14	p2	p2	NOUN
cana-6245	255	15	,	,	PUNCT
cana-6245	255	16	and	and	CCONJ
cana-6245	255	17	p3	p3	PROPN
cana-6245	255	18	in	in	ADP
cana-6245	255	19	the	the	DET
cana-6245	255	20	year	year	NOUN
cana-6245	255	21	2024	2024	NUM
cana-6245	255	22	communications	communication	NOUN
cana-6245	255	23	on	on	ADP
cana-6245	255	24	applied	apply	VERB
cana-6245	255	25	nonlinear	nonlinear	ADJ
cana-6245	255	26	analysis	analysis	NOUN
cana-6245	255	27	issn	issn	NOUN
cana-6245	255	28	:	:	PUNCT
cana-6245	255	29	1074	1074	NUM
cana-6245	255	30	-	-	PUNCT
cana-6245	255	31	133x	133x	NUM
cana-6245	255	32	vol	vol	VERB
cana-6245	255	33	32	32	NUM
cana-6245	255	34	no	no	NOUN
cana-6245	255	35	.	.	PUNCT
cana-6245	256	1	10s	10	NOUN
cana-6245	256	2	(	(	PUNCT
cana-6245	256	3	2025	2025	NUM
cana-6245	256	4	)	)	PUNCT
cana-6245	256	5	3620	3620	NUM
cana-6245	256	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	256	7	table	table	NOUN
cana-6245	256	8	2	2	NUM
cana-6245	256	9	:	:	PUNCT
cana-6245	256	10	validation	validation	NOUN
cana-6245	256	11	of	of	ADP
cana-6245	256	12	data	datum	NOUN
cana-6245	256	13	and	and	CCONJ
cana-6245	256	14	errors	error	NOUN
cana-6245	256	15	parking	parking	NOUN
cana-6245	256	16	slot	slot	NOUN
cana-6245	256	17	𝑵𝒑,𝑻	𝑵𝒑,𝑻	NOUN
cana-6245	256	18	𝑵𝒑,𝑪	𝑵𝒑,𝑪	NOUN
cana-6245	256	19	error	error	NOUN
cana-6245	256	20	p1	p1	NOUN
cana-6245	256	21	152	152	NUM
cana-6245	256	22	152	152	NUM
cana-6245	256	23	0	0	NUM
cana-6245	256	24	p2	p2	PROPN
cana-6245	256	25	131	131	NUM
cana-6245	256	26	131	131	NUM
cana-6245	256	27	0	0	NUM
cana-6245	256	28	p3	p3	PROPN
cana-6245	256	29	150	150	NUM
cana-6245	256	30	150	150	NUM
cana-6245	256	31	0	0	NUM
cana-6245	256	32	vehicle	vehicle	NOUN
cana-6245	256	33	arrival	arrival	NOUN
cana-6245	256	34	and	and	CCONJ
cana-6245	256	35	departure	departure	NOUN
cana-6245	256	36	timings	timing	NOUN
cana-6245	256	37	are	be	AUX
cana-6245	256	38	precisely	precisely	ADV
cana-6245	256	39	captured	capture	VERB
cana-6245	256	40	by	by	ADP
cana-6245	256	41	entrance	entrance	NOUN
cana-6245	256	42	and	and	CCONJ
cana-6245	256	43	exit	exit	NOUN
cana-6245	256	44	cameras	camera	NOUN
cana-6245	256	45	,	,	PUNCT
cana-6245	256	46	which	which	PRON
cana-6245	256	47	the	the	DET
cana-6245	256	48	management	management	NOUN
cana-6245	256	49	system	system	NOUN
cana-6245	256	50	stores	store	NOUN
cana-6245	256	51	as	as	ADP
cana-6245	256	52	parking	parking	NOUN
cana-6245	256	53	records	record	NOUN
cana-6245	256	54	.	.	PUNCT
cana-6245	257	1	the	the	DET
cana-6245	257	2	net	net	ADJ
cana-6245	257	3	vehicle	vehicle	NOUN
cana-6245	257	4	influx	influx	VERB
cana-6245	257	5	over	over	ADP
cana-6245	257	6	a	a	DET
cana-6245	257	7	period	period	NOUN
cana-6245	257	8	𝛥𝑡	𝛥𝑡	PROPN
cana-6245	257	9	,	,	PUNCT
cana-6245	257	10	from	from	ADP
cana-6245	257	11	𝑡₀	𝑡₀	PROPN
cana-6245	257	12	to	to	ADP
cana-6245	257	13	𝑡₁	𝑡₁	NOUN
cana-6245	257	14	,	,	PUNCT
cana-6245	257	15	as	as	SCONJ
cana-6245	257	16	follows	follow	VERB
cana-6245	257	17	:	:	PUNCT
cana-6245	257	18	𝑞𝛥𝑡	𝑞𝛥𝑡	ADJ
cana-6245	257	19	=	=	SYM
cana-6245	257	20	𝑞𝑖𝑛	𝑞𝑖𝑛	ADV
cana-6245	257	21	,	,	PUNCT
cana-6245	257	22	𝛥𝑡	𝛥𝑡	PROPN
cana-6245	257	23	−	−	PROPN
cana-6245	257	24	𝑞𝑜𝑢𝑡	𝑞𝑜𝑢𝑡	ADJ
cana-6245	257	25	,	,	PUNCT
cana-6245	257	26	𝛥𝑡	𝛥𝑡	PROPN
cana-6245	257	27	(	(	PUNCT
cana-6245	257	28	12	12	NUM
cana-6245	257	29	)	)	PUNCT
cana-6245	257	30	given	give	VERB
cana-6245	257	31	the	the	DET
cana-6245	257	32	nap	nap	NOUN
cana-6245	257	33	at	at	ADP
cana-6245	257	34	time	time	NOUN
cana-6245	257	35	𝑡₀	𝑡₀	PROPN
cana-6245	257	36	,	,	PUNCT
cana-6245	257	37	denoted	denote	VERB
cana-6245	257	38	as	as	ADP
cana-6245	257	39	𝑁𝑡0	𝑁𝑡0	ADJ
cana-6245	257	40	,	,	PUNCT
cana-6245	257	41	the	the	DET
cana-6245	257	42	nap	nap	NOUN
cana-6245	257	43	at	at	ADP
cana-6245	257	44	time	time	NOUN
cana-6245	257	45	𝑡₁	𝑡₁	NOUN
cana-6245	257	46	is	be	AUX
cana-6245	257	47	determined	determine	VERB
cana-6245	257	48	as	as	ADP
cana-6245	257	49	:	:	PUNCT
cana-6245	257	50	𝑁𝑡1	𝑁𝑡1	NOUN
cana-6245	257	51	=	=	SYM
cana-6245	257	52	𝑁𝑡0	𝑁𝑡0	NOUN
cana-6245	258	1	−	−	PROPN
cana-6245	258	2	𝑞𝛥𝑡	𝑞𝛥𝑡	ADJ
cana-6245	258	3	(	(	PUNCT
cana-6245	258	4	13	13	NUM
cana-6245	258	5	)	)	PUNCT
cana-6245	258	6	the	the	DET
cana-6245	258	7	initial	initial	ADJ
cana-6245	258	8	nap	nap	NOUN
cana-6245	258	9	for	for	ADP
cana-6245	258	10	each	each	DET
cana-6245	258	11	parking	parking	NOUN
cana-6245	258	12	lot	lot	NOUN
cana-6245	258	13	at	at	ADP
cana-6245	258	14	time	time	NOUN
cana-6245	258	15	𝑡₀	𝑡₀	PROPN
cana-6245	258	16	,	,	PUNCT
cana-6245	258	17	represented	represent	VERB
cana-6245	258	18	as	as	ADP
cana-6245	258	19	𝑁𝑝,𝑡0	𝑁𝑝,𝑡0	PROPN
cana-6245	258	20	,	,	PUNCT
cana-6245	258	21	is	be	AUX
cana-6245	258	22	given	give	VERB
cana-6245	258	23	by	by	ADP
cana-6245	258	24	:	:	PUNCT
cana-6245	258	25	𝑁𝑝,𝑡0	𝑁𝑝,𝑡0	PROPN
cana-6245	258	26	=	=	PUNCT
cana-6245	259	1	𝑄𝑝	𝑄𝑝	PROPN
cana-6245	259	2	−	−	PROPN
cana-6245	259	3	𝑛𝑝,𝑡0	𝑛𝑝,𝑡0	NOUN
cana-6245	259	4	(	(	PUNCT
cana-6245	259	5	14	14	NUM
cana-6245	259	6	)	)	PUNCT
cana-6245	259	7	where	where	SCONJ
cana-6245	259	8	𝑄𝑝	𝑄𝑝	PROPN
cana-6245	259	9	is	be	AUX
cana-6245	259	10	the	the	DET
cana-6245	259	11	total	total	ADJ
cana-6245	259	12	parking	parking	NOUN
cana-6245	259	13	capacity	capacity	NOUN
cana-6245	259	14	,	,	PUNCT
cana-6245	259	15	and	and	CCONJ
cana-6245	259	16	𝑛𝑝,𝑡0	𝑛𝑝,𝑡0	NOUN
cana-6245	259	17	is	be	AUX
cana-6245	259	18	the	the	DET
cana-6245	259	19	number	number	NOUN
cana-6245	259	20	of	of	ADP
cana-6245	259	21	vehicles	vehicle	NOUN
cana-6245	259	22	present	present	ADJ
cana-6245	259	23	at	at	ADP
cana-6245	259	24	closing	closing	NOUN
cana-6245	259	25	time	time	NOUN
cana-6245	259	26	on	on	ADP
cana-6245	259	27	february	february	PROPN
cana-6245	259	28	5	5	NUM
cana-6245	259	29	,	,	PUNCT
cana-6245	259	30	2024	2024	NUM
cana-6245	259	31	.	.	PUNCT
cana-6245	260	1	on	on	ADP
cana-6245	260	2	november	november	PROPN
cana-6245	260	3	2	2	NUM
cana-6245	260	4	,	,	PUNCT
cana-6245	260	5	2024	2024	NUM
cana-6245	260	6	,	,	PUNCT
cana-6245	260	7	a	a	DET
cana-6245	260	8	validation	validation	NOUN
cana-6245	260	9	point	point	NOUN
cana-6245	260	10	was	be	AUX
cana-6245	260	11	created	create	VERB
cana-6245	260	12	to	to	PART
cana-6245	260	13	compare	compare	VERB
cana-6245	260	14	the	the	DET
cana-6245	260	15	calculated	calculated	ADJ
cana-6245	260	16	and	and	CCONJ
cana-6245	260	17	actual	actual	ADJ
cana-6245	260	18	nap	nap	NOUN
cana-6245	260	19	values	value	NOUN
cana-6245	260	20	,	,	PUNCT
cana-6245	260	21	represented	represent	VERB
cana-6245	260	22	by	by	ADP
cana-6245	260	23	the	the	DET
cana-6245	260	24	notation	notation	NOUN
cana-6245	260	25	𝑁𝑝,𝑇⁡and	𝑁𝑝,𝑇⁡and	X
cana-6245	260	26	𝑁𝑝,𝐶⁡	𝑁𝑝,𝐶⁡	PROPN
cana-6245	260	27	,	,	PUNCT
cana-6245	260	28	respectively	respectively	ADV
cana-6245	260	29	,	,	PUNCT
cana-6245	260	30	in	in	ADP
cana-6245	260	31	order	order	NOUN
cana-6245	260	32	to	to	PART
cana-6245	260	33	confirm	confirm	VERB
cana-6245	260	34	the	the	DET
cana-6245	260	35	accuracy	accuracy	NOUN
cana-6245	260	36	of	of	ADP
cana-6245	260	37	the	the	DET
cana-6245	260	38	data	datum	NOUN
cana-6245	260	39	.	.	PUNCT
cana-6245	261	1	the	the	DET
cana-6245	261	2	computed	computed	ADJ
cana-6245	261	3	nap	nap	NOUN
cana-6245	261	4	for	for	ADP
cana-6245	261	5	a	a	DET
cana-6245	261	6	specific	specific	ADJ
cana-6245	261	7	parking	parking	NOUN
cana-6245	261	8	lot	lot	NOUN
cana-6245	261	9	𝑝	𝑝	NOUN
cana-6245	261	10	at	at	ADP
cana-6245	261	11	a	a	DET
cana-6245	261	12	certain	certain	ADJ
cana-6245	261	13	time	time	NOUN
cana-6245	261	14	is	be	AUX
cana-6245	261	15	represented	represent	VERB
cana-6245	261	16	by𝑁𝑝,𝐶⁡.	by𝑁𝑝,𝐶⁡.	NOUN
cana-6245	261	17	it	it	PRON
cana-6245	261	18	is	be	AUX
cana-6245	261	19	obtained	obtain	VERB
cana-6245	261	20	by	by	ADP
cana-6245	261	21	applying	apply	VERB
cana-6245	261	22	the	the	DET
cana-6245	261	23	suggested	suggest	VERB
cana-6245	261	24	algorithm	algorithm	NOUN
cana-6245	261	25	,	,	PUNCT
cana-6245	261	26	which	which	PRON
cana-6245	261	27	is	be	AUX
cana-6245	261	28	based	base	VERB
cana-6245	261	29	on	on	ADP
cana-6245	261	30	vehicle	vehicle	NOUN
cana-6245	261	31	entry	entry	NOUN
cana-6245	261	32	and	and	CCONJ
cana-6245	261	33	exit	exit	NOUN
cana-6245	261	34	records	record	NOUN
cana-6245	261	35	.	.	PUNCT
cana-6245	262	1	the	the	DET
cana-6245	262	2	accuracy	accuracy	NOUN
cana-6245	262	3	of	of	ADP
cana-6245	262	4	the	the	DET
cana-6245	262	5	dataset	dataset	NOUN
cana-6245	262	6	preprocessing	preprocessing	NOUN
cana-6245	262	7	approach	approach	NOUN
cana-6245	262	8	is	be	AUX
cana-6245	262	9	evaluated	evaluate	VERB
cana-6245	262	10	by	by	ADP
cana-6245	262	11	comparing	compare	VERB
cana-6245	262	12	it	it	PRON
cana-6245	262	13	to	to	ADP
cana-6245	262	14	𝑁𝑝,𝑇⁡	𝑁𝑝,𝑇⁡	SYM
cana-6245	262	15	,	,	PUNCT
cana-6245	262	16	the	the	DET
cana-6245	262	17	real	real	ADJ
cana-6245	262	18	nap	nap	NOUN
cana-6245	262	19	counted	count	VERB
cana-6245	262	20	manually	manually	ADV
cana-6245	262	21	during	during	ADP
cana-6245	262	22	validation	validation	NOUN
cana-6245	262	23	.	.	PUNCT
cana-6245	263	1	when	when	SCONJ
cana-6245	263	2	𝑁𝑝,𝐶⁡	𝑁𝑝,𝐶⁡	PRON
cana-6245	263	3	roughly	roughly	ADV
cana-6245	263	4	resembles	resemble	VERB
cana-6245	263	5	𝑁𝑝,𝑇⁡	𝑁𝑝,𝑇⁡	NUM
cana-6245	263	6	,	,	PUNCT
cana-6245	263	7	the	the	DET
cana-6245	263	8	algorithm	algorithm	NOUN
cana-6245	263	9	is	be	AUX
cana-6245	263	10	processing	process	VERB
cana-6245	263	11	and	and	CCONJ
cana-6245	263	12	estimating	estimate	VERB
cana-6245	263	13	parking	parking	NOUN
cana-6245	263	14	availability	availability	NOUN
cana-6245	263	15	accurately	accurately	ADV
cana-6245	263	16	.	.	PUNCT
cana-6245	264	1	data	datum	NOUN
cana-6245	264	2	consistency	consistency	NOUN
cana-6245	264	3	was	be	AUX
cana-6245	264	4	checked	check	VERB
cana-6245	264	5	by	by	ADP
cana-6245	264	6	manual	manual	ADJ
cana-6245	264	7	field	field	NOUN
cana-6245	264	8	verification	verification	NOUN
cana-6245	264	9	,	,	PUNCT
cana-6245	264	10	as	as	SCONJ
cana-6245	264	11	indicated	indicate	VERB
cana-6245	264	12	in	in	ADP
cana-6245	264	13	table	table	NOUN
cana-6245	264	14	x.	x.	NOUN
cana-6245	264	15	sequence	sequence	NOUN
cana-6245	264	16	durations	duration	NOUN
cana-6245	264	17	of	of	ADP
cana-6245	264	18	525,600	525,600	NUM
cana-6245	264	19	were	be	AUX
cana-6245	264	20	obtained	obtain	VERB
cana-6245	264	21	by	by	ADP
cana-6245	264	22	processing	process	VERB
cana-6245	264	23	the	the	DET
cana-6245	264	24	raw	raw	ADJ
cana-6245	264	25	data	datum	NOUN
cana-6245	264	26	from	from	ADP
cana-6245	264	27	p1	p1	NOUN
cana-6245	264	28	,	,	PUNCT
cana-6245	264	29	p2	p2	NOUN
cana-6245	264	30	,	,	PUNCT
cana-6245	264	31	and	and	CCONJ
cana-6245	265	1	p3	p3	PROPN
cana-6245	265	2	using	use	VERB
cana-6245	265	3	the	the	DET
cana-6245	265	4	suggested	suggest	VERB
cana-6245	265	5	algorithm	algorithm	NOUN
cana-6245	265	6	to	to	PART
cana-6245	265	7	create	create	VERB
cana-6245	265	8	time	time	NOUN
cana-6245	265	9	-	-	PUNCT
cana-6245	265	10	series	series	NOUN
cana-6245	265	11	datasets	dataset	NOUN
cana-6245	265	12	that	that	PRON
cana-6245	265	13	represented	represent	VERB
cana-6245	265	14	per	per	ADP
cana-6245	265	15	-	-	PUNCT
cana-6245	265	16	minute	minute	NOUN
cana-6245	265	17	nap	nap	NOUN
cana-6245	265	18	values	value	NOUN
cana-6245	265	19	throughout	throughout	ADP
cana-6245	265	20	2024	2024	NUM
cana-6245	265	21	.	.	PUNCT
cana-6245	266	1	the	the	DET
cana-6245	266	2	statistics	statistic	NOUN
cana-6245	266	3	are	be	AUX
cana-6245	266	4	representative	representative	ADJ
cana-6245	266	5	of	of	ADP
cana-6245	266	6	typical	typical	ADJ
cana-6245	266	7	parking	parking	NOUN
cana-6245	266	8	facilities	facility	NOUN
cana-6245	266	9	in	in	ADP
cana-6245	266	10	the	the	DET
cana-6245	266	11	region	region	NOUN
cana-6245	266	12	since	since	SCONJ
cana-6245	266	13	they	they	PRON
cana-6245	266	14	show	show	VERB
cana-6245	266	15	similar	similar	ADJ
cana-6245	266	16	trends	trend	NOUN
cana-6245	266	17	,	,	PUNCT
cana-6245	266	18	opposites	opposite	NOUN
cana-6245	266	19	,	,	PUNCT
cana-6245	266	20	and	and	CCONJ
cana-6245	266	21	variance	variance	NOUN
cana-6245	266	22	due	due	ADJ
cana-6245	266	23	to	to	ADP
cana-6245	266	24	identical	identical	ADJ
cana-6245	266	25	geographical	geographical	ADJ
cana-6245	266	26	and	and	CCONJ
cana-6245	266	27	operational	operational	ADJ
cana-6245	266	28	factors	factor	NOUN
cana-6245	266	29	.	.	PUNCT
cana-6245	267	1	table	table	NOUN
cana-6245	267	2	3	3	NUM
cana-6245	267	3	lists	list	VERB
cana-6245	267	4	the	the	DET
cana-6245	267	5	primary	primary	ADJ
cana-6245	267	6	attributes	attribute	NOUN
cana-6245	267	7	of	of	ADP
cana-6245	267	8	the	the	DET
cana-6245	267	9	datasets	dataset	NOUN
cana-6245	267	10	.	.	PUNCT
cana-6245	268	1	the	the	DET
cana-6245	268	2	true	true	ADJ
cana-6245	268	3	dataset	dataset	NOUN
cana-6245	268	4	p2	p2	PROPN
cana-6245	268	5	has	have	VERB
cana-6245	268	6	the	the	DET
cana-6245	268	7	lowest	low	ADJ
cana-6245	268	8	dispersion	dispersion	NOUN
cana-6245	268	9	,	,	PUNCT
cana-6245	268	10	according	accord	VERB
cana-6245	268	11	to	to	ADP
cana-6245	268	12	a	a	DET
cana-6245	268	13	table	table	NOUN
cana-6245	268	14	analysis	analysis	NOUN
cana-6245	268	15	,	,	PUNCT
cana-6245	268	16	suggesting	suggest	VERB
cana-6245	268	17	rather	rather	ADV
cana-6245	268	18	consistent	consistent	ADJ
cana-6245	268	19	data	datum	NOUN
cana-6245	268	20	changes	change	NOUN
cana-6245	268	21	.	.	PUNCT
cana-6245	269	1	additionally	additionally	ADV
cana-6245	269	2	,	,	PUNCT
cana-6245	269	3	the	the	DET
cana-6245	269	4	order	order	NOUN
cana-6245	269	5	of	of	ADP
cana-6245	269	6	communications	communication	NOUN
cana-6245	269	7	on	on	ADP
cana-6245	269	8	applied	apply	VERB
cana-6245	269	9	nonlinear	nonlinear	ADJ
cana-6245	269	10	analysis	analysis	NOUN
cana-6245	269	11	issn	issn	NOUN
cana-6245	269	12	:	:	PUNCT
cana-6245	269	13	1074	1074	NUM
cana-6245	269	14	-	-	PUNCT
cana-6245	269	15	133x	133x	NUM
cana-6245	269	16	vol	vol	VERB
cana-6245	269	17	32	32	NUM
cana-6245	269	18	no	no	NOUN
cana-6245	269	19	.	.	PUNCT
cana-6245	270	1	10s	10	NOUN
cana-6245	270	2	(	(	PUNCT
cana-6245	270	3	2025	2025	NUM
cana-6245	270	4	)	)	PUNCT
cana-6245	270	5	3621	3621	NUM
cana-6245	270	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	270	7	magnitude	magnitude	NOUN
cana-6245	270	8	of	of	ADP
cana-6245	270	9	the	the	DET
cana-6245	270	10	sample	sample	NOUN
cana-6245	270	11	data	datum	NOUN
cana-6245	270	12	and	and	CCONJ
cana-6245	270	13	the	the	DET
cana-6245	270	14	ranges	range	NOUN
cana-6245	270	15	and	and	CCONJ
cana-6245	270	16	dynamic	dynamic	ADJ
cana-6245	270	17	ranges	range	NOUN
cana-6245	270	18	of	of	ADP
cana-6245	270	19	p1	p1	NOUN
cana-6245	270	20	,	,	PUNCT
cana-6245	270	21	p2	p2	NOUN
cana-6245	270	22	,	,	PUNCT
cana-6245	270	23	and	and	CCONJ
cana-6245	270	24	p3	p3	PROPN
cana-6245	270	25	show	show	VERB
cana-6245	270	26	commonalities	commonality	NOUN
cana-6245	270	27	,	,	PUNCT
cana-6245	270	28	allowing	allow	VERB
cana-6245	270	29	for	for	ADP
cana-6245	270	30	repeated	repeat	VERB
cana-6245	270	31	verification	verification	NOUN
cana-6245	270	32	to	to	PART
cana-6245	270	33	evaluate	evaluate	VERB
cana-6245	270	34	the	the	DET
cana-6245	270	35	prediction	prediction	NOUN
cana-6245	270	36	model	model	NOUN
cana-6245	270	37	's	's	PART
cana-6245	270	38	stability	stability	NOUN
cana-6245	270	39	.	.	PUNCT
cana-6245	271	1	table	table	NOUN
cana-6245	271	2	3	3	NUM
cana-6245	271	3	:	:	PUNCT
cana-6245	271	4	datasets	dataset	VERB
cana-6245	271	5	characteristic	characteristic	ADJ
cana-6245	271	6	datasets	dataset	NOUN
cana-6245	271	7	attribute	attribute	NOUN
cana-6245	271	8	min	min	PROPN
cana-6245	271	9	max	max	PROPN
cana-6245	271	10	standard	standard	PROPN
cana-6245	271	11	deviation	deviation	NOUN
cana-6245	271	12	(	(	PUNCT
cana-6245	271	13	sd	sd	NOUN
cana-6245	271	14	)	)	PUNCT
cana-6245	271	15	p1	p1	NOUN
cana-6245	271	16	real	real	ADJ
cana-6245	271	17	0	0	NUM
cana-6245	272	1	152	152	NUM
cana-6245	272	2	58.5	58.5	NUM
cana-6245	272	3	p2	p2	NOUN
cana-6245	272	4	real	real	ADJ
cana-6245	272	5	0	0	NUM
cana-6245	272	6	132	132	NUM
cana-6245	272	7	29.0	29.0	NUM
cana-6245	272	8	p3	p3	NOUN
cana-6245	272	9	real	real	ADJ
cana-6245	272	10	0	0	NUM
cana-6245	272	11	151	151	NUM
cana-6245	272	12	42.2	42.2	NUM
cana-6245	272	13	accuracy	accuracy	NOUN
cana-6245	272	14	and	and	CCONJ
cana-6245	272	15	efficiency	efficiency	NOUN
cana-6245	272	16	comparison	comparison	NOUN
cana-6245	272	17	among	among	ADP
cana-6245	272	18	parking	parking	NOUN
cana-6245	272	19	models	model	NOUN
cana-6245	272	20	both	both	CCONJ
cana-6245	272	21	the	the	DET
cana-6245	272	22	tcn	tcn	PROPN
cana-6245	272	23	and	and	CCONJ
cana-6245	272	24	lstm	lstm	NOUN
cana-6245	272	25	networks	network	NOUN
cana-6245	272	26	achieved	achieve	VERB
cana-6245	272	27	good	good	ADJ
cana-6245	272	28	accuracy	accuracy	NOUN
cana-6245	272	29	on	on	ADP
cana-6245	272	30	the	the	DET
cana-6245	272	31	real	real	ADJ
cana-6245	272	32	and	and	CCONJ
cana-6245	272	33	synthetic	synthetic	ADJ
cana-6245	272	34	datasets	dataset	NOUN
cana-6245	272	35	,	,	PUNCT
cana-6245	272	36	as	as	SCONJ
cana-6245	272	37	shown	show	VERB
cana-6245	272	38	in	in	ADP
cana-6245	272	39	table	table	NOUN
cana-6245	272	40	4	4	NUM
cana-6245	272	41	.	.	PUNCT
cana-6245	272	42	figure	figure	NOUN
cana-6245	272	43	8	8	NUM
cana-6245	272	44	shows	show	VERB
cana-6245	272	45	the	the	DET
cana-6245	272	46	mse	mse	NOUN
cana-6245	272	47	convergence	convergence	NOUN
cana-6245	272	48	curves	curve	NOUN
cana-6245	272	49	for	for	ADP
cana-6245	272	50	lstm	lstm	NOUN
cana-6245	272	51	and	and	CCONJ
cana-6245	272	52	tcn	tcn	PROPN
cana-6245	272	53	.	.	PUNCT
cana-6245	273	1	within	within	ADP
cana-6245	273	2	50	50	NUM
cana-6245	273	3	epochs	epoch	NOUN
cana-6245	273	4	,	,	PUNCT
cana-6245	273	5	both	both	PRON
cana-6245	273	6	approaches	approach	VERB
cana-6245	273	7	quickly	quickly	ADV
cana-6245	273	8	converged	converge	VERB
cana-6245	273	9	,	,	PUNCT
cana-6245	273	10	and	and	CCONJ
cana-6245	273	11	after	after	ADP
cana-6245	273	12	100	100	NUM
cana-6245	273	13	epochs	epoch	NOUN
cana-6245	273	14	,	,	PUNCT
cana-6245	273	15	they	they	PRON
cana-6245	273	16	stabilized	stabilize	VERB
cana-6245	273	17	.	.	PUNCT
cana-6245	274	1	this	this	DET
cana-6245	274	2	finding	finding	NOUN
cana-6245	274	3	implies	imply	VERB
cana-6245	274	4	that	that	SCONJ
cana-6245	274	5	both	both	DET
cana-6245	274	6	strategies	strategy	NOUN
cana-6245	274	7	are	be	AUX
cana-6245	274	8	effective	effective	ADJ
cana-6245	274	9	for	for	ADP
cana-6245	274	10	datasets	dataset	NOUN
cana-6245	274	11	with	with	ADP
cana-6245	274	12	identical	identical	ADJ
cana-6245	274	13	features	feature	NOUN
cana-6245	274	14	,	,	PUNCT
cana-6245	274	15	shifting	shift	VERB
cana-6245	274	16	trends	trend	NOUN
cana-6245	274	17	,	,	PUNCT
cana-6245	274	18	and	and	CCONJ
cana-6245	274	19	different	different	ADJ
cana-6245	274	20	sample	sample	NOUN
cana-6245	274	21	sizes	size	NOUN
cana-6245	274	22	.	.	PUNCT
cana-6245	275	1	using	use	VERB
cana-6245	275	2	three	three	NUM
cana-6245	275	3	datasets	dataset	NOUN
cana-6245	275	4	(	(	PUNCT
cana-6245	275	5	p1	p1	NOUN
cana-6245	275	6	,	,	PUNCT
cana-6245	275	7	p2	p2	NOUN
cana-6245	275	8	,	,	PUNCT
cana-6245	275	9	and	and	CCONJ
cana-6245	275	10	p3	p3	PROPN
cana-6245	275	11	)	)	PUNCT
cana-6245	275	12	for	for	ADP
cana-6245	275	13	a	a	DET
cana-6245	275	14	smart	smart	ADJ
cana-6245	275	15	parking	parking	NOUN
cana-6245	275	16	system	system	NOUN
cana-6245	275	17	,	,	PUNCT
cana-6245	275	18	the	the	DET
cana-6245	275	19	graph	graph	NOUN
cana-6245	275	20	compares	compare	VERB
cana-6245	275	21	the	the	DET
cana-6245	275	22	error	error	NOUN
cana-6245	275	23	convergence	convergence	NOUN
cana-6245	275	24	of	of	ADP
cana-6245	275	25	four	four	NUM
cana-6245	275	26	predictive	predictive	ADJ
cana-6245	275	27	approaches	approach	NOUN
cana-6245	275	28	:	:	PUNCT
cana-6245	275	29	lstm	lstm	NOUN
cana-6245	275	30	-	-	PUNCT
cana-6245	275	31	drrnn	drrnn	NOUN
cana-6245	275	32	(	(	PUNCT
cana-6245	275	33	proposed	propose	VERB
cana-6245	275	34	model	model	NOUN
cana-6245	275	35	)	)	PUNCT
cana-6245	275	36	,	,	PUNCT
cana-6245	275	37	lstm	lstm	PROPN
cana-6245	275	38	,	,	PUNCT
cana-6245	275	39	anfis	anfis	PROPN
cana-6245	275	40	-	-	PUNCT
cana-6245	275	41	dl	dl	PROPN
cana-6245	275	42	,	,	PUNCT
cana-6245	275	43	and	and	CCONJ
cana-6245	275	44	ml	ml	X
cana-6245	275	45	.	.	PUNCT
cana-6245	276	1	the	the	DET
cana-6245	276	2	suggested	suggest	VERB
cana-6245	276	3	lstm	lstm	ADJ
cana-6245	276	4	-	-	PUNCT
cana-6245	276	5	drrnn	drrnn	NOUN
cana-6245	276	6	model	model	NOUN
cana-6245	276	7	outperforms	outperform	VERB
cana-6245	276	8	the	the	DET
cana-6245	276	9	conventional	conventional	ADJ
cana-6245	276	10	lstm	lstm	NOUN
cana-6245	276	11	,	,	PUNCT
cana-6245	276	12	anfis	anfis	PROPN
cana-6245	276	13	-	-	PUNCT
cana-6245	276	14	dl	dl	PROPN
cana-6245	276	15	,	,	PUNCT
cana-6245	276	16	and	and	CCONJ
cana-6245	276	17	ml	ml	ADP
cana-6245	276	18	approaches	approach	NOUN
cana-6245	276	19	,	,	PUNCT
cana-6245	276	20	which	which	PRON
cana-6245	276	21	exhibit	exhibit	VERB
cana-6245	276	22	relatively	relatively	ADV
cana-6245	276	23	greater	great	ADJ
cana-6245	276	24	error	error	NOUN
cana-6245	276	25	values	value	NOUN
cana-6245	276	26	and	and	CCONJ
cana-6245	276	27	slower	slow	ADJ
cana-6245	276	28	learning	learning	NOUN
cana-6245	276	29	rates	rate	NOUN
cana-6245	276	30	,	,	PUNCT
cana-6245	276	31	in	in	ADP
cana-6245	276	32	terms	term	NOUN
cana-6245	276	33	of	of	ADP
cana-6245	276	34	both	both	PRON
cana-6245	276	35	speed	speed	NOUN
cana-6245	276	36	and	and	CCONJ
cana-6245	276	37	accuracy	accuracy	NOUN
cana-6245	276	38	.	.	PUNCT
cana-6245	277	1	zoomed	zoom	VERB
cana-6245	277	2	-	-	PUNCT
cana-6245	277	3	in	in	ADP
cana-6245	277	4	insets	inset	NOUN
cana-6245	277	5	also	also	ADV
cana-6245	277	6	show	show	VERB
cana-6245	277	7	how	how	SCONJ
cana-6245	277	8	lstm	lstm	ADJ
cana-6245	277	9	-	-	PUNCT
cana-6245	277	10	drrnn	drrnn	NOUN
cana-6245	277	11	quickly	quickly	ADV
cana-6245	277	12	lowers	lower	VERB
cana-6245	277	13	mse	mse	NOUN
cana-6245	277	14	in	in	ADP
cana-6245	277	15	the	the	DET
cana-6245	277	16	early	early	ADJ
cana-6245	277	17	training	training	NOUN
cana-6245	277	18	stages	stage	NOUN
cana-6245	277	19	,	,	PUNCT
cana-6245	277	20	suggesting	suggest	VERB
cana-6245	277	21	a	a	DET
cana-6245	277	22	better	well	ADJ
cana-6245	277	23	capacity	capacity	NOUN
cana-6245	277	24	to	to	PART
cana-6245	277	25	grasp	grasp	VERB
cana-6245	277	26	the	the	DET
cana-6245	277	27	intricate	intricate	ADJ
cana-6245	277	28	patterns	pattern	NOUN
cana-6245	277	29	of	of	ADP
cana-6245	277	30	parking	parking	NOUN
cana-6245	277	31	availability	availability	NOUN
cana-6245	277	32	.	.	PUNCT
cana-6245	278	1	figure	figure	VERB
cana-6245	278	2	6	6	NUM
cana-6245	278	3	:	:	PUNCT
cana-6245	278	4	convergence	convergence	NOUN
cana-6245	278	5	curves	curve	NOUN
cana-6245	278	6	for	for	ADP
cana-6245	278	7	smart	smart	ADJ
cana-6245	278	8	parking	parking	NOUN
cana-6245	278	9	schemes	scheme	NOUN
cana-6245	278	10	using	use	VERB
cana-6245	278	11	p1	p1	NOUN
cana-6245	278	12	,	,	PUNCT
cana-6245	278	13	p2	p2	PROPN
cana-6245	278	14	and	and	CCONJ
cana-6245	278	15	p3	p3	NOUN
cana-6245	278	16	datasets	dataset	VERB
cana-6245	278	17	the	the	DET
cana-6245	278	18	accuracy	accuracy	NOUN
cana-6245	278	19	of	of	ADP
cana-6245	278	20	the	the	DET
cana-6245	278	21	predictions	prediction	NOUN
cana-6245	278	22	was	be	AUX
cana-6245	278	23	improved	improve	VERB
cana-6245	278	24	via	via	ADP
cana-6245	278	25	lstm	lstm	NOUN
cana-6245	278	26	-	-	PUNCT
cana-6245	278	27	drrnn	drrnn	NOUN
cana-6245	278	28	.	.	PUNCT
cana-6245	279	1	when	when	SCONJ
cana-6245	279	2	comparing	compare	VERB
cana-6245	279	3	the	the	DET
cana-6245	279	4	test	test	NOUN
cana-6245	279	5	set	set	VERB
cana-6245	279	6	mse	mse	NOUN
cana-6245	279	7	of	of	ADP
cana-6245	279	8	the	the	DET
cana-6245	279	9	two	two	NUM
cana-6245	279	10	networks	network	NOUN
cana-6245	279	11	,	,	PUNCT
cana-6245	279	12	table	table	NOUN
cana-6245	279	13	4	4	NUM
cana-6245	279	14	demonstrates	demonstrate	VERB
cana-6245	279	15	that	that	SCONJ
cana-6245	279	16	lstm	lstm	NOUN
cana-6245	279	17	-	-	PUNCT
cana-6245	279	18	drrnn	drrnn	NOUN
cana-6245	279	19	outperformed	outperform	VERB
cana-6245	279	20	lstm	lstm	NOUN
cana-6245	279	21	in	in	ADP
cana-6245	279	22	terms	term	NOUN
cana-6245	279	23	of	of	ADP
cana-6245	279	24	communications	communication	NOUN
cana-6245	279	25	on	on	ADP
cana-6245	279	26	applied	apply	VERB
cana-6245	279	27	nonlinear	nonlinear	ADJ
cana-6245	279	28	analysis	analysis	NOUN
cana-6245	279	29	issn	issn	NOUN
cana-6245	279	30	:	:	PUNCT
cana-6245	279	31	1074	1074	NUM
cana-6245	279	32	-	-	PUNCT
cana-6245	279	33	133x	133x	NUM
cana-6245	279	34	vol	vol	VERB
cana-6245	279	35	32	32	NUM
cana-6245	279	36	no	no	NOUN
cana-6245	279	37	.	.	PUNCT
cana-6245	280	1	10s	10	NOUN
cana-6245	280	2	(	(	PUNCT
cana-6245	280	3	2025	2025	NUM
cana-6245	280	4	)	)	PUNCT
cana-6245	280	5	3622	3622	NUM
cana-6245	280	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	280	7	prediction	prediction	NOUN
cana-6245	280	8	accuracy	accuracy	NOUN
cana-6245	280	9	on	on	ADP
cana-6245	280	10	p1	p1	NOUN
cana-6245	280	11	and	and	CCONJ
cana-6245	280	12	p2	p2	NOUN
cana-6245	280	13	.	.	PUNCT
cana-6245	281	1	all	all	DET
cana-6245	281	2	things	thing	NOUN
cana-6245	281	3	considered	consider	VERB
cana-6245	281	4	,	,	PUNCT
cana-6245	281	5	the	the	DET
cana-6245	281	6	average	average	ADJ
cana-6245	281	7	mse	mse	NOUN
cana-6245	281	8	of	of	ADP
cana-6245	281	9	lstm	lstm	NOUN
cana-6245	281	10	-	-	PUNCT
cana-6245	281	11	drrnn	drrnn	NOUN
cana-6245	281	12	was	be	AUX
cana-6245	281	13	23	23	NUM
cana-6245	281	14	%	%	NOUN
cana-6245	281	15	lower	low	ADJ
cana-6245	281	16	than	than	ADP
cana-6245	281	17	that	that	PRON
cana-6245	281	18	of	of	ADP
cana-6245	281	19	the	the	DET
cana-6245	281	20	conventional	conventional	ADJ
cana-6245	281	21	lstm	lstm	NOUN
cana-6245	281	22	,	,	PUNCT
cana-6245	281	23	suggesting	suggest	VERB
cana-6245	281	24	a	a	DET
cana-6245	281	25	significant	significant	ADJ
cana-6245	281	26	increase	increase	NOUN
cana-6245	281	27	in	in	ADP
cana-6245	281	28	accuracy	accuracy	NOUN
cana-6245	281	29	brought	bring	VERB
cana-6245	281	30	about	about	ADP
cana-6245	281	31	by	by	ADP
cana-6245	281	32	the	the	DET
cana-6245	281	33	network	network	NOUN
cana-6245	281	34	upgrade	upgrade	VERB
cana-6245	281	35	.	.	PUNCT
cana-6245	282	1	in	in	ADP
cana-6245	282	2	fact	fact	NOUN
cana-6245	282	3	,	,	PUNCT
cana-6245	282	4	lstm	lstm	NOUN
cana-6245	282	5	-	-	PUNCT
cana-6245	282	6	drrnn	drrnn	NOUN
cana-6245	282	7	outperformed	outperform	VERB
cana-6245	282	8	lstm	lstm	NOUN
cana-6245	282	9	by	by	ADP
cana-6245	282	10	48	48	NUM
cana-6245	282	11	%	%	NOUN
cana-6245	282	12	in	in	ADP
cana-6245	282	13	the	the	DET
cana-6245	282	14	p1	p1	NOUN
cana-6245	282	15	dataset	dataset	NOUN
cana-6245	282	16	.	.	PUNCT
cana-6245	283	1	table	table	NOUN
cana-6245	283	2	4	4	NUM
cana-6245	283	3	:	:	PUNCT
cana-6245	283	4	prediction	prediction	NOUN
cana-6245	283	5	accuracies	accuracy	NOUN
cana-6245	283	6	of	of	ADP
cana-6245	283	7	smart	smart	ADJ
cana-6245	283	8	parking	parking	NOUN
cana-6245	283	9	schemes	scheme	NOUN
cana-6245	283	10	models	model	NOUN
cana-6245	283	11	p1	p1	PROPN
cana-6245	283	12	p2	p2	PROPN
cana-6245	283	13	p3	p3	PROPN
cana-6245	283	14	mean	mean	NOUN
cana-6245	283	15	of	of	ADP
cana-6245	283	16	p1	p1	PROPN
cana-6245	283	17	&	&	CCONJ
cana-6245	283	18	p2	p2	PROPN
cana-6245	283	19	lstmdrrnn	lstmdrrnn	VERB
cana-6245	283	20	0.0145	0.0145	NUM
cana-6245	283	21	0.5211	0.5211	NUM
cana-6245	283	22	0.0321	0.0321	NUM
cana-6245	283	23	0.0336	0.0336	NUM
cana-6245	283	24	lstm	lstm	NOUN
cana-6245	283	25	0.0279	0.0279	NUM
cana-6245	283	26	0.0435	0.0435	NUM
cana-6245	283	27	0.0005	0.0005	NUM
cana-6245	283	28	0.0445	0.0445	NUM
cana-6245	283	29	anfis	anfis	PROPN
cana-6245	283	30	-	-	PUNCT
cana-6245	283	31	dl	dl	PROPN
cana-6245	283	32	0.0578	0.0578	NUM
cana-6245	283	33	0.0524	0.0524	NUM
cana-6245	283	34	0.0333	0.0333	NUM
cana-6245	283	35	0.0436	0.0436	NUM
cana-6245	283	36	ml	ml	ADP
cana-6245	283	37	0.7912	0.7912	NUM
cana-6245	283	38	0.3321	0.3321	NUM
cana-6245	283	39	0.3423	0.3423	NUM
cana-6245	283	40	0.5612	0.5612	NUM
cana-6245	283	41	the	the	DET
cana-6245	283	42	suggested	suggest	VERB
cana-6245	283	43	lstm	lstm	NOUN
cana-6245	283	44	-	-	PUNCT
cana-6245	283	45	drrnn	drrnn	NOUN
cana-6245	283	46	's	's	PART
cana-6245	283	47	rate	rate	NOUN
cana-6245	283	48	of	of	ADP
cana-6245	283	49	convergence	convergence	NOUN
cana-6245	283	50	was	be	AUX
cana-6245	283	51	accelerated	accelerate	VERB
cana-6245	283	52	.	.	PUNCT
cana-6245	284	1	on	on	ADP
cana-6245	284	2	datasets	dataset	NOUN
cana-6245	284	3	p1	p1	NOUN
cana-6245	284	4	,	,	PUNCT
cana-6245	284	5	p2	p2	NOUN
cana-6245	284	6	,	,	PUNCT
cana-6245	284	7	and	and	CCONJ
cana-6245	284	8	p3	p3	PROPN
cana-6245	284	9	,	,	PUNCT
cana-6245	284	10	lstm	lstm	NOUN
cana-6245	284	11	-	-	PUNCT
cana-6245	284	12	drrnn	drrnn	NOUN
cana-6245	284	13	achieved	achieve	VERB
cana-6245	284	14	a	a	DET
cana-6245	284	15	steady	steady	ADJ
cana-6245	284	16	state	state	NOUN
cana-6245	284	17	earlier	early	ADV
cana-6245	284	18	than	than	ADP
cana-6245	284	19	lstm	lstm	NOUN
cana-6245	284	20	and	and	CCONJ
cana-6245	284	21	a	a	DET
cana-6245	284	22	lower	low	ADJ
cana-6245	284	23	mse	mse	NOUN
cana-6245	284	24	within	within	ADP
cana-6245	284	25	the	the	DET
cana-6245	284	26	first	first	ADJ
cana-6245	284	27	five	five	NUM
cana-6245	284	28	epochs	epoch	NOUN
cana-6245	284	29	,	,	PUNCT
cana-6245	284	30	as	as	SCONJ
cana-6245	284	31	shown	show	VERB
cana-6245	284	32	in	in	ADP
cana-6245	284	33	figure	figure	NOUN
cana-6245	284	34	6	6	NUM
cana-6245	284	35	.	.	PUNCT
cana-6245	285	1	on	on	ADP
cana-6245	285	2	the	the	DET
cana-6245	285	3	other	other	ADJ
cana-6245	285	4	hand	hand	NOUN
cana-6245	285	5	,	,	PUNCT
cana-6245	285	6	it	it	PRON
cana-6245	285	7	took	take	VERB
cana-6245	285	8	10–40	10–40	NUM
cana-6245	285	9	runs	run	NOUN
cana-6245	285	10	for	for	SCONJ
cana-6245	285	11	the	the	DET
cana-6245	285	12	mse	mse	NOUN
cana-6245	285	13	of	of	ADP
cana-6245	285	14	the	the	DET
cana-6245	285	15	traditional	traditional	ADJ
cana-6245	285	16	lstm	lstm	NOUN
cana-6245	285	17	to	to	PART
cana-6245	285	18	drop	drop	VERB
cana-6245	285	19	to	to	ADP
cana-6245	285	20	the	the	DET
cana-6245	285	21	same	same	ADJ
cana-6245	285	22	level	level	NOUN
cana-6245	285	23	as	as	ADP
cana-6245	285	24	that	that	PRON
cana-6245	285	25	of	of	ADP
cana-6245	285	26	lstm	lstm	NOUN
cana-6245	285	27	-	-	PUNCT
cana-6245	285	28	drrnn	drrnn	NOUN
cana-6245	285	29	.	.	PUNCT
cana-6245	286	1	figure	figure	VERB
cana-6245	286	2	7	7	NUM
cana-6245	286	3	:	:	PUNCT
cana-6245	286	4	error	error	NOUN
cana-6245	286	5	curves	curve	NOUN
cana-6245	286	6	for	for	ADP
cana-6245	286	7	datasets	dataset	NOUN
cana-6245	286	8	p1	p1	NOUN
cana-6245	286	9	,	,	PUNCT
cana-6245	286	10	p2	p2	PROPN
cana-6245	286	11	and	and	CCONJ
cana-6245	286	12	p3	p3	PROPN
cana-6245	286	13	communications	communication	NOUN
cana-6245	286	14	on	on	ADP
cana-6245	286	15	applied	apply	VERB
cana-6245	286	16	nonlinear	nonlinear	ADJ
cana-6245	286	17	analysis	analysis	NOUN
cana-6245	286	18	issn	issn	NOUN
cana-6245	286	19	:	:	PUNCT
cana-6245	286	20	1074	1074	NUM
cana-6245	286	21	-	-	PUNCT
cana-6245	286	22	133x	133x	NUM
cana-6245	286	23	vol	vol	VERB
cana-6245	286	24	32	32	NUM
cana-6245	286	25	no	no	NOUN
cana-6245	286	26	.	.	PUNCT
cana-6245	287	1	10s	10	NOUN
cana-6245	287	2	(	(	PUNCT
cana-6245	287	3	2025	2025	NUM
cana-6245	287	4	)	)	PUNCT
cana-6245	287	5	3623	3623	NUM
cana-6245	287	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	287	7	iii	iii	PROPN
cana-6245	287	8	.	.	PUNCT
cana-6245	288	1	istanbul	istanbul	PROPN
cana-6245	288	2	park	park	PROPN
cana-6245	288	3	dataset	dataset	VERB
cana-6245	288	4	its	its	PRON
cana-6245	288	5	available	available	ADJ
cana-6245	288	6	through	through	ADP
cana-6245	288	7	the	the	DET
cana-6245	288	8	istanbul	istanbul	PROPN
cana-6245	288	9	metropolitan	metropolitan	PROPN
cana-6245	288	10	municipality	municipality	PROPN
cana-6245	288	11	's	's	PART
cana-6245	288	12	(	(	PUNCT
cana-6245	288	13	imm	imm	NOUN
cana-6245	288	14	)	)	PUNCT
cana-6245	288	15	open	open	ADJ
cana-6245	288	16	data	datum	NOUN
cana-6245	288	17	site	site	NOUN
cana-6245	288	18	,	,	PUNCT
cana-6245	288	19	provides	provide	VERB
cana-6245	288	20	access	access	NOUN
cana-6245	288	21	to	to	ADP
cana-6245	288	22	a	a	DET
cana-6245	288	23	wealth	wealth	NOUN
cana-6245	288	24	of	of	ADP
cana-6245	288	25	datasets	dataset	NOUN
cana-6245	288	26	related	relate	VERB
cana-6245	288	27	to	to	ADP
cana-6245	288	28	financial	financial	ADJ
cana-6245	288	29	markets	market	NOUN
cana-6245	288	30	,	,	PUNCT
cana-6245	288	31	emergency	emergency	NOUN
cana-6245	288	32	response	response	NOUN
cana-6245	288	33	,	,	PUNCT
cana-6245	288	34	energy	energy	NOUN
cana-6245	288	35	,	,	PUNCT
cana-6245	288	36	and	and	CCONJ
cana-6245	288	37	more	more	ADJ
cana-6245	288	38	.	.	PUNCT
cana-6245	289	1	the	the	DET
cana-6245	289	2	underlying	underlie	VERB
cana-6245	289	3	datasets	dataset	NOUN
cana-6245	289	4	are	be	AUX
cana-6245	289	5	available	available	ADJ
cana-6245	289	6	in	in	ADP
cana-6245	289	7	various	various	ADJ
cana-6245	289	8	formats	format	NOUN
cana-6245	289	9	such	such	ADJ
cana-6245	289	10	as	as	ADP
cana-6245	289	11	xml	xml	PROPN
cana-6245	289	12	,	,	PUNCT
cana-6245	289	13	xlsx	xlsx	PROPN
cana-6245	289	14	,	,	PUNCT
cana-6245	289	15	csv	csv	VERB
cana-6245	289	16	,	,	PUNCT
cana-6245	289	17	and	and	CCONJ
cana-6245	289	18	through	through	ADP
cana-6245	289	19	an	an	DET
cana-6245	289	20	api	api	NOUN
cana-6245	289	21	,	,	PUNCT
cana-6245	289	22	and	and	CCONJ
cana-6245	289	23	are	be	AUX
cana-6245	289	24	licensed	license	VERB
cana-6245	289	25	under	under	ADP
cana-6245	289	26	the	the	DET
cana-6245	289	27	apache	apache	NOUN
cana-6245	289	28	data	data	PROPN
cana-6245	289	29	license	license	NOUN
cana-6245	289	30	cc	cc	NOUN
cana-6245	289	31	by	by	ADP
cana-6245	289	32	4.0	4.0	NUM
cana-6245	289	33	by	by	ADP
cana-6245	289	34	the	the	DET
cana-6245	289	35	local	local	ADJ
cana-6245	289	36	government	government	NOUN
cana-6245	289	37	of	of	ADP
cana-6245	289	38	turkey	turkey	NOUN
cana-6245	289	39	's	's	PART
cana-6245	289	40	capital	capital	NOUN
cana-6245	289	41	city	city	NOUN
cana-6245	289	42	.	.	PUNCT
cana-6245	290	1	utilizing	utilize	VERB
cana-6245	290	2	database	database	NOUN
cana-6245	290	3	server	server	PROPN
cana-6245	290	4	2014	2014	NUM
cana-6245	290	5	,	,	PUNCT
cana-6245	290	6	the	the	DET
cana-6245	290	7	dataset	dataset	NOUN
cana-6245	290	8	includes	include	VERB
cana-6245	290	9	over	over	ADP
cana-6245	290	10	4.5	4.5	NUM
cana-6245	290	11	million	million	NUM
cana-6245	290	12	recorded	record	VERB
cana-6245	290	13	data	datum	NOUN
cana-6245	290	14	points	point	NOUN
cana-6245	290	15	on	on	ADP
cana-6245	290	16	parking	parking	NOUN
cana-6245	290	17	facilities	facility	NOUN
cana-6245	290	18	from	from	ADP
cana-6245	290	19	731	731	NUM
cana-6245	290	20	different	different	ADJ
cana-6245	290	21	locations	location	NOUN
cana-6245	290	22	across	across	ADP
cana-6245	290	23	the	the	DET
cana-6245	290	24	city	city	NOUN
cana-6245	290	25	.	.	PUNCT
cana-6245	291	1	the	the	DET
cana-6245	291	2	data	data	PROPN
cana-6245	291	3	collection	collection	NOUN
cana-6245	291	4	process	process	NOUN
cana-6245	291	5	spanned	span	VERB
cana-6245	291	6	an	an	DET
cana-6245	291	7	entire	entire	ADJ
cana-6245	291	8	year	year	NOUN
cana-6245	291	9	.	.	PUNCT
cana-6245	292	1	to	to	PART
cana-6245	292	2	enhance	enhance	VERB
cana-6245	292	3	the	the	DET
cana-6245	292	4	performance	performance	NOUN
cana-6245	292	5	of	of	ADP
cana-6245	292	6	the	the	DET
cana-6245	292	7	models	model	NOUN
cana-6245	292	8	,	,	PUNCT
cana-6245	292	9	the	the	DET
cana-6245	292	10	istanbul	istanbul	PROPN
cana-6245	292	11	parking	parking	NOUN
cana-6245	292	12	data	datum	NOUN
cana-6245	292	13	is	be	AUX
cana-6245	292	14	processed	process	VERB
cana-6245	292	15	using	use	VERB
cana-6245	292	16	feature	feature	NOUN
cana-6245	292	17	engineering	engineering	NOUN
cana-6245	292	18	techniques	technique	NOUN
cana-6245	292	19	.	.	PUNCT
cana-6245	293	1	this	this	PRON
cana-6245	293	2	includes	include	VERB
cana-6245	293	3	extracting	extract	VERB
cana-6245	293	4	and	and	CCONJ
cana-6245	293	5	transforming	transform	VERB
cana-6245	293	6	key	key	ADJ
cana-6245	293	7	characteristics	characteristic	NOUN
cana-6245	293	8	.	.	PUNCT
cana-6245	294	1	time	time	NOUN
cana-6245	294	2	-	-	PUNCT
cana-6245	294	3	based	base	VERB
cana-6245	294	4	trends	trend	NOUN
cana-6245	294	5	in	in	ADP
cana-6245	294	6	vehicle	vehicle	NOUN
cana-6245	294	7	usage	usage	NOUN
cana-6245	294	8	are	be	AUX
cana-6245	294	9	captured	capture	VERB
cana-6245	294	10	through	through	ADP
cana-6245	294	11	chronologies	chronology	NOUN
cana-6245	294	12	,	,	PUNCT
cana-6245	294	13	which	which	PRON
cana-6245	294	14	help	help	AUX
cana-6245	294	15	identify	identify	VERB
cana-6245	294	16	temporal	temporal	ADJ
cana-6245	294	17	patterns	pattern	NOUN
cana-6245	294	18	such	such	ADJ
cana-6245	294	19	as	as	ADP
cana-6245	294	20	the	the	DET
cana-6245	294	21	time	time	NOUN
cana-6245	294	22	of	of	ADP
cana-6245	294	23	day	day	NOUN
cana-6245	294	24	,	,	PUNCT
cana-6245	294	25	days	day	NOUN
cana-6245	294	26	of	of	ADP
cana-6245	294	27	the	the	DET
cana-6245	294	28	week	week	NOUN
cana-6245	294	29	,	,	PUNCT
cana-6245	294	30	and	and	CCONJ
cana-6245	294	31	specific	specific	ADJ
cana-6245	294	32	events	event	NOUN
cana-6245	294	33	.	.	PUNCT
cana-6245	295	1	geospatial	geospatial	ADJ
cana-6245	295	2	data	datum	NOUN
cana-6245	295	3	,	,	PUNCT
cana-6245	295	4	like	like	ADP
cana-6245	295	5	coordinates	coordinate	NOUN
cana-6245	295	6	or	or	CCONJ
cana-6245	295	7	neighborhood	neighborhood	NOUN
cana-6245	295	8	names	name	NOUN
cana-6245	295	9	,	,	PUNCT
cana-6245	295	10	is	be	AUX
cana-6245	295	11	encoded	encode	VERB
cana-6245	295	12	using	use	VERB
cana-6245	295	13	location	location	NOUN
cana-6245	295	14	-	-	PUNCT
cana-6245	295	15	specific	specific	ADJ
cana-6245	295	16	attributes	attribute	NOUN
cana-6245	295	17	.	.	PUNCT
cana-6245	296	1	to	to	PART
cana-6245	296	2	allow	allow	VERB
cana-6245	296	3	the	the	DET
cana-6245	296	4	algorithms	algorithm	NOUN
cana-6245	296	5	to	to	PART
cana-6245	296	6	identify	identify	VERB
cana-6245	296	7	time	time	NOUN
cana-6245	296	8	-	-	PUNCT
cana-6245	296	9	dependent	dependent	ADJ
cana-6245	296	10	patterns	pattern	NOUN
cana-6245	296	11	,	,	PUNCT
cana-6245	296	12	lag	lag	NOUN
cana-6245	296	13	functions	function	NOUN
cana-6245	296	14	are	be	AUX
cana-6245	296	15	created	create	VERB
cana-6245	296	16	to	to	PART
cana-6245	296	17	incorporate	incorporate	VERB
cana-6245	296	18	historical	historical	ADJ
cana-6245	296	19	access	access	NOUN
cana-6245	296	20	data	datum	NOUN
cana-6245	296	21	.	.	PUNCT
cana-6245	297	1	additionally	additionally	ADV
cana-6245	297	2	,	,	PUNCT
cana-6245	297	3	contextual	contextual	ADJ
cana-6245	297	4	factors	factor	NOUN
cana-6245	297	5	,	,	PUNCT
cana-6245	297	6	such	such	ADJ
cana-6245	297	7	as	as	ADP
cana-6245	297	8	weather	weather	NOUN
cana-6245	297	9	conditions	condition	NOUN
cana-6245	297	10	or	or	CCONJ
cana-6245	297	11	traffic	traffic	NOUN
cana-6245	297	12	flow	flow	NOUN
cana-6245	297	13	points	point	NOUN
cana-6245	297	14	,	,	PUNCT
cana-6245	297	15	are	be	AUX
cana-6245	297	16	included	include	VERB
cana-6245	297	17	when	when	SCONJ
cana-6245	297	18	available	available	ADJ
cana-6245	297	19	,	,	PUNCT
cana-6245	297	20	to	to	PART
cana-6245	297	21	account	account	VERB
cana-6245	297	22	for	for	ADP
cana-6245	297	23	variables	variable	NOUN
cana-6245	297	24	that	that	PRON
cana-6245	297	25	influence	influence	VERB
cana-6245	297	26	parking	parking	NOUN
cana-6245	297	27	demand	demand	NOUN
cana-6245	297	28	.	.	PUNCT
cana-6245	298	1	this	this	DET
cana-6245	298	2	comprehensive	comprehensive	ADJ
cana-6245	298	3	approach	approach	NOUN
cana-6245	298	4	significantly	significantly	ADV
cana-6245	298	5	improves	improve	VERB
cana-6245	298	6	the	the	DET
cana-6245	298	7	model	model	NOUN
cana-6245	298	8	's	's	PART
cana-6245	298	9	ability	ability	NOUN
cana-6245	298	10	to	to	PART
cana-6245	298	11	predict	predict	VERB
cana-6245	298	12	parking	parking	NOUN
cana-6245	298	13	availability	availability	NOUN
cana-6245	298	14	.	.	PUNCT
cana-6245	299	1	the	the	DET
cana-6245	299	2	metrics	metric	NOUN
cana-6245	299	3	for	for	ADP
cana-6245	299	4	the	the	DET
cana-6245	299	5	turkish	turkish	ADJ
cana-6245	299	6	dataset	dataset	NOUN
cana-6245	299	7	are	be	AUX
cana-6245	299	8	presented	present	VERB
cana-6245	299	9	in	in	ADP
cana-6245	299	10	table	table	NOUN
cana-6245	299	11	5	5	NUM
cana-6245	299	12	.	.	PUNCT
cana-6245	299	13	table	table	NOUN
cana-6245	299	14	5	5	NUM
cana-6245	299	15	:	:	PUNCT
cana-6245	299	16	parameters	parameter	NOUN
cana-6245	299	17	of	of	ADP
cana-6245	299	18	the	the	DET
cana-6245	299	19	istanbul	istanbul	PROPN
cana-6245	299	20	dataset	dataset	NOUN
cana-6245	299	21	and	and	CCONJ
cana-6245	299	22	description	description	NOUN
cana-6245	299	23	parameters	parameter	NOUN
cana-6245	299	24	data	datum	NOUN
cana-6245	299	25	type	type	NOUN
cana-6245	299	26	description	description	NOUN
cana-6245	299	27	location	location	NOUN
cana-6245	299	28	string	string	NOUN
cana-6245	299	29	information	information	NOUN
cana-6245	299	30	about	about	ADP
cana-6245	299	31	a	a	DET
cana-6245	299	32	car	car	NOUN
cana-6245	299	33	park	park	NOUN
cana-6245	299	34	's	's	PART
cana-6245	299	35	location	location	NOUN
cana-6245	299	36	indicates	indicate	VERB
cana-6245	299	37	the	the	DET
cana-6245	299	38	specific	specific	ADJ
cana-6245	299	39	area	area	NOUN
cana-6245	299	40	it	it	PRON
cana-6245	299	41	is	be	AUX
cana-6245	299	42	situated	situate	VERB
cana-6245	299	43	in	in	ADP
cana-6245	299	44	.	.	PUNCT
cana-6245	300	1	a	a	DET
cana-6245	300	2	single	single	ADJ
cana-6245	300	3	location	location	NOUN
cana-6245	300	4	may	may	AUX
cana-6245	300	5	include	include	VERB
cana-6245	300	6	one	one	NUM
cana-6245	300	7	or	or	CCONJ
cana-6245	300	8	multiple	multiple	ADJ
cana-6245	300	9	car	car	NOUN
cana-6245	300	10	parks	park	NOUN
cana-6245	300	11	,	,	PUNCT
cana-6245	300	12	all	all	PRON
cana-6245	300	13	associated	associate	VERB
cana-6245	300	14	with	with	ADP
cana-6245	300	15	that	that	DET
cana-6245	300	16	particular	particular	ADJ
cana-6245	300	17	area	area	NOUN
cana-6245	300	18	.	.	PUNCT
cana-6245	301	1	car	car	NOUN
cana-6245	301	2	park	park	NOUN
cana-6245	302	1	i	i	PROPN
cana-6245	302	2	d	d	PROPN
cana-6245	302	3	integer	integer	PROPN
cana-6245	302	4	includes	include	VERB
cana-6245	302	5	the	the	DET
cana-6245	302	6	car	car	NOUN
cana-6245	302	7	park	park	NOUN
cana-6245	302	8	i	i	PROPN
cana-6245	302	9	d	d	PROPN
cana-6245	302	10	,	,	PUNCT
cana-6245	302	11	which	which	PRON
cana-6245	302	12	is	be	AUX
cana-6245	302	13	a	a	DET
cana-6245	302	14	distinct	distinct	ADJ
cana-6245	302	15	and	and	CCONJ
cana-6245	302	16	unique	unique	ADJ
cana-6245	302	17	identifier	identifier	NOUN
cana-6245	302	18	.	.	PUNCT
cana-6245	303	1	car	car	NOUN
cana-6245	303	2	park	park	NOUN
cana-6245	303	3	type	type	NOUN
cana-6245	303	4	string	string	NOUN
cana-6245	303	5	the	the	DET
cana-6245	303	6	type	type	NOUN
cana-6245	303	7	of	of	ADP
cana-6245	303	8	car	car	NOUN
cana-6245	303	9	park	park	NOUN
cana-6245	303	10	,	,	PUNCT
cana-6245	303	11	which	which	PRON
cana-6245	303	12	can	can	AUX
cana-6245	303	13	be	be	AUX
cana-6245	303	14	on	on	ADP
cana-6245	303	15	-	-	PUNCT
cana-6245	303	16	street	street	NOUN
cana-6245	303	17	,	,	PUNCT
cana-6245	303	18	indoor	indoor	ADJ
cana-6245	303	19	,	,	PUNCT
cana-6245	303	20	or	or	CCONJ
cana-6245	303	21	outdoor	outdoor	ADJ
cana-6245	303	22	.	.	PUNCT
cana-6245	304	1	car	car	NOUN
cana-6245	304	2	park	park	NOUN
cana-6245	304	3	name	name	NOUN
cana-6245	304	4	string	string	NOUN
cana-6245	304	5	contains	contain	VERB
cana-6245	304	6	carpark	carpark	NOUN
cana-6245	304	7	name	name	NOUN
cana-6245	304	8	info	info	NOUN
cana-6245	304	9	communications	communication	NOUN
cana-6245	304	10	on	on	ADP
cana-6245	304	11	applied	apply	VERB
cana-6245	304	12	nonlinear	nonlinear	ADJ
cana-6245	304	13	analysis	analysis	NOUN
cana-6245	304	14	issn	issn	NOUN
cana-6245	304	15	:	:	PUNCT
cana-6245	304	16	1074	1074	NUM
cana-6245	304	17	-	-	PUNCT
cana-6245	304	18	133x	133x	NUM
cana-6245	304	19	vol	vol	VERB
cana-6245	304	20	32	32	NUM
cana-6245	304	21	no	no	NOUN
cana-6245	304	22	.	.	PUNCT
cana-6245	305	1	10s	10	NOUN
cana-6245	305	2	(	(	PUNCT
cana-6245	305	3	2025	2025	NUM
cana-6245	305	4	)	)	PUNCT
cana-6245	305	5	3624	3624	NUM
cana-6245	305	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	305	7	country	country	NOUN
cana-6245	305	8	string	stre	VERB
cana-6245	305	9	a	a	DET
cana-6245	305	10	country	country	NOUN
cana-6245	305	11	carpark	carpark	NOUN
cana-6245	305	12	is	be	AUX
cana-6245	305	13	located	locate	VERB
cana-6245	305	14	in	in	ADP
cana-6245	305	15	latitude	latitude	NOUN
cana-6245	305	16	double	double	ADJ
cana-6245	305	17	latitude	latitude	NOUN
cana-6245	305	18	car	car	NOUN
cana-6245	305	19	park	park	NOUN
cana-6245	305	20	name	name	NOUN
cana-6245	305	21	info	info	NOUN
cana-6245	305	22	longitude	longitude	VERB
cana-6245	305	23	double	double	ADJ
cana-6245	305	24	longitude	longitude	NOUN
cana-6245	305	25	info	info	NOUN
cana-6245	305	26	of	of	ADP
cana-6245	305	27	carpark	carpark	ADJ
cana-6245	305	28	capacity	capacity	NOUN
cana-6245	305	29	string	string	NOUN
cana-6245	305	30	the	the	DET
cana-6245	305	31	total	total	ADJ
cana-6245	305	32	capacity	capacity	NOUN
cana-6245	305	33	of	of	ADP
cana-6245	305	34	a	a	DET
cana-6245	305	35	car	car	NOUN
cana-6245	305	36	park	park	NOUN
cana-6245	305	37	date	date	NOUN
cana-6245	305	38	of	of	ADP
cana-6245	305	39	update	update	NOUN
cana-6245	305	40	date	date	NOUN
cana-6245	305	41	-	-	PUNCT
cana-6245	305	42	time	time	NOUN
cana-6245	305	43	date	date	NOUN
cana-6245	305	44	and	and	CCONJ
cana-6245	305	45	time	time	NOUN
cana-6245	305	46	of	of	ADP
cana-6245	305	47	information	information	NOUN
cana-6245	305	48	update	update	NOUN
cana-6245	305	49	business	business	NOUN
cana-6245	305	50	hours	hour	NOUN
cana-6245	305	51	string	string	NOUN
cana-6245	305	52	business	business	NOUN
cana-6245	305	53	hours	hour	NOUN
cana-6245	305	54	of	of	ADP
cana-6245	305	55	carpark	carpark	ADJ
cana-6245	305	56	address	address	NOUN
cana-6245	305	57	string	string	NOUN
cana-6245	305	58	full	full	ADJ
cana-6245	305	59	address	address	NOUN
cana-6245	305	60	of	of	ADP
cana-6245	305	61	carpark	carpark	ADJ
cana-6245	305	62	distance	distance	NOUN
cana-6245	305	63	double	double	ADJ
cana-6245	305	64	distance	distance	NOUN
cana-6245	305	65	to	to	PART
cana-6245	305	66	carpark	carpark	VERB
cana-6245	305	67	tariff	tariff	NOUN
cana-6245	305	68	list	list	NOUN
cana-6245	305	69	<	<	X
cana-6245	305	70	>	>	X
cana-6245	305	71	information	information	NOUN
cana-6245	305	72	on	on	ADP
cana-6245	305	73	tariff	tariff	NOUN
cana-6245	305	74	table	table	NOUN
cana-6245	305	75	6	6	NUM
cana-6245	305	76	indicates	indicate	VERB
cana-6245	305	77	that	that	SCONJ
cana-6245	305	78	,	,	PUNCT
cana-6245	305	79	across	across	ADP
cana-6245	305	80	all	all	DET
cana-6245	305	81	three	three	NUM
cana-6245	305	82	cases	case	NOUN
cana-6245	305	83	with	with	ADP
cana-6245	305	84	different	different	ADJ
cana-6245	305	85	training	training	NOUN
cana-6245	305	86	-	-	PUNCT
cana-6245	305	87	test	test	NOUN
cana-6245	305	88	splits	split	NOUN
cana-6245	305	89	,	,	PUNCT
cana-6245	305	90	the	the	DET
cana-6245	305	91	lstm	lstm	PROPN
cana-6245	305	92	-	-	PUNCT
cana-6245	305	93	dr	dr	PROPN
cana-6245	305	94	-	-	PUNCT
cana-6245	305	95	rnn	rnn	PROPN
cana-6245	305	96	model	model	NOUN
cana-6245	305	97	outperformed	outperform	VERB
cana-6245	305	98	the	the	DET
cana-6245	305	99	other	other	ADJ
cana-6245	305	100	models	model	NOUN
cana-6245	305	101	.	.	PUNCT
cana-6245	306	1	it	it	PRON
cana-6245	306	2	demonstrated	demonstrate	VERB
cana-6245	306	3	superior	superior	ADJ
cana-6245	306	4	accuracy	accuracy	NOUN
cana-6245	306	5	in	in	ADP
cana-6245	306	6	predicting	predict	VERB
cana-6245	306	7	parking	parking	NOUN
cana-6245	306	8	spot	spot	NOUN
cana-6245	306	9	occupancy	occupancy	NOUN
cana-6245	306	10	,	,	PUNCT
cana-6245	306	11	with	with	ADP
cana-6245	306	12	an	an	DET
cana-6245	306	13	mae	mae	PROPN
cana-6245	306	14	of	of	ADP
cana-6245	306	15	0.89	0.89	NUM
cana-6245	306	16	,	,	PUNCT
cana-6245	306	17	mse	mse	NOUN
cana-6245	306	18	of	of	ADP
cana-6245	306	19	2.52	2.52	NUM
cana-6245	306	20	,	,	PUNCT
cana-6245	306	21	and	and	CCONJ
cana-6245	306	22	rmse	rmse	NOUN
cana-6245	306	23	of	of	ADP
cana-6245	306	24	1.57	1.57	NUM
cana-6245	306	25	in	in	ADP
cana-6245	306	26	its	its	PRON
cana-6245	306	27	best	good	ADJ
cana-6245	306	28	result	result	NOUN
cana-6245	306	29	.	.	PUNCT
cana-6245	307	1	compared	compare	VERB
cana-6245	307	2	to	to	ADP
cana-6245	307	3	traditional	traditional	ADJ
cana-6245	307	4	models	model	NOUN
cana-6245	307	5	,	,	PUNCT
cana-6245	307	6	the	the	DET
cana-6245	307	7	lstm	lstm	PROPN
cana-6245	307	8	-	-	PUNCT
cana-6245	307	9	dr	dr	PROPN
cana-6245	307	10	-	-	PUNCT
cana-6245	307	11	rnn	rnn	PROPN
cana-6245	307	12	model	model	NOUN
cana-6245	307	13	exhibited	exhibit	VERB
cana-6245	307	14	significantly	significantly	ADV
cana-6245	307	15	reduced	reduce	VERB
cana-6245	307	16	error	error	NOUN
cana-6245	307	17	rates	rate	NOUN
cana-6245	307	18	.	.	PUNCT
cana-6245	308	1	table	table	NOUN
cana-6245	308	2	6	6	NUM
cana-6245	308	3	:	:	PUNCT
cana-6245	308	4	error	error	NOUN
cana-6245	308	5	valuation	valuation	NOUN
cana-6245	308	6	of	of	ADP
cana-6245	308	7	parking	parking	NOUN
cana-6245	308	8	predicted	predict	VERB
cana-6245	308	9	models	model	NOUN
cana-6245	308	10	training	training	NOUN
cana-6245	308	11	and	and	CCONJ
cana-6245	308	12	testing	testing	NOUN
cana-6245	308	13	(	(	PUNCT
cana-6245	308	14	%	%	INTJ
cana-6245	308	15	)	)	PUNCT
cana-6245	308	16	model	model	NOUN
cana-6245	308	17	name	name	PROPN
cana-6245	308	18	mae	mae	PROPN
cana-6245	308	19	mse	mse	PROPN
cana-6245	308	20	rmse	rmse	PROPN
cana-6245	309	1	70	70	NUM
cana-6245	309	2	-	-	SYM
cana-6245	309	3	30	30	NUM
cana-6245	309	4	lstm	lstm	NOUN
cana-6245	309	5	-	-	PUNCT
cana-6245	309	6	drrnn	drrnn	NOUN
cana-6245	309	7	0.89	0.89	NUM
cana-6245	309	8	2.52	2.52	NUM
cana-6245	309	9	1.57	1.57	NUM
cana-6245	309	10	lstm	lstm	NOUN
cana-6245	309	11	0.92	0.92	NUM
cana-6245	309	12	3.23	3.23	NUM
cana-6245	309	13	1.90	1.90	NUM
cana-6245	309	14	anfis	anfis	PROPN
cana-6245	309	15	-	-	PUNCT
cana-6245	309	16	dl	dl	PROPN
cana-6245	309	17	2.51	2.51	NUM
cana-6245	309	18	7.12	7.12	NUM
cana-6245	309	19	2.66	2.66	NUM
cana-6245	309	20	ml	ml	ADP
cana-6245	309	21	2.45	2.45	NUM
cana-6245	309	22	8.54	8.54	NUM
cana-6245	309	23	2.91	2.91	NUM
cana-6245	309	24	80	80	NUM
cana-6245	309	25	-	-	SYM
cana-6245	309	26	20	20	NUM
cana-6245	309	27	lstm	lstm	NOUN
cana-6245	309	28	-	-	PUNCT
cana-6245	309	29	drrnn	drrnn	VERB
cana-6245	309	30	0.98	0.98	NUM
cana-6245	309	31	3.12	3.12	NUM
cana-6245	309	32	1.77	1.77	NUM
cana-6245	309	33	lstm	lstm	NOUN
cana-6245	309	34	1.10	1.10	NUM
cana-6245	309	35	3.43	3.43	NUM
cana-6245	309	36	2.21	2.21	NUM
cana-6245	309	37	anfis	anfis	PROPN
cana-6245	309	38	-	-	PUNCT
cana-6245	309	39	dl	dl	PROPN
cana-6245	309	40	2.81	2.81	NUM
cana-6245	309	41	5.09	5.09	NUM
cana-6245	309	42	2.96	2.96	NUM
cana-6245	309	43	ml	ml	NOUN
cana-6245	309	44	3.51	3.51	NUM
cana-6245	309	45	6.96	6.96	NUM
cana-6245	309	46	4.24	4.24	NUM
cana-6245	309	47	90	90	NUM
cana-6245	309	48	-	-	SYM
cana-6245	309	49	10	10	NUM
cana-6245	309	50	lstm	lstm	NOUN
cana-6245	309	51	-	-	PUNCT
cana-6245	309	52	drrnn	drrnn	VERB
cana-6245	309	53	1.12	1.12	NUM
cana-6245	309	54	3.18	3.18	NUM
cana-6245	309	55	1.78	1.78	NUM
cana-6245	309	56	communications	communication	NOUN
cana-6245	309	57	on	on	ADP
cana-6245	309	58	applied	apply	VERB
cana-6245	309	59	nonlinear	nonlinear	ADJ
cana-6245	309	60	analysis	analysis	NOUN
cana-6245	309	61	issn	issn	NOUN
cana-6245	309	62	:	:	PUNCT
cana-6245	309	63	1074	1074	NUM
cana-6245	309	64	-	-	PUNCT
cana-6245	309	65	133x	133x	NUM
cana-6245	309	66	vol	vol	VERB
cana-6245	309	67	32	32	NUM
cana-6245	309	68	no	no	NOUN
cana-6245	309	69	.	.	PUNCT
cana-6245	310	1	10s	10	NOUN
cana-6245	310	2	(	(	PUNCT
cana-6245	310	3	2025	2025	NUM
cana-6245	310	4	)	)	PUNCT
cana-6245	310	5	3625	3625	NUM
cana-6245	310	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	310	7	lstm	lstm	NOUN
cana-6245	310	8	1.31	1.31	NUM
cana-6245	310	9	3.87	3.87	NUM
cana-6245	310	10	2.13	2.13	NUM
cana-6245	310	11	anfis	anfis	PROPN
cana-6245	310	12	-	-	PUNCT
cana-6245	310	13	dl	dl	PROPN
cana-6245	310	14	2.43	2.43	NUM
cana-6245	310	15	5.12	5.12	NUM
cana-6245	310	16	3.02	3.02	NUM
cana-6245	310	17	ml	ml	ADP
cana-6245	310	18	2.65	2.65	NUM
cana-6245	310	19	8.43	8.43	NUM
cana-6245	310	20	4.14	4.14	NUM
cana-6245	310	21	figure	figure	NOUN
cana-6245	310	22	8	8	NUM
cana-6245	310	23	:	:	PUNCT
cana-6245	310	24	valuing	value	VERB
cana-6245	310	25	parking	parking	NOUN
cana-6245	310	26	prediction	prediction	NOUN
cana-6245	310	27	models	model	NOUN
cana-6245	310	28	with	with	ADP
cana-6245	310	29	errors	error	NOUN
cana-6245	310	30	the	the	DET
cana-6245	310	31	evaluation	evaluation	NOUN
cana-6245	310	32	results	result	NOUN
cana-6245	310	33	of	of	ADP
cana-6245	310	34	each	each	DET
cana-6245	310	35	model	model	NOUN
cana-6245	310	36	's	's	PART
cana-6245	310	37	accuracy	accuracy	NOUN
cana-6245	310	38	in	in	ADP
cana-6245	310	39	predicting	predict	VERB
cana-6245	310	40	vehicle	vehicle	NOUN
cana-6245	310	41	parking	parking	NOUN
cana-6245	310	42	locations	location	NOUN
cana-6245	310	43	are	be	AUX
cana-6245	310	44	shown	show	VERB
cana-6245	310	45	in	in	ADP
cana-6245	310	46	figure	figure	NOUN
cana-6245	310	47	8	8	NUM
cana-6245	310	48	.	.	PUNCT
cana-6245	311	1	the	the	DET
cana-6245	311	2	proposed	propose	VERB
cana-6245	311	3	lstm	lstm	PROPN
cana-6245	311	4	-	-	PUNCT
cana-6245	311	5	dr	dr	PROPN
cana-6245	311	6	-	-	PUNCT
cana-6245	311	7	rnn	rnn	PROPN
cana-6245	311	8	model	model	NOUN
cana-6245	311	9	achieved	achieve	VERB
cana-6245	311	10	lower	low	ADJ
cana-6245	311	11	error	error	NOUN
cana-6245	311	12	rates	rate	NOUN
cana-6245	311	13	compared	compare	VERB
cana-6245	311	14	to	to	ADP
cana-6245	311	15	existing	exist	VERB
cana-6245	311	16	models	model	NOUN
cana-6245	311	17	.	.	PUNCT
cana-6245	312	1	its	its	PRON
cana-6245	312	2	resistance	resistance	NOUN
cana-6245	312	3	to	to	ADP
cana-6245	312	4	overfitting	overfitting	NOUN
cana-6245	312	5	and	and	CCONJ
cana-6245	312	6	ability	ability	NOUN
cana-6245	312	7	to	to	PART
cana-6245	312	8	capture	capture	VERB
cana-6245	312	9	complex	complex	ADJ
cana-6245	312	10	temporal	temporal	ADJ
cana-6245	312	11	relationships	relationship	NOUN
cana-6245	312	12	make	make	VERB
cana-6245	312	13	it	it	PRON
cana-6245	312	14	a	a	DET
cana-6245	312	15	strong	strong	ADJ
cana-6245	312	16	competitor	competitor	NOUN
cana-6245	312	17	to	to	AUX
cana-6245	312	18	lstm	lstm	PROPN
cana-6245	312	19	,	,	PUNCT
cana-6245	312	20	anfis	anfis	PROPN
cana-6245	312	21	-	-	PUNCT
cana-6245	312	22	dl	dl	PROPN
cana-6245	312	23	,	,	PUNCT
cana-6245	312	24	and	and	CCONJ
cana-6245	312	25	traditional	traditional	ADJ
cana-6245	312	26	ml	ml	NOUN
cana-6245	312	27	models	model	NOUN
cana-6245	312	28	.	.	PUNCT
cana-6245	313	1	the	the	DET
cana-6245	313	2	deep	deep	ADJ
cana-6245	313	3	residual	residual	ADJ
cana-6245	313	4	(	(	PUNCT
cana-6245	313	5	dr	dr	PROPN
cana-6245	313	6	)	)	PUNCT
cana-6245	313	7	connections	connection	NOUN
cana-6245	313	8	in	in	ADP
cana-6245	313	9	the	the	DET
cana-6245	313	10	lstm	lstm	PROPN
cana-6245	313	11	-	-	PUNCT
cana-6245	313	12	dr	dr	PROPN
cana-6245	313	13	-	-	PUNCT
cana-6245	313	14	rnn	rnn	NOUN
cana-6245	313	15	enable	enable	VERB
cana-6245	313	16	cleaner	clean	ADJ
cana-6245	313	17	gradient	gradient	ADJ
cana-6245	313	18	flow	flow	NOUN
cana-6245	313	19	during	during	ADP
cana-6245	313	20	training	training	NOUN
cana-6245	313	21	,	,	PUNCT
cana-6245	313	22	which	which	PRON
cana-6245	313	23	helps	help	VERB
cana-6245	313	24	preserve	preserve	VERB
cana-6245	313	25	information	information	NOUN
cana-6245	313	26	over	over	ADP
cana-6245	313	27	long	long	ADJ
cana-6245	313	28	sequences	sequence	NOUN
cana-6245	313	29	,	,	PUNCT
cana-6245	313	30	making	make	VERB
cana-6245	313	31	it	it	PRON
cana-6245	313	32	well	well	ADV
cana-6245	313	33	-	-	PUNCT
cana-6245	313	34	suited	suit	VERB
cana-6245	313	35	for	for	ADP
cana-6245	313	36	reliable	reliable	ADJ
cana-6245	313	37	time	time	NOUN
cana-6245	313	38	-	-	PUNCT
cana-6245	313	39	series	series	NOUN
cana-6245	313	40	data	datum	NOUN
cana-6245	313	41	modeling	modeling	NOUN
cana-6245	313	42	,	,	PUNCT
cana-6245	313	43	where	where	SCONJ
cana-6245	313	44	past	past	ADJ
cana-6245	313	45	patterns	pattern	NOUN
cana-6245	313	46	significantly	significantly	ADV
cana-6245	313	47	influence	influence	VERB
cana-6245	313	48	future	future	ADJ
cana-6245	313	49	predictions	prediction	NOUN
cana-6245	313	50	.	.	PUNCT
cana-6245	314	1	the	the	DET
cana-6245	314	2	design	design	NOUN
cana-6245	314	3	of	of	ADP
cana-6245	314	4	lstm	lstm	PROPN
cana-6245	314	5	-	-	PUNCT
cana-6245	314	6	dr	dr	PROPN
cana-6245	314	7	-	-	PUNCT
cana-6245	314	8	rnn	rnn	PROPN
cana-6245	314	9	allows	allow	VERB
cana-6245	314	10	it	it	PRON
cana-6245	314	11	to	to	PART
cana-6245	314	12	avoid	avoid	VERB
cana-6245	314	13	the	the	DET
cana-6245	314	14	vanishing	vanish	VERB
cana-6245	314	15	gradient	gradient	ADJ
cana-6245	314	16	problem	problem	NOUN
cana-6245	314	17	that	that	PRON
cana-6245	314	18	typically	typically	ADV
cana-6245	314	19	affects	affect	VERB
cana-6245	314	20	regular	regular	ADJ
cana-6245	314	21	lstms	lstms	NOUN
cana-6245	314	22	in	in	ADP
cana-6245	314	23	deep	deep	ADJ
cana-6245	314	24	networks	network	NOUN
cana-6245	314	25	,	,	PUNCT
cana-6245	314	26	enabling	enable	VERB
cana-6245	314	27	it	it	PRON
cana-6245	314	28	to	to	PART
cana-6245	314	29	learn	learn	VERB
cana-6245	314	30	complex	complex	ADJ
cana-6245	314	31	relationships	relationship	NOUN
cana-6245	314	32	between	between	ADP
cana-6245	314	33	new	new	ADJ
cana-6245	314	34	and	and	CCONJ
cana-6245	314	35	old	old	ADJ
cana-6245	314	36	data	datum	NOUN
cana-6245	314	37	points	point	NOUN
cana-6245	314	38	.	.	PUNCT
cana-6245	315	1	in	in	ADP
cana-6245	315	2	comparison	comparison	NOUN
cana-6245	315	3	to	to	ADP
cana-6245	315	4	anfis	anfis	PROPN
cana-6245	315	5	-	-	PUNCT
cana-6245	315	6	dl	dl	PROPN
cana-6245	315	7	and	and	CCONJ
cana-6245	315	8	other	other	ADJ
cana-6245	315	9	ml	ml	NOUN
cana-6245	315	10	models	model	NOUN
cana-6245	315	11	,	,	PUNCT
cana-6245	315	12	lstm	lstm	PROPN
cana-6245	315	13	-	-	PUNCT
cana-6245	315	14	dr	dr	PROPN
cana-6245	315	15	-	-	PUNCT
cana-6245	315	16	rnn	rnn	PROPN
cana-6245	315	17	consistently	consistently	ADV
cana-6245	315	18	produces	produce	VERB
cana-6245	315	19	more	more	ADV
cana-6245	315	20	accurate	accurate	ADJ
cana-6245	315	21	predictions	prediction	NOUN
cana-6245	315	22	with	with	ADP
cana-6245	315	23	lower	low	ADJ
cana-6245	315	24	mae	mae	PROPN
cana-6245	315	25	,	,	PUNCT
cana-6245	315	26	mse	mse	PROPN
cana-6245	315	27	,	,	PUNCT
cana-6245	315	28	and	and	CCONJ
cana-6245	315	29	rmse	rmse	ADJ
cana-6245	315	30	values	value	NOUN
cana-6245	315	31	.	.	PUNCT
cana-6245	316	1	this	this	PRON
cana-6245	316	2	is	be	AUX
cana-6245	316	3	attributed	attribute	VERB
cana-6245	316	4	to	to	ADP
cana-6245	316	5	the	the	DET
cana-6245	316	6	residual	residual	ADJ
cana-6245	316	7	connections	connection	NOUN
cana-6245	316	8	,	,	PUNCT
cana-6245	316	9	which	which	PRON
cana-6245	316	10	help	help	VERB
cana-6245	316	11	mitigate	mitigate	VERB
cana-6245	316	12	the	the	DET
cana-6245	316	13	impact	impact	NOUN
cana-6245	316	14	of	of	ADP
cana-6245	316	15	data	datum	NOUN
cana-6245	316	16	noise	noise	NOUN
cana-6245	316	17	,	,	PUNCT
cana-6245	316	18	improving	improve	VERB
cana-6245	316	19	overall	overall	ADJ
cana-6245	316	20	model	model	NOUN
cana-6245	316	21	performance	performance	NOUN
cana-6245	316	22	.	.	PUNCT
cana-6245	317	1	communications	communication	NOUN
cana-6245	317	2	on	on	ADP
cana-6245	317	3	applied	apply	VERB
cana-6245	317	4	nonlinear	nonlinear	ADJ
cana-6245	317	5	analysis	analysis	NOUN
cana-6245	317	6	issn	issn	NOUN
cana-6245	317	7	:	:	PUNCT
cana-6245	317	8	1074	1074	NUM
cana-6245	317	9	-	-	PUNCT
cana-6245	317	10	133x	133x	NUM
cana-6245	317	11	vol	vol	VERB
cana-6245	317	12	32	32	NUM
cana-6245	317	13	no	no	NOUN
cana-6245	317	14	.	.	PUNCT
cana-6245	318	1	10s	10	NOUN
cana-6245	318	2	(	(	PUNCT
cana-6245	318	3	2025	2025	NUM
cana-6245	318	4	)	)	PUNCT
cana-6245	318	5	3626	3626	NUM
cana-6245	318	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	318	7	table	table	NOUN
cana-6245	318	8	7	7	NUM
cana-6245	318	9	:	:	PUNCT
cana-6245	318	10	accuracy	accuracy	NOUN
cana-6245	318	11	comparison	comparison	NOUN
cana-6245	318	12	of	of	ADP
cana-6245	318	13	parking	parking	NOUN
cana-6245	318	14	predicted	predict	VERB
cana-6245	318	15	models	model	NOUN
cana-6245	318	16	features	feature	VERB
cana-6245	318	17	accuracy	accuracy	NOUN
cana-6245	318	18	(	(	PUNCT
cana-6245	318	19	%	%	INTJ
cana-6245	318	20	)	)	PUNCT
cana-6245	318	21	lstmdrrnn	lstmdrrnn	VERB
cana-6245	318	22	lstm	lstm	ADJ
cana-6245	318	23	anfisdl	anfisdl	PROPN
cana-6245	318	24	ml	ml	NOUN
cana-6245	318	25	capacity	capacity	NOUN
cana-6245	318	26	,	,	PUNCT
cana-6245	318	27	time	time	NOUN
cana-6245	318	28	,	,	PUNCT
cana-6245	318	29	density	density	NOUN
cana-6245	318	30	,	,	PUNCT
cana-6245	318	31	day	day	NOUN
cana-6245	318	32	,	,	PUNCT
cana-6245	318	33	traffic	traffic	NOUN
cana-6245	318	34	flow	flow	NOUN
cana-6245	318	35	,	,	PUNCT
cana-6245	318	36	holiday	holiday	NOUN
cana-6245	318	37	99.6	99.6	NUM
cana-6245	318	38	99.3	99.3	NUM
cana-6245	318	39	89.34	89.34	NUM
cana-6245	318	40	87.01	87.01	NUM
cana-6245	318	41	capacity	capacity	NOUN
cana-6245	318	42	,	,	PUNCT
cana-6245	318	43	time	time	NOUN
cana-6245	318	44	,	,	PUNCT
cana-6245	318	45	density	density	NOUN
cana-6245	318	46	,	,	PUNCT
cana-6245	318	47	day	day	NOUN
cana-6245	318	48	,	,	PUNCT
cana-6245	318	49	traffic	traffic	NOUN
cana-6245	318	50	flow	flow	NOUN
cana-6245	318	51	97.91	97.91	NUM
cana-6245	318	52	89.32	89.32	NUM
cana-6245	318	53	86.95	86.95	NUM
cana-6245	318	54	85.43	85.43	NUM
cana-6245	318	55	capacity	capacity	NOUN
cana-6245	318	56	,	,	PUNCT
cana-6245	318	57	time	time	NOUN
cana-6245	318	58	,	,	PUNCT
cana-6245	318	59	density	density	NOUN
cana-6245	318	60	,	,	PUNCT
cana-6245	318	61	day	day	NOUN
cana-6245	318	62	97.06	97.06	NUM
cana-6245	318	63	83.33	83.33	NUM
cana-6245	318	64	86.60	86.60	NUM
cana-6245	318	65	84.34	84.34	NUM
cana-6245	318	66	capacity	capacity	NOUN
cana-6245	318	67	,	,	PUNCT
cana-6245	318	68	time	time	NOUN
cana-6245	318	69	98.8	98.8	NUM
cana-6245	318	70	84.34	84.34	NUM
cana-6245	318	71	84.34	84.34	NUM
cana-6245	318	72	83.45	83.45	NUM
cana-6245	318	73	capacity	capacity	NOUN
cana-6245	318	74	,	,	PUNCT
cana-6245	318	75	time	time	NOUN
cana-6245	318	76	,	,	PUNCT
cana-6245	318	77	density	density	NOUN
cana-6245	318	78	,	,	PUNCT
cana-6245	318	79	day	day	NOUN
cana-6245	318	80	,	,	PUNCT
cana-6245	318	81	holiday	holiday	NOUN
cana-6245	318	82	99.02	99.02	NUM
cana-6245	318	83	87.43	87.43	NUM
cana-6245	318	84	83.45	83.45	NUM
cana-6245	318	85	82.34	82.34	NUM
cana-6245	318	86	capacity	capacity	NOUN
cana-6245	318	87	,	,	PUNCT
cana-6245	318	88	time	time	NOUN
cana-6245	318	89	,	,	PUNCT
cana-6245	318	90	density	density	NOUN
cana-6245	318	91	,	,	PUNCT
cana-6245	318	92	holiday	holiday	NOUN
cana-6245	318	93	98.76	98.76	NUM
cana-6245	318	94	89.12	89.12	NUM
cana-6245	318	95	80.56	80.56	NUM
cana-6245	318	96	76.45	76.45	NUM
cana-6245	318	97	capacity	capacity	NOUN
cana-6245	318	98	,	,	PUNCT
cana-6245	318	99	time	time	NOUN
cana-6245	318	100	,	,	PUNCT
cana-6245	318	101	holiday	holiday	NOUN
cana-6245	318	102	99.23	99.23	NUM
cana-6245	318	103	85.45	85.45	NUM
cana-6245	318	104	82.34	82.34	NUM
cana-6245	318	105	77.56	77.56	NUM
cana-6245	318	106	capacity	capacity	NOUN
cana-6245	318	107	,	,	PUNCT
cana-6245	318	108	holiday	holiday	NOUN
cana-6245	318	109	96.56	96.56	NUM
cana-6245	318	110	84.5	84.5	NUM
cana-6245	318	111	81.34	81.34	NUM
cana-6245	318	112	75.45	75.45	NUM
cana-6245	318	113	capacity	capacity	NOUN
cana-6245	318	114	96.01	96.01	NUM
cana-6245	318	115	81.2	81.2	NUM
cana-6245	318	116	80.56	80.56	NUM
cana-6245	318	117	76.32	76.32	NUM
cana-6245	318	118	time	time	NOUN
cana-6245	318	119	,	,	PUNCT
cana-6245	318	120	density	density	NOUN
cana-6245	318	121	,	,	PUNCT
cana-6245	318	122	day	day	NOUN
cana-6245	318	123	,	,	PUNCT
cana-6245	318	124	traffic	traffic	NOUN
cana-6245	318	125	flow	flow	NOUN
cana-6245	318	126	,	,	PUNCT
cana-6245	318	127	holiday	holiday	NOUN
cana-6245	318	128	95.5	95.5	NUM
cana-6245	318	129	84.9	84.9	NUM
cana-6245	318	130	82.34	82.34	NUM
cana-6245	318	131	78.9	78.9	NUM
cana-6245	318	132	density	density	NOUN
cana-6245	318	133	,	,	PUNCT
cana-6245	318	134	day	day	NOUN
cana-6245	318	135	,	,	PUNCT
cana-6245	318	136	traffic	traffic	NOUN
cana-6245	318	137	flow	flow	NOUN
cana-6245	318	138	,	,	PUNCT
cana-6245	318	139	holiday	holiday	NOUN
cana-6245	318	140	94.91	94.91	NUM
cana-6245	318	141	84.48	84.48	NUM
cana-6245	318	142	80.54	80.54	NUM
cana-6245	318	143	77.34	77.34	NUM
cana-6245	318	144	day	day	NOUN
cana-6245	318	145	,	,	PUNCT
cana-6245	318	146	traffic	traffic	NOUN
cana-6245	318	147	flow	flow	NOUN
cana-6245	318	148	,	,	PUNCT
cana-6245	318	149	holiday	holiday	NOUN
cana-6245	318	150	98.5	98.5	NUM
cana-6245	318	151	86.56	86.56	NUM
cana-6245	318	152	81.23	81.23	NUM
cana-6245	318	153	76.78	76.78	NUM
cana-6245	318	154	traffic	traffic	NOUN
cana-6245	318	155	flow	flow	NOUN
cana-6245	318	156	,	,	PUNCT
cana-6245	318	157	holiday	holiday	NOUN
cana-6245	318	158	97.5	97.5	NUM
cana-6245	318	159	85.45	85.45	NUM
cana-6245	318	160	82.32	82.32	NUM
cana-6245	318	161	78.34	78.34	NUM
cana-6245	318	162	holiday	holiday	NOUN
cana-6245	318	163	96.01	96.01	NUM
cana-6245	318	164	86.45	86.45	NUM
cana-6245	318	165	81.34	81.34	NUM
cana-6245	318	166	79.34	79.34	NUM
cana-6245	318	167	traffic	traffic	NOUN
cana-6245	318	168	flow	flow	NOUN
cana-6245	318	169	97.98	97.98	NUM
cana-6245	318	170	84.56	84.56	NUM
cana-6245	318	171	82.34	82.34	NUM
cana-6245	318	172	80.12	80.12	NUM
cana-6245	318	173	density	density	NOUN
cana-6245	318	174	98.4	98.4	NUM
cana-6245	318	175	87.45	87.45	NUM
cana-6245	318	176	81.34	81.34	NUM
cana-6245	318	177	81.23	81.23	NUM
cana-6245	318	178	day	day	NOUN
cana-6245	318	179	97.6	97.6	NUM
cana-6245	318	180	86.23	86.23	NUM
cana-6245	318	181	83.45	83.45	NUM
cana-6245	318	182	81.43	81.43	NUM
cana-6245	318	183	time	time	NOUN
cana-6245	318	184	97.7	97.7	NUM
cana-6245	318	185	84.34	84.34	NUM
cana-6245	318	186	84.56	84.56	NUM
cana-6245	318	187	82.34	82.34	NUM
cana-6245	318	188	time	time	NOUN
cana-6245	318	189	,	,	PUNCT
cana-6245	318	190	density	density	NOUN
cana-6245	318	191	,	,	PUNCT
cana-6245	318	192	day	day	NOUN
cana-6245	318	193	98.4	98.4	NUM
cana-6245	318	194	84.56	84.56	NUM
cana-6245	318	195	85.45	85.45	NUM
cana-6245	318	196	82.56	82.56	NUM
cana-6245	318	197	communications	communication	NOUN
cana-6245	318	198	on	on	ADP
cana-6245	318	199	applied	apply	VERB
cana-6245	318	200	nonlinear	nonlinear	ADJ
cana-6245	318	201	analysis	analysis	NOUN
cana-6245	318	202	issn	issn	NOUN
cana-6245	318	203	:	:	PUNCT
cana-6245	318	204	1074	1074	NUM
cana-6245	318	205	-	-	PUNCT
cana-6245	318	206	133x	133x	NUM
cana-6245	318	207	vol	vol	VERB
cana-6245	318	208	32	32	NUM
cana-6245	318	209	no	no	NOUN
cana-6245	318	210	.	.	PUNCT
cana-6245	319	1	10s	10	NOUN
cana-6245	319	2	(	(	PUNCT
cana-6245	319	3	2025	2025	NUM
cana-6245	319	4	)	)	PUNCT
cana-6245	319	5	3627	3627	NUM
cana-6245	319	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	319	7	figure	figure	NOUN
cana-6245	319	8	9	9	NUM
cana-6245	319	9	:	:	PUNCT
cana-6245	319	10	accuracy	accuracy	NOUN
cana-6245	319	11	evaluation	evaluation	NOUN
cana-6245	319	12	performance	performance	NOUN
cana-6245	319	13	among	among	ADP
cana-6245	319	14	car	car	NOUN
cana-6245	319	15	parking	parking	NOUN
cana-6245	319	16	prediction	prediction	NOUN
cana-6245	319	17	model	model	NOUN
cana-6245	319	18	capacity	capacity	NOUN
cana-6245	319	19	,	,	PUNCT
cana-6245	319	20	density	density	NOUN
cana-6245	319	21	,	,	PUNCT
cana-6245	319	22	time	time	NOUN
cana-6245	319	23	,	,	PUNCT
cana-6245	319	24	day	day	NOUN
cana-6245	319	25	,	,	PUNCT
cana-6245	319	26	traffic	traffic	NOUN
cana-6245	319	27	flow	flow	NOUN
cana-6245	319	28	,	,	PUNCT
cana-6245	319	29	and	and	CCONJ
cana-6245	319	30	holiday	holiday	NOUN
cana-6245	319	31	were	be	AUX
cana-6245	319	32	the	the	DET
cana-6245	319	33	key	key	ADJ
cana-6245	319	34	features	feature	NOUN
cana-6245	319	35	that	that	PRON
cana-6245	319	36	enabled	enable	VERB
cana-6245	319	37	the	the	DET
cana-6245	319	38	model	model	NOUN
cana-6245	319	39	to	to	PART
cana-6245	319	40	achieve	achieve	VERB
cana-6245	319	41	a	a	DET
cana-6245	319	42	maximum	maximum	ADJ
cana-6245	319	43	accuracy	accuracy	NOUN
cana-6245	319	44	rate	rate	NOUN
cana-6245	319	45	of	of	ADP
cana-6245	319	46	99.6	99.6	NUM
cana-6245	319	47	%	%	NOUN
cana-6245	319	48	,	,	PUNCT
cana-6245	319	49	as	as	SCONJ
cana-6245	319	50	shown	show	VERB
cana-6245	319	51	in	in	ADP
cana-6245	319	52	table	table	NOUN
cana-6245	319	53	7	7	NUM
cana-6245	319	54	.	.	PUNCT
cana-6245	320	1	among	among	ADP
cana-6245	320	2	these	these	PRON
cana-6245	320	3	,	,	PUNCT
cana-6245	320	4	time	time	NOUN
cana-6245	320	5	and	and	CCONJ
cana-6245	320	6	day	day	NOUN
cana-6245	320	7	were	be	AUX
cana-6245	320	8	the	the	DET
cana-6245	320	9	most	most	ADV
cana-6245	320	10	important	important	ADJ
cana-6245	320	11	factors	factor	NOUN
cana-6245	320	12	in	in	ADP
cana-6245	320	13	improving	improve	VERB
cana-6245	320	14	prediction	prediction	NOUN
cana-6245	320	15	performance	performance	NOUN
cana-6245	320	16	.	.	PUNCT
cana-6245	321	1	the	the	DET
cana-6245	321	2	accuracy	accuracy	NOUN
cana-6245	321	3	was	be	AUX
cana-6245	321	4	lowest	low	ADJ
cana-6245	321	5	in	in	ADP
cana-6245	321	6	the	the	DET
cana-6245	321	7	single	single	ADJ
cana-6245	321	8	-	-	PUNCT
cana-6245	321	9	feature	feature	NOUN
cana-6245	321	10	tests	test	NOUN
cana-6245	321	11	,	,	PUNCT
cana-6245	321	12	where	where	SCONJ
cana-6245	321	13	only	only	ADJ
cana-6245	321	14	density	density	NOUN
cana-6245	321	15	was	be	AUX
cana-6245	321	16	considered	consider	VERB
cana-6245	321	17	.	.	PUNCT
cana-6245	322	1	despite	despite	SCONJ
cana-6245	322	2	this	this	PRON
cana-6245	322	3	,	,	PUNCT
cana-6245	322	4	table	table	NOUN
cana-6245	322	5	6	6	NUM
cana-6245	322	6	demonstrates	demonstrate	VERB
cana-6245	322	7	that	that	DET
cana-6245	322	8	prediction	prediction	NOUN
cana-6245	322	9	accuracy	accuracy	NOUN
cana-6245	322	10	remains	remain	VERB
cana-6245	322	11	within	within	ADP
cana-6245	322	12	a	a	DET
cana-6245	322	13	reasonable	reasonable	ADJ
cana-6245	322	14	range	range	NOUN
cana-6245	322	15	even	even	ADV
cana-6245	322	16	with	with	ADP
cana-6245	322	17	a	a	DET
cana-6245	322	18	reduced	reduce	VERB
cana-6245	322	19	number	number	NOUN
cana-6245	322	20	of	of	ADP
cana-6245	322	21	attributes	attribute	NOUN
cana-6245	322	22	,	,	PUNCT
cana-6245	322	23	highlighting	highlight	VERB
cana-6245	322	24	that	that	SCONJ
cana-6245	322	25	this	this	DET
cana-6245	322	26	peak	peak	NOUN
cana-6245	322	27	accuracy	accuracy	NOUN
cana-6245	322	28	guides	guide	VERB
cana-6245	322	29	the	the	DET
cana-6245	322	30	parameter	parameter	NOUN
cana-6245	322	31	selection	selection	NOUN
cana-6245	322	32	.	.	PUNCT
cana-6245	323	1	figure	figure	NOUN
cana-6245	323	2	9	9	NUM
cana-6245	323	3	illustrates	illustrate	VERB
cana-6245	323	4	the	the	DET
cana-6245	323	5	combinations	combination	NOUN
cana-6245	323	6	of	of	ADP
cana-6245	323	7	the	the	DET
cana-6245	323	8	lstm	lstm	PROPN
cana-6245	323	9	-	-	PUNCT
cana-6245	323	10	dr	dr	PROPN
cana-6245	323	11	-	-	PUNCT
cana-6245	323	12	rnn	rnn	PROPN
cana-6245	323	13	model	model	NOUN
cana-6245	323	14	used	use	VERB
cana-6245	323	15	to	to	PART
cana-6245	323	16	estimate	estimate	VERB
cana-6245	323	17	parking	parking	NOUN
cana-6245	323	18	occupancy	occupancy	NOUN
cana-6245	323	19	rates	rate	NOUN
cana-6245	323	20	.	.	PUNCT
cana-6245	324	1	the	the	DET
cana-6245	324	2	lstm	lstm	PROPN
cana-6245	324	3	-	-	PUNCT
cana-6245	324	4	dr	dr	PROPN
cana-6245	324	5	-	-	PUNCT
cana-6245	324	6	rnn	rnn	PROPN
cana-6245	324	7	stands	stand	VERB
cana-6245	324	8	out	out	ADP
cana-6245	324	9	among	among	ADP
cana-6245	324	10	these	these	DET
cana-6245	324	11	models	model	NOUN
cana-6245	324	12	,	,	PUNCT
cana-6245	324	13	outperforming	outperform	VERB
cana-6245	324	14	standard	standard	ADJ
cana-6245	324	15	lstm	lstm	PROPN
cana-6245	324	16	,	,	PUNCT
cana-6245	324	17	anfis	anfis	PROPN
cana-6245	324	18	-	-	PUNCT
cana-6245	324	19	dl	dl	PROPN
cana-6245	324	20	,	,	PUNCT
cana-6245	324	21	and	and	CCONJ
cana-6245	324	22	other	other	ADJ
cana-6245	324	23	conventional	conventional	ADJ
cana-6245	324	24	machine	machine	NOUN
cana-6245	324	25	learning	learning	NOUN
cana-6245	324	26	(	(	PUNCT
cana-6245	324	27	ml	ml	NOUN
cana-6245	324	28	)	)	PUNCT
cana-6245	324	29	models	model	NOUN
cana-6245	324	30	in	in	ADP
cana-6245	324	31	occupancy	occupancy	NOUN
cana-6245	324	32	prediction	prediction	NOUN
cana-6245	324	33	.	.	PUNCT
cana-6245	325	1	its	its	PRON
cana-6245	325	2	advanced	advanced	ADJ
cana-6245	325	3	design	design	NOUN
cana-6245	325	4	,	,	PUNCT
cana-6245	325	5	which	which	PRON
cana-6245	325	6	integrates	integrate	VERB
cana-6245	325	7	lstm	lstm	NOUN
cana-6245	325	8	with	with	ADP
cana-6245	325	9	deep	deep	ADJ
cana-6245	325	10	residual	residual	ADJ
cana-6245	325	11	(	(	PUNCT
cana-6245	325	12	dr	dr	NOUN
cana-6245	325	13	)	)	PUNCT
cana-6245	325	14	layers	layer	NOUN
cana-6245	325	15	,	,	PUNCT
cana-6245	325	16	results	result	NOUN
cana-6245	325	17	in	in	ADP
cana-6245	325	18	significantly	significantly	ADV
cana-6245	325	19	improved	improve	VERB
cana-6245	325	20	performance	performance	NOUN
cana-6245	325	21	.	.	PUNCT
cana-6245	326	1	one	one	NUM
cana-6245	326	2	common	common	ADJ
cana-6245	326	3	issue	issue	NOUN
cana-6245	326	4	with	with	ADP
cana-6245	326	5	deep	deep	ADJ
cana-6245	326	6	networks	network	NOUN
cana-6245	326	7	is	be	AUX
cana-6245	326	8	vanishing	vanish	VERB
cana-6245	326	9	gradients	gradient	NOUN
cana-6245	326	10	,	,	PUNCT
cana-6245	326	11	which	which	PRON
cana-6245	326	12	is	be	AUX
cana-6245	326	13	addressed	address	VERB
cana-6245	326	14	by	by	ADP
cana-6245	326	15	the	the	DET
cana-6245	326	16	residual	residual	ADJ
cana-6245	326	17	layers	layer	NOUN
cana-6245	326	18	,	,	PUNCT
cana-6245	326	19	ensuring	ensure	VERB
cana-6245	326	20	smoother	smooth	ADJ
cana-6245	326	21	gradient	gradient	NOUN
cana-6245	326	22	and	and	CCONJ
cana-6245	326	23	information	information	NOUN
cana-6245	326	24	flow	flow	NOUN
cana-6245	326	25	during	during	ADP
cana-6245	326	26	backpropagation	backpropagation	NOUN
cana-6245	326	27	.	.	PUNCT
cana-6245	327	1	accurate	accurate	ADJ
cana-6245	327	2	time	time	NOUN
cana-6245	327	3	-	-	PUNCT
cana-6245	327	4	series	series	NOUN
cana-6245	327	5	forecasts	forecast	NOUN
cana-6245	327	6	,	,	PUNCT
cana-6245	327	7	such	such	ADJ
cana-6245	327	8	as	as	ADP
cana-6245	327	9	parking	parking	NOUN
cana-6245	327	10	occupancy	occupancy	NOUN
cana-6245	327	11	,	,	PUNCT
cana-6245	327	12	require	require	VERB
cana-6245	327	13	the	the	DET
cana-6245	327	14	model	model	NOUN
cana-6245	327	15	to	to	PART
cana-6245	327	16	learn	learn	VERB
cana-6245	327	17	and	and	CCONJ
cana-6245	327	18	retain	retain	VERB
cana-6245	327	19	essential	essential	ADJ
cana-6245	327	20	patterns	pattern	NOUN
cana-6245	327	21	over	over	ADP
cana-6245	327	22	extended	extended	ADJ
cana-6245	327	23	periods	period	NOUN
cana-6245	327	24	,	,	PUNCT
cana-6245	327	25	as	as	ADP
cana-6245	327	26	both	both	PRON
cana-6245	327	27	current	current	ADJ
cana-6245	327	28	and	and	CCONJ
cana-6245	327	29	past	past	ADJ
cana-6245	327	30	data	data	NOUN
cana-6245	327	31	influence	influence	NOUN
cana-6245	327	32	demand	demand	NOUN
cana-6245	327	33	.	.	PUNCT
cana-6245	328	1	the	the	DET
cana-6245	328	2	complex	complex	ADJ
cana-6245	328	3	,	,	PUNCT
cana-6245	328	4	non	non	ADJ
cana-6245	328	5	-	-	ADJ
cana-6245	328	6	linear	linear	ADJ
cana-6245	328	7	interactions	interaction	NOUN
cana-6245	328	8	in	in	ADP
cana-6245	328	9	parking	parking	NOUN
cana-6245	328	10	occupancy	occupancy	NOUN
cana-6245	328	11	data	datum	NOUN
cana-6245	328	12	are	be	AUX
cana-6245	328	13	especially	especially	ADV
cana-6245	328	14	well	well	ADV
cana-6245	328	15	modeled	model	VERB
cana-6245	328	16	by	by	ADP
cana-6245	328	17	the	the	DET
cana-6245	328	18	lstm	lstm	PROPN
cana-6245	328	19	-	-	PUNCT
cana-6245	328	20	dr	dr	PROPN
cana-6245	328	21	-	-	PUNCT
cana-6245	328	22	rnn	rnn	PROPN
cana-6245	328	23	.	.	PUNCT
cana-6245	329	1	lstm	lstm	NOUN
cana-6245	329	2	is	be	AUX
cana-6245	329	3	able	able	ADJ
cana-6245	329	4	to	to	PART
cana-6245	329	5	capture	capture	VERB
cana-6245	329	6	time	time	NOUN
cana-6245	329	7	-	-	PUNCT
cana-6245	329	8	dependent	dependent	ADJ
cana-6245	329	9	relationships	relationship	NOUN
cana-6245	329	10	,	,	PUNCT
cana-6245	329	11	and	and	CCONJ
cana-6245	329	12	the	the	DET
cana-6245	329	13	ongoing	ongoing	ADJ
cana-6245	329	14	connections	connection	NOUN
cana-6245	329	15	are	be	AUX
cana-6245	329	16	robust	robust	ADJ
cana-6245	329	17	.	.	PUNCT
cana-6245	330	1	residual	residual	ADJ
cana-6245	330	2	connections	connection	NOUN
cana-6245	330	3	help	help	AUX
cana-6245	330	4	prevent	prevent	VERB
cana-6245	330	5	overfitting	overfitting	NOUN
cana-6245	330	6	,	,	PUNCT
cana-6245	330	7	which	which	PRON
cana-6245	330	8	is	be	AUX
cana-6245	330	9	more	more	ADV
cana-6245	330	10	common	common	ADJ
cana-6245	330	11	in	in	ADP
cana-6245	330	12	traditional	traditional	ADJ
cana-6245	330	13	ml	ml	NOUN
cana-6245	330	14	and	and	CCONJ
cana-6245	330	15	standard	standard	ADJ
cana-6245	330	16	lstm	lstm	ADJ
cana-6245	330	17	models	model	NOUN
cana-6245	330	18	,	,	PUNCT
cana-6245	330	19	particularly	particularly	ADV
cana-6245	330	20	when	when	SCONJ
cana-6245	330	21	working	work	VERB
cana-6245	330	22	with	with	ADP
cana-6245	330	23	smaller	small	ADJ
cana-6245	330	24	datasets	dataset	NOUN
cana-6245	330	25	.	.	PUNCT
cana-6245	331	1	these	these	DET
cana-6245	331	2	connections	connection	NOUN
cana-6245	331	3	ensure	ensure	VERB
cana-6245	331	4	the	the	DET
cana-6245	331	5	model	model	NOUN
cana-6245	331	6	does	do	AUX
cana-6245	331	7	not	not	PART
cana-6245	331	8	overfit	overfit	VERB
cana-6245	331	9	to	to	PART
cana-6245	331	10	noise	noise	VERB
cana-6245	331	11	in	in	ADP
cana-6245	331	12	the	the	DET
cana-6245	331	13	training	training	NOUN
cana-6245	331	14	data	datum	NOUN
cana-6245	331	15	.	.	PUNCT
cana-6245	332	1	in	in	ADP
cana-6245	332	2	contrast	contrast	NOUN
cana-6245	332	3	,	,	PUNCT
cana-6245	332	4	anfis	anfis	PROPN
cana-6245	332	5	-	-	PUNCT
cana-6245	332	6	dl	dl	PROPN
cana-6245	332	7	and	and	CCONJ
cana-6245	332	8	other	other	ADJ
cana-6245	332	9	ml	ml	NOUN
cana-6245	332	10	models	model	NOUN
cana-6245	332	11	struggle	struggle	VERB
cana-6245	332	12	with	with	ADP
cana-6245	332	13	capturing	capture	VERB
cana-6245	332	14	both	both	DET
cana-6245	332	15	short	short	ADJ
cana-6245	332	16	-	-	PUNCT
cana-6245	332	17	term	term	NOUN
cana-6245	332	18	fluctuations	fluctuation	NOUN
cana-6245	332	19	and	and	CCONJ
cana-6245	332	20	long	long	ADJ
cana-6245	332	21	-	-	PUNCT
cana-6245	332	22	term	term	NOUN
cana-6245	332	23	dependencies	dependency	NOUN
cana-6245	332	24	in	in	ADP
cana-6245	332	25	parking	parking	NOUN
cana-6245	332	26	communications	communication	NOUN
cana-6245	332	27	on	on	ADP
cana-6245	332	28	applied	apply	VERB
cana-6245	332	29	nonlinear	nonlinear	ADJ
cana-6245	332	30	analysis	analysis	NOUN
cana-6245	332	31	issn	issn	NOUN
cana-6245	332	32	:	:	PUNCT
cana-6245	332	33	1074	1074	NUM
cana-6245	332	34	-	-	PUNCT
cana-6245	332	35	133x	133x	NUM
cana-6245	332	36	vol	vol	VERB
cana-6245	332	37	32	32	NUM
cana-6245	332	38	no	no	NOUN
cana-6245	332	39	.	.	PUNCT
cana-6245	333	1	10s	10	NOUN
cana-6245	333	2	(	(	PUNCT
cana-6245	333	3	2025	2025	NUM
cana-6245	333	4	)	)	PUNCT
cana-6245	333	5	3628	3628	NUM
cana-6245	334	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	334	2	demand	demand	NOUN
cana-6245	334	3	due	due	ADP
cana-6245	334	4	to	to	ADP
cana-6245	334	5	their	their	PRON
cana-6245	334	6	limited	limited	ADJ
cana-6245	334	7	capacity	capacity	NOUN
cana-6245	334	8	for	for	ADP
cana-6245	334	9	long	long	ADJ
cana-6245	334	10	-	-	PUNCT
cana-6245	334	11	term	term	NOUN
cana-6245	334	12	memory	memory	NOUN
cana-6245	334	13	.	.	PUNCT
cana-6245	335	1	while	while	SCONJ
cana-6245	335	2	anfis	anfis	PROPN
cana-6245	335	3	-	-	PUNCT
cana-6245	335	4	dl	dl	PROPN
cana-6245	335	5	handles	handle	VERB
cana-6245	335	6	non	non	ADJ
cana-6245	335	7	-	-	ADJ
cana-6245	335	8	linear	linear	ADJ
cana-6245	335	9	patterns	pattern	NOUN
cana-6245	335	10	adequately	adequately	ADV
cana-6245	335	11	,	,	PUNCT
cana-6245	335	12	lstm	lstm	PROPN
cana-6245	335	13	-	-	PUNCT
cana-6245	335	14	dr	dr	PROPN
cana-6245	335	15	-	-	PUNCT
cana-6245	335	16	rnn	rnn	PROPN
cana-6245	335	17	offers	offer	VERB
cana-6245	335	18	a	a	DET
cana-6245	335	19	much	much	ADV
cana-6245	335	20	deeper	deep	ADJ
cana-6245	335	21	understanding	understanding	NOUN
cana-6245	335	22	of	of	ADP
cana-6245	335	23	temporal	temporal	ADJ
cana-6245	335	24	dynamics	dynamic	NOUN
cana-6245	335	25	.	.	PUNCT
cana-6245	336	1	basic	basic	ADJ
cana-6245	336	2	ml	ml	NOUN
cana-6245	336	3	models	model	NOUN
cana-6245	336	4	,	,	PUNCT
cana-6245	336	5	while	while	SCONJ
cana-6245	336	6	effective	effective	ADJ
cana-6245	336	7	with	with	ADP
cana-6245	336	8	simpler	simple	ADJ
cana-6245	336	9	connections	connection	NOUN
cana-6245	336	10	,	,	PUNCT
cana-6245	336	11	require	require	VERB
cana-6245	336	12	extensive	extensive	ADJ
cana-6245	336	13	feature	feature	NOUN
cana-6245	336	14	engineering	engineering	NOUN
cana-6245	336	15	to	to	PART
cana-6245	336	16	handle	handle	VERB
cana-6245	336	17	complex	complex	ADJ
cana-6245	336	18	sequential	sequential	ADJ
cana-6245	336	19	data	datum	NOUN
cana-6245	336	20	.	.	PUNCT
cana-6245	337	1	figure	figure	NOUN
cana-6245	337	2	10	10	NUM
cana-6245	337	3	shows	show	VERB
cana-6245	337	4	that	that	SCONJ
cana-6245	337	5	the	the	DET
cana-6245	337	6	lstm	lstm	PROPN
cana-6245	337	7	-	-	PUNCT
cana-6245	337	8	dr	dr	PROPN
cana-6245	337	9	-	-	PUNCT
cana-6245	337	10	rnn	rnn	PROPN
cana-6245	337	11	model	model	NOUN
cana-6245	337	12	delivers	deliver	VERB
cana-6245	337	13	highly	highly	ADV
cana-6245	337	14	accurate	accurate	ADJ
cana-6245	337	15	occupancy	occupancy	NOUN
cana-6245	337	16	predictions	prediction	NOUN
cana-6245	337	17	,	,	PUNCT
cana-6245	337	18	making	make	VERB
cana-6245	337	19	it	it	PRON
cana-6245	337	20	the	the	DET
cana-6245	337	21	best	good	ADJ
cana-6245	337	22	choice	choice	NOUN
cana-6245	337	23	for	for	ADP
cana-6245	337	24	tackling	tackle	VERB
cana-6245	337	25	unpredictable	unpredictable	ADJ
cana-6245	337	26	,	,	PUNCT
cana-6245	337	27	day	day	NOUN
cana-6245	337	28	-	-	PUNCT
cana-6245	337	29	to	to	ADP
cana-6245	337	30	-	-	PUNCT
cana-6245	337	31	day	day	NOUN
cana-6245	337	32	parking	parking	NOUN
cana-6245	337	33	occupancy	occupancy	NOUN
cana-6245	337	34	challenges	challenge	NOUN
cana-6245	337	35	.	.	PUNCT
cana-6245	338	1	figure	figure	VERB
cana-6245	338	2	10	10	NUM
cana-6245	338	3	:	:	PUNCT
cana-6245	338	4	ml	ml	ADP
cana-6245	338	5	algorithm	algorithm	NOUN
cana-6245	338	6	-	-	PUNCT
cana-6245	338	7	based	base	VERB
cana-6245	338	8	parking	parking	NOUN
cana-6245	338	9	occupancy	occupancy	NOUN
cana-6245	338	10	rate	rate	NOUN
cana-6245	338	11	figure	figure	NOUN
cana-6245	338	12	10	10	NUM
cana-6245	338	13	presents	present	VERB
cana-6245	338	14	the	the	DET
cana-6245	338	15	results	result	NOUN
cana-6245	338	16	of	of	ADP
cana-6245	338	17	the	the	DET
cana-6245	338	18	ml	ml	PROPN
cana-6245	338	19	model	model	NOUN
cana-6245	338	20	's	's	PART
cana-6245	338	21	attempt	attempt	NOUN
cana-6245	338	22	to	to	PART
cana-6245	338	23	forecast	forecast	VERB
cana-6245	338	24	parking	parking	NOUN
cana-6245	338	25	spot	spot	NOUN
cana-6245	338	26	utilization	utilization	NOUN
cana-6245	338	27	rates	rate	NOUN
cana-6245	338	28	,	,	PUNCT
cana-6245	338	29	with	with	ADP
cana-6245	338	30	actual	actual	ADJ
cana-6245	338	31	values	value	NOUN
cana-6245	338	32	shown	show	VERB
cana-6245	338	33	in	in	ADP
cana-6245	338	34	blue	blue	ADJ
cana-6245	338	35	and	and	CCONJ
cana-6245	338	36	predicted	predict	VERB
cana-6245	338	37	values	value	NOUN
cana-6245	338	38	in	in	ADP
cana-6245	338	39	red	red	PROPN
cana-6245	338	40	.	.	PUNCT
cana-6245	339	1	the	the	DET
cana-6245	339	2	model	model	NOUN
cana-6245	339	3	demonstrates	demonstrate	VERB
cana-6245	339	4	good	good	ADJ
cana-6245	339	5	prediction	prediction	NOUN
cana-6245	339	6	accuracy	accuracy	NOUN
cana-6245	339	7	when	when	SCONJ
cana-6245	339	8	occupancy	occupancy	NOUN
cana-6245	339	9	rates	rate	NOUN
cana-6245	339	10	follow	follow	VERB
cana-6245	339	11	a	a	DET
cana-6245	339	12	steady	steady	ADJ
cana-6245	339	13	,	,	PUNCT
cana-6245	339	14	linear	linear	ADJ
cana-6245	339	15	trend	trend	NOUN
cana-6245	339	16	,	,	PUNCT
cana-6245	339	17	effectively	effectively	ADV
cana-6245	339	18	capturing	capture	VERB
cana-6245	339	19	regular	regular	ADJ
cana-6245	339	20	patterns	pattern	NOUN
cana-6245	339	21	.	.	PUNCT
cana-6245	340	1	however	however	ADV
cana-6245	340	2	,	,	PUNCT
cana-6245	340	3	its	its	PRON
cana-6245	340	4	forecasts	forecast	NOUN
cana-6245	340	5	become	become	VERB
cana-6245	340	6	less	less	ADV
cana-6245	340	7	precise	precise	ADJ
cana-6245	340	8	during	during	ADP
cana-6245	340	9	abrupt	abrupt	ADJ
cana-6245	340	10	changes	change	NOUN
cana-6245	340	11	,	,	PUNCT
cana-6245	340	12	particularly	particularly	ADV
cana-6245	340	13	at	at	ADP
cana-6245	340	14	high	high	ADJ
cana-6245	340	15	and	and	CCONJ
cana-6245	340	16	low	low	ADJ
cana-6245	340	17	points	point	NOUN
cana-6245	340	18	or	or	CCONJ
cana-6245	340	19	during	during	ADP
cana-6245	340	20	rapid	rapid	ADJ
cana-6245	340	21	shifts	shift	NOUN
cana-6245	340	22	.	.	PUNCT
cana-6245	341	1	this	this	DET
cana-6245	341	2	limitation	limitation	NOUN
cana-6245	341	3	arises	arise	VERB
cana-6245	341	4	because	because	SCONJ
cana-6245	341	5	ml	ml	NOUN
cana-6245	341	6	models	model	NOUN
cana-6245	341	7	generally	generally	ADV
cana-6245	341	8	perform	perform	VERB
cana-6245	341	9	better	well	ADV
cana-6245	341	10	with	with	ADP
cana-6245	341	11	consistent	consistent	ADJ
cana-6245	341	12	,	,	PUNCT
cana-6245	341	13	continuous	continuous	ADJ
cana-6245	341	14	data	datum	NOUN
cana-6245	341	15	but	but	CCONJ
cana-6245	341	16	struggle	struggle	VERB
cana-6245	341	17	to	to	PART
cana-6245	341	18	capture	capture	VERB
cana-6245	341	19	sudden	sudden	ADJ
cana-6245	341	20	fluctuations	fluctuation	NOUN
cana-6245	341	21	and	and	CCONJ
cana-6245	341	22	extreme	extreme	ADJ
cana-6245	341	23	outcomes	outcome	NOUN
cana-6245	341	24	,	,	PUNCT
cana-6245	341	25	leading	lead	VERB
cana-6245	341	26	to	to	ADP
cana-6245	341	27	larger	large	ADJ
cana-6245	341	28	prediction	prediction	NOUN
cana-6245	341	29	errors	error	NOUN
cana-6245	341	30	.	.	PUNCT
cana-6245	342	1	figure	figure	VERB
cana-6245	342	2	11	11	NUM
cana-6245	342	3	illustrates	illustrate	VERB
cana-6245	342	4	the	the	DET
cana-6245	342	5	efficacy	efficacy	NOUN
cana-6245	342	6	of	of	ADP
cana-6245	342	7	the	the	DET
cana-6245	342	8	anfis	anfis	PROPN
cana-6245	342	9	-	-	PUNCT
cana-6245	342	10	dl	dl	PROPN
cana-6245	342	11	method	method	NOUN
cana-6245	342	12	in	in	ADP
cana-6245	342	13	predicting	predict	VERB
cana-6245	342	14	parking	parking	NOUN
cana-6245	342	15	space	space	NOUN
cana-6245	342	16	utilization	utilization	NOUN
cana-6245	342	17	rates	rate	NOUN
cana-6245	342	18	.	.	PUNCT
cana-6245	343	1	the	the	DET
cana-6245	343	2	anfis	anfis	PROPN
cana-6245	343	3	-	-	PUNCT
cana-6245	343	4	dl	dl	PROPN
cana-6245	343	5	model	model	NOUN
cana-6245	343	6	effectively	effectively	ADV
cana-6245	343	7	captures	capture	VERB
cana-6245	343	8	consistent	consistent	ADJ
cana-6245	343	9	linear	linear	ADJ
cana-6245	343	10	trends	trend	NOUN
cana-6245	343	11	in	in	ADP
cana-6245	343	12	occupancy	occupancy	NOUN
cana-6245	343	13	rates	rate	NOUN
cana-6245	343	14	,	,	PUNCT
cana-6245	343	15	performing	perform	VERB
cana-6245	343	16	well	well	ADV
cana-6245	343	17	with	with	ADP
cana-6245	343	18	smooth	smooth	ADJ
cana-6245	343	19	and	and	CCONJ
cana-6245	343	20	predictable	predictable	ADJ
cana-6245	343	21	variations	variation	NOUN
cana-6245	343	22	.	.	PUNCT
cana-6245	344	1	however	however	ADV
cana-6245	344	2	,	,	PUNCT
cana-6245	344	3	it	it	PRON
cana-6245	344	4	struggles	struggle	VERB
cana-6245	344	5	with	with	ADP
cana-6245	344	6	abrupt	abrupt	ADJ
cana-6245	344	7	changes	change	NOUN
cana-6245	344	8	,	,	PUNCT
cana-6245	344	9	particularly	particularly	ADV
cana-6245	344	10	during	during	ADP
cana-6245	344	11	large	large	ADJ
cana-6245	344	12	swings	swing	NOUN
cana-6245	344	13	or	or	CCONJ
cana-6245	344	14	fluctuations	fluctuation	NOUN
cana-6245	344	15	.	.	PUNCT
cana-6245	345	1	while	while	SCONJ
cana-6245	345	2	anfis	anfis	PROPN
cana-6245	345	3	-	-	PUNCT
cana-6245	345	4	dl	dl	PROPN
cana-6245	345	5	is	be	AUX
cana-6245	345	6	capable	capable	ADJ
cana-6245	345	7	in	in	ADP
cana-6245	345	8	stable	stable	ADJ
cana-6245	345	9	scenarios	scenario	NOUN
cana-6245	345	10	,	,	PUNCT
cana-6245	345	11	it	it	PRON
cana-6245	345	12	falls	fall	VERB
cana-6245	345	13	short	short	ADJ
cana-6245	345	14	when	when	SCONJ
cana-6245	345	15	faced	face	VERB
cana-6245	345	16	with	with	ADP
cana-6245	345	17	patterns	pattern	NOUN
cana-6245	345	18	exhibiting	exhibit	VERB
cana-6245	345	19	significant	significant	ADJ
cana-6245	345	20	variation	variation	NOUN
cana-6245	345	21	or	or	CCONJ
cana-6245	345	22	sudden	sudden	ADJ
cana-6245	345	23	shifts	shift	NOUN
cana-6245	345	24	,	,	PUNCT
cana-6245	345	25	which	which	PRON
cana-6245	345	26	require	require	VERB
cana-6245	345	27	a	a	DET
cana-6245	345	28	deeper	deep	ADJ
cana-6245	345	29	understanding	understanding	NOUN
cana-6245	345	30	of	of	ADP
cana-6245	345	31	time	time	NOUN
cana-6245	345	32	-	-	PUNCT
cana-6245	345	33	based	base	VERB
cana-6245	345	34	or	or	CCONJ
cana-6245	345	35	recurring	recur	VERB
cana-6245	345	36	structures	structure	NOUN
cana-6245	345	37	.	.	PUNCT
cana-6245	346	1	as	as	ADP
cana-6245	346	2	a	a	DET
cana-6245	346	3	result	result	NOUN
cana-6245	346	4	,	,	PUNCT
cana-6245	346	5	the	the	DET
cana-6245	346	6	model	model	NOUN
cana-6245	346	7	becomes	become	VERB
cana-6245	346	8	less	less	ADV
cana-6245	346	9	accurate	accurate	ADJ
cana-6245	346	10	at	at	ADP
cana-6245	346	11	predicting	predict	VERB
cana-6245	346	12	occupancy	occupancy	NOUN
cana-6245	346	13	during	during	ADP
cana-6245	346	14	peak	peak	NOUN
cana-6245	346	15	periods	period	NOUN
cana-6245	346	16	,	,	PUNCT
cana-6245	346	17	troughs	trough	NOUN
cana-6245	346	18	,	,	PUNCT
cana-6245	346	19	and	and	CCONJ
cana-6245	346	20	sharp	sharp	ADJ
cana-6245	346	21	fluctuations	fluctuation	NOUN
cana-6245	346	22	,	,	PUNCT
cana-6245	346	23	leading	lead	VERB
cana-6245	346	24	to	to	ADP
cana-6245	346	25	larger	large	ADJ
cana-6245	346	26	discrepancies	discrepancy	NOUN
cana-6245	346	27	between	between	ADP
cana-6245	346	28	expected	expected	ADJ
cana-6245	346	29	and	and	CCONJ
cana-6245	346	30	actual	actual	ADJ
cana-6245	346	31	values	value	NOUN
cana-6245	346	32	.	.	PUNCT
cana-6245	347	1	communications	communication	NOUN
cana-6245	347	2	on	on	ADP
cana-6245	347	3	applied	apply	VERB
cana-6245	347	4	nonlinear	nonlinear	ADJ
cana-6245	347	5	analysis	analysis	NOUN
cana-6245	347	6	issn	issn	NOUN
cana-6245	347	7	:	:	PUNCT
cana-6245	347	8	1074	1074	NUM
cana-6245	347	9	-	-	PUNCT
cana-6245	347	10	133x	133x	NUM
cana-6245	347	11	vol	vol	VERB
cana-6245	347	12	32	32	NUM
cana-6245	347	13	no	no	NOUN
cana-6245	347	14	.	.	PUNCT
cana-6245	348	1	10s	10	NOUN
cana-6245	348	2	(	(	PUNCT
cana-6245	348	3	2025	2025	NUM
cana-6245	348	4	)	)	PUNCT
cana-6245	348	5	3629	3629	NUM
cana-6245	348	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	348	7	.	.	PUNCT
cana-6245	349	1	figure	figure	VERB
cana-6245	349	2	11	11	NUM
cana-6245	349	3	:	:	PUNCT
cana-6245	349	4	rate	rate	NOUN
cana-6245	349	5	of	of	ADP
cana-6245	349	6	parking	parking	NOUN
cana-6245	349	7	utilization	utilization	NOUN
cana-6245	349	8	using	use	VERB
cana-6245	349	9	the	the	DET
cana-6245	349	10	anfis	anfis	PROPN
cana-6245	349	11	-	-	PUNCT
cana-6245	349	12	dl	dl	PROPN
cana-6245	349	13	methodology	methodology	NOUN
cana-6245	349	14	figure	figure	NOUN
cana-6245	349	15	12	12	NUM
cana-6245	349	16	shows	show	VERB
cana-6245	349	17	the	the	DET
cana-6245	349	18	performance	performance	NOUN
cana-6245	349	19	of	of	ADP
cana-6245	349	20	the	the	DET
cana-6245	349	21	lstm	lstm	PROPN
cana-6245	349	22	model	model	NOUN
cana-6245	349	23	in	in	ADP
cana-6245	349	24	predicting	predict	VERB
cana-6245	349	25	parking	parking	NOUN
cana-6245	349	26	space	space	NOUN
cana-6245	349	27	occupancy	occupancy	NOUN
cana-6245	349	28	rates	rate	NOUN
cana-6245	349	29	.	.	PUNCT
cana-6245	350	1	the	the	DET
cana-6245	350	2	lstm	lstm	PROPN
cana-6245	350	3	model	model	NOUN
cana-6245	350	4	excels	excel	NOUN
cana-6245	350	5	at	at	ADP
cana-6245	350	6	capturing	capture	VERB
cana-6245	350	7	trends	trend	NOUN
cana-6245	350	8	and	and	CCONJ
cana-6245	350	9	variations	variation	NOUN
cana-6245	350	10	in	in	ADP
cana-6245	350	11	occupancy	occupancy	NOUN
cana-6245	350	12	,	,	PUNCT
cana-6245	350	13	performing	perform	VERB
cana-6245	350	14	well	well	ADV
cana-6245	350	15	in	in	ADP
cana-6245	350	16	stable	stable	ADJ
cana-6245	350	17	scenarios	scenario	NOUN
cana-6245	350	18	.	.	PUNCT
cana-6245	351	1	however	however	ADV
cana-6245	351	2	,	,	PUNCT
cana-6245	351	3	it	it	PRON
cana-6245	351	4	has	have	VERB
cana-6245	351	5	limitations	limitation	NOUN
cana-6245	351	6	when	when	SCONJ
cana-6245	351	7	dealing	deal	VERB
cana-6245	351	8	with	with	ADP
cana-6245	351	9	unexpected	unexpected	ADJ
cana-6245	351	10	changes	change	NOUN
cana-6245	351	11	in	in	ADP
cana-6245	351	12	occupancy	occupancy	NOUN
cana-6245	351	13	patterns	pattern	NOUN
cana-6245	351	14	,	,	PUNCT
cana-6245	351	15	especially	especially	ADV
cana-6245	351	16	during	during	ADP
cana-6245	351	17	dramatic	dramatic	ADJ
cana-6245	351	18	spikes	spike	NOUN
cana-6245	351	19	or	or	CCONJ
cana-6245	351	20	dips	dip	NOUN
cana-6245	351	21	.	.	PUNCT
cana-6245	352	1	this	this	PRON
cana-6245	352	2	could	could	AUX
cana-6245	352	3	be	be	AUX
cana-6245	352	4	attributed	attribute	VERB
cana-6245	352	5	to	to	ADP
cana-6245	352	6	the	the	DET
cana-6245	352	7	lstm	lstm	PROPN
cana-6245	352	8	's	's	PART
cana-6245	352	9	reliance	reliance	NOUN
cana-6245	352	10	on	on	ADP
cana-6245	352	11	longterm	longterm	ADJ
cana-6245	352	12	interconnections	interconnection	NOUN
cana-6245	352	13	,	,	PUNCT
cana-6245	352	14	which	which	PRON
cana-6245	352	15	,	,	PUNCT
cana-6245	352	16	while	while	SCONJ
cana-6245	352	17	effective	effective	ADJ
cana-6245	352	18	for	for	ADP
cana-6245	352	19	capturing	capture	VERB
cana-6245	352	20	broader	broad	ADJ
cana-6245	352	21	trends	trend	NOUN
cana-6245	352	22	,	,	PUNCT
cana-6245	352	23	may	may	AUX
cana-6245	352	24	not	not	PART
cana-6245	352	25	respond	respond	VERB
cana-6245	352	26	quickly	quickly	ADV
cana-6245	352	27	enough	enough	ADV
cana-6245	352	28	to	to	PART
cana-6245	352	29	sudden	sudden	ADJ
cana-6245	352	30	shifts	shift	NOUN
cana-6245	352	31	in	in	ADP
cana-6245	352	32	real	real	ADJ
cana-6245	352	33	-	-	PUNCT
cana-6245	352	34	world	world	NOUN
cana-6245	352	35	conditions	condition	NOUN
cana-6245	352	36	.	.	PUNCT
cana-6245	353	1	figure	figure	NOUN
cana-6245	353	2	12	12	NUM
cana-6245	353	3	:	:	PUNCT
cana-6245	353	4	parking	parking	NOUN
cana-6245	353	5	rate	rate	NOUN
cana-6245	353	6	of	of	ADP
cana-6245	353	7	occupancy	occupancy	NOUN
cana-6245	353	8	calculated	calculate	VERB
cana-6245	353	9	using	use	VERB
cana-6245	353	10	the	the	DET
cana-6245	353	11	lstm	lstm	ADJ
cana-6245	353	12	technique	technique	NOUN
cana-6245	353	13	communications	communication	NOUN
cana-6245	353	14	on	on	ADP
cana-6245	353	15	applied	apply	VERB
cana-6245	353	16	nonlinear	nonlinear	ADJ
cana-6245	353	17	analysis	analysis	NOUN
cana-6245	353	18	issn	issn	NOUN
cana-6245	353	19	:	:	PUNCT
cana-6245	353	20	1074	1074	NUM
cana-6245	353	21	-	-	PUNCT
cana-6245	353	22	133x	133x	NUM
cana-6245	353	23	vol	vol	VERB
cana-6245	353	24	32	32	NUM
cana-6245	353	25	no	no	NOUN
cana-6245	353	26	.	.	PUNCT
cana-6245	354	1	10s	10	NOUN
cana-6245	354	2	(	(	PUNCT
cana-6245	354	3	2025	2025	NUM
cana-6245	354	4	)	)	PUNCT
cana-6245	354	5	3630	3630	NUM
cana-6245	354	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	354	7	figure	figure	NOUN
cana-6245	354	8	13	13	NUM
cana-6245	354	9	:	:	PUNCT
cana-6245	354	10	probability	probability	NOUN
cana-6245	354	11	of	of	ADP
cana-6245	354	12	parking	parking	NOUN
cana-6245	354	13	availability	availability	NOUN
cana-6245	354	14	using	use	VERB
cana-6245	354	15	the	the	DET
cana-6245	354	16	lstm	lstm	PROPN
cana-6245	354	17	-	-	PUNCT
cana-6245	354	18	dr	dr	PROPN
cana-6245	354	19	-	-	PUNCT
cana-6245	354	20	rnn	rnn	PROPN
cana-6245	354	21	method	method	NOUN
cana-6245	354	22	figure	figure	NOUN
cana-6245	354	23	13	13	NUM
cana-6245	354	24	shows	show	VERB
cana-6245	354	25	the	the	DET
cana-6245	354	26	accuracy	accuracy	NOUN
cana-6245	354	27	of	of	ADP
cana-6245	354	28	the	the	DET
cana-6245	354	29	parking	parking	NOUN
cana-6245	354	30	spot	spot	NOUN
cana-6245	354	31	occupancy	occupancy	NOUN
cana-6245	354	32	rate	rate	NOUN
cana-6245	354	33	predictions	prediction	NOUN
cana-6245	354	34	made	make	VERB
cana-6245	354	35	by	by	ADP
cana-6245	354	36	the	the	DET
cana-6245	354	37	lstm	lstm	PROPN
cana-6245	354	38	-	-	PUNCT
cana-6245	354	39	drrnn	drrnn	NOUN
cana-6245	354	40	model	model	NOUN
cana-6245	354	41	.	.	PUNCT
cana-6245	355	1	the	the	DET
cana-6245	355	2	comparison	comparison	NOUN
cana-6245	355	3	of	of	ADP
cana-6245	355	4	the	the	DET
cana-6245	355	5	model	model	NOUN
cana-6245	355	6	's	's	PART
cana-6245	355	7	predictions	prediction	NOUN
cana-6245	355	8	to	to	ADP
cana-6245	355	9	actual	actual	ADJ
cana-6245	355	10	occupancy	occupancy	NOUN
cana-6245	355	11	data	datum	NOUN
cana-6245	355	12	demonstrates	demonstrate	VERB
cana-6245	355	13	its	its	PRON
cana-6245	355	14	ability	ability	NOUN
cana-6245	355	15	to	to	PART
cana-6245	355	16	track	track	VERB
cana-6245	355	17	both	both	PRON
cana-6245	355	18	gradual	gradual	ADJ
cana-6245	355	19	increases	increase	NOUN
cana-6245	355	20	and	and	CCONJ
cana-6245	355	21	decreases	decrease	NOUN
cana-6245	355	22	in	in	ADP
cana-6245	355	23	parking	parking	NOUN
cana-6245	355	24	demand	demand	NOUN
cana-6245	355	25	.	.	PUNCT
cana-6245	356	1	the	the	DET
cana-6245	356	2	model	model	NOUN
cana-6245	356	3	integrates	integrate	VERB
cana-6245	356	4	lstm	lstm	ADJ
cana-6245	356	5	layers	layer	NOUN
cana-6245	356	6	,	,	PUNCT
cana-6245	356	7	which	which	PRON
cana-6245	356	8	excel	excel	VERB
cana-6245	356	9	at	at	ADP
cana-6245	356	10	understanding	understand	VERB
cana-6245	356	11	temporal	temporal	ADJ
cana-6245	356	12	trends	trend	NOUN
cana-6245	356	13	,	,	PUNCT
cana-6245	356	14	with	with	ADP
cana-6245	356	15	residual	residual	ADJ
cana-6245	356	16	connections	connection	NOUN
cana-6245	356	17	that	that	PRON
cana-6245	356	18	help	help	VERB
cana-6245	356	19	prevent	prevent	VERB
cana-6245	356	20	the	the	DET
cana-6245	356	21	accumulation	accumulation	NOUN
cana-6245	356	22	of	of	ADP
cana-6245	356	23	errors	error	NOUN
cana-6245	356	24	.	.	PUNCT
cana-6245	357	1	this	this	DET
cana-6245	357	2	combination	combination	NOUN
cana-6245	357	3	makes	make	VERB
cana-6245	357	4	the	the	DET
cana-6245	357	5	lstm	lstm	PROPN
cana-6245	357	6	-	-	PUNCT
cana-6245	357	7	dr	dr	PROPN
cana-6245	357	8	-	-	PUNCT
cana-6245	357	9	rnn	rnn	PROPN
cana-6245	357	10	model	model	NOUN
cana-6245	357	11	a	a	DET
cana-6245	357	12	reliable	reliable	ADJ
cana-6245	357	13	choice	choice	NOUN
cana-6245	357	14	for	for	ADP
cana-6245	357	15	predicting	predict	VERB
cana-6245	357	16	carpark	carpark	ADJ
cana-6245	357	17	availability	availability	NOUN
cana-6245	357	18	,	,	PUNCT
cana-6245	357	19	especially	especially	ADV
cana-6245	357	20	in	in	ADP
cana-6245	357	21	real	real	ADJ
cana-6245	357	22	-	-	PUNCT
cana-6245	357	23	world	world	NOUN
cana-6245	357	24	scenarios	scenario	NOUN
cana-6245	357	25	where	where	SCONJ
cana-6245	357	26	patterns	pattern	NOUN
cana-6245	357	27	can	can	AUX
cana-6245	357	28	change	change	VERB
cana-6245	357	29	rapidly	rapidly	ADV
cana-6245	357	30	,	,	PUNCT
cana-6245	357	31	including	include	VERB
cana-6245	357	32	during	during	ADP
cana-6245	357	33	sudden	sudden	ADJ
cana-6245	357	34	spikes	spike	NOUN
cana-6245	357	35	or	or	CCONJ
cana-6245	357	36	reductions	reduction	NOUN
cana-6245	357	37	in	in	ADP
cana-6245	357	38	demand	demand	NOUN
cana-6245	357	39	.	.	PUNCT
cana-6245	358	1	4	4	X
cana-6245	358	2	.	.	X
cana-6245	358	3	conclusion	conclusion	VERB
cana-6245	358	4	the	the	DET
cana-6245	358	5	integration	integration	NOUN
cana-6245	358	6	of	of	ADP
cana-6245	358	7	long	long	ADJ
cana-6245	358	8	short	short	ADJ
cana-6245	358	9	-	-	PUNCT
cana-6245	358	10	term	term	NOUN
cana-6245	358	11	memory	memory	NOUN
cana-6245	358	12	(	(	PUNCT
cana-6245	358	13	lstm	lstm	NOUN
cana-6245	358	14	)	)	PUNCT
cana-6245	358	15	and	and	CCONJ
cana-6245	358	16	deep	deep	ADJ
cana-6245	358	17	residual	residual	ADJ
cana-6245	358	18	recurrent	recurrent	ADJ
cana-6245	358	19	neural	neural	ADJ
cana-6245	358	20	networks	network	NOUN
cana-6245	358	21	(	(	PUNCT
cana-6245	358	22	dr	dr	PROPN
cana-6245	358	23	-	-	PUNCT
cana-6245	358	24	rnn	rnn	PROPN
cana-6245	358	25	)	)	PUNCT
cana-6245	358	26	into	into	ADP
cana-6245	358	27	the	the	DET
cana-6245	358	28	reservation	reservation	NOUN
cana-6245	358	29	-	-	PUNCT
cana-6245	358	30	based	base	VERB
cana-6245	358	31	smart	smart	ADJ
cana-6245	358	32	parking	parking	NOUN
cana-6245	358	33	system	system	NOUN
cana-6245	358	34	(	(	PUNCT
cana-6245	358	35	sps	sps	NOUN
cana-6245	358	36	)	)	PUNCT
cana-6245	358	37	marks	mark	VERB
cana-6245	358	38	a	a	DET
cana-6245	358	39	significant	significant	ADJ
cana-6245	358	40	advancement	advancement	NOUN
cana-6245	358	41	in	in	ADP
cana-6245	358	42	addressing	address	VERB
cana-6245	358	43	parking	parking	NOUN
cana-6245	358	44	challenges	challenge	NOUN
cana-6245	358	45	in	in	ADP
cana-6245	358	46	densely	densely	ADV
cana-6245	358	47	populated	populated	ADJ
cana-6245	358	48	cities	city	NOUN
cana-6245	358	49	,	,	PUNCT
cana-6245	358	50	particularly	particularly	ADV
cana-6245	358	51	during	during	ADP
cana-6245	358	52	peak	peak	NOUN
cana-6245	358	53	times	time	NOUN
cana-6245	358	54	.	.	PUNCT
cana-6245	359	1	this	this	DET
cana-6245	359	2	hybrid	hybrid	ADJ
cana-6245	359	3	model	model	NOUN
cana-6245	359	4	leverages	leverage	VERB
cana-6245	359	5	the	the	DET
cana-6245	359	6	strengths	strength	NOUN
cana-6245	359	7	of	of	ADP
cana-6245	359	8	both	both	CCONJ
cana-6245	359	9	lstm	lstm	PROPN
cana-6245	359	10	and	and	CCONJ
cana-6245	359	11	dr	dr	PROPN
cana-6245	359	12	-	-	PUNCT
cana-6245	359	13	rnn	rnn	PROPN
cana-6245	359	14	architectures	architecture	NOUN
cana-6245	359	15	,	,	PUNCT
cana-6245	359	16	combining	combine	VERB
cana-6245	359	17	the	the	DET
cana-6245	359	18	ability	ability	NOUN
cana-6245	359	19	of	of	ADP
cana-6245	359	20	lstm	lstm	NOUN
cana-6245	359	21	to	to	PART
cana-6245	359	22	capture	capture	VERB
cana-6245	359	23	temporal	temporal	ADJ
cana-6245	359	24	dependencies	dependency	NOUN
cana-6245	359	25	in	in	ADP
cana-6245	359	26	time	time	NOUN
cana-6245	359	27	-	-	PUNCT
cana-6245	359	28	series	series	NOUN
cana-6245	359	29	data	datum	NOUN
cana-6245	359	30	with	with	ADP
cana-6245	359	31	the	the	DET
cana-6245	359	32	deep	deep	ADJ
cana-6245	359	33	residual	residual	ADJ
cana-6245	359	34	connections	connection	NOUN
cana-6245	359	35	of	of	ADP
cana-6245	359	36	dr	dr	PROPN
cana-6245	359	37	-	-	PUNCT
cana-6245	359	38	rnn	rnn	PROPN
cana-6245	359	39	that	that	PRON
cana-6245	359	40	prevent	prevent	VERB
cana-6245	359	41	the	the	DET
cana-6245	359	42	vanishing	vanish	VERB
cana-6245	359	43	gradient	gradient	NOUN
cana-6245	359	44	problem	problem	NOUN
cana-6245	359	45	,	,	PUNCT
cana-6245	359	46	enabling	enable	VERB
cana-6245	359	47	the	the	DET
cana-6245	359	48	network	network	NOUN
cana-6245	359	49	to	to	PART
cana-6245	359	50	better	well	ADV
cana-6245	359	51	learn	learn	VERB
cana-6245	359	52	complex	complex	ADJ
cana-6245	359	53	patterns	pattern	NOUN
cana-6245	359	54	over	over	ADP
cana-6245	359	55	extended	extended	ADJ
cana-6245	359	56	periods	period	NOUN
cana-6245	359	57	.	.	PUNCT
cana-6245	360	1	the	the	DET
cana-6245	360	2	lstm	lstm	PROPN
cana-6245	360	3	-	-	PUNCT
cana-6245	360	4	dr	dr	PROPN
cana-6245	360	5	-	-	PUNCT
cana-6245	360	6	rnn	rnn	PROPN
cana-6245	360	7	model	model	NOUN
cana-6245	360	8	operates	operate	VERB
cana-6245	360	9	by	by	ADP
cana-6245	360	10	predicting	predict	VERB
cana-6245	360	11	parking	parking	NOUN
cana-6245	360	12	spot	spot	NOUN
cana-6245	360	13	occupancy	occupancy	NOUN
cana-6245	360	14	with	with	ADP
cana-6245	360	15	remarkable	remarkable	ADJ
cana-6245	360	16	accuracy	accuracy	NOUN
cana-6245	360	17	.	.	PUNCT
cana-6245	361	1	the	the	DET
cana-6245	361	2	model	model	NOUN
cana-6245	361	3	considers	consider	VERB
cana-6245	361	4	a	a	DET
cana-6245	361	5	range	range	NOUN
cana-6245	361	6	of	of	ADP
cana-6245	361	7	factors	factor	NOUN
cana-6245	361	8	such	such	ADJ
cana-6245	361	9	as	as	ADP
cana-6245	361	10	weather	weather	NOUN
cana-6245	361	11	conditions	condition	NOUN
cana-6245	361	12	,	,	PUNCT
cana-6245	361	13	traffic	traffic	NOUN
cana-6245	361	14	flow	flow	NOUN
cana-6245	361	15	,	,	PUNCT
cana-6245	361	16	and	and	CCONJ
cana-6245	361	17	event	event	NOUN
cana-6245	361	18	schedules	schedule	NOUN
cana-6245	361	19	,	,	PUNCT
cana-6245	361	20	which	which	PRON
cana-6245	361	21	impact	impact	VERB
cana-6245	361	22	parking	parking	NOUN
cana-6245	361	23	availability	availability	NOUN
cana-6245	361	24	.	.	PUNCT
cana-6245	362	1	by	by	ADP
cana-6245	362	2	integrating	integrate	VERB
cana-6245	362	3	these	these	DET
cana-6245	362	4	features	feature	NOUN
cana-6245	362	5	into	into	ADP
cana-6245	362	6	the	the	DET
cana-6245	362	7	prediction	prediction	NOUN
cana-6245	362	8	system	system	NOUN
cana-6245	362	9	,	,	PUNCT
cana-6245	362	10	the	the	DET
cana-6245	362	11	model	model	NOUN
cana-6245	362	12	can	can	AUX
cana-6245	362	13	deliver	deliver	VERB
cana-6245	362	14	real	real	ADJ
cana-6245	362	15	-	-	PUNCT
cana-6245	362	16	time	time	NOUN
cana-6245	362	17	forecasts	forecast	NOUN
cana-6245	362	18	that	that	PRON
cana-6245	362	19	are	be	AUX
cana-6245	362	20	highly	highly	ADV
cana-6245	362	21	reliable	reliable	ADJ
cana-6245	362	22	,	,	PUNCT
cana-6245	362	23	with	with	ADP
cana-6245	362	24	an	an	DET
cana-6245	362	25	impressive	impressive	ADJ
cana-6245	362	26	accuracy	accuracy	NOUN
cana-6245	362	27	rate	rate	NOUN
cana-6245	362	28	of	of	ADP
cana-6245	362	29	99.6	99.6	NUM
cana-6245	362	30	%	%	NOUN
cana-6245	362	31	in	in	ADP
cana-6245	362	32	some	some	DET
cana-6245	362	33	cases	case	NOUN
cana-6245	362	34	.	.	PUNCT
cana-6245	363	1	the	the	DET
cana-6245	363	2	metrics	metric	NOUN
cana-6245	363	3	used	use	VERB
cana-6245	363	4	to	to	PART
cana-6245	363	5	evaluate	evaluate	VERB
cana-6245	363	6	the	the	DET
cana-6245	363	7	model	model	NOUN
cana-6245	363	8	’s	’s	PART
cana-6245	363	9	communications	communication	NOUN
cana-6245	363	10	on	on	ADP
cana-6245	363	11	applied	apply	VERB
cana-6245	363	12	nonlinear	nonlinear	ADJ
cana-6245	363	13	analysis	analysis	NOUN
cana-6245	363	14	issn	issn	NOUN
cana-6245	363	15	:	:	PUNCT
cana-6245	363	16	1074	1074	NUM
cana-6245	363	17	-	-	PUNCT
cana-6245	363	18	133x	133x	NUM
cana-6245	363	19	vol	vol	VERB
cana-6245	363	20	32	32	NUM
cana-6245	363	21	no	no	NOUN
cana-6245	363	22	.	.	PUNCT
cana-6245	364	1	10s	10	NOUN
cana-6245	364	2	(	(	PUNCT
cana-6245	364	3	2025	2025	NUM
cana-6245	364	4	)	)	PUNCT
cana-6245	364	5	3631	3631	NUM
cana-6245	364	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	364	7	performance	performance	NOUN
cana-6245	364	8	,	,	PUNCT
cana-6245	364	9	including	include	VERB
cana-6245	364	10	mean	mean	ADJ
cana-6245	364	11	absolute	absolute	ADJ
cana-6245	364	12	error	error	NOUN
cana-6245	364	13	(	(	PUNCT
cana-6245	364	14	mae	mae	PROPN
cana-6245	364	15	)	)	PUNCT
cana-6245	364	16	of	of	ADP
cana-6245	364	17	0.89	0.89	NUM
cana-6245	364	18	,	,	PUNCT
cana-6245	364	19	mean	mean	VERB
cana-6245	364	20	squared	square	VERB
cana-6245	364	21	error	error	NOUN
cana-6245	364	22	(	(	PUNCT
cana-6245	364	23	mse	mse	NOUN
cana-6245	364	24	)	)	PUNCT
cana-6245	364	25	of	of	ADP
cana-6245	364	26	2.52	2.52	NUM
cana-6245	364	27	,	,	PUNCT
cana-6245	364	28	and	and	CCONJ
cana-6245	364	29	root	root	NOUN
cana-6245	364	30	mean	mean	NOUN
cana-6245	364	31	square	square	ADJ
cana-6245	364	32	error	error	NOUN
cana-6245	364	33	(	(	PUNCT
cana-6245	364	34	rmse	rmse	NOUN
cana-6245	364	35	)	)	PUNCT
cana-6245	364	36	of	of	ADP
cana-6245	364	37	1.57	1.57	NUM
cana-6245	364	38	,	,	PUNCT
cana-6245	364	39	indicate	indicate	VERB
cana-6245	364	40	its	its	PRON
cana-6245	364	41	precision	precision	NOUN
cana-6245	364	42	in	in	ADP
cana-6245	364	43	predicting	predict	VERB
cana-6245	364	44	parking	parking	NOUN
cana-6245	364	45	availability	availability	NOUN
cana-6245	364	46	.	.	PUNCT
cana-6245	365	1	these	these	DET
cana-6245	365	2	results	result	NOUN
cana-6245	365	3	show	show	VERB
cana-6245	365	4	that	that	SCONJ
cana-6245	365	5	the	the	DET
cana-6245	365	6	lstm	lstm	PROPN
cana-6245	365	7	-	-	PUNCT
cana-6245	365	8	dr	dr	PROPN
cana-6245	365	9	-	-	PUNCT
cana-6245	365	10	rnn	rnn	PROPN
cana-6245	365	11	can	can	AUX
cana-6245	365	12	efficiently	efficiently	ADV
cana-6245	365	13	reduce	reduce	VERB
cana-6245	365	14	errors	error	NOUN
cana-6245	365	15	in	in	ADP
cana-6245	365	16	predicting	predict	VERB
cana-6245	365	17	parking	parking	NOUN
cana-6245	365	18	occupancy	occupancy	NOUN
cana-6245	365	19	,	,	PUNCT
cana-6245	365	20	which	which	PRON
cana-6245	365	21	is	be	AUX
cana-6245	365	22	crucial	crucial	ADJ
cana-6245	365	23	for	for	ADP
cana-6245	365	24	city	city	NOUN
cana-6245	365	25	-	-	PUNCT
cana-6245	365	26	wide	wide	ADJ
cana-6245	365	27	parking	parking	NOUN
cana-6245	365	28	management	management	NOUN
cana-6245	365	29	.	.	PUNCT
cana-6245	366	1	future	future	ADJ
cana-6245	366	2	work	work	NOUN
cana-6245	366	3	aims	aim	VERB
cana-6245	366	4	to	to	PART
cana-6245	366	5	refine	refine	VERB
cana-6245	366	6	the	the	DET
cana-6245	366	7	model	model	NOUN
cana-6245	366	8	further	far	ADV
cana-6245	366	9	by	by	ADP
cana-6245	366	10	incorporating	incorporate	VERB
cana-6245	366	11	additional	additional	ADJ
cana-6245	366	12	data	datum	NOUN
cana-6245	366	13	sources	source	NOUN
cana-6245	366	14	,	,	PUNCT
cana-6245	366	15	such	such	ADJ
cana-6245	366	16	as	as	ADP
cana-6245	366	17	local	local	ADJ
cana-6245	366	18	events	event	NOUN
cana-6245	366	19	and	and	CCONJ
cana-6245	366	20	public	public	ADJ
cana-6245	366	21	transportation	transportation	NOUN
cana-6245	366	22	schedules	schedule	NOUN
cana-6245	366	23	,	,	PUNCT
cana-6245	366	24	to	to	PART
cana-6245	366	25	enhance	enhance	VERB
cana-6245	366	26	prediction	prediction	NOUN
cana-6245	366	27	accuracy	accuracy	NOUN
cana-6245	366	28	.	.	PUNCT
cana-6245	367	1	references	reference	NOUN
cana-6245	367	2	1	1	NUM
cana-6245	367	3	.	.	PUNCT
cana-6245	367	4	nassereddine	nassereddine	NOUN
cana-6245	367	5	,	,	PUNCT
cana-6245	367	6	m.	m.	NOUN
cana-6245	367	7	,	,	PUNCT
cana-6245	367	8	&	&	CCONJ
cana-6245	367	9	khang	khang	PROPN
cana-6245	367	10	,	,	PUNCT
cana-6245	367	11	a.	a.	NOUN
cana-6245	367	12	(	(	PUNCT
cana-6245	367	13	2024	2024	NUM
cana-6245	367	14	)	)	PUNCT
cana-6245	367	15	.	.	PUNCT
cana-6245	368	1	applications	application	NOUN
cana-6245	368	2	of	of	ADP
cana-6245	368	3	internet	internet	NOUN
cana-6245	368	4	of	of	ADP
cana-6245	368	5	things	thing	NOUN
cana-6245	368	6	(	(	PUNCT
cana-6245	368	7	iot	iot	NOUN
cana-6245	368	8	)	)	PUNCT
cana-6245	368	9	in	in	ADP
cana-6245	368	10	smart	smart	ADJ
cana-6245	368	11	cities	city	NOUN
cana-6245	368	12	.	.	PUNCT
cana-6245	369	1	in	in	ADP
cana-6245	369	2	advanced	advanced	ADJ
cana-6245	369	3	iot	iot	NOUN
cana-6245	369	4	technologies	technology	NOUN
cana-6245	369	5	and	and	CCONJ
cana-6245	369	6	applications	application	NOUN
cana-6245	369	7	in	in	ADP
cana-6245	369	8	the	the	DET
cana-6245	369	9	industry	industry	NOUN
cana-6245	369	10	4.0	4.0	NUM
cana-6245	369	11	digital	digital	ADJ
cana-6245	369	12	economy	economy	NOUN
cana-6245	369	13	(	(	PUNCT
cana-6245	369	14	pp	pp	ADJ
cana-6245	369	15	.	.	PUNCT
cana-6245	370	1	109	109	NUM
cana-6245	370	2	-	-	NUM
cana-6245	370	3	136	136	NUM
cana-6245	370	4	)	)	PUNCT
cana-6245	370	5	.	.	PUNCT
cana-6245	371	1	crc	crc	PROPN
cana-6245	371	2	press	press	PROPN
cana-6245	371	3	.	.	PUNCT
cana-6245	372	1	2	2	X
cana-6245	372	2	.	.	X
cana-6245	372	3	ke	ke	PROPN
cana-6245	372	4	,	,	PUNCT
cana-6245	372	5	r.	r.	PROPN
cana-6245	372	6	,	,	PUNCT
cana-6245	372	7	zhuang	zhuang	PROPN
cana-6245	372	8	,	,	PUNCT
cana-6245	372	9	y.	y.	PROPN
cana-6245	372	10	,	,	PUNCT
cana-6245	372	11	pu	pu	PROPN
cana-6245	372	12	,	,	PUNCT
cana-6245	372	13	z.	z.	PROPN
cana-6245	372	14	,	,	PUNCT
cana-6245	372	15	&	&	CCONJ
cana-6245	372	16	wang	wang	PROPN
cana-6245	372	17	,	,	PUNCT
cana-6245	372	18	y.	y.	PROPN
cana-6245	372	19	(	(	PUNCT
cana-6245	372	20	2020	2020	NUM
cana-6245	372	21	)	)	PUNCT
cana-6245	372	22	.	.	PUNCT
cana-6245	373	1	a	a	DET
cana-6245	373	2	smart	smart	ADJ
cana-6245	373	3	,	,	PUNCT
cana-6245	373	4	e	e	NOUN
cana-6245	373	5	cient	cient	NOUN
cana-6245	373	6	,	,	PUNCT
cana-6245	373	7	and	and	CCONJ
cana-6245	373	8	reliable	reliable	ADJ
cana-6245	373	9	parking	parking	NOUN
cana-6245	373	10	surveillance	surveillance	NOUN
cana-6245	373	11	system	system	NOUN
cana-6245	373	12	with	with	ADP
cana-6245	373	13	edge	edge	NOUN
cana-6245	373	14	artificial	artificial	ADJ
cana-6245	373	15	intelligence	intelligence	NOUN
cana-6245	373	16	on	on	ADP
cana-6245	373	17	iot	iot	PROPN
cana-6245	373	18	devices	device	NOUN
cana-6245	373	19	.	.	PUNCT
cana-6245	374	1	ieee	ieee	NOUN
cana-6245	374	2	transactions	transaction	NOUN
cana-6245	374	3	on	on	ADP
cana-6245	374	4	intelligenttransportation	intelligenttransportation	NOUN
cana-6245	374	5	systems	system	NOUN
cana-6245	374	6	,	,	PUNCT
cana-6245	374	7	1–13	1–13	NOUN
cana-6245	374	8	.	.	PUNCT
cana-6245	375	1	3	3	X
cana-6245	375	2	.	.	X
cana-6245	375	3	khalid	khalid	PROPN
cana-6245	375	4	,	,	PUNCT
cana-6245	375	5	m.	m.	PROPN
cana-6245	375	6	,	,	PUNCT
cana-6245	375	7	wang	wang	PROPN
cana-6245	375	8	,	,	PUNCT
cana-6245	375	9	k.	k.	PROPN
cana-6245	375	10	,	,	PUNCT
cana-6245	375	11	aslam	aslam	PROPN
cana-6245	375	12	,	,	PUNCT
cana-6245	375	13	n.	n.	PROPN
cana-6245	375	14	,	,	PUNCT
cana-6245	375	15	cao	cao	PROPN
cana-6245	375	16	,	,	PUNCT
cana-6245	375	17	y.	y.	PROPN
cana-6245	375	18	,	,	PUNCT
cana-6245	375	19	ahmad	ahmad	PROPN
cana-6245	375	20	,	,	PUNCT
cana-6245	375	21	n.	n.	NOUN
cana-6245	375	22	,	,	PUNCT
cana-6245	375	23	&	&	CCONJ
cana-6245	375	24	khan	khan	PROPN
cana-6245	375	25	,	,	PUNCT
cana-6245	375	26	m.	m.	PROPN
cana-6245	375	27	k.	k.	PROPN
cana-6245	375	28	(	(	PUNCT
cana-6245	375	29	2021	2021	NUM
cana-6245	375	30	)	)	PUNCT
cana-6245	375	31	.	.	PUNCT
cana-6245	376	1	from	from	ADP
cana-6245	376	2	smart	smart	ADJ
cana-6245	376	3	parking	parking	NOUN
cana-6245	376	4	towardsautonomous	towardsautonomous	ADJ
cana-6245	376	5	valet	valet	NOUN
cana-6245	376	6	parking	parking	NOUN
cana-6245	376	7	:	:	PUNCT
cana-6245	376	8	a	a	DET
cana-6245	376	9	survey	survey	NOUN
cana-6245	376	10	,	,	PUNCT
cana-6245	376	11	challenges	challenge	NOUN
cana-6245	376	12	and	and	CCONJ
cana-6245	376	13	future	future	ADJ
cana-6245	376	14	works	work	NOUN
cana-6245	376	15	.	.	PUNCT
cana-6245	377	1	journal	journal	PROPN
cana-6245	377	2	of	of	ADP
cana-6245	377	3	network	network	NOUN
cana-6245	377	4	and	and	CCONJ
cana-6245	377	5	computerapplications	computerapplication	NOUN
cana-6245	377	6	,	,	PUNCT
cana-6245	377	7	175	175	NUM
cana-6245	377	8	.	.	NOUN
cana-6245	378	1	4	4	X
cana-6245	378	2	.	.	X
cana-6245	378	3	kokate	kokate	PROPN
cana-6245	378	4	,	,	PUNCT
cana-6245	378	5	r.	r.	PROPN
cana-6245	378	6	,	,	PUNCT
cana-6245	378	7	kohad	kohad	PROPN
cana-6245	378	8	,	,	PUNCT
cana-6245	378	9	d.	d.	PROPN
cana-6245	378	10	,	,	PUNCT
cana-6245	378	11	hiwarkar	hiwarkar	PROPN
cana-6245	378	12	,	,	PUNCT
cana-6245	378	13	a.	a.	NOUN
cana-6245	378	14	,	,	PUNCT
cana-6245	378	15	godbole	godbole	NOUN
cana-6245	378	16	,	,	PUNCT
cana-6245	378	17	p.	p.	NOUN
cana-6245	378	18	,	,	PUNCT
cana-6245	378	19	&	&	CCONJ
cana-6245	378	20	bhasarkar	bhasarkar	PROPN
cana-6245	378	21	,	,	PUNCT
cana-6245	378	22	r.	r.	PROPN
cana-6245	378	23	(	(	PUNCT
cana-6245	378	24	2024	2024	NUM
cana-6245	378	25	)	)	PUNCT
cana-6245	378	26	.	.	PUNCT
cana-6245	379	1	real	real	ADJ
cana-6245	379	2	time	time	NOUN
cana-6245	379	3	parking	parking	NOUN
cana-6245	379	4	system	system	NOUN
cana-6245	379	5	using	use	VERB
cana-6245	379	6	ml	ml	NOUN
cana-6245	379	7	.	.	PROPN
cana-6245	379	8	5	5	NUM
cana-6245	380	1	.	.	X
cana-6245	380	2	awan	awan	PROPN
cana-6245	380	3	,	,	PUNCT
cana-6245	380	4	f.	f.	PROPN
cana-6245	380	5	m.	m.	PROPN
cana-6245	380	6	,	,	PUNCT
cana-6245	380	7	saleem	saleem	PROPN
cana-6245	380	8	,	,	PUNCT
cana-6245	380	9	y.	y.	PROPN
cana-6245	380	10	,	,	PUNCT
cana-6245	380	11	minerva	minerva	PROPN
cana-6245	380	12	,	,	PUNCT
cana-6245	380	13	r.	r.	PROPN
cana-6245	380	14	,	,	PUNCT
cana-6245	380	15	&	&	CCONJ
cana-6245	380	16	crespi	crespi	PROPN
cana-6245	380	17	,	,	PUNCT
cana-6245	380	18	n.	n.	PROPN
cana-6245	380	19	(	(	PUNCT
cana-6245	380	20	2020	2020	NUM
cana-6245	380	21	)	)	PUNCT
cana-6245	380	22	.	.	PUNCT
cana-6245	381	1	a	a	DET
cana-6245	381	2	comparative	comparative	ADJ
cana-6245	381	3	analysis	analysis	NOUN
cana-6245	381	4	of	of	ADP
cana-6245	381	5	machine	machine	NOUN
cana-6245	381	6	/	/	SYM
cana-6245	381	7	deep	deep	ADJ
cana-6245	381	8	learning	learning	NOUN
cana-6245	381	9	models	model	NOUN
cana-6245	381	10	for	for	ADP
cana-6245	381	11	parking	parking	NOUN
cana-6245	381	12	space	space	NOUN
cana-6245	381	13	availability	availability	NOUN
cana-6245	381	14	prediction	prediction	NOUN
cana-6245	381	15	.	.	PUNCT
cana-6245	382	1	sensors	sensor	NOUN
cana-6245	382	2	,	,	PUNCT
cana-6245	382	3	20(1	20(1	NUM
cana-6245	382	4	)	)	PUNCT
cana-6245	382	5	,	,	PUNCT
cana-6245	382	6	322	322	NUM
cana-6245	382	7	.	.	NOUN
cana-6245	382	8	6	6	NUM
cana-6245	382	9	.	.	PUNCT
cana-6245	382	10	mei	mei	PROPN
cana-6245	382	11	,	,	PUNCT
cana-6245	382	12	z.	z.	PROPN
cana-6245	382	13	,	,	PUNCT
cana-6245	382	14	zhang	zhang	PROPN
cana-6245	382	15	,	,	PUNCT
cana-6245	382	16	w.	w.	PROPN
cana-6245	382	17	,	,	PUNCT
cana-6245	382	18	zhang	zhang	PROPN
cana-6245	382	19	,	,	PUNCT
cana-6245	382	20	l.	l.	PROPN
cana-6245	382	21	,	,	PUNCT
cana-6245	382	22	&	&	CCONJ
cana-6245	382	23	wang	wang	PROPN
cana-6245	382	24	,	,	PUNCT
cana-6245	382	25	d.	d.	PROPN
cana-6245	382	26	(	(	PUNCT
cana-6245	382	27	2020	2020	NUM
cana-6245	382	28	)	)	PUNCT
cana-6245	382	29	.	.	PUNCT
cana-6245	383	1	real	real	ADJ
cana-6245	383	2	-	-	PUNCT
cana-6245	383	3	time	time	NOUN
cana-6245	383	4	multistep	multistep	ADJ
cana-6245	383	5	prediction	prediction	NOUN
cana-6245	383	6	of	of	ADP
cana-6245	383	7	public	public	ADJ
cana-6245	383	8	parking	parking	NOUN
cana-6245	383	9	spaces	space	NOUN
cana-6245	383	10	based	base	VERB
cana-6245	383	11	on	on	ADP
cana-6245	383	12	fourier	fouri	ADJ
cana-6245	383	13	transform	transform	NOUN
cana-6245	383	14	–	–	PUNCT
cana-6245	383	15	least	least	ADJ
cana-6245	383	16	squares	square	NOUN
cana-6245	383	17	support	support	VERB
cana-6245	383	18	vector	vector	NOUN
cana-6245	383	19	regression	regression	NOUN
cana-6245	383	20	.	.	PUNCT
cana-6245	384	1	journal	journal	PROPN
cana-6245	384	2	of	of	ADP
cana-6245	384	3	smarttransportation	smarttransportation	NOUN
cana-6245	384	4	systems	system	NOUN
cana-6245	384	5	,	,	PUNCT
cana-6245	384	6	24(1	24(1	NUM
cana-6245	384	7	)	)	PUNCT
cana-6245	384	8	,	,	PUNCT
cana-6245	384	9	68	68	NUM
cana-6245	384	10	-	-	SYM
cana-6245	384	11	80	80	NUM
cana-6245	384	12	.	.	PUNCT
cana-6245	385	1	7	7	X
cana-6245	385	2	.	.	X
cana-6245	385	3	lyu	lyu	NOUN
cana-6245	385	4	,	,	PUNCT
cana-6245	385	5	m.	m.	NOUN
cana-6245	385	6	,	,	PUNCT
cana-6245	385	7	ji	ji	PROPN
cana-6245	385	8	,	,	PUNCT
cana-6245	385	9	y.	y.	PROPN
cana-6245	385	10	,	,	PUNCT
cana-6245	385	11	kuai	kuai	PROPN
cana-6245	385	12	,	,	PUNCT
cana-6245	385	13	c.	c.	PROPN
cana-6245	385	14	,	,	PUNCT
cana-6245	385	15	&	&	CCONJ
cana-6245	385	16	zhang	zhang	PROPN
cana-6245	385	17	,	,	PUNCT
cana-6245	385	18	s.	s.	PROPN
cana-6245	385	19	(	(	PUNCT
cana-6245	385	20	2024	2024	NUM
cana-6245	385	21	)	)	PUNCT
cana-6245	385	22	.	.	PUNCT
cana-6245	386	1	short	short	ADJ
cana-6245	386	2	-	-	PUNCT
cana-6245	386	3	term	term	NOUN
cana-6245	386	4	prediction	prediction	NOUN
cana-6245	386	5	of	of	ADP
cana-6245	386	6	on	on	ADP
cana-6245	386	7	-	-	PUNCT
cana-6245	386	8	street	street	NOUN
cana-6245	386	9	parking	parking	NOUN
cana-6245	386	10	occupancy	occupancy	NOUN
cana-6245	386	11	using	use	VERB
cana-6245	386	12	multivariate	multivariate	NOUN
cana-6245	386	13	variable	variable	NOUN
cana-6245	386	14	based	base	VERB
cana-6245	386	15	on	on	ADP
cana-6245	386	16	deep	deep	ADJ
cana-6245	386	17	learning	learning	NOUN
cana-6245	386	18	.	.	PUNCT
cana-6245	387	1	journal	journal	NOUN
cana-6245	387	2	of	of	ADP
cana-6245	387	3	traffic	traffic	NOUN
cana-6245	387	4	and	and	CCONJ
cana-6245	387	5	transportation	transportation	NOUN
cana-6245	387	6	engineering	engineering	NOUN
cana-6245	387	7	(	(	PUNCT
cana-6245	387	8	english	english	PROPN
cana-6245	387	9	edition	edition	PROPN
cana-6245	387	10	)	)	PUNCT
cana-6245	387	11	,	,	PUNCT
cana-6245	387	12	11(1	11(1	NUM
cana-6245	387	13	)	)	PUNCT
cana-6245	387	14	,	,	PUNCT
cana-6245	387	15	28	28	NUM
cana-6245	387	16	-	-	SYM
cana-6245	387	17	40	40	NUM
cana-6245	387	18	.	.	NOUN
cana-6245	387	19	8	8	NUM
cana-6245	387	20	.	.	X
cana-6245	388	1	ye	ye	NUM
cana-6245	388	2	,	,	PUNCT
cana-6245	388	3	x.	x.	PROPN
cana-6245	388	4	,	,	PUNCT
cana-6245	388	5	wang	wang	PROPN
cana-6245	388	6	,	,	PUNCT
cana-6245	388	7	j.	j.	PROPN
cana-6245	388	8	,	,	PUNCT
cana-6245	388	9	wang	wang	PROPN
cana-6245	388	10	,	,	PUNCT
cana-6245	388	11	t.	t.	PROPN
cana-6245	388	12	,	,	PUNCT
cana-6245	388	13	yan	yan	PROPN
cana-6245	388	14	,	,	PUNCT
cana-6245	388	15	x.	x.	NOUN
cana-6245	388	16	,	,	PUNCT
cana-6245	388	17	ye	ye	PROPN
cana-6245	388	18	,	,	PUNCT
cana-6245	388	19	q.	q.	PROPN
cana-6245	388	20	,	,	PUNCT
cana-6245	388	21	&	&	CCONJ
cana-6245	388	22	chen	chen	PROPN
cana-6245	388	23	,	,	PUNCT
cana-6245	388	24	j.	j.	PROPN
cana-6245	388	25	(	(	PUNCT
cana-6245	388	26	2020	2020	NUM
cana-6245	388	27	)	)	PUNCT
cana-6245	388	28	.	.	PUNCT
cana-6245	389	1	short	short	ADJ
cana-6245	389	2	-	-	PUNCT
cana-6245	389	3	term	term	NOUN
cana-6245	389	4	prediction	prediction	NOUN
cana-6245	389	5	of	of	ADP
cana-6245	389	6	available	available	ADJ
cana-6245	389	7	parking	parking	NOUN
cana-6245	389	8	space	space	NOUN
cana-6245	389	9	based	base	VERB
cana-6245	389	10	on	on	ADP
cana-6245	389	11	machine	machine	NOUN
cana-6245	389	12	learning	learning	NOUN
cana-6245	389	13	approaches	approach	NOUN
cana-6245	389	14	.	.	PUNCT
cana-6245	390	1	ieee	ieee	NOUN
cana-6245	390	2	access	access	NOUN
cana-6245	390	3	,	,	PUNCT
cana-6245	390	4	8	8	NUM
cana-6245	390	5	,	,	PUNCT
cana-6245	390	6	174530	174530	NUM
cana-6245	390	7	-	-	SYM
cana-6245	390	8	174541	174541	NUM
cana-6245	390	9	.	.	PUNCT
cana-6245	391	1	9	9	X
cana-6245	391	2	.	.	X
cana-6245	391	3	canli	canli	PROPN
cana-6245	391	4	,	,	PUNCT
cana-6245	391	5	h.	h.	PROPN
cana-6245	391	6	,	,	PUNCT
cana-6245	391	7	&	&	CCONJ
cana-6245	391	8	toklu	toklu	PROPN
cana-6245	391	9	,	,	PUNCT
cana-6245	391	10	s.	s.	PROPN
cana-6245	391	11	(	(	PUNCT
cana-6245	391	12	2021	2021	NUM
cana-6245	391	13	)	)	PUNCT
cana-6245	391	14	.	.	PUNCT
cana-6245	392	1	deep	deep	ADJ
cana-6245	392	2	learning	learning	NOUN
cana-6245	392	3	-	-	PUNCT
cana-6245	392	4	based	base	VERB
cana-6245	392	5	mobile	mobile	ADJ
cana-6245	392	6	application	application	NOUN
cana-6245	392	7	design	design	NOUN
cana-6245	392	8	for	for	ADP
cana-6245	392	9	smart	smart	ADJ
cana-6245	392	10	parking	parking	NOUN
cana-6245	392	11	.	.	PUNCT
cana-6245	393	1	ieee	ieee	NOUN
cana-6245	393	2	access	access	NOUN
cana-6245	393	3	,	,	PUNCT
cana-6245	393	4	9	9	NUM
cana-6245	393	5	,	,	PUNCT
cana-6245	393	6	61171	61171	NUM
cana-6245	393	7	-	-	SYM
cana-6245	393	8	61183	61183	NUM
cana-6245	393	9	.	.	PUNCT
cana-6245	394	1	10	10	NUM
cana-6245	394	2	.	.	X
cana-6245	395	1	xie	xie	PROPN
cana-6245	395	2	,	,	PUNCT
cana-6245	395	3	j.	j.	PROPN
cana-6245	395	4	,	,	PUNCT
cana-6245	395	5	he	he	PRON
cana-6245	395	6	,	,	PUNCT
cana-6245	395	7	z.	z.	PROPN
cana-6245	395	8	,	,	PUNCT
cana-6245	395	9	&	&	CCONJ
cana-6245	395	10	zhu	zhu	PROPN
cana-6245	395	11	,	,	PUNCT
cana-6245	395	12	y.	y.	PROPN
cana-6245	395	13	(	(	PUNCT
cana-6245	395	14	2023	2023	NUM
cana-6245	395	15	)	)	PUNCT
cana-6245	395	16	.	.	PUNCT
cana-6245	396	1	a	a	DET
cana-6245	396	2	drl	drl	PROPN
cana-6245	396	3	based	base	VERB
cana-6245	396	4	cooperative	cooperative	ADJ
cana-6245	396	5	approach	approach	NOUN
cana-6245	396	6	for	for	ADP
cana-6245	396	7	parking	parking	NOUN
cana-6245	396	8	space	space	NOUN
cana-6245	396	9	allocation	allocation	NOUN
cana-6245	396	10	in	in	ADP
cana-6245	396	11	an	an	DET
cana-6245	396	12	automated	automate	VERB
cana-6245	396	13	valet	valet	NOUN
cana-6245	396	14	parking	parking	NOUN
cana-6245	396	15	system	system	NOUN
cana-6245	396	16	.	.	PUNCT
cana-6245	397	1	applied	apply	VERB
cana-6245	397	2	intelligence	intelligence	NOUN
cana-6245	397	3	,	,	PUNCT
cana-6245	397	4	53(5	53(5	NUM
cana-6245	397	5	)	)	PUNCT
cana-6245	397	6	,	,	PUNCT
cana-6245	397	7	5368	5368	NUM
cana-6245	397	8	-	-	SYM
cana-6245	397	9	5387	5387	NUM
cana-6245	397	10	.	.	PUNCT
cana-6245	398	1	communications	communication	NOUN
cana-6245	398	2	on	on	ADP
cana-6245	398	3	applied	apply	VERB
cana-6245	398	4	nonlinear	nonlinear	ADJ
cana-6245	398	5	analysis	analysis	NOUN
cana-6245	398	6	issn	issn	NOUN
cana-6245	398	7	:	:	PUNCT
cana-6245	398	8	1074	1074	NUM
cana-6245	398	9	-	-	PUNCT
cana-6245	398	10	133x	133x	NUM
cana-6245	398	11	vol	vol	VERB
cana-6245	398	12	32	32	NUM
cana-6245	398	13	no	no	NOUN
cana-6245	398	14	.	.	PUNCT
cana-6245	399	1	10s	10	NOUN
cana-6245	399	2	(	(	PUNCT
cana-6245	399	3	2025	2025	NUM
cana-6245	399	4	)	)	PUNCT
cana-6245	399	5	3632	3632	NUM
cana-6245	399	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6245	399	7	11	11	NUM
cana-6245	399	8	.	.	PUNCT
cana-6245	400	1	nardin	nardin	ADV
cana-6245	400	2	,	,	PUNCT
cana-6245	400	3	a.	a.	PROPN
cana-6245	400	4	,	,	PUNCT
cana-6245	400	5	&	&	CCONJ
cana-6245	400	6	d’andreagiovanni	d’andreagiovanni	PROPN
cana-6245	400	7	,	,	PUNCT
cana-6245	400	8	f.	f.	PROPN
cana-6245	400	9	(	(	PUNCT
cana-6245	400	10	2024	2024	NUM
cana-6245	400	11	)	)	PUNCT
cana-6245	400	12	.	.	PUNCT
cana-6245	401	1	a	a	DET
cana-6245	401	2	quantum	quantum	NOUN
cana-6245	401	3	-	-	PUNCT
cana-6245	401	4	inspired	inspire	VERB
cana-6245	401	5	ant	ant	ADJ
cana-6245	401	6	colony	colony	NOUN
cana-6245	401	7	optimization	optimization	NOUN
cana-6245	401	8	algorithm	algorithm	NOUN
cana-6245	401	9	for	for	ADP
cana-6245	401	10	parking	parking	NOUN
cana-6245	401	11	lot	lot	NOUN
cana-6245	401	12	rental	rental	NOUN
cana-6245	401	13	to	to	ADP
cana-6245	401	14	shared	share	VERB
cana-6245	401	15	e	e	NOUN
cana-6245	401	16	-	-	NOUN
cana-6245	401	17	scooter	scooter	ADJ
cana-6245	401	18	services	service	NOUN
cana-6245	401	19	.	.	PUNCT
cana-6245	402	1	algorithms	algorithm	NOUN
cana-6245	402	2	,	,	PUNCT
cana-6245	402	3	17(2	17(2	NUM
cana-6245	402	4	)	)	PUNCT
cana-6245	402	5	,	,	PUNCT
cana-6245	402	6	80	80	NUM
cana-6245	402	7	.	.	PUNCT
cana-6245	402	8	12	12	NUM
cana-6245	402	9	.	.	PUNCT
cana-6245	403	1	wang	wang	PROPN
cana-6245	403	2	,	,	PUNCT
cana-6245	403	3	y.	y.	PROPN
cana-6245	403	4	,	,	PUNCT
cana-6245	403	5	liu	liu	PROPN
cana-6245	403	6	,	,	PUNCT
cana-6245	403	7	d.	d.	PROPN
cana-6245	403	8	,	,	PUNCT
cana-6245	403	9	&	&	CCONJ
cana-6245	403	10	sun	sun	PROPN
cana-6245	403	11	,	,	PUNCT
cana-6245	403	12	x.	x.	NOUN
cana-6245	403	13	(	(	PUNCT
cana-6245	403	14	2024	2024	NUM
cana-6245	403	15	)	)	PUNCT
cana-6245	403	16	.	.	PUNCT
cana-6245	404	1	a	a	DET
cana-6245	404	2	low	low	ADJ
cana-6245	404	3	-	-	PUNCT
cana-6245	404	4	cost	cost	NOUN
cana-6245	404	5	,	,	PUNCT
cana-6245	404	6	high	high	ADJ
cana-6245	404	7	-	-	PUNCT
cana-6245	404	8	performance	performance	NOUN
cana-6245	404	9	middleware	middleware	NOUN
cana-6245	404	10	solution	solution	NOUN
cana-6245	404	11	for	for	ADP
cana-6245	404	12	unified	unified	ADJ
cana-6245	404	13	parking	parking	NOUN
cana-6245	404	14	management	management	NOUN
cana-6245	404	15	.	.	PUNCT
cana-6245	405	1	soft	soft	ADJ
cana-6245	405	2	computing	computing	NOUN
cana-6245	405	3	,	,	PUNCT
cana-6245	405	4	28(3	28(3	NUM
cana-6245	405	5	)	)	PUNCT
cana-6245	405	6	,	,	PUNCT
cana-6245	405	7	2291	2291	NUM
cana-6245	405	8	-	-	SYM
cana-6245	405	9	2308	2308	NUM
cana-6245	405	10	.	.	PUNCT
cana-6245	406	1	13	13	NUM
cana-6245	406	2	.	.	PUNCT
cana-6245	407	1	rafique	rafique	PROPN
cana-6245	407	2	,	,	PUNCT
cana-6245	407	3	s.	s.	PROPN
cana-6245	407	4	,	,	PUNCT
cana-6245	407	5	gul	gul	PROPN
cana-6245	407	6	,	,	PUNCT
cana-6245	407	7	s.	s.	PROPN
cana-6245	407	8	,	,	PUNCT
cana-6245	407	9	jan	jan	PROPN
cana-6245	407	10	,	,	PUNCT
cana-6245	407	11	k.	k.	PROPN
cana-6245	407	12	,	,	PUNCT
cana-6245	407	13	&	&	CCONJ
cana-6245	407	14	khan	khan	PROPN
cana-6245	407	15	,	,	PUNCT
cana-6245	407	16	g.	g.	PROPN
cana-6245	407	17	m.	m.	PROPN
cana-6245	407	18	(	(	PUNCT
cana-6245	407	19	2023	2023	NUM
cana-6245	407	20	)	)	PUNCT
cana-6245	407	21	.	.	PUNCT
cana-6245	408	1	optimized	optimize	VERB
cana-6245	408	2	real	real	ADJ
cana-6245	408	3	-	-	PUNCT
cana-6245	408	4	time	time	NOUN
cana-6245	408	5	parking	parking	NOUN
cana-6245	408	6	management	management	NOUN
cana-6245	408	7	framework	framework	NOUN
cana-6245	408	8	using	use	VERB
cana-6245	408	9	deep	deep	ADJ
cana-6245	408	10	learning	learning	NOUN
cana-6245	408	11	.	.	PUNCT
cana-6245	409	1	expert	expert	NOUN
cana-6245	409	2	systems	system	NOUN
cana-6245	409	3	with	with	ADP
cana-6245	409	4	applications	application	NOUN
cana-6245	409	5	,	,	PUNCT
cana-6245	409	6	220	220	NUM
cana-6245	409	7	,	,	PUNCT
cana-6245	409	8	119686	119686	NUM
cana-6245	409	9	.	.	PUNCT
cana-6245	410	1	14	14	NUM
cana-6245	410	2	.	.	X
cana-6245	411	1	dahiya	dahiya	PROPN
cana-6245	411	2	,	,	PUNCT
cana-6245	411	3	a.	a.	NOUN
cana-6245	411	4	,	,	PUNCT
cana-6245	411	5	mittal	mittal	PROPN
cana-6245	411	6	,	,	PUNCT
cana-6245	411	7	p.	p.	PROPN
cana-6245	411	8	,	,	PUNCT
cana-6245	411	9	sharma	sharma	PROPN
cana-6245	411	10	,	,	PUNCT
cana-6245	411	11	y.	y.	PROPN
cana-6245	411	12	k.	k.	PROPN
cana-6245	411	13	,	,	PUNCT
cana-6245	411	14	lilhore	lilhore	PROPN
cana-6245	411	15	,	,	PUNCT
cana-6245	411	16	u.	u.	PROPN
cana-6245	411	17	k.	k.	PROPN
cana-6245	411	18	,	,	PUNCT
cana-6245	411	19	simaiya	simaiya	PROPN
cana-6245	411	20	,	,	PUNCT
cana-6245	411	21	s.	s.	PROPN
cana-6245	411	22	,	,	PUNCT
cana-6245	411	23	ghith	ghith	PROPN
cana-6245	411	24	,	,	PUNCT
cana-6245	411	25	e.	e.	PROPN
cana-6245	411	26	,	,	PUNCT
cana-6245	411	27	&	&	CCONJ
cana-6245	411	28	tlija	tlija	NOUN
cana-6245	411	29	,	,	PUNCT
cana-6245	411	30	m.	m.	NOUN
cana-6245	411	31	(	(	PUNCT
cana-6245	411	32	2024	2024	NUM
cana-6245	411	33	)	)	PUNCT
cana-6245	411	34	.	.	PUNCT
cana-6245	412	1	machine	machine	NOUN
cana-6245	412	2	learning‐based	learning‐base	VERB
cana-6245	412	3	prediction	prediction	NOUN
cana-6245	412	4	of	of	ADP
cana-6245	412	5	parking	parking	NOUN
cana-6245	412	6	space	space	NOUN
cana-6245	412	7	availability	availability	NOUN
cana-6245	412	8	in	in	ADP
cana-6245	412	9	iot‐enabled	iot‐enable	VERB
cana-6245	412	10	smart	smart	ADJ
cana-6245	412	11	parking	parking	NOUN
cana-6245	412	12	management	management	NOUN
cana-6245	412	13	systems	system	NOUN
cana-6245	412	14	.	.	PUNCT
cana-6245	413	1	journal	journal	NOUN
cana-6245	413	2	of	of	ADP
cana-6245	413	3	advanced	advanced	ADJ
cana-6245	413	4	transportation	transportation	NOUN
cana-6245	413	5	,	,	PUNCT
cana-6245	413	6	2024(1	2024(1	NUM
cana-6245	413	7	)	)	PUNCT
cana-6245	413	8	,	,	PUNCT
cana-6245	413	9	8474973	8474973	NUM
cana-6245	413	10	.	.	PUNCT
cana-6245	414	1	15	15	NUM
cana-6245	414	2	.	.	X
cana-6245	414	3	errousso	errousso	PROPN
cana-6245	414	4	,	,	PUNCT
cana-6245	414	5	h.	h.	PROPN
cana-6245	414	6	,	,	PUNCT
cana-6245	414	7	el	el	PROPN
cana-6245	414	8	ouadi	ouadi	PROPN
cana-6245	414	9	,	,	PUNCT
cana-6245	414	10	j.	j.	PROPN
cana-6245	414	11	,	,	PUNCT
cana-6245	414	12	&	&	CCONJ
cana-6245	414	13	benhadou	benhadou	PROPN
cana-6245	414	14	,	,	PUNCT
cana-6245	414	15	s.	s.	PROPN
cana-6245	414	16	(	(	PUNCT
cana-6245	414	17	2022	2022	NUM
cana-6245	414	18	)	)	PUNCT
cana-6245	414	19	.	.	PUNCT
cana-6245	415	1	dynamic	dynamic	ADJ
cana-6245	415	2	parking	parking	NOUN
cana-6245	415	3	space	space	NOUN
cana-6245	415	4	allocation	allocation	NOUN
cana-6245	415	5	at	at	ADP
cana-6245	415	6	urban	urban	ADJ
cana-6245	415	7	scale	scale	NOUN
cana-6245	415	8	:	:	PUNCT
cana-6245	415	9	problem	problem	NOUN
cana-6245	415	10	formulation	formulation	NOUN
cana-6245	415	11	and	and	CCONJ
cana-6245	415	12	resolution	resolution	NOUN
cana-6245	415	13	.	.	PUNCT
cana-6245	416	1	journal	journal	PROPN
cana-6245	416	2	of	of	ADP
cana-6245	416	3	king	king	PROPN
cana-6245	416	4	saud	saud	PROPN
cana-6245	416	5	university	university	PROPN
cana-6245	416	6	-	-	PUNCT
cana-6245	416	7	computer	computer	NOUN
cana-6245	416	8	and	and	CCONJ
cana-6245	416	9	information	information	NOUN
cana-6245	416	10	sciences	science	NOUN
cana-6245	416	11	,	,	PUNCT
cana-6245	416	12	34(10	34(10	NUM
cana-6245	416	13	)	)	PUNCT
cana-6245	416	14	,	,	PUNCT
cana-6245	416	15	9576	9576	NUM
cana-6245	416	16	-	-	SYM
cana-6245	416	17	9590	9590	NUM
cana-6245	416	18	.	.	PUNCT
cana-6245	417	1	16	16	NUM
cana-6245	417	2	.	.	PUNCT
cana-6245	418	1	jemmali	jemmali	PROPN
cana-6245	418	2	,	,	PUNCT
cana-6245	418	3	m.	m.	NOUN
cana-6245	418	4	,	,	PUNCT
cana-6245	418	5	melhim	melhim	PROPN
cana-6245	418	6	,	,	PUNCT
cana-6245	418	7	l.	l.	PROPN
cana-6245	418	8	k.	k.	PROPN
cana-6245	418	9	b.	b.	PROPN
cana-6245	418	10	,	,	PUNCT
cana-6245	418	11	alharbi	alharbi	PROPN
cana-6245	418	12	,	,	PUNCT
cana-6245	418	13	m.	m.	NOUN
cana-6245	418	14	t.	t.	PROPN
cana-6245	418	15	,	,	PUNCT
cana-6245	418	16	bajahzar	bajahzar	PROPN
cana-6245	418	17	,	,	PUNCT
cana-6245	418	18	a.	a.	PROPN
cana-6245	418	19	,	,	PUNCT
cana-6245	418	20	&	&	CCONJ
cana-6245	418	21	omri	omri	PROPN
cana-6245	418	22	,	,	PUNCT
cana-6245	418	23	m.	m.	NOUN
cana-6245	418	24	n.	n.	PROPN
cana-6245	418	25	(	(	PUNCT
cana-6245	418	26	2022	2022	NUM
cana-6245	418	27	)	)	PUNCT
cana-6245	418	28	.	.	PUNCT
cana-6245	419	1	smart	smart	ADJ
cana-6245	419	2	-	-	PUNCT
cana-6245	419	3	parking	parking	NOUN
cana-6245	419	4	management	management	NOUN
cana-6245	419	5	algorithms	algorithm	NOUN
cana-6245	419	6	in	in	ADP
cana-6245	419	7	smart	smart	ADJ
cana-6245	419	8	city	city	NOUN
cana-6245	419	9	.	.	PUNCT
cana-6245	420	1	scientific	scientific	ADJ
cana-6245	420	2	reports	report	NOUN
cana-6245	420	3	,	,	PUNCT
cana-6245	420	4	12(1	12(1	NUM
cana-6245	420	5	)	)	PUNCT
cana-6245	420	6	,	,	PUNCT
cana-6245	420	7	6533	6533	NUM
cana-6245	420	8	.	.	PUNCT
cana-6245	421	1	17	17	NUM
cana-6245	421	2	.	.	X
cana-6245	422	1	wang	wang	PROPN
cana-6245	422	2	,	,	PUNCT
cana-6245	422	3	y.	y.	PROPN
cana-6245	422	4	,	,	PUNCT
cana-6245	422	5	&	&	CCONJ
cana-6245	422	6	chen	chen	PROPN
cana-6245	422	7	,	,	PUNCT
cana-6245	422	8	q.	q.	PROPN
cana-6245	422	9	(	(	PUNCT
cana-6245	422	10	2022	2022	NUM
cana-6245	422	11	)	)	PUNCT
cana-6245	422	12	.	.	PUNCT
cana-6245	423	1	dynamic	dynamic	ADJ
cana-6245	423	2	parking	parking	NOUN
cana-6245	423	3	allocation	allocation	NOUN
cana-6245	423	4	model	model	NOUN
cana-6245	423	5	in	in	ADP
cana-6245	423	6	a	a	DET
cana-6245	423	7	multidestination	multidestination	NOUN
cana-6245	423	8	multiple	multiple	ADJ
cana-6245	423	9	parking	parking	NOUN
cana-6245	423	10	lot	lot	NOUN
cana-6245	423	11	system	system	NOUN
cana-6245	423	12	.	.	PUNCT
cana-6245	424	1	ieee	ieee	NOUN
cana-6245	424	2	smarttransportation	smarttransportation	PROPN
cana-6245	424	3	systems	systems	PROPN
cana-6245	424	4	magazine	magazine	PROPN
cana-6245	424	5	,	,	PUNCT
cana-6245	424	6	14(5	14(5	PROPN
cana-6245	424	7	)	)	PUNCT
cana-6245	424	8	,	,	PUNCT
cana-6245	424	9	195	195	NUM
cana-6245	424	10	-	-	SYM
cana-6245	424	11	208	208	NUM
cana-6245	424	12	.	.	PUNCT
cana-6245	425	1	18	18	NUM
cana-6245	425	2	.	.	PUNCT
cana-6245	426	1	mei	mei	PROPN
cana-6245	426	2	,	,	PUNCT
cana-6245	426	3	z.	z.	PROPN
cana-6245	426	4	,	,	PUNCT
cana-6245	426	5	zhang	zhang	PROPN
cana-6245	426	6	,	,	PUNCT
cana-6245	426	7	h.	h.	PROPN
cana-6245	426	8	,	,	PUNCT
cana-6245	426	9	tang	tang	PROPN
cana-6245	426	10	,	,	PUNCT
cana-6245	426	11	w.	w.	PROPN
cana-6245	426	12	,	,	PUNCT
cana-6245	426	13	&	&	CCONJ
cana-6245	426	14	zhang	zhang	PROPN
cana-6245	426	15	,	,	PUNCT
cana-6245	426	16	l.	l.	PROPN
cana-6245	426	17	(	(	PUNCT
cana-6245	426	18	2023	2023	NUM
cana-6245	426	19	)	)	PUNCT
cana-6245	426	20	.	.	PUNCT
cana-6245	427	1	assessment	assessment	NOUN
cana-6245	427	2	and	and	CCONJ
cana-6245	427	3	optimization	optimization	NOUN
cana-6245	427	4	of	of	ADP
cana-6245	427	5	parking	parking	NOUN
cana-6245	427	6	reservation	reservation	NOUN
cana-6245	427	7	strategy	strategy	NOUN
cana-6245	427	8	for	for	ADP
cana-6245	427	9	park	park	NOUN
cana-6245	427	10	-	-	PUNCT
cana-6245	427	11	and	and	CCONJ
cana-6245	427	12	-	-	PUNCT
cana-6245	427	13	ride	ride	NOUN
cana-6245	427	14	system	system	NOUN
cana-6245	427	15	emissions	emission	NOUN
cana-6245	427	16	reduction	reduction	NOUN
cana-6245	427	17	.	.	PUNCT
cana-6245	428	1	transportation	transportation	NOUN
cana-6245	428	2	research	research	NOUN
cana-6245	428	3	part	part	NOUN
cana-6245	428	4	d	d	NOUN
cana-6245	428	5	:	:	PUNCT
cana-6245	428	6	transport	transport	NOUN
cana-6245	428	7	and	and	CCONJ
cana-6245	428	8	environment	environment	NOUN
cana-6245	428	9	,	,	PUNCT
cana-6245	428	10	124	124	NUM
cana-6245	428	11	,	,	PUNCT
cana-6245	428	12	103956	103956	NUM
cana-6245	428	13	.	.	PUNCT
cana-6245	429	1	19	19	NUM
cana-6245	429	2	.	.	PUNCT
cana-6245	429	3	yan	yan	PROPN
cana-6245	429	4	,	,	PUNCT
cana-6245	429	5	p.	p.	PROPN
cana-6245	429	6	,	,	PUNCT
cana-6245	429	7	bai	bai	PROPN
cana-6245	429	8	,	,	PUNCT
cana-6245	429	9	m.	m.	NOUN
cana-6245	429	10	,	,	PUNCT
cana-6245	429	11	cai	cai	X
cana-6245	429	12	,	,	PUNCT
cana-6245	429	13	x.	x.	PROPN
cana-6245	429	14	,	,	PUNCT
cana-6245	429	15	chen	chen	PROPN
cana-6245	429	16	,	,	PUNCT
cana-6245	429	17	z.	z.	PROPN
cana-6245	429	18	,	,	PUNCT
cana-6245	429	19	&	&	CCONJ
cana-6245	429	20	xie	xie	PROPN
cana-6245	429	21	,	,	PUNCT
cana-6245	429	22	h.	h.	PROPN
cana-6245	429	23	(	(	PUNCT
cana-6245	429	24	2023	2023	NUM
cana-6245	429	25	)	)	PUNCT
cana-6245	429	26	.	.	PUNCT
cana-6245	430	1	data	data	NOUN
cana-6245	430	2	-	-	PUNCT
cana-6245	430	3	driven	drive	VERB
cana-6245	430	4	dynamic	dynamic	ADJ
cana-6245	430	5	optimization	optimization	NOUN
cana-6245	430	6	for	for	ADP
cana-6245	430	7	real	real	ADJ
cana-6245	430	8	-	-	PUNCT
cana-6245	430	9	time	time	NOUN
cana-6245	430	10	parking	parking	NOUN
cana-6245	430	11	reservation	reservation	NOUN
cana-6245	430	12	considering	consider	VERB
cana-6245	430	13	parking	parking	NOUN
cana-6245	430	14	unpunctuality	unpunctuality	NOUN
cana-6245	430	15	.	.	PUNCT
cana-6245	431	1	iise	iise	PROPN
cana-6245	431	2	transactions	transaction	NOUN
cana-6245	431	3	,	,	PUNCT
cana-6245	431	4	1	1	NUM
cana-6245	431	5	-	-	SYM
cana-6245	431	6	14	14	NUM
cana-6245	431	7	.	.	PUNCT
cana-6245	432	1	20	20	NUM
cana-6245	432	2	.	.	PUNCT
cana-6245	433	1	guo	guo	PROPN
cana-6245	433	2	,	,	PUNCT
cana-6245	433	3	f.	f.	PROPN
cana-6245	433	4	,	,	PUNCT
cana-6245	433	5	xu	xu	PROPN
cana-6245	433	6	,	,	PUNCT
cana-6245	433	7	h.	h.	PROPN
cana-6245	433	8	,	,	PUNCT
cana-6245	433	9	xu	xu	PROPN
cana-6245	433	10	,	,	PUNCT
cana-6245	433	11	p.	p.	PROPN
cana-6245	433	12	,	,	PUNCT
cana-6245	433	13	&	&	CCONJ
cana-6245	433	14	guo	guo	PROPN
cana-6245	433	15	,	,	PUNCT
cana-6245	433	16	z.	z.	PROPN
cana-6245	433	17	(	(	PUNCT
cana-6245	433	18	2024	2024	NUM
cana-6245	433	19	)	)	PUNCT
cana-6245	433	20	.	.	PUNCT
cana-6245	434	1	design	design	NOUN
cana-6245	434	2	of	of	ADP
cana-6245	434	3	a	a	DET
cana-6245	434	4	reinforcement	reinforcement	NOUN
cana-6245	434	5	learning	learning	NOUN
cana-6245	434	6	-	-	PUNCT
cana-6245	434	7	based	base	VERB
cana-6245	434	8	smartcar	smartcar	NOUN
cana-6245	434	9	transfer	transfer	NOUN
cana-6245	434	10	planning	planning	NOUN
cana-6245	434	11	system	system	NOUN
cana-6245	434	12	for	for	ADP
cana-6245	434	13	parking	parking	NOUN
cana-6245	434	14	lots	lot	NOUN
cana-6245	434	15	.	.	PUNCT
cana-6245	435	1	mathematical	mathematical	ADJ
cana-6245	435	2	biosciences	bioscience	NOUN
cana-6245	435	3	and	and	CCONJ
cana-6245	435	4	engineering	engineering	NOUN
cana-6245	435	5	,	,	PUNCT
cana-6245	435	6	21(1	21(1	NUM
cana-6245	435	7	)	)	PUNCT
cana-6245	435	8	,	,	PUNCT
cana-6245	435	9	1058	1058	NUM
cana-6245	435	10	-	-	SYM
cana-6245	435	11	1081	1081	NUM
cana-6245	435	12	.	.	PUNCT
cana-6245	436	1	21	21	NUM
cana-6245	436	2	.	.	X
cana-6245	436	3	elomiya	elomiya	PROPN
cana-6245	436	4	,	,	PUNCT
cana-6245	436	5	a.	a.	NOUN
cana-6245	436	6	,	,	PUNCT
cana-6245	436	7	křupka	křupka	PROPN
cana-6245	436	8	,	,	PUNCT
cana-6245	436	9	j.	j.	PROPN
cana-6245	436	10	,	,	PUNCT
cana-6245	436	11	jovčić	jovčić	PROPN
cana-6245	436	12	,	,	PUNCT
cana-6245	436	13	s.	s.	PROPN
cana-6245	436	14	,	,	PUNCT
cana-6245	436	15	&	&	CCONJ
cana-6245	436	16	simic	simic	PROPN
cana-6245	436	17	,	,	PUNCT
cana-6245	436	18	v.	v.	PROPN
cana-6245	436	19	(	(	PUNCT
cana-6245	436	20	2024	2024	NUM
cana-6245	436	21	)	)	PUNCT
cana-6245	436	22	.	.	PUNCT
cana-6245	437	1	enhanced	enhance	VERB
cana-6245	437	2	prediction	prediction	NOUN
cana-6245	437	3	of	of	ADP
cana-6245	437	4	parking	parking	NOUN
cana-6245	437	5	occupancy	occupancy	NOUN
cana-6245	437	6	through	through	ADP
cana-6245	437	7	fusion	fusion	NOUN
cana-6245	437	8	of	of	ADP
cana-6245	437	9	adaptive	adaptive	ADJ
cana-6245	437	10	neuro	neuro	NOUN
cana-6245	437	11	-	-	PUNCT
cana-6245	437	12	fuzzy	fuzzy	ADJ
cana-6245	437	13	inference	inference	NOUN
cana-6245	437	14	system	system	NOUN
cana-6245	437	15	and	and	CCONJ
cana-6245	437	16	deep	deep	ADJ
cana-6245	437	17	learning	learning	NOUN
cana-6245	437	18	models	model	NOUN
cana-6245	437	19	.	.	PUNCT
cana-6245	438	1	engineering	engineering	NOUN
cana-6245	438	2	applications	application	NOUN
cana-6245	438	3	of	of	ADP
cana-6245	438	4	artificial	artificial	ADJ
cana-6245	438	5	intelligence	intelligence	NOUN
cana-6245	438	6	,	,	PUNCT
cana-6245	438	7	129	129	NUM
cana-6245	438	8	,	,	PUNCT
cana-6245	438	9	107670	107670	NUM
cana-6245	438	10	.	.	PUNCT
cana-6245	439	1	22	22	NUM
cana-6245	439	2	.	.	PUNCT
cana-6245	440	1	li	li	PROPN
cana-6245	440	2	,	,	PUNCT
cana-6245	440	3	q.	q.	PROPN
cana-6245	440	4	,	,	PUNCT
cana-6245	440	5	cheng	cheng	PROPN
cana-6245	440	6	,	,	PUNCT
cana-6245	440	7	j.	j.	PROPN
cana-6245	440	8	,	,	PUNCT
cana-6245	440	9	&	&	CCONJ
cana-6245	440	10	chen	chen	PROPN
cana-6245	440	11	,	,	PUNCT
cana-6245	440	12	l.	l.	PROPN
cana-6245	440	13	(	(	PUNCT
cana-6245	440	14	2024	2024	NUM
cana-6245	440	15	)	)	PUNCT
cana-6245	440	16	.	.	PUNCT
cana-6245	441	1	research	research	NOUN
cana-6245	441	2	on	on	ADP
cana-6245	441	3	shared	share	VERB
cana-6245	441	4	parking	parking	NOUN
cana-6245	441	5	allocation	allocation	NOUN
cana-6245	441	6	considering	consider	VERB
cana-6245	441	7	the	the	DET
cana-6245	441	8	heterogeneity	heterogeneity	NOUN
cana-6245	441	9	of	of	ADP
cana-6245	441	10	parking	parking	NOUN
cana-6245	441	11	slot	slot	NOUN
cana-6245	441	12	providers	provider	NOUN
cana-6245	441	13	’	'	PUNCT
cana-6245	441	14	temporary	temporary	ADJ
cana-6245	441	15	parking	parking	NOUN
cana-6245	441	16	demand	demand	NOUN
cana-6245	441	17	.	.	PUNCT
cana-6245	442	1	transportation	transportation	NOUN
cana-6245	442	2	letters	letter	NOUN
cana-6245	442	3	,	,	PUNCT
cana-6245	442	4	1	1	NUM
cana-6245	442	5	-	-	SYM
cana-6245	442	6	13	13	NUM
cana-6245	442	7	.	.	PUNCT