id	sid	tid	token	lemma	pos
ajst-12719	1	1	academic	academic	ADJ
ajst-12719	1	2	journal	journal	NOUN
ajst-12719	1	3	of	of	ADP
ajst-12719	1	4	science	science	NOUN
ajst-12719	1	5	and	and	CCONJ
ajst-12719	1	6	technology	technology	NOUN
ajst-12719	1	7	issn	issn	NOUN
ajst-12719	1	8	:	:	PUNCT
ajst-12719	1	9	2771	2771	NUM
ajst-12719	1	10	-	-	SYM
ajst-12719	1	11	3032	3032	NUM
ajst-12719	1	12	|	|	NOUN
ajst-12719	1	13	vol	vol	NOUN
ajst-12719	1	14	.	.	PROPN
ajst-12719	2	1	7	7	NUM
ajst-12719	2	2	,	,	PUNCT
ajst-12719	2	3	no	no	INTJ
ajst-12719	2	4	.	.	NOUN
ajst-12719	2	5	3	3	NUM
ajst-12719	2	6	,	,	PUNCT
ajst-12719	2	7	2023	2023	NUM
ajst-12719	2	8	65	65	NUM
ajst-12719	2	9	research	research	NOUN
ajst-12719	2	10	on	on	ADP
ajst-12719	2	11	optimization	optimization	NOUN
ajst-12719	2	12	algorithm	algorithm	NOUN
ajst-12719	2	13	for	for	ADP
ajst-12719	2	14	urban	urban	ADJ
ajst-12719	2	15	traffic	traffic	NOUN
ajst-12719	2	16	flow	flow	NOUN
ajst-12719	2	17	based	base	VERB
ajst-12719	2	18	on	on	ADP
ajst-12719	2	19	computer	computer	NOUN
ajst-12719	2	20	simulation	simulation	NOUN
ajst-12719	2	21	rui	rui	PROPN
ajst-12719	2	22	qu1	qu1	PROPN
ajst-12719	2	23	,	,	PUNCT
ajst-12719	2	24	*	*	PUNCT
ajst-12719	2	25	1	1	NUM
ajst-12719	2	26	school	school	NOUN
ajst-12719	2	27	of	of	ADP
ajst-12719	2	28	traffic	traffic	NOUN
ajst-12719	2	29	and	and	CCONJ
ajst-12719	2	30	transportation	transportation	NOUN
ajst-12719	2	31	,	,	PUNCT
ajst-12719	2	32	shijiazhuang	shijiazhuang	PROPN
ajst-12719	2	33	tiedao	tiedao	PROPN
ajst-12719	2	34	university	university	PROPN
ajst-12719	2	35	,	,	PUNCT
ajst-12719	2	36	shijiazhuang	shijiazhuang	PROPN
ajst-12719	2	37	,	,	PUNCT
ajst-12719	2	38	hebei	hebei	PROPN
ajst-12719	2	39	050043	050043	NUM
ajst-12719	2	40	,	,	PUNCT
ajst-12719	2	41	china	china	PROPN
ajst-12719	2	42	*	*	PUNCT
ajst-12719	2	43	corresponding	correspond	VERB
ajst-12719	2	44	author	author	NOUN
ajst-12719	2	45	:	:	PUNCT
ajst-12719	2	46	qu	qu	PROPN
ajst-12719	2	47	rui	rui	PROPN
ajst-12719	2	48	(	(	PUNCT
ajst-12719	2	49	email	email	NOUN
ajst-12719	2	50	:	:	PUNCT
ajst-12719	2	51	18563959719@163.com	18563959719@163.com	NUM
ajst-12719	2	52	)	)	PUNCT
ajst-12719	2	53	abstract	abstract	NOUN
ajst-12719	2	54	:	:	PUNCT
ajst-12719	2	55	with	with	ADP
ajst-12719	2	56	the	the	DET
ajst-12719	2	57	acceleration	acceleration	NOUN
ajst-12719	2	58	of	of	ADP
ajst-12719	2	59	urbanization	urbanization	NOUN
ajst-12719	2	60	,	,	PUNCT
ajst-12719	2	61	the	the	DET
ajst-12719	2	62	problem	problem	NOUN
ajst-12719	2	63	of	of	ADP
ajst-12719	2	64	urban	urban	ADJ
ajst-12719	2	65	traffic	traffic	NOUN
ajst-12719	2	66	congestion	congestion	NOUN
ajst-12719	2	67	is	be	AUX
ajst-12719	2	68	becoming	become	VERB
ajst-12719	2	69	increasingly	increasingly	ADV
ajst-12719	2	70	prominent	prominent	ADJ
ajst-12719	2	71	.	.	PUNCT
ajst-12719	3	1	in	in	ADP
ajst-12719	3	2	order	order	NOUN
ajst-12719	3	3	to	to	PART
ajst-12719	3	4	address	address	VERB
ajst-12719	3	5	this	this	DET
ajst-12719	3	6	issue	issue	NOUN
ajst-12719	3	7	,	,	PUNCT
ajst-12719	3	8	this	this	DET
ajst-12719	3	9	paper	paper	NOUN
ajst-12719	3	10	proposes	propose	VERB
ajst-12719	3	11	an	an	DET
ajst-12719	3	12	optimization	optimization	NOUN
ajst-12719	3	13	algorithm	algorithm	NOUN
ajst-12719	3	14	for	for	ADP
ajst-12719	3	15	urban	urban	ADJ
ajst-12719	3	16	traffic	traffic	NOUN
ajst-12719	3	17	flow	flow	NOUN
ajst-12719	3	18	based	base	VERB
ajst-12719	3	19	on	on	ADP
ajst-12719	3	20	computer	computer	NOUN
ajst-12719	3	21	simulation	simulation	NOUN
ajst-12719	3	22	.	.	PUNCT
ajst-12719	4	1	the	the	DET
ajst-12719	4	2	algorithm	algorithm	NOUN
ajst-12719	4	3	simulates	simulate	VERB
ajst-12719	4	4	urban	urban	ADJ
ajst-12719	4	5	traffic	traffic	NOUN
ajst-12719	4	6	flow	flow	NOUN
ajst-12719	4	7	,	,	PUNCT
ajst-12719	4	8	analyzes	analyze	VERB
ajst-12719	4	9	traffic	traffic	NOUN
ajst-12719	4	10	bottlenecks	bottleneck	NOUN
ajst-12719	4	11	and	and	CCONJ
ajst-12719	4	12	congestion	congestion	NOUN
ajst-12719	4	13	points	point	NOUN
ajst-12719	4	14	,	,	PUNCT
ajst-12719	4	15	and	and	CCONJ
ajst-12719	4	16	proposes	propose	VERB
ajst-12719	4	17	corresponding	correspond	VERB
ajst-12719	4	18	optimization	optimization	NOUN
ajst-12719	4	19	strategies	strategy	NOUN
ajst-12719	4	20	.	.	PUNCT
ajst-12719	5	1	through	through	ADP
ajst-12719	5	2	experiments	experiment	NOUN
ajst-12719	5	3	and	and	CCONJ
ajst-12719	5	4	data	datum	NOUN
ajst-12719	5	5	analysis	analysis	NOUN
ajst-12719	5	6	,	,	PUNCT
ajst-12719	5	7	the	the	DET
ajst-12719	5	8	effectiveness	effectiveness	NOUN
ajst-12719	5	9	and	and	CCONJ
ajst-12719	5	10	feasibility	feasibility	NOUN
ajst-12719	5	11	of	of	ADP
ajst-12719	5	12	the	the	DET
ajst-12719	5	13	algorithm	algorithm	NOUN
ajst-12719	5	14	are	be	AUX
ajst-12719	5	15	verified	verify	VERB
ajst-12719	5	16	.	.	PUNCT
ajst-12719	6	1	the	the	DET
ajst-12719	6	2	achievements	achievement	NOUN
ajst-12719	6	3	of	of	ADP
ajst-12719	6	4	this	this	DET
ajst-12719	6	5	research	research	NOUN
ajst-12719	6	6	have	have	VERB
ajst-12719	6	7	important	important	ADJ
ajst-12719	6	8	implications	implication	NOUN
ajst-12719	6	9	for	for	ADP
ajst-12719	6	10	urban	urban	ADJ
ajst-12719	6	11	traffic	traffic	NOUN
ajst-12719	6	12	management	management	NOUN
ajst-12719	6	13	and	and	CCONJ
ajst-12719	6	14	optimization	optimization	NOUN
ajst-12719	6	15	.	.	PUNCT
ajst-12719	7	1	keywords	keyword	NOUN
ajst-12719	7	2	:	:	PUNCT
ajst-12719	7	3	optimization	optimization	NOUN
ajst-12719	7	4	algorithm	algorithm	NOUN
ajst-12719	7	5	for	for	ADP
ajst-12719	7	6	urban	urban	ADJ
ajst-12719	7	7	traffic	traffic	NOUN
ajst-12719	7	8	flow	flow	NOUN
ajst-12719	7	9	,	,	PUNCT
ajst-12719	7	10	computer	computer	NOUN
ajst-12719	7	11	simulation	simulation	NOUN
ajst-12719	7	12	,	,	PUNCT
ajst-12719	7	13	traffic	traffic	NOUN
ajst-12719	7	14	congestion	congestion	NOUN
ajst-12719	7	15	,	,	PUNCT
ajst-12719	7	16	optimization	optimization	NOUN
ajst-12719	7	17	strategy	strategy	NOUN
ajst-12719	7	18	.	.	PUNCT
ajst-12719	8	1	1	1	X
ajst-12719	8	2	.	.	X
ajst-12719	8	3	introduction	introduction	NOUN
ajst-12719	8	4	with	with	ADP
ajst-12719	8	5	the	the	DET
ajst-12719	8	6	rapid	rapid	ADJ
ajst-12719	8	7	development	development	NOUN
ajst-12719	8	8	of	of	ADP
ajst-12719	8	9	urbanization	urbanization	NOUN
ajst-12719	8	10	,	,	PUNCT
ajst-12719	8	11	urban	urban	ADJ
ajst-12719	8	12	traffic	traffic	NOUN
ajst-12719	8	13	flow	flow	NOUN
ajst-12719	8	14	has	have	AUX
ajst-12719	8	15	increased	increase	VERB
ajst-12719	8	16	significantly	significantly	ADV
ajst-12719	8	17	,	,	PUNCT
ajst-12719	8	18	and	and	CCONJ
ajst-12719	8	19	the	the	DET
ajst-12719	8	20	increasingly	increasingly	ADV
ajst-12719	8	21	severe	severe	ADJ
ajst-12719	8	22	traffic	traffic	NOUN
ajst-12719	8	23	congestion	congestion	NOUN
ajst-12719	8	24	has	have	AUX
ajst-12719	8	25	become	become	VERB
ajst-12719	8	26	an	an	DET
ajst-12719	8	27	important	important	ADJ
ajst-12719	8	28	factor	factor	NOUN
ajst-12719	8	29	restricting	restrict	VERB
ajst-12719	8	30	the	the	DET
ajst-12719	8	31	sustainable	sustainable	ADJ
ajst-12719	8	32	development	development	NOUN
ajst-12719	8	33	of	of	ADP
ajst-12719	8	34	cities	city	NOUN
ajst-12719	8	35	.	.	PUNCT
ajst-12719	9	1	solving	solve	VERB
ajst-12719	9	2	the	the	DET
ajst-12719	9	3	problem	problem	NOUN
ajst-12719	9	4	of	of	ADP
ajst-12719	9	5	urban	urban	ADJ
ajst-12719	9	6	traffic	traffic	NOUN
ajst-12719	9	7	congestion	congestion	NOUN
ajst-12719	9	8	is	be	AUX
ajst-12719	9	9	of	of	ADP
ajst-12719	9	10	great	great	ADJ
ajst-12719	9	11	significance	significance	NOUN
ajst-12719	9	12	for	for	ADP
ajst-12719	9	13	improving	improve	VERB
ajst-12719	9	14	the	the	DET
ajst-12719	9	15	quality	quality	NOUN
ajst-12719	9	16	of	of	ADP
ajst-12719	9	17	residents	resident	NOUN
ajst-12719	9	18	'	'	PART
ajst-12719	9	19	travel	travel	NOUN
ajst-12719	9	20	and	and	CCONJ
ajst-12719	9	21	enhancing	enhance	VERB
ajst-12719	9	22	the	the	DET
ajst-12719	9	23	environmental	environmental	ADJ
ajst-12719	9	24	quality	quality	NOUN
ajst-12719	9	25	.	.	PUNCT
ajst-12719	10	1	therefore	therefore	ADV
ajst-12719	10	2	,	,	PUNCT
ajst-12719	10	3	it	it	PRON
ajst-12719	10	4	is	be	AUX
ajst-12719	10	5	urgent	urgent	ADJ
ajst-12719	10	6	to	to	PART
ajst-12719	10	7	research	research	VERB
ajst-12719	10	8	and	and	CCONJ
ajst-12719	10	9	develop	develop	VERB
ajst-12719	10	10	an	an	DET
ajst-12719	10	11	efficient	efficient	ADJ
ajst-12719	10	12	optimization	optimization	NOUN
ajst-12719	10	13	algorithm	algorithm	NOUN
ajst-12719	10	14	for	for	ADP
ajst-12719	10	15	traffic	traffic	NOUN
ajst-12719	10	16	flow	flow	NOUN
ajst-12719	10	17	in	in	ADP
ajst-12719	10	18	cities	city	NOUN
ajst-12719	10	19	.	.	PUNCT
ajst-12719	11	1	2	2	X
ajst-12719	11	2	.	.	X
ajst-12719	11	3	research	research	NOUN
ajst-12719	11	4	background	background	NOUN
ajst-12719	11	5	and	and	CCONJ
ajst-12719	11	6	status	status	NOUN
ajst-12719	11	7	2.1	2.1	NUM
ajst-12719	11	8	.	.	PUNCT
ajst-12719	12	1	research	research	NOUN
ajst-12719	12	2	background	background	NOUN
ajst-12719	12	3	with	with	ADP
ajst-12719	12	4	the	the	DET
ajst-12719	12	5	increase	increase	NOUN
ajst-12719	12	6	in	in	ADP
ajst-12719	12	7	urban	urban	ADJ
ajst-12719	12	8	population	population	NOUN
ajst-12719	12	9	and	and	CCONJ
ajst-12719	12	10	the	the	DET
ajst-12719	12	11	continuous	continuous	ADJ
ajst-12719	12	12	growth	growth	NOUN
ajst-12719	12	13	of	of	ADP
ajst-12719	12	14	vehicle	vehicle	NOUN
ajst-12719	12	15	ownership	ownership	NOUN
ajst-12719	12	16	,	,	PUNCT
ajst-12719	12	17	the	the	DET
ajst-12719	12	18	problem	problem	NOUN
ajst-12719	12	19	of	of	ADP
ajst-12719	12	20	urban	urban	ADJ
ajst-12719	12	21	traffic	traffic	NOUN
ajst-12719	12	22	congestion	congestion	NOUN
ajst-12719	12	23	has	have	AUX
ajst-12719	12	24	become	become	VERB
ajst-12719	12	25	increasingly	increasingly	ADV
ajst-12719	12	26	severe	severe	ADJ
ajst-12719	12	27	,	,	PUNCT
ajst-12719	12	28	causing	cause	VERB
ajst-12719	12	29	great	great	ADJ
ajst-12719	12	30	inconvenience	inconvenience	NOUN
ajst-12719	12	31	to	to	ADP
ajst-12719	12	32	people	people	NOUN
ajst-12719	12	33	's	's	PART
ajst-12719	12	34	travel	travel	NOUN
ajst-12719	12	35	and	and	CCONJ
ajst-12719	12	36	exacerbating	exacerbate	VERB
ajst-12719	12	37	energy	energy	NOUN
ajst-12719	12	38	consumption	consumption	NOUN
ajst-12719	12	39	and	and	CCONJ
ajst-12719	12	40	environmental	environmental	ADJ
ajst-12719	12	41	pollution	pollution	NOUN
ajst-12719	12	42	.	.	PUNCT
ajst-12719	13	1	therefore	therefore	ADV
ajst-12719	13	2	,	,	PUNCT
ajst-12719	13	3	optimizing	optimize	VERB
ajst-12719	13	4	urban	urban	ADJ
ajst-12719	13	5	traffic	traffic	NOUN
ajst-12719	13	6	flow	flow	NOUN
ajst-12719	13	7	,	,	PUNCT
ajst-12719	13	8	improving	improve	VERB
ajst-12719	13	9	traffic	traffic	NOUN
ajst-12719	13	10	congestion	congestion	NOUN
ajst-12719	13	11	,	,	PUNCT
ajst-12719	13	12	and	and	CCONJ
ajst-12719	13	13	enhancing	enhance	VERB
ajst-12719	13	14	traffic	traffic	NOUN
ajst-12719	13	15	efficiency	efficiency	NOUN
ajst-12719	13	16	are	be	AUX
ajst-12719	13	17	crucial	crucial	ADJ
ajst-12719	13	18	for	for	ADP
ajst-12719	13	19	the	the	DET
ajst-12719	13	20	sustainable	sustainable	ADJ
ajst-12719	13	21	development	development	NOUN
ajst-12719	13	22	of	of	ADP
ajst-12719	13	23	cities	city	NOUN
ajst-12719	13	24	.	.	PUNCT
ajst-12719	14	1	among	among	ADP
ajst-12719	14	2	them	they	PRON
ajst-12719	14	3	,	,	PUNCT
ajst-12719	14	4	computer	computer	NOUN
ajst-12719	14	5	simulationbased	simulationbase	VERB
ajst-12719	14	6	methods	method	NOUN
ajst-12719	14	7	have	have	AUX
ajst-12719	14	8	been	be	AUX
ajst-12719	14	9	widely	widely	ADV
ajst-12719	14	10	used	use	VERB
ajst-12719	14	11	in	in	ADP
ajst-12719	14	12	traffic	traffic	NOUN
ajst-12719	14	13	flow	flow	NOUN
ajst-12719	14	14	optimization	optimization	NOUN
ajst-12719	14	15	.	.	PUNCT
ajst-12719	15	1	these	these	DET
ajst-12719	15	2	methods	method	NOUN
ajst-12719	15	3	construct	construct	VERB
ajst-12719	15	4	traffic	traffic	NOUN
ajst-12719	15	5	flow	flow	NOUN
ajst-12719	15	6	models	model	NOUN
ajst-12719	15	7	to	to	PART
ajst-12719	15	8	simulate	simulate	VERB
ajst-12719	15	9	the	the	DET
ajst-12719	15	10	operation	operation	NOUN
ajst-12719	15	11	status	status	NOUN
ajst-12719	15	12	of	of	ADP
ajst-12719	15	13	urban	urban	ADJ
ajst-12719	15	14	traffic	traffic	NOUN
ajst-12719	15	15	flow	flow	NOUN
ajst-12719	15	16	,	,	PUNCT
ajst-12719	15	17	analyze	analyze	VERB
ajst-12719	15	18	traffic	traffic	NOUN
ajst-12719	15	19	bottlenecks	bottleneck	NOUN
ajst-12719	15	20	and	and	CCONJ
ajst-12719	15	21	congestion	congestion	NOUN
ajst-12719	15	22	points	point	NOUN
ajst-12719	15	23	,	,	PUNCT
ajst-12719	15	24	and	and	CCONJ
ajst-12719	15	25	propose	propose	VERB
ajst-12719	15	26	corresponding	correspond	VERB
ajst-12719	15	27	optimization	optimization	NOUN
ajst-12719	15	28	strategies	strategy	NOUN
ajst-12719	15	29	.	.	PUNCT
ajst-12719	16	1	2.2	2.2	NUM
ajst-12719	16	2	.	.	PUNCT
ajst-12719	16	3	research	research	NOUN
ajst-12719	16	4	status	status	NOUN
ajst-12719	16	5	currently	currently	ADV
ajst-12719	16	6	,	,	PUNCT
ajst-12719	16	7	research	research	NOUN
ajst-12719	16	8	on	on	ADP
ajst-12719	16	9	urban	urban	ADJ
ajst-12719	16	10	traffic	traffic	NOUN
ajst-12719	16	11	flow	flow	NOUN
ajst-12719	16	12	optimization	optimization	NOUN
ajst-12719	16	13	mainly	mainly	ADV
ajst-12719	16	14	focuses	focus	VERB
ajst-12719	16	15	on	on	ADP
ajst-12719	16	16	traffic	traffic	NOUN
ajst-12719	16	17	management	management	NOUN
ajst-12719	16	18	,	,	PUNCT
ajst-12719	16	19	traffic	traffic	NOUN
ajst-12719	16	20	planning	planning	NOUN
ajst-12719	16	21	,	,	PUNCT
ajst-12719	16	22	and	and	CCONJ
ajst-12719	16	23	traffic	traffic	NOUN
ajst-12719	16	24	control	control	NOUN
ajst-12719	16	25	.	.	PUNCT
ajst-12719	17	1	among	among	ADP
ajst-12719	17	2	them	they	PRON
ajst-12719	17	3	,	,	PUNCT
ajst-12719	17	4	computer	computer	NOUN
ajst-12719	17	5	simulation	simulation	NOUN
ajst-12719	17	6	-	-	PUNCT
ajst-12719	17	7	based	base	VERB
ajst-12719	17	8	methods	method	NOUN
ajst-12719	17	9	play	play	VERB
ajst-12719	17	10	an	an	DET
ajst-12719	17	11	important	important	ADJ
ajst-12719	17	12	role	role	NOUN
ajst-12719	17	13	in	in	ADP
ajst-12719	17	14	the	the	DET
ajst-12719	17	15	research	research	NOUN
ajst-12719	17	16	of	of	ADP
ajst-12719	17	17	urban	urban	ADJ
ajst-12719	17	18	traffic	traffic	NOUN
ajst-12719	17	19	flow	flow	NOUN
ajst-12719	17	20	optimization	optimization	NOUN
ajst-12719	17	21	.	.	PUNCT
ajst-12719	18	1	by	by	ADP
ajst-12719	18	2	using	use	VERB
ajst-12719	18	3	computer	computer	NOUN
ajst-12719	18	4	simulation	simulation	NOUN
ajst-12719	18	5	-	-	PUNCT
ajst-12719	18	6	based	base	VERB
ajst-12719	18	7	traffic	traffic	NOUN
ajst-12719	18	8	planning	planning	NOUN
ajst-12719	18	9	methods	method	NOUN
ajst-12719	18	10	,	,	PUNCT
ajst-12719	18	11	it	it	PRON
ajst-12719	18	12	is	be	AUX
ajst-12719	18	13	possible	possible	ADJ
ajst-12719	18	14	to	to	PART
ajst-12719	18	15	analyze	analyze	VERB
ajst-12719	18	16	the	the	DET
ajst-12719	18	17	matching	matching	NOUN
ajst-12719	18	18	degree	degree	NOUN
ajst-12719	18	19	between	between	ADP
ajst-12719	18	20	traffic	traffic	NOUN
ajst-12719	18	21	demand	demand	NOUN
ajst-12719	18	22	and	and	CCONJ
ajst-12719	18	23	traffic	traffic	NOUN
ajst-12719	18	24	network	network	NOUN
ajst-12719	18	25	,	,	PUNCT
ajst-12719	18	26	optimize	optimize	VERB
ajst-12719	18	27	the	the	DET
ajst-12719	18	28	planning	planning	NOUN
ajst-12719	18	29	of	of	ADP
ajst-12719	18	30	road	road	NOUN
ajst-12719	18	31	networks	network	NOUN
ajst-12719	18	32	and	and	CCONJ
ajst-12719	18	33	public	public	ADJ
ajst-12719	18	34	transportation	transportation	NOUN
ajst-12719	18	35	routes	route	NOUN
ajst-12719	18	36	,	,	PUNCT
ajst-12719	18	37	and	and	CCONJ
ajst-12719	18	38	improve	improve	VERB
ajst-12719	18	39	the	the	DET
ajst-12719	18	40	efficiency	efficiency	NOUN
ajst-12719	18	41	and	and	CCONJ
ajst-12719	18	42	accessibility	accessibility	NOUN
ajst-12719	18	43	of	of	ADP
ajst-12719	18	44	the	the	DET
ajst-12719	18	45	transportation	transportation	NOUN
ajst-12719	18	46	system	system	NOUN
ajst-12719	18	47	.	.	PUNCT
ajst-12719	19	1	computer	computer	NOUN
ajst-12719	19	2	simulation	simulation	NOUN
ajst-12719	19	3	-	-	PUNCT
ajst-12719	19	4	based	base	VERB
ajst-12719	19	5	traffic	traffic	NOUN
ajst-12719	19	6	signal	signal	NOUN
ajst-12719	19	7	control	control	NOUN
ajst-12719	19	8	methods	method	NOUN
ajst-12719	19	9	can	can	AUX
ajst-12719	19	10	optimize	optimize	VERB
ajst-12719	19	11	signal	signal	ADJ
ajst-12719	19	12	timing	timing	NOUN
ajst-12719	19	13	schemes	scheme	NOUN
ajst-12719	19	14	by	by	ADP
ajst-12719	19	15	simulating	simulate	VERB
ajst-12719	19	16	different	different	ADJ
ajst-12719	19	17	signal	signal	NOUN
ajst-12719	19	18	control	control	NOUN
ajst-12719	19	19	strategies	strategy	NOUN
ajst-12719	19	20	,	,	PUNCT
ajst-12719	19	21	including	include	VERB
ajst-12719	19	22	fixed	fix	VERB
ajst-12719	19	23	-	-	PUNCT
ajst-12719	19	24	time	time	NOUN
ajst-12719	19	25	control	control	NOUN
ajst-12719	19	26	and	and	CCONJ
ajst-12719	19	27	adaptive	adaptive	ADJ
ajst-12719	19	28	control	control	NOUN
ajst-12719	19	29	,	,	PUNCT
ajst-12719	19	30	to	to	PART
ajst-12719	19	31	reduce	reduce	VERB
ajst-12719	19	32	congestion	congestion	NOUN
ajst-12719	19	33	and	and	CCONJ
ajst-12719	19	34	delay	delay	NOUN
ajst-12719	19	35	at	at	ADP
ajst-12719	19	36	intersections	intersection	NOUN
ajst-12719	19	37	.	.	PUNCT
ajst-12719	20	1	using	use	VERB
ajst-12719	20	2	computer	computer	NOUN
ajst-12719	20	3	simulation	simulation	NOUN
ajst-12719	20	4	technology	technology	NOUN
ajst-12719	20	5	,	,	PUNCT
ajst-12719	20	6	dynamic	dynamic	ADJ
ajst-12719	20	7	traffic	traffic	NOUN
ajst-12719	20	8	management	management	NOUN
ajst-12719	20	9	can	can	AUX
ajst-12719	20	10	be	be	AUX
ajst-12719	20	11	implemented	implement	VERB
ajst-12719	20	12	based	base	VERB
ajst-12719	20	13	on	on	ADP
ajst-12719	20	14	real	real	ADJ
ajst-12719	20	15	-	-	PUNCT
ajst-12719	20	16	time	time	NOUN
ajst-12719	20	17	traffic	traffic	NOUN
ajst-12719	20	18	flow	flow	NOUN
ajst-12719	20	19	information	information	NOUN
ajst-12719	20	20	,	,	PUNCT
ajst-12719	20	21	including	include	VERB
ajst-12719	20	22	traffic	traffic	NOUN
ajst-12719	20	23	restriction	restriction	NOUN
ajst-12719	20	24	measures	measure	NOUN
ajst-12719	20	25	,	,	PUNCT
ajst-12719	20	26	traffic	traffic	NOUN
ajst-12719	20	27	dispatching	dispatching	NOUN
ajst-12719	20	28	,	,	PUNCT
ajst-12719	20	29	and	and	CCONJ
ajst-12719	20	30	road	road	NOUN
ajst-12719	20	31	condition	condition	NOUN
ajst-12719	20	32	navigation	navigation	NOUN
ajst-12719	20	33	,	,	PUNCT
ajst-12719	20	34	to	to	PART
ajst-12719	20	35	reduce	reduce	VERB
ajst-12719	20	36	congestion	congestion	NOUN
ajst-12719	20	37	and	and	CCONJ
ajst-12719	20	38	improve	improve	VERB
ajst-12719	20	39	traffic	traffic	NOUN
ajst-12719	20	40	flow	flow	NOUN
ajst-12719	20	41	and	and	CCONJ
ajst-12719	20	42	safety	safety	NOUN
ajst-12719	20	43	.	.	PUNCT
ajst-12719	21	1	by	by	ADP
ajst-12719	21	2	combining	combine	VERB
ajst-12719	21	3	computer	computer	NOUN
ajst-12719	21	4	simulation	simulation	NOUN
ajst-12719	21	5	and	and	CCONJ
ajst-12719	21	6	intelligent	intelligent	ADJ
ajst-12719	21	7	algorithms	algorithm	NOUN
ajst-12719	21	8	,	,	PUNCT
ajst-12719	21	9	such	such	ADJ
ajst-12719	21	10	as	as	ADP
ajst-12719	21	11	genetic	genetic	ADJ
ajst-12719	21	12	algorithms	algorithm	NOUN
ajst-12719	21	13	and	and	CCONJ
ajst-12719	21	14	particle	particle	NOUN
ajst-12719	21	15	swarm	swarm	NOUN
ajst-12719	21	16	optimization	optimization	NOUN
ajst-12719	21	17	algorithms	algorithm	NOUN
ajst-12719	21	18	,	,	PUNCT
ajst-12719	21	19	multi	multi	ADJ
ajst-12719	21	20	-	-	ADJ
ajst-12719	21	21	objective	objective	ADJ
ajst-12719	21	22	optimization	optimization	NOUN
ajst-12719	21	23	problems	problem	NOUN
ajst-12719	21	24	in	in	ADP
ajst-12719	21	25	traffic	traffic	NOUN
ajst-12719	21	26	flow	flow	NOUN
ajst-12719	21	27	can	can	AUX
ajst-12719	21	28	be	be	AUX
ajst-12719	21	29	solved	solve	VERB
ajst-12719	21	30	to	to	PART
ajst-12719	21	31	minimize	minimize	VERB
ajst-12719	21	32	traffic	traffic	NOUN
ajst-12719	21	33	congestion	congestion	NOUN
ajst-12719	21	34	and	and	CCONJ
ajst-12719	21	35	emissions	emission	NOUN
ajst-12719	21	36	effectively	effectively	ADV
ajst-12719	21	37	.	.	PUNCT
ajst-12719	22	1	3	3	X
ajst-12719	22	2	.	.	X
ajst-12719	22	3	method	method	NOUN
ajst-12719	22	4	and	and	CCONJ
ajst-12719	22	5	algorithm	algorithm	NOUN
ajst-12719	22	6	first	first	ADV
ajst-12719	22	7	,	,	PUNCT
ajst-12719	22	8	establish	establish	VERB
ajst-12719	22	9	a	a	DET
ajst-12719	22	10	model	model	NOUN
ajst-12719	22	11	of	of	ADP
ajst-12719	22	12	urban	urban	ADJ
ajst-12719	22	13	traffic	traffic	NOUN
ajst-12719	22	14	flow	flow	NOUN
ajst-12719	22	15	,	,	PUNCT
ajst-12719	22	16	including	include	VERB
ajst-12719	22	17	elements	element	NOUN
ajst-12719	22	18	such	such	ADJ
ajst-12719	22	19	as	as	ADP
ajst-12719	22	20	road	road	NOUN
ajst-12719	22	21	networks	network	NOUN
ajst-12719	22	22	,	,	PUNCT
ajst-12719	22	23	traffic	traffic	NOUN
ajst-12719	22	24	nodes	node	NOUN
ajst-12719	22	25	,	,	PUNCT
ajst-12719	22	26	and	and	CCONJ
ajst-12719	22	27	participants	participant	NOUN
ajst-12719	22	28	.	.	PUNCT
ajst-12719	23	1	second	second	ADV
ajst-12719	23	2	,	,	PUNCT
ajst-12719	23	3	analyze	analyze	VERB
ajst-12719	23	4	traffic	traffic	NOUN
ajst-12719	23	5	bottlenecks	bottleneck	NOUN
ajst-12719	23	6	and	and	CCONJ
ajst-12719	23	7	congested	congested	ADJ
ajst-12719	23	8	areas	area	NOUN
ajst-12719	23	9	by	by	ADP
ajst-12719	23	10	simulating	simulate	VERB
ajst-12719	23	11	the	the	DET
ajst-12719	23	12	operation	operation	NOUN
ajst-12719	23	13	of	of	ADP
ajst-12719	23	14	urban	urban	ADJ
ajst-12719	23	15	traffic	traffic	NOUN
ajst-12719	23	16	flow	flow	NOUN
ajst-12719	23	17	.	.	PUNCT
ajst-12719	24	1	next	next	ADV
ajst-12719	24	2	,	,	PUNCT
ajst-12719	24	3	propose	propose	VERB
ajst-12719	24	4	corresponding	correspond	VERB
ajst-12719	24	5	optimization	optimization	NOUN
ajst-12719	24	6	strategies	strategy	NOUN
ajst-12719	24	7	for	for	ADP
ajst-12719	24	8	traffic	traffic	NOUN
ajst-12719	24	9	flow	flow	NOUN
ajst-12719	24	10	based	base	VERB
ajst-12719	24	11	on	on	ADP
ajst-12719	24	12	the	the	DET
ajst-12719	24	13	analysis	analysis	NOUN
ajst-12719	24	14	results	result	NOUN
ajst-12719	24	15	,	,	PUNCT
ajst-12719	24	16	including	include	VERB
ajst-12719	24	17	traffic	traffic	NOUN
ajst-12719	24	18	signal	signal	NOUN
ajst-12719	24	19	optimization	optimization	NOUN
ajst-12719	24	20	,	,	PUNCT
ajst-12719	24	21	traffic	traffic	NOUN
ajst-12719	24	22	control	control	NOUN
ajst-12719	24	23	,	,	PUNCT
ajst-12719	24	24	and	and	CCONJ
ajst-12719	24	25	traffic	traffic	NOUN
ajst-12719	24	26	organization	organization	NOUN
ajst-12719	24	27	.	.	PUNCT
ajst-12719	25	1	finally	finally	ADV
ajst-12719	25	2	,	,	PUNCT
ajst-12719	25	3	validate	validate	VERB
ajst-12719	25	4	the	the	DET
ajst-12719	25	5	effectiveness	effectiveness	NOUN
ajst-12719	25	6	and	and	CCONJ
ajst-12719	25	7	feasibility	feasibility	NOUN
ajst-12719	25	8	of	of	ADP
ajst-12719	25	9	the	the	DET
ajst-12719	25	10	algorithm	algorithm	NOUN
ajst-12719	25	11	through	through	ADP
ajst-12719	25	12	experiments	experiment	NOUN
ajst-12719	25	13	and	and	CCONJ
ajst-12719	25	14	data	datum	NOUN
ajst-12719	25	15	analysis	analysis	NOUN
ajst-12719	25	16	.	.	PUNCT
ajst-12719	26	1	3.1	3.1	NUM
ajst-12719	26	2	.	.	PUNCT
ajst-12719	26	3	establishment	establishment	NOUN
ajst-12719	26	4	of	of	ADP
ajst-12719	26	5	urban	urban	ADJ
ajst-12719	26	6	traffic	traffic	NOUN
ajst-12719	26	7	flow	flow	NOUN
ajst-12719	26	8	model	model	NOUN
ajst-12719	26	9	figure	figure	NOUN
ajst-12719	26	10	1	1	NUM
ajst-12719	26	11	intersection	intersection	NOUN
ajst-12719	26	12	model	model	NOUN
ajst-12719	26	13	design	design	NOUN
ajst-12719	26	14	in	in	ADP
ajst-12719	26	15	the	the	DET
ajst-12719	26	16	research	research	NOUN
ajst-12719	26	17	,	,	PUNCT
ajst-12719	26	18	it	it	PRON
ajst-12719	26	19	is	be	AUX
ajst-12719	26	20	necessary	necessary	ADJ
ajst-12719	26	21	to	to	PART
ajst-12719	26	22	first	first	ADV
ajst-12719	26	23	establish	establish	VERB
ajst-12719	26	24	a	a	DET
ajst-12719	26	25	model	model	NOUN
ajst-12719	26	26	of	of	ADP
ajst-12719	26	27	urban	urban	ADJ
ajst-12719	26	28	traffic	traffic	NOUN
ajst-12719	26	29	flow	flow	NOUN
ajst-12719	26	30	,	,	PUNCT
ajst-12719	26	31	including	include	VERB
ajst-12719	26	32	elements	element	NOUN
ajst-12719	26	33	such	such	ADJ
ajst-12719	26	34	as	as	ADP
ajst-12719	26	35	road	road	NOUN
ajst-12719	26	36	networks	network	NOUN
ajst-12719	26	37	,	,	PUNCT
ajst-12719	26	38	66	66	NUM
ajst-12719	26	39	traffic	traffic	NOUN
ajst-12719	26	40	nodes	node	NOUN
ajst-12719	26	41	,	,	PUNCT
ajst-12719	26	42	and	and	CCONJ
ajst-12719	26	43	participants	participant	NOUN
ajst-12719	26	44	.	.	PUNCT
ajst-12719	27	1	the	the	DET
ajst-12719	27	2	road	road	NOUN
ajst-12719	27	3	network	network	NOUN
ajst-12719	27	4	can	can	AUX
ajst-12719	27	5	include	include	VERB
ajst-12719	27	6	the	the	DET
ajst-12719	27	7	topological	topological	ADJ
ajst-12719	27	8	structure	structure	NOUN
ajst-12719	27	9	of	of	ADP
ajst-12719	27	10	the	the	DET
ajst-12719	27	11	urban	urban	ADJ
ajst-12719	27	12	road	road	NOUN
ajst-12719	27	13	network	network	NOUN
ajst-12719	27	14	,	,	PUNCT
ajst-12719	27	15	as	as	ADV
ajst-12719	27	16	well	well	ADV
ajst-12719	27	17	as	as	ADP
ajst-12719	27	18	road	road	NOUN
ajst-12719	27	19	attributes	attribute	NOUN
ajst-12719	27	20	such	such	ADJ
ajst-12719	27	21	as	as	ADP
ajst-12719	27	22	the	the	DET
ajst-12719	27	23	number	number	NOUN
ajst-12719	27	24	of	of	ADP
ajst-12719	27	25	lanes	lane	NOUN
ajst-12719	27	26	and	and	CCONJ
ajst-12719	27	27	speed	speed	NOUN
ajst-12719	27	28	limits	limit	NOUN
ajst-12719	27	29	.	.	PUNCT
ajst-12719	28	1	traffic	traffic	NOUN
ajst-12719	28	2	nodes	node	NOUN
ajst-12719	28	3	can	can	AUX
ajst-12719	28	4	represent	represent	VERB
ajst-12719	28	5	intersections	intersection	NOUN
ajst-12719	28	6	or	or	CCONJ
ajst-12719	28	7	junctions	junction	NOUN
ajst-12719	28	8	,	,	PUNCT
ajst-12719	28	9	including	include	VERB
ajst-12719	28	10	information	information	NOUN
ajst-12719	28	11	such	such	ADJ
ajst-12719	28	12	as	as	ADP
ajst-12719	28	13	traffic	traffic	NOUN
ajst-12719	28	14	signal	signal	NOUN
ajst-12719	28	15	lights	light	NOUN
ajst-12719	28	16	and	and	CCONJ
ajst-12719	28	17	vehicle	vehicle	NOUN
ajst-12719	28	18	turning	turn	VERB
ajst-12719	28	19	directions	direction	NOUN
ajst-12719	28	20	.	.	PUNCT
ajst-12719	29	1	traffic	traffic	NOUN
ajst-12719	29	2	participants	participant	NOUN
ajst-12719	29	3	include	include	VERB
ajst-12719	29	4	vehicles	vehicle	NOUN
ajst-12719	29	5	,	,	PUNCT
ajst-12719	29	6	pedestrians	pedestrian	NOUN
ajst-12719	29	7	,	,	PUNCT
ajst-12719	29	8	and	and	CCONJ
ajst-12719	29	9	other	other	ADJ
ajst-12719	29	10	traffic	traffic	NOUN
ajst-12719	29	11	participants	participant	NOUN
ajst-12719	29	12	,	,	PUNCT
ajst-12719	29	13	including	include	VERB
ajst-12719	29	14	attributes	attribute	NOUN
ajst-12719	29	15	such	such	ADJ
ajst-12719	29	16	as	as	ADP
ajst-12719	29	17	driving	drive	VERB
ajst-12719	29	18	speed	speed	NOUN
ajst-12719	29	19	and	and	CCONJ
ajst-12719	29	20	choice	choice	NOUN
ajst-12719	29	21	of	of	ADP
ajst-12719	29	22	driving	drive	VERB
ajst-12719	29	23	path	path	NOUN
ajst-12719	29	24	.	.	PUNCT
ajst-12719	30	1	the	the	DET
ajst-12719	30	2	city	city	NOUN
ajst-12719	30	3	's	's	PART
ajst-12719	30	4	road	road	NOUN
ajst-12719	30	5	network	network	NOUN
ajst-12719	30	6	is	be	AUX
ajst-12719	30	7	abstracted	abstract	VERB
ajst-12719	30	8	as	as	ADP
ajst-12719	30	9	a	a	DET
ajst-12719	30	10	graph	graph	NOUN
ajst-12719	30	11	,	,	PUNCT
ajst-12719	30	12	with	with	ADP
ajst-12719	30	13	roads	road	NOUN
ajst-12719	30	14	represented	represent	VERB
ajst-12719	30	15	as	as	ADP
ajst-12719	30	16	segments	segment	NOUN
ajst-12719	30	17	and	and	CCONJ
ajst-12719	30	18	intersections	intersection	NOUN
ajst-12719	30	19	represented	represent	VERB
ajst-12719	30	20	as	as	ADP
ajst-12719	30	21	nodes	node	NOUN
ajst-12719	30	22	.	.	PUNCT
ajst-12719	31	1	the	the	DET
ajst-12719	31	2	connections	connection	NOUN
ajst-12719	31	3	between	between	ADP
ajst-12719	31	4	roads	road	NOUN
ajst-12719	31	5	are	be	AUX
ajst-12719	31	6	represented	represent	VERB
ajst-12719	31	7	as	as	ADP
ajst-12719	31	8	edges	edge	NOUN
ajst-12719	31	9	.	.	PUNCT
ajst-12719	32	1	the	the	DET
ajst-12719	32	2	attributes	attribute	NOUN
ajst-12719	32	3	of	of	ADP
ajst-12719	32	4	roads	road	NOUN
ajst-12719	32	5	,	,	PUNCT
ajst-12719	32	6	such	such	ADJ
ajst-12719	32	7	as	as	ADP
ajst-12719	32	8	length	length	NOUN
ajst-12719	32	9	,	,	PUNCT
ajst-12719	32	10	number	number	NOUN
ajst-12719	32	11	of	of	ADP
ajst-12719	32	12	lanes	lane	NOUN
ajst-12719	32	13	,	,	PUNCT
ajst-12719	32	14	and	and	CCONJ
ajst-12719	32	15	speed	speed	NOUN
ajst-12719	32	16	limits	limit	NOUN
ajst-12719	32	17	,	,	PUNCT
ajst-12719	32	18	also	also	ADV
ajst-12719	32	19	need	need	VERB
ajst-12719	32	20	to	to	PART
ajst-12719	32	21	be	be	AUX
ajst-12719	32	22	modeled	model	VERB
ajst-12719	32	23	.	.	PUNCT
ajst-12719	33	1	modeling	modeling	NOUN
ajst-12719	33	2	of	of	ADP
ajst-12719	33	3	traffic	traffic	NOUN
ajst-12719	33	4	participants	participant	NOUN
ajst-12719	33	5	,	,	PUNCT
ajst-12719	33	6	including	include	VERB
ajst-12719	33	7	vehicles	vehicle	NOUN
ajst-12719	33	8	and	and	CCONJ
ajst-12719	33	9	pedestrians	pedestrian	NOUN
ajst-12719	33	10	,	,	PUNCT
ajst-12719	33	11	needs	need	VERB
ajst-12719	33	12	to	to	PART
ajst-12719	33	13	consider	consider	VERB
ajst-12719	33	14	attributes	attribute	NOUN
ajst-12719	33	15	such	such	ADJ
ajst-12719	33	16	as	as	ADP
ajst-12719	33	17	speed	speed	NOUN
ajst-12719	33	18	,	,	PUNCT
ajst-12719	33	19	acceleration	acceleration	NOUN
ajst-12719	33	20	,	,	PUNCT
ajst-12719	33	21	and	and	CCONJ
ajst-12719	33	22	driving	drive	VERB
ajst-12719	33	23	path	path	NOUN
ajst-12719	33	24	selection	selection	NOUN
ajst-12719	33	25	for	for	ADP
ajst-12719	33	26	vehicles	vehicle	NOUN
ajst-12719	33	27	,	,	PUNCT
ajst-12719	33	28	as	as	ADV
ajst-12719	33	29	well	well	ADV
ajst-12719	33	30	as	as	ADP
ajst-12719	33	31	factors	factor	NOUN
ajst-12719	33	32	such	such	ADJ
ajst-12719	33	33	as	as	ADP
ajst-12719	33	34	the	the	DET
ajst-12719	33	35	walking	walk	VERB
ajst-12719	33	36	speed	speed	NOUN
ajst-12719	33	37	and	and	CCONJ
ajst-12719	33	38	intention	intention	NOUN
ajst-12719	33	39	of	of	ADP
ajst-12719	33	40	pedestrians	pedestrian	NOUN
ajst-12719	33	41	.	.	PUNCT
ajst-12719	34	1	modeling	model	VERB
ajst-12719	34	2	the	the	DET
ajst-12719	34	3	behavior	behavior	NOUN
ajst-12719	34	4	of	of	ADP
ajst-12719	34	5	traffic	traffic	NOUN
ajst-12719	34	6	participants	participant	NOUN
ajst-12719	34	7	according	accord	VERB
ajst-12719	34	8	to	to	ADP
ajst-12719	34	9	traffic	traffic	NOUN
ajst-12719	34	10	rules	rule	NOUN
ajst-12719	34	11	,	,	PUNCT
ajst-12719	34	12	including	include	VERB
ajst-12719	34	13	compliance	compliance	NOUN
ajst-12719	34	14	with	with	ADP
ajst-12719	34	15	traffic	traffic	NOUN
ajst-12719	34	16	lights	light	NOUN
ajst-12719	34	17	and	and	CCONJ
ajst-12719	34	18	right	right	NOUN
ajst-12719	34	19	of	of	ADP
ajst-12719	34	20	way	way	NOUN
ajst-12719	34	21	,	,	PUNCT
ajst-12719	34	22	is	be	AUX
ajst-12719	34	23	very	very	ADV
ajst-12719	34	24	important	important	ADJ
ajst-12719	34	25	for	for	ADP
ajst-12719	34	26	accurately	accurately	ADV
ajst-12719	34	27	simulating	simulate	VERB
ajst-12719	34	28	traffic	traffic	NOUN
ajst-12719	34	29	flow	flow	NOUN
ajst-12719	34	30	.	.	PUNCT
ajst-12719	35	1	collecting	collect	VERB
ajst-12719	35	2	traffic	traffic	NOUN
ajst-12719	35	3	flow	flow	NOUN
ajst-12719	35	4	data	datum	NOUN
ajst-12719	35	5	,	,	PUNCT
ajst-12719	35	6	including	include	VERB
ajst-12719	35	7	information	information	NOUN
ajst-12719	35	8	such	such	ADJ
ajst-12719	35	9	as	as	ADP
ajst-12719	35	10	traffic	traffic	NOUN
ajst-12719	35	11	volume	volume	NOUN
ajst-12719	35	12	,	,	PUNCT
ajst-12719	35	13	speed	speed	NOUN
ajst-12719	35	14	,	,	PUNCT
ajst-12719	35	15	and	and	CCONJ
ajst-12719	35	16	headway	headway	NOUN
ajst-12719	35	17	.	.	PUNCT
ajst-12719	36	1	these	these	DET
ajst-12719	36	2	data	datum	NOUN
ajst-12719	36	3	can	can	AUX
ajst-12719	36	4	be	be	AUX
ajst-12719	36	5	obtained	obtain	VERB
ajst-12719	36	6	in	in	ADP
ajst-12719	36	7	different	different	ADJ
ajst-12719	36	8	ways	way	NOUN
ajst-12719	36	9	,	,	PUNCT
ajst-12719	36	10	such	such	ADJ
ajst-12719	36	11	as	as	ADP
ajst-12719	36	12	sensors	sensor	NOUN
ajst-12719	36	13	and	and	CCONJ
ajst-12719	36	14	gps	gps	PROPN
ajst-12719	36	15	trajectory	trajectory	NOUN
ajst-12719	36	16	data	datum	NOUN
ajst-12719	36	17	.	.	PUNCT
ajst-12719	37	1	then	then	ADV
ajst-12719	37	2	,	,	PUNCT
ajst-12719	37	3	process	process	NOUN
ajst-12719	37	4	and	and	CCONJ
ajst-12719	37	5	analyze	analyze	VERB
ajst-12719	37	6	this	this	DET
ajst-12719	37	7	data	datum	NOUN
ajst-12719	37	8	to	to	PART
ajst-12719	37	9	adapt	adapt	VERB
ajst-12719	37	10	to	to	ADP
ajst-12719	37	11	the	the	DET
ajst-12719	37	12	modeling	modeling	NOUN
ajst-12719	37	13	needs	need	NOUN
ajst-12719	37	14	.	.	PUNCT
ajst-12719	38	1	based	base	VERB
ajst-12719	38	2	on	on	ADP
ajst-12719	38	3	the	the	DET
ajst-12719	38	4	collected	collect	VERB
ajst-12719	38	5	traffic	traffic	NOUN
ajst-12719	38	6	flow	flow	NOUN
ajst-12719	38	7	data	datum	NOUN
ajst-12719	38	8	,	,	PUNCT
ajst-12719	38	9	calibrate	calibrate	VERB
ajst-12719	38	10	and	and	CCONJ
ajst-12719	38	11	validate	validate	VERB
ajst-12719	38	12	the	the	DET
ajst-12719	38	13	model	model	NOUN
ajst-12719	38	14	to	to	PART
ajst-12719	38	15	ensure	ensure	VERB
ajst-12719	38	16	its	its	PRON
ajst-12719	38	17	accuracy	accuracy	NOUN
ajst-12719	38	18	and	and	CCONJ
ajst-12719	38	19	reliability	reliability	NOUN
ajst-12719	38	20	.	.	PUNCT
ajst-12719	39	1	by	by	ADP
ajst-12719	39	2	comparing	compare	VERB
ajst-12719	39	3	with	with	ADP
ajst-12719	39	4	actual	actual	ADJ
ajst-12719	39	5	observed	observed	ADJ
ajst-12719	39	6	data	datum	NOUN
ajst-12719	39	7	,	,	PUNCT
ajst-12719	39	8	adjust	adjust	VERB
ajst-12719	39	9	the	the	DET
ajst-12719	39	10	model	model	NOUN
ajst-12719	39	11	's	's	PART
ajst-12719	39	12	parameters	parameter	NOUN
ajst-12719	39	13	and	and	CCONJ
ajst-12719	39	14	rules	rule	NOUN
ajst-12719	39	15	to	to	PART
ajst-12719	39	16	improve	improve	VERB
ajst-12719	39	17	its	its	PRON
ajst-12719	39	18	prediction	prediction	NOUN
ajst-12719	39	19	capabilities	capability	NOUN
ajst-12719	39	20	and	and	CCONJ
ajst-12719	39	21	reliability	reliability	NOUN
ajst-12719	39	22	.	.	PUNCT
ajst-12719	39	23	3.2	3.2	NUM
ajst-12719	39	24	.	.	PUNCT
ajst-12719	39	25	computer	computer	NOUN
ajst-12719	39	26	-	-	PUNCT
ajst-12719	39	27	based	base	VERB
ajst-12719	39	28	simulation	simulation	NOUN
ajst-12719	39	29	of	of	ADP
ajst-12719	39	30	traffic	traffic	NOUN
ajst-12719	39	31	flow	flow	NOUN
ajst-12719	39	32	figure	figure	NOUN
ajst-12719	39	33	2	2	NUM
ajst-12719	39	34	.	.	PUNCT
ajst-12719	39	35	traffic	traffic	NOUN
ajst-12719	39	36	flow	flow	NOUN
ajst-12719	39	37	simulation	simulation	NOUN
ajst-12719	39	38	using	use	VERB
ajst-12719	39	39	computer	computer	NOUN
ajst-12719	39	40	simulation	simulation	NOUN
ajst-12719	39	41	techniques	technique	NOUN
ajst-12719	39	42	,	,	PUNCT
ajst-12719	39	43	it	it	PRON
ajst-12719	39	44	is	be	AUX
ajst-12719	39	45	possible	possible	ADJ
ajst-12719	39	46	to	to	PART
ajst-12719	39	47	simulate	simulate	VERB
ajst-12719	39	48	the	the	DET
ajst-12719	39	49	operation	operation	NOUN
ajst-12719	39	50	of	of	ADP
ajst-12719	39	51	urban	urban	ADJ
ajst-12719	39	52	traffic	traffic	NOUN
ajst-12719	39	53	flow	flow	NOUN
ajst-12719	39	54	.	.	PUNCT
ajst-12719	40	1	by	by	ADP
ajst-12719	40	2	simulating	simulate	VERB
ajst-12719	40	3	the	the	DET
ajst-12719	40	4	behavior	behavior	NOUN
ajst-12719	40	5	of	of	ADP
ajst-12719	40	6	vehicles	vehicle	NOUN
ajst-12719	40	7	and	and	CCONJ
ajst-12719	40	8	traffic	traffic	NOUN
ajst-12719	40	9	rules	rule	NOUN
ajst-12719	40	10	,	,	PUNCT
ajst-12719	40	11	information	information	NOUN
ajst-12719	40	12	such	such	ADJ
ajst-12719	40	13	as	as	ADP
ajst-12719	40	14	the	the	DET
ajst-12719	40	15	driving	drive	VERB
ajst-12719	40	16	paths	path	NOUN
ajst-12719	40	17	and	and	CCONJ
ajst-12719	40	18	speeds	speed	NOUN
ajst-12719	40	19	of	of	ADP
ajst-12719	40	20	vehicles	vehicle	NOUN
ajst-12719	40	21	can	can	AUX
ajst-12719	40	22	be	be	AUX
ajst-12719	40	23	obtained	obtain	VERB
ajst-12719	40	24	.	.	PUNCT
ajst-12719	41	1	commonly	commonly	ADV
ajst-12719	41	2	used	use	VERB
ajst-12719	41	3	traffic	traffic	NOUN
ajst-12719	41	4	flow	flow	NOUN
ajst-12719	41	5	simulation	simulation	NOUN
ajst-12719	41	6	software	software	NOUN
ajst-12719	41	7	includes	include	VERB
ajst-12719	41	8	vissim	vissim	NOUN
ajst-12719	41	9	and	and	CCONJ
ajst-12719	41	10	sumo	sumo	NOUN
ajst-12719	41	11	,	,	PUNCT
ajst-12719	41	12	which	which	PRON
ajst-12719	41	13	provide	provide	VERB
ajst-12719	41	14	modeling	modeling	NOUN
ajst-12719	41	15	and	and	CCONJ
ajst-12719	41	16	simulation	simulation	NOUN
ajst-12719	41	17	capabilities	capability	NOUN
ajst-12719	41	18	for	for	ADP
ajst-12719	41	19	traffic	traffic	NOUN
ajst-12719	41	20	flow	flow	NOUN
ajst-12719	41	21	,	,	PUNCT
ajst-12719	41	22	allowing	allow	VERB
ajst-12719	41	23	for	for	ADP
ajst-12719	41	24	the	the	DET
ajst-12719	41	25	simulation	simulation	NOUN
ajst-12719	41	26	of	of	ADP
ajst-12719	41	27	vehicle	vehicle	NOUN
ajst-12719	41	28	movements	movement	NOUN
ajst-12719	41	29	,	,	PUNCT
ajst-12719	41	30	congestion	congestion	NOUN
ajst-12719	41	31	in	in	ADP
ajst-12719	41	32	road	road	NOUN
ajst-12719	41	33	sections	section	NOUN
ajst-12719	41	34	,	,	PUNCT
ajst-12719	41	35	etc	etc	X
ajst-12719	41	36	.	.	X
ajst-12719	41	37	preparation	preparation	NOUN
ajst-12719	41	38	of	of	ADP
ajst-12719	41	39	relevant	relevant	ADJ
ajst-12719	41	40	data	datum	NOUN
ajst-12719	41	41	is	be	AUX
ajst-12719	41	42	required	require	VERB
ajst-12719	41	43	,	,	PUNCT
ajst-12719	41	44	including	include	VERB
ajst-12719	41	45	urban	urban	ADJ
ajst-12719	41	46	road	road	NOUN
ajst-12719	41	47	network	network	NOUN
ajst-12719	41	48	data	datum	NOUN
ajst-12719	41	49	,	,	PUNCT
ajst-12719	41	50	traffic	traffic	NOUN
ajst-12719	41	51	participants	participant	NOUN
ajst-12719	41	52	data	datum	NOUN
ajst-12719	41	53	,	,	PUNCT
ajst-12719	41	54	and	and	CCONJ
ajst-12719	41	55	traffic	traffic	NOUN
ajst-12719	41	56	rules	rule	NOUN
ajst-12719	41	57	data	data	PROPN
ajst-12719	41	58	.	.	PUNCT
ajst-12719	42	1	road	road	NOUN
ajst-12719	42	2	network	network	NOUN
ajst-12719	42	3	data	datum	NOUN
ajst-12719	42	4	includes	include	VERB
ajst-12719	42	5	information	information	NOUN
ajst-12719	42	6	such	such	ADJ
ajst-12719	42	7	as	as	ADP
ajst-12719	42	8	the	the	DET
ajst-12719	42	9	topological	topological	ADJ
ajst-12719	42	10	structure	structure	NOUN
ajst-12719	42	11	of	of	ADP
ajst-12719	42	12	the	the	DET
ajst-12719	42	13	road	road	NOUN
ajst-12719	42	14	network	network	NOUN
ajst-12719	42	15	,	,	PUNCT
ajst-12719	42	16	road	road	NOUN
ajst-12719	42	17	lengths	length	NOUN
ajst-12719	42	18	,	,	PUNCT
ajst-12719	42	19	and	and	CCONJ
ajst-12719	42	20	number	number	NOUN
ajst-12719	42	21	of	of	ADP
ajst-12719	42	22	lanes	lane	NOUN
ajst-12719	42	23	.	.	PUNCT
ajst-12719	43	1	traffic	traffic	NOUN
ajst-12719	43	2	participants	participant	NOUN
ajst-12719	43	3	data	datum	NOUN
ajst-12719	43	4	includes	include	VERB
ajst-12719	43	5	attributes	attribute	VERB
ajst-12719	43	6	information	information	NOUN
ajst-12719	43	7	of	of	ADP
ajst-12719	43	8	vehicles	vehicle	NOUN
ajst-12719	43	9	,	,	PUNCT
ajst-12719	43	10	pedestrians	pedestrian	NOUN
ajst-12719	43	11	,	,	PUNCT
ajst-12719	43	12	etc	etc	X
ajst-12719	43	13	.	.	X
ajst-12719	43	14	,	,	PUNCT
ajst-12719	43	15	such	such	ADJ
ajst-12719	43	16	as	as	ADP
ajst-12719	43	17	speed	speed	NOUN
ajst-12719	43	18	and	and	CCONJ
ajst-12719	43	19	acceleration	acceleration	NOUN
ajst-12719	43	20	.	.	PUNCT
ajst-12719	44	1	traffic	traffic	NOUN
ajst-12719	44	2	rules	rule	NOUN
ajst-12719	44	3	data	datum	NOUN
ajst-12719	44	4	includes	include	VERB
ajst-12719	44	5	rules	rule	NOUN
ajst-12719	44	6	such	such	ADJ
ajst-12719	44	7	as	as	ADP
ajst-12719	44	8	traffic	traffic	NOUN
ajst-12719	44	9	lights	light	NOUN
ajst-12719	44	10	and	and	CCONJ
ajst-12719	44	11	other	other	ADJ
ajst-12719	44	12	signal	signal	NOUN
ajst-12719	44	13	control	control	NOUN
ajst-12719	44	14	.	.	PUNCT
ajst-12719	45	1	in	in	ADP
ajst-12719	45	2	the	the	DET
ajst-12719	45	3	computer	computer	NOUN
ajst-12719	45	4	,	,	PUNCT
ajst-12719	45	5	establish	establish	VERB
ajst-12719	45	6	traffic	traffic	NOUN
ajst-12719	45	7	flow	flow	NOUN
ajst-12719	45	8	models	model	NOUN
ajst-12719	45	9	including	include	VERB
ajst-12719	45	10	road	road	NOUN
ajst-12719	45	11	network	network	NOUN
ajst-12719	45	12	models	model	NOUN
ajst-12719	45	13	,	,	PUNCT
ajst-12719	45	14	vehicle	vehicle	NOUN
ajst-12719	45	15	models	model	NOUN
ajst-12719	45	16	,	,	PUNCT
ajst-12719	45	17	and	and	CCONJ
ajst-12719	45	18	traffic	traffic	NOUN
ajst-12719	45	19	rules	rule	NOUN
ajst-12719	45	20	models	model	NOUN
ajst-12719	45	21	.	.	PUNCT
ajst-12719	46	1	the	the	DET
ajst-12719	46	2	road	road	NOUN
ajst-12719	46	3	network	network	NOUN
ajst-12719	46	4	model	model	NOUN
ajst-12719	46	5	abstracts	abstract	VERB
ajst-12719	46	6	roads	road	NOUN
ajst-12719	46	7	as	as	ADP
ajst-12719	46	8	segments	segment	NOUN
ajst-12719	46	9	and	and	CCONJ
ajst-12719	46	10	nodes	node	NOUN
ajst-12719	46	11	to	to	PART
ajst-12719	46	12	describe	describe	VERB
ajst-12719	46	13	the	the	DET
ajst-12719	46	14	connection	connection	NOUN
ajst-12719	46	15	between	between	ADP
ajst-12719	46	16	roads	road	NOUN
ajst-12719	46	17	.	.	PUNCT
ajst-12719	47	1	the	the	DET
ajst-12719	47	2	vehicle	vehicle	NOUN
ajst-12719	47	3	model	model	NOUN
ajst-12719	47	4	describes	describe	VERB
ajst-12719	47	5	the	the	DET
ajst-12719	47	6	behavior	behavior	NOUN
ajst-12719	47	7	of	of	ADP
ajst-12719	47	8	vehicles	vehicle	NOUN
ajst-12719	47	9	,	,	PUNCT
ajst-12719	47	10	including	include	VERB
ajst-12719	47	11	speed	speed	NOUN
ajst-12719	47	12	,	,	PUNCT
ajst-12719	47	13	acceleration	acceleration	NOUN
ajst-12719	47	14	,	,	PUNCT
ajst-12719	47	15	and	and	CCONJ
ajst-12719	47	16	path	path	NOUN
ajst-12719	47	17	selection	selection	NOUN
ajst-12719	47	18	.	.	PUNCT
ajst-12719	48	1	the	the	DET
ajst-12719	48	2	traffic	traffic	NOUN
ajst-12719	48	3	rules	rule	NOUN
ajst-12719	48	4	model	model	NOUN
ajst-12719	48	5	describes	describe	VERB
ajst-12719	48	6	the	the	DET
ajst-12719	48	7	constraints	constraint	NOUN
ajst-12719	48	8	of	of	ADP
ajst-12719	48	9	traffic	traffic	NOUN
ajst-12719	48	10	rules	rule	NOUN
ajst-12719	48	11	,	,	PUNCT
ajst-12719	48	12	such	such	ADJ
ajst-12719	48	13	as	as	ADP
ajst-12719	48	14	traffic	traffic	NOUN
ajst-12719	48	15	light	light	NOUN
ajst-12719	48	16	control	control	NOUN
ajst-12719	48	17	.	.	PUNCT
ajst-12719	49	1	after	after	SCONJ
ajst-12719	49	2	the	the	DET
ajst-12719	49	3	model	model	NOUN
ajst-12719	49	4	is	be	AUX
ajst-12719	49	5	established	establish	VERB
ajst-12719	49	6	,	,	PUNCT
ajst-12719	49	7	simulate	simulate	VERB
ajst-12719	49	8	the	the	DET
ajst-12719	49	9	traffic	traffic	NOUN
ajst-12719	49	10	flow	flow	NOUN
ajst-12719	49	11	.	.	PUNCT
ajst-12719	50	1	during	during	ADP
ajst-12719	50	2	the	the	DET
ajst-12719	50	3	simulation	simulation	NOUN
ajst-12719	50	4	process	process	NOUN
ajst-12719	50	5	,	,	PUNCT
ajst-12719	50	6	based	base	VERB
ajst-12719	50	7	on	on	ADP
ajst-12719	50	8	the	the	DET
ajst-12719	50	9	vehicle	vehicle	NOUN
ajst-12719	50	10	model	model	NOUN
ajst-12719	50	11	and	and	CCONJ
ajst-12719	50	12	traffic	traffic	NOUN
ajst-12719	50	13	rules	rule	NOUN
ajst-12719	50	14	model	model	NOUN
ajst-12719	50	15	,	,	PUNCT
ajst-12719	50	16	calculate	calculate	NOUN
ajst-12719	50	17	vehicle	vehicle	NOUN
ajst-12719	50	18	speeds	speed	NOUN
ajst-12719	50	19	,	,	PUNCT
ajst-12719	50	20	path	path	NOUN
ajst-12719	50	21	choices	choice	NOUN
ajst-12719	50	22	,	,	PUNCT
ajst-12719	50	23	etc	etc	X
ajst-12719	50	24	.	.	X
ajst-12719	50	25	,	,	PUNCT
ajst-12719	50	26	to	to	PART
ajst-12719	50	27	simulate	simulate	VERB
ajst-12719	50	28	the	the	DET
ajst-12719	50	29	movement	movement	NOUN
ajst-12719	50	30	of	of	ADP
ajst-12719	50	31	vehicles	vehicle	NOUN
ajst-12719	50	32	within	within	ADP
ajst-12719	50	33	the	the	DET
ajst-12719	50	34	road	road	NOUN
ajst-12719	50	35	network	network	NOUN
ajst-12719	50	36	.	.	PUNCT
ajst-12719	51	1	by	by	ADP
ajst-12719	51	2	continuously	continuously	ADV
ajst-12719	51	3	updating	update	VERB
ajst-12719	51	4	the	the	DET
ajst-12719	51	5	states	state	NOUN
ajst-12719	51	6	of	of	ADP
ajst-12719	51	7	vehicles	vehicle	NOUN
ajst-12719	51	8	,	,	PUNCT
ajst-12719	51	9	simulate	simulate	VERB
ajst-12719	51	10	the	the	DET
ajst-12719	51	11	operation	operation	NOUN
ajst-12719	51	12	of	of	ADP
ajst-12719	51	13	traffic	traffic	NOUN
ajst-12719	51	14	flow	flow	NOUN
ajst-12719	51	15	.	.	PUNCT
ajst-12719	52	1	after	after	SCONJ
ajst-12719	52	2	the	the	DET
ajst-12719	52	3	simulation	simulation	NOUN
ajst-12719	52	4	run	run	NOUN
ajst-12719	52	5	is	be	AUX
ajst-12719	52	6	completed	complete	VERB
ajst-12719	52	7	,	,	PUNCT
ajst-12719	52	8	analyze	analyze	VERB
ajst-12719	52	9	the	the	DET
ajst-12719	52	10	simulation	simulation	NOUN
ajst-12719	52	11	results	result	VERB
ajst-12719	52	12	.	.	PUNCT
ajst-12719	53	1	the	the	DET
ajst-12719	53	2	analysis	analysis	NOUN
ajst-12719	53	3	may	may	AUX
ajst-12719	53	4	include	include	VERB
ajst-12719	53	5	the	the	DET
ajst-12719	53	6	calculation	calculation	NOUN
ajst-12719	53	7	and	and	CCONJ
ajst-12719	53	8	statistics	statistic	NOUN
ajst-12719	53	9	of	of	ADP
ajst-12719	53	10	traffic	traffic	NOUN
ajst-12719	53	11	flow	flow	NOUN
ajst-12719	53	12	,	,	PUNCT
ajst-12719	53	13	vehicle	vehicle	NOUN
ajst-12719	53	14	speeds	speed	NOUN
ajst-12719	53	15	,	,	PUNCT
ajst-12719	53	16	and	and	CCONJ
ajst-12719	53	17	delay	delay	PROPN
ajst-12719	53	18	times	time	NOUN
ajst-12719	53	19	,	,	PUNCT
ajst-12719	53	20	etc	etc	X
ajst-12719	53	21	.	.	X
ajst-12719	53	22	through	through	ADP
ajst-12719	53	23	analyzing	analyze	VERB
ajst-12719	53	24	the	the	DET
ajst-12719	53	25	simulation	simulation	NOUN
ajst-12719	53	26	results	result	NOUN
ajst-12719	53	27	,	,	PUNCT
ajst-12719	53	28	evaluate	evaluate	VERB
ajst-12719	53	29	the	the	DET
ajst-12719	53	30	impact	impact	NOUN
ajst-12719	53	31	of	of	ADP
ajst-12719	53	32	different	different	ADJ
ajst-12719	53	33	traffic	traffic	NOUN
ajst-12719	53	34	management	management	NOUN
ajst-12719	53	35	strategies	strategy	NOUN
ajst-12719	53	36	on	on	ADP
ajst-12719	53	37	traffic	traffic	NOUN
ajst-12719	53	38	flow	flow	NOUN
ajst-12719	53	39	,	,	PUNCT
ajst-12719	53	40	and	and	CCONJ
ajst-12719	53	41	identify	identify	VERB
ajst-12719	53	42	traffic	traffic	NOUN
ajst-12719	53	43	bottlenecks	bottleneck	NOUN
ajst-12719	53	44	and	and	CCONJ
ajst-12719	53	45	congested	congested	ADJ
ajst-12719	53	46	areas	area	NOUN
ajst-12719	53	47	.	.	PUNCT
ajst-12719	54	1	3.3	3.3	NUM
ajst-12719	54	2	.	.	PUNCT
ajst-12719	55	1	analysis	analysis	NOUN
ajst-12719	55	2	of	of	ADP
ajst-12719	55	3	traffic	traffic	NOUN
ajst-12719	55	4	bottlenecks	bottleneck	NOUN
ajst-12719	55	5	and	and	CCONJ
ajst-12719	55	6	congested	congested	ADJ
ajst-12719	55	7	areas	area	NOUN
ajst-12719	55	8	figure	figure	VERB
ajst-12719	55	9	3	3	NUM
ajst-12719	55	10	.	.	PUNCT
ajst-12719	55	11	traffic	traffic	NOUN
ajst-12719	55	12	bottleneck	bottleneck	NOUN
ajst-12719	55	13	model	model	NOUN
ajst-12719	55	14	by	by	ADP
ajst-12719	55	15	analyzing	analyze	VERB
ajst-12719	55	16	the	the	DET
ajst-12719	55	17	simulation	simulation	NOUN
ajst-12719	55	18	results	result	NOUN
ajst-12719	55	19	,	,	PUNCT
ajst-12719	55	20	it	it	PRON
ajst-12719	55	21	is	be	AUX
ajst-12719	55	22	possible	possible	ADJ
ajst-12719	55	23	to	to	PART
ajst-12719	55	24	identify	identify	VERB
ajst-12719	55	25	traffic	traffic	NOUN
ajst-12719	55	26	bottlenecks	bottleneck	NOUN
ajst-12719	55	27	and	and	CCONJ
ajst-12719	55	28	congested	congested	ADJ
ajst-12719	55	29	areas	area	NOUN
ajst-12719	55	30	within	within	ADP
ajst-12719	55	31	the	the	DET
ajst-12719	55	32	urban	urban	ADJ
ajst-12719	55	33	traffic	traffic	NOUN
ajst-12719	55	34	network	network	NOUN
ajst-12719	55	35	.	.	PUNCT
ajst-12719	56	1	traffic	traffic	NOUN
ajst-12719	56	2	bottlenecks	bottleneck	NOUN
ajst-12719	56	3	usually	usually	ADV
ajst-12719	56	4	refer	refer	VERB
ajst-12719	56	5	to	to	ADP
ajst-12719	56	6	congestion	congestion	NOUN
ajst-12719	56	7	caused	cause	VERB
ajst-12719	56	8	by	by	ADP
ajst-12719	56	9	traffic	traffic	NOUN
ajst-12719	56	10	flow	flow	NOUN
ajst-12719	56	11	exceeding	exceed	VERB
ajst-12719	56	12	road	road	NOUN
ajst-12719	56	13	capacity	capacity	NOUN
ajst-12719	56	14	and	and	CCONJ
ajst-12719	56	15	can	can	AUX
ajst-12719	56	16	be	be	AUX
ajst-12719	56	17	evaluated	evaluate	VERB
ajst-12719	56	18	using	use	VERB
ajst-12719	56	19	indicators	indicator	NOUN
ajst-12719	56	20	such	such	ADJ
ajst-12719	56	21	as	as	ADP
ajst-12719	56	22	queue	queue	NOUN
ajst-12719	56	23	length	length	NOUN
ajst-12719	56	24	and	and	CCONJ
ajst-12719	56	25	delay	delay	NOUN
ajst-12719	56	26	time	time	NOUN
ajst-12719	56	27	.	.	PUNCT
ajst-12719	57	1	congested	congested	ADJ
ajst-12719	57	2	areas	area	NOUN
ajst-12719	57	3	refer	refer	VERB
ajst-12719	57	4	to	to	ADP
ajst-12719	57	5	locations	location	NOUN
ajst-12719	57	6	where	where	SCONJ
ajst-12719	57	7	traffic	traffic	NOUN
ajst-12719	57	8	flow	flow	NOUN
ajst-12719	57	9	is	be	AUX
ajst-12719	57	10	concentrated	concentrate	VERB
ajst-12719	57	11	and	and	CCONJ
ajst-12719	57	12	can	can	AUX
ajst-12719	57	13	typically	typically	ADV
ajst-12719	57	14	be	be	AUX
ajst-12719	57	15	identified	identify	VERB
ajst-12719	57	16	based	base	VERB
ajst-12719	57	17	on	on	ADP
ajst-12719	57	18	traffic	traffic	NOUN
ajst-12719	57	19	flow	flow	NOUN
ajst-12719	57	20	density	density	NOUN
ajst-12719	57	21	.	.	PUNCT
ajst-12719	58	1	collect	collect	VERB
ajst-12719	58	2	traffic	traffic	NOUN
ajst-12719	58	3	flow	flow	NOUN
ajst-12719	58	4	data	datum	NOUN
ajst-12719	58	5	,	,	PUNCT
ajst-12719	58	6	including	include	VERB
ajst-12719	58	7	information	information	NOUN
ajst-12719	58	8	such	such	ADJ
ajst-12719	58	9	as	as	ADP
ajst-12719	58	10	vehicle	vehicle	NOUN
ajst-12719	58	11	counts	count	NOUN
ajst-12719	58	12	,	,	PUNCT
ajst-12719	58	13	speeds	speed	NOUN
ajst-12719	58	14	,	,	PUNCT
ajst-12719	58	15	and	and	CCONJ
ajst-12719	58	16	queue	queue	NOUN
ajst-12719	58	17	lengths	length	NOUN
ajst-12719	58	18	.	.	PUNCT
ajst-12719	59	1	this	this	DET
ajst-12719	59	2	data	datum	NOUN
ajst-12719	59	3	can	can	AUX
ajst-12719	59	4	be	be	AUX
ajst-12719	59	5	obtained	obtain	VERB
ajst-12719	59	6	through	through	ADP
ajst-12719	59	7	traffic	traffic	NOUN
ajst-12719	59	8	monitoring	monitoring	NOUN
ajst-12719	59	9	devices	device	NOUN
ajst-12719	59	10	,	,	PUNCT
ajst-12719	59	11	sensors	sensor	NOUN
ajst-12719	59	12	,	,	PUNCT
ajst-12719	59	13	gps	gps	PROPN
ajst-12719	59	14	trajectory	trajectory	NOUN
ajst-12719	59	15	data	data	PROPN
ajst-12719	59	16	,	,	PUNCT
ajst-12719	59	17	etc	etc	X
ajst-12719	59	18	.	.	X
ajst-12719	60	1	the	the	DET
ajst-12719	60	2	data	data	NOUN
ajst-12719	60	3	collection	collection	NOUN
ajst-12719	60	4	can	can	AUX
ajst-12719	60	5	cover	cover	VERB
ajst-12719	60	6	different	different	ADJ
ajst-12719	60	7	time	time	NOUN
ajst-12719	60	8	periods	period	NOUN
ajst-12719	60	9	and	and	CCONJ
ajst-12719	60	10	locations	location	NOUN
ajst-12719	60	11	to	to	PART
ajst-12719	60	12	obtain	obtain	VERB
ajst-12719	60	13	comprehensive	comprehensive	ADJ
ajst-12719	60	14	traffic	traffic	NOUN
ajst-12719	60	15	flow	flow	NOUN
ajst-12719	60	16	information	information	NOUN
ajst-12719	60	17	.	.	PUNCT
ajst-12719	61	1	process	process	NOUN
ajst-12719	61	2	and	and	CCONJ
ajst-12719	61	3	analyze	analyze	VERB
ajst-12719	61	4	the	the	DET
ajst-12719	61	5	collected	collect	VERB
ajst-12719	61	6	traffic	traffic	NOUN
ajst-12719	61	7	flow	flow	NOUN
ajst-12719	61	8	data	datum	NOUN
ajst-12719	61	9	and	and	CCONJ
ajst-12719	61	10	present	present	VERB
ajst-12719	61	11	it	it	PRON
ajst-12719	61	12	visually	visually	ADV
ajst-12719	61	13	.	.	PUNCT
ajst-12719	62	1	common	common	ADJ
ajst-12719	62	2	methods	method	NOUN
ajst-12719	62	3	include	include	VERB
ajst-12719	62	4	data	datum	NOUN
ajst-12719	62	5	cleaning	cleaning	NOUN
ajst-12719	62	6	,	,	PUNCT
ajst-12719	62	7	statistical	statistical	ADJ
ajst-12719	62	8	analysis	analysis	NOUN
ajst-12719	62	9	,	,	PUNCT
ajst-12719	62	10	and	and	CCONJ
ajst-12719	62	11	data	datum	NOUN
ajst-12719	62	12	visualization	visualization	NOUN
ajst-12719	62	13	.	.	PUNCT
ajst-12719	63	1	through	through	ADP
ajst-12719	63	2	statistical	statistical	ADJ
ajst-12719	63	3	analysis	analysis	NOUN
ajst-12719	63	4	,	,	PUNCT
ajst-12719	63	5	obtain	obtain	VERB
ajst-12719	63	6	the	the	DET
ajst-12719	63	7	distribution	distribution	NOUN
ajst-12719	63	8	of	of	ADP
ajst-12719	63	9	traffic	traffic	NOUN
ajst-12719	63	10	flow	flow	NOUN
ajst-12719	63	11	at	at	ADP
ajst-12719	63	12	different	different	ADJ
ajst-12719	63	13	time	time	NOUN
ajst-12719	63	14	periods	period	NOUN
ajst-12719	63	15	and	and	CCONJ
ajst-12719	63	16	locations	location	NOUN
ajst-12719	63	17	,	,	PUNCT
ajst-12719	63	18	as	as	ADV
ajst-12719	63	19	well	well	ADV
ajst-12719	63	20	as	as	ADP
ajst-12719	63	21	the	the	DET
ajst-12719	63	22	location	location	NOUN
ajst-12719	63	23	and	and	CCONJ
ajst-12719	63	24	intensity	intensity	NOUN
ajst-12719	63	25	of	of	ADP
ajst-12719	63	26	congestion	congestion	NOUN
ajst-12719	63	27	areas	area	NOUN
ajst-12719	63	28	.	.	PUNCT
ajst-12719	63	29	establish	establish	VERB
ajst-12719	63	30	appropriate	appropriate	ADJ
ajst-12719	63	31	traffic	traffic	NOUN
ajst-12719	63	32	flow	flow	NOUN
ajst-12719	63	33	models	model	NOUN
ajst-12719	63	34	based	base	VERB
ajst-12719	63	35	on	on	ADP
ajst-12719	63	36	the	the	DET
ajst-12719	63	37	collected	collect	VERB
ajst-12719	63	38	traffic	traffic	NOUN
ajst-12719	63	39	flow	flow	NOUN
ajst-12719	63	40	data	datum	NOUN
ajst-12719	63	41	,	,	PUNCT
ajst-12719	63	42	such	such	ADJ
ajst-12719	63	43	as	as	ADP
ajst-12719	63	44	macroscopic	macroscopic	ADJ
ajst-12719	63	45	traffic	traffic	NOUN
ajst-12719	63	46	flow	flow	NOUN
ajst-12719	63	47	models	model	NOUN
ajst-12719	63	48	,	,	PUNCT
ajst-12719	63	49	microscopic	microscopic	ADJ
ajst-12719	63	50	traffic	traffic	NOUN
ajst-12719	63	51	flow	flow	NOUN
ajst-12719	63	52	models	model	NOUN
ajst-12719	63	53	,	,	PUNCT
ajst-12719	63	54	etc	etc	X
ajst-12719	63	55	.	.	X
ajst-12719	63	56	through	through	ADP
ajst-12719	63	57	the	the	DET
ajst-12719	63	58	model	model	NOUN
ajst-12719	63	59	,	,	PUNCT
ajst-12719	63	60	predict	predict	VERB
ajst-12719	63	61	the	the	DET
ajst-12719	63	62	location	location	NOUN
ajst-12719	63	63	of	of	ADP
ajst-12719	63	64	traffic	traffic	NOUN
ajst-12719	63	65	bottlenecks	bottleneck	NOUN
ajst-12719	63	66	and	and	CCONJ
ajst-12719	63	67	congested	congested	ADJ
ajst-12719	63	68	areas	area	NOUN
ajst-12719	63	69	and	and	CCONJ
ajst-12719	63	70	analyze	analyze	VERB
ajst-12719	63	71	their	their	PRON
ajst-12719	63	72	influencing	influence	VERB
ajst-12719	63	73	factors	factor	NOUN
ajst-12719	63	74	.	.	PUNCT
ajst-12719	64	1	based	base	VERB
ajst-12719	64	2	on	on	ADP
ajst-12719	64	3	the	the	DET
ajst-12719	64	4	data	datum	NOUN
ajst-12719	64	5	analysis	analysis	NOUN
ajst-12719	64	6	and	and	CCONJ
ajst-12719	64	7	model	model	NOUN
ajst-12719	64	8	predictions	prediction	NOUN
ajst-12719	64	9	,	,	PUNCT
ajst-12719	64	10	determine	determine	VERB
ajst-12719	64	11	the	the	DET
ajst-12719	64	12	location	location	NOUN
ajst-12719	64	13	and	and	CCONJ
ajst-12719	64	14	scope	scope	NOUN
ajst-12719	64	15	of	of	ADP
ajst-12719	64	16	the	the	DET
ajst-12719	64	17	traffic	traffic	NOUN
ajst-12719	64	18	bottlenecks	bottleneck	NOUN
ajst-12719	64	19	and	and	CCONJ
ajst-12719	64	20	congested	congested	ADJ
ajst-12719	64	21	areas	area	NOUN
ajst-12719	64	22	.	.	PUNCT
ajst-12719	65	1	67	67	NUM
ajst-12719	65	2	bottlenecks	bottleneck	NOUN
ajst-12719	65	3	are	be	AUX
ajst-12719	65	4	usually	usually	ADV
ajst-12719	65	5	areas	area	NOUN
ajst-12719	65	6	where	where	SCONJ
ajst-12719	65	7	roads	road	NOUN
ajst-12719	65	8	are	be	AUX
ajst-12719	65	9	narrow	narrow	ADJ
ajst-12719	65	10	,	,	PUNCT
ajst-12719	65	11	intersections	intersection	NOUN
ajst-12719	65	12	are	be	AUX
ajst-12719	65	13	congested	congest	VERB
ajst-12719	65	14	,	,	PUNCT
ajst-12719	65	15	or	or	CCONJ
ajst-12719	65	16	traffic	traffic	NOUN
ajst-12719	65	17	rules	rule	NOUN
ajst-12719	65	18	are	be	AUX
ajst-12719	65	19	unreasonable	unreasonable	ADJ
ajst-12719	65	20	,	,	PUNCT
ajst-12719	65	21	causing	cause	VERB
ajst-12719	65	22	restrictions	restriction	NOUN
ajst-12719	65	23	on	on	ADP
ajst-12719	65	24	traffic	traffic	NOUN
ajst-12719	65	25	flow	flow	NOUN
ajst-12719	65	26	.	.	PUNCT
ajst-12719	66	1	congested	congested	ADJ
ajst-12719	66	2	areas	area	NOUN
ajst-12719	66	3	refer	refer	VERB
ajst-12719	66	4	to	to	ADP
ajst-12719	66	5	areas	area	NOUN
ajst-12719	66	6	where	where	SCONJ
ajst-12719	66	7	traffic	traffic	NOUN
ajst-12719	66	8	flow	flow	NOUN
ajst-12719	66	9	exceeds	exceed	VERB
ajst-12719	66	10	road	road	NOUN
ajst-12719	66	11	capacity	capacity	NOUN
ajst-12719	66	12	,	,	PUNCT
ajst-12719	66	13	causing	cause	VERB
ajst-12719	66	14	traffic	traffic	NOUN
ajst-12719	66	15	congestion	congestion	NOUN
ajst-12719	66	16	.	.	PUNCT
ajst-12719	67	1	based	base	VERB
ajst-12719	67	2	on	on	ADP
ajst-12719	67	3	the	the	DET
ajst-12719	67	4	analysis	analysis	NOUN
ajst-12719	67	5	results	result	NOUN
ajst-12719	67	6	,	,	PUNCT
ajst-12719	67	7	evaluate	evaluate	VERB
ajst-12719	67	8	the	the	DET
ajst-12719	67	9	impact	impact	NOUN
ajst-12719	67	10	of	of	ADP
ajst-12719	67	11	traffic	traffic	NOUN
ajst-12719	67	12	bottlenecks	bottleneck	NOUN
ajst-12719	67	13	and	and	CCONJ
ajst-12719	67	14	congested	congested	ADJ
ajst-12719	67	15	areas	area	NOUN
ajst-12719	67	16	and	and	CCONJ
ajst-12719	67	17	propose	propose	VERB
ajst-12719	67	18	corresponding	corresponding	ADJ
ajst-12719	67	19	improvement	improvement	NOUN
ajst-12719	67	20	recommendations	recommendation	NOUN
ajst-12719	67	21	.	.	PUNCT
ajst-12719	68	1	this	this	PRON
ajst-12719	68	2	may	may	AUX
ajst-12719	68	3	include	include	VERB
ajst-12719	68	4	measures	measure	NOUN
ajst-12719	68	5	such	such	ADJ
ajst-12719	68	6	as	as	ADP
ajst-12719	68	7	increasing	increase	VERB
ajst-12719	68	8	lane	lane	NOUN
ajst-12719	68	9	capacity	capacity	NOUN
ajst-12719	68	10	,	,	PUNCT
ajst-12719	68	11	optimizing	optimize	VERB
ajst-12719	68	12	traffic	traffic	NOUN
ajst-12719	68	13	signal	signal	NOUN
ajst-12719	68	14	timing	timing	NOUN
ajst-12719	68	15	,	,	PUNCT
ajst-12719	68	16	improving	improve	VERB
ajst-12719	68	17	traffic	traffic	NOUN
ajst-12719	68	18	planning	planning	NOUN
ajst-12719	68	19	and	and	CCONJ
ajst-12719	68	20	design	design	NOUN
ajst-12719	68	21	,	,	PUNCT
ajst-12719	68	22	etc	etc	X
ajst-12719	68	23	.	.	X
ajst-12719	68	24	,	,	PUNCT
ajst-12719	68	25	to	to	PART
ajst-12719	68	26	alleviate	alleviate	VERB
ajst-12719	68	27	traffic	traffic	NOUN
ajst-12719	68	28	congestion	congestion	NOUN
ajst-12719	68	29	and	and	CCONJ
ajst-12719	68	30	improve	improve	VERB
ajst-12719	68	31	traffic	traffic	NOUN
ajst-12719	68	32	flow	flow	NOUN
ajst-12719	68	33	efficiency	efficiency	NOUN
ajst-12719	68	34	.	.	PUNCT
ajst-12719	69	1	3.4	3.4	NUM
ajst-12719	69	2	.	.	PUNCT
ajst-12719	69	3	proposing	propose	VERB
ajst-12719	69	4	traffic	traffic	NOUN
ajst-12719	69	5	flow	flow	NOUN
ajst-12719	69	6	optimization	optimization	NOUN
ajst-12719	69	7	strategies	strategy	NOUN
ajst-12719	69	8	figure	figure	VERB
ajst-12719	69	9	4	4	NUM
ajst-12719	69	10	.	.	PUNCT
ajst-12719	69	11	traffic	traffic	NOUN
ajst-12719	69	12	signal	signal	PROPN
ajst-12719	69	13	optimization	optimization	NOUN
ajst-12719	69	14	based	base	VERB
ajst-12719	69	15	on	on	ADP
ajst-12719	69	16	the	the	DET
ajst-12719	69	17	analysis	analysis	NOUN
ajst-12719	69	18	of	of	ADP
ajst-12719	69	19	traffic	traffic	NOUN
ajst-12719	69	20	bottlenecks	bottleneck	NOUN
ajst-12719	69	21	and	and	CCONJ
ajst-12719	69	22	congested	congested	ADJ
ajst-12719	69	23	areas	area	NOUN
ajst-12719	69	24	,	,	PUNCT
ajst-12719	69	25	targeted	target	VERB
ajst-12719	69	26	traffic	traffic	NOUN
ajst-12719	69	27	flow	flow	NOUN
ajst-12719	69	28	optimization	optimization	NOUN
ajst-12719	69	29	strategies	strategy	NOUN
ajst-12719	69	30	can	can	AUX
ajst-12719	69	31	be	be	AUX
ajst-12719	69	32	proposed	propose	VERB
ajst-12719	69	33	.	.	PUNCT
ajst-12719	70	1	these	these	DET
ajst-12719	70	2	strategies	strategy	NOUN
ajst-12719	70	3	can	can	AUX
ajst-12719	70	4	include	include	VERB
ajst-12719	70	5	traffic	traffic	NOUN
ajst-12719	70	6	signal	signal	PROPN
ajst-12719	70	7	optimization	optimization	NOUN
ajst-12719	70	8	,	,	PUNCT
ajst-12719	70	9	traffic	traffic	NOUN
ajst-12719	70	10	control	control	NOUN
ajst-12719	70	11	,	,	PUNCT
ajst-12719	70	12	traffic	traffic	NOUN
ajst-12719	70	13	organization	organization	NOUN
ajst-12719	70	14	,	,	PUNCT
ajst-12719	70	15	etc	etc	X
ajst-12719	70	16	.	.	X
ajst-12719	70	17	for	for	ADP
ajst-12719	70	18	example	example	NOUN
ajst-12719	70	19	,	,	PUNCT
ajst-12719	70	20	by	by	ADP
ajst-12719	70	21	adjusting	adjust	VERB
ajst-12719	70	22	traffic	traffic	NOUN
ajst-12719	70	23	signal	signal	NOUN
ajst-12719	70	24	timing	timing	NOUN
ajst-12719	70	25	schemes	scheme	NOUN
ajst-12719	70	26	,	,	PUNCT
ajst-12719	70	27	the	the	DET
ajst-12719	70	28	delay	delay	NOUN
ajst-12719	70	29	time	time	NOUN
ajst-12719	70	30	at	at	ADP
ajst-12719	70	31	intersections	intersection	NOUN
ajst-12719	70	32	can	can	AUX
ajst-12719	70	33	be	be	AUX
ajst-12719	70	34	reduced	reduce	VERB
ajst-12719	70	35	.	.	PUNCT
ajst-12719	71	1	by	by	ADP
ajst-12719	71	2	implementing	implement	VERB
ajst-12719	71	3	traffic	traffic	NOUN
ajst-12719	71	4	restrictions	restriction	NOUN
ajst-12719	71	5	,	,	PUNCT
ajst-12719	71	6	the	the	DET
ajst-12719	71	7	traffic	traffic	NOUN
ajst-12719	71	8	flow	flow	NOUN
ajst-12719	71	9	in	in	ADP
ajst-12719	71	10	specific	specific	ADJ
ajst-12719	71	11	areas	area	NOUN
ajst-12719	71	12	can	can	AUX
ajst-12719	71	13	be	be	AUX
ajst-12719	71	14	reduced	reduce	VERB
ajst-12719	71	15	.	.	PUNCT
ajst-12719	72	1	by	by	ADP
ajst-12719	72	2	organizing	organize	VERB
ajst-12719	72	3	traffic	traffic	NOUN
ajst-12719	72	4	properly	properly	ADV
ajst-12719	72	5	,	,	PUNCT
ajst-12719	72	6	such	such	ADJ
ajst-12719	72	7	as	as	ADP
ajst-12719	72	8	establishing	establish	VERB
ajst-12719	72	9	dedicated	dedicated	ADJ
ajst-12719	72	10	bus	bus	NOUN
ajst-12719	72	11	lanes	lane	NOUN
ajst-12719	72	12	and	and	CCONJ
ajst-12719	72	13	promoting	promote	VERB
ajst-12719	72	14	carpooling	carpoole	VERB
ajst-12719	72	15	,	,	PUNCT
ajst-12719	72	16	traffic	traffic	NOUN
ajst-12719	72	17	efficiency	efficiency	NOUN
ajst-12719	72	18	can	can	AUX
ajst-12719	72	19	be	be	AUX
ajst-12719	72	20	improved	improve	VERB
ajst-12719	72	21	.	.	PUNCT
ajst-12719	73	1	optimizing	optimize	VERB
ajst-12719	73	2	traffic	traffic	NOUN
ajst-12719	73	3	signal	signal	NOUN
ajst-12719	73	4	timing	timing	NOUN
ajst-12719	73	5	and	and	CCONJ
ajst-12719	73	6	synchronization	synchronization	NOUN
ajst-12719	73	7	can	can	AUX
ajst-12719	73	8	improve	improve	VERB
ajst-12719	73	9	the	the	DET
ajst-12719	73	10	operation	operation	NOUN
ajst-12719	73	11	efficiency	efficiency	NOUN
ajst-12719	73	12	of	of	ADP
ajst-12719	73	13	road	road	NOUN
ajst-12719	73	14	intersections	intersection	NOUN
ajst-12719	73	15	.	.	PUNCT
ajst-12719	74	1	using	use	VERB
ajst-12719	74	2	intelligent	intelligent	ADJ
ajst-12719	74	3	traffic	traffic	NOUN
ajst-12719	74	4	signal	signal	NOUN
ajst-12719	74	5	control	control	NOUN
ajst-12719	74	6	systems	system	NOUN
ajst-12719	74	7	can	can	AUX
ajst-12719	74	8	adjust	adjust	VERB
ajst-12719	74	9	signal	signal	ADJ
ajst-12719	74	10	timing	timing	NOUN
ajst-12719	74	11	based	base	VERB
ajst-12719	74	12	on	on	ADP
ajst-12719	74	13	real	real	ADJ
ajst-12719	74	14	-	-	PUNCT
ajst-12719	74	15	time	time	NOUN
ajst-12719	74	16	traffic	traffic	NOUN
ajst-12719	74	17	flow	flow	NOUN
ajst-12719	74	18	,	,	PUNCT
ajst-12719	74	19	reducing	reduce	VERB
ajst-12719	74	20	waiting	waiting	NOUN
ajst-12719	74	21	time	time	NOUN
ajst-12719	74	22	and	and	CCONJ
ajst-12719	74	23	queue	queue	NOUN
ajst-12719	74	24	lengths	length	NOUN
ajst-12719	74	25	of	of	ADP
ajst-12719	74	26	vehicles	vehicle	NOUN
ajst-12719	74	27	and	and	CCONJ
ajst-12719	74	28	improving	improve	VERB
ajst-12719	74	29	traffic	traffic	NOUN
ajst-12719	74	30	efficiency	efficiency	NOUN
ajst-12719	74	31	.	.	PUNCT
ajst-12719	75	1	by	by	ADP
ajst-12719	75	2	planning	plan	VERB
ajst-12719	75	3	road	road	NOUN
ajst-12719	75	4	networks	network	NOUN
ajst-12719	75	5	rationally	rationally	ADV
ajst-12719	75	6	,	,	PUNCT
ajst-12719	75	7	such	such	ADJ
ajst-12719	75	8	as	as	ADP
ajst-12719	75	9	increasing	increase	VERB
ajst-12719	75	10	road	road	NOUN
ajst-12719	75	11	width	width	NOUN
ajst-12719	75	12	,	,	PUNCT
ajst-12719	75	13	expanding	expand	VERB
ajst-12719	75	14	roads	road	NOUN
ajst-12719	75	15	,	,	PUNCT
ajst-12719	75	16	optimizing	optimize	VERB
ajst-12719	75	17	road	road	NOUN
ajst-12719	75	18	layouts	layout	NOUN
ajst-12719	75	19	,	,	PUNCT
ajst-12719	75	20	etc	etc	X
ajst-12719	75	21	.	.	X
ajst-12719	75	22	,	,	PUNCT
ajst-12719	75	23	road	road	NOUN
ajst-12719	75	24	capacity	capacity	NOUN
ajst-12719	75	25	can	can	AUX
ajst-12719	75	26	be	be	AUX
ajst-12719	75	27	increased	increase	VERB
ajst-12719	75	28	,	,	PUNCT
ajst-12719	75	29	and	and	CCONJ
ajst-12719	75	30	traffic	traffic	NOUN
ajst-12719	75	31	flow	flow	NOUN
ajst-12719	75	32	can	can	AUX
ajst-12719	75	33	be	be	AUX
ajst-12719	75	34	improved	improve	VERB
ajst-12719	75	35	.	.	PUNCT
ajst-12719	76	1	in	in	ADP
ajst-12719	76	2	addition	addition	NOUN
ajst-12719	76	3	,	,	PUNCT
ajst-12719	76	4	the	the	DET
ajst-12719	76	5	use	use	NOUN
ajst-12719	76	6	of	of	ADP
ajst-12719	76	7	intelligent	intelligent	ADJ
ajst-12719	76	8	traffic	traffic	NOUN
ajst-12719	76	9	management	management	NOUN
ajst-12719	76	10	technology	technology	NOUN
ajst-12719	76	11	,	,	PUNCT
ajst-12719	76	12	such	such	ADJ
ajst-12719	76	13	as	as	ADP
ajst-12719	76	14	dynamic	dynamic	ADJ
ajst-12719	76	15	route	route	NOUN
ajst-12719	76	16	guidance	guidance	NOUN
ajst-12719	76	17	systems	system	NOUN
ajst-12719	76	18	,	,	PUNCT
ajst-12719	76	19	can	can	AUX
ajst-12719	76	20	guide	guide	VERB
ajst-12719	76	21	drivers	driver	NOUN
ajst-12719	76	22	to	to	PART
ajst-12719	76	23	choose	choose	VERB
ajst-12719	76	24	optimal	optimal	ADJ
ajst-12719	76	25	routes	route	NOUN
ajst-12719	76	26	based	base	VERB
ajst-12719	76	27	on	on	ADP
ajst-12719	76	28	real	real	ADJ
ajst-12719	76	29	-	-	PUNCT
ajst-12719	76	30	time	time	NOUN
ajst-12719	76	31	traffic	traffic	NOUN
ajst-12719	76	32	conditions	condition	NOUN
ajst-12719	76	33	.	.	PUNCT
ajst-12719	77	1	strengthening	strengthen	VERB
ajst-12719	77	2	the	the	DET
ajst-12719	77	3	construction	construction	NOUN
ajst-12719	77	4	and	and	CCONJ
ajst-12719	77	5	optimization	optimization	NOUN
ajst-12719	77	6	of	of	ADP
ajst-12719	77	7	public	public	ADJ
ajst-12719	77	8	transportation	transportation	NOUN
ajst-12719	77	9	can	can	AUX
ajst-12719	77	10	attract	attract	VERB
ajst-12719	77	11	more	more	ADJ
ajst-12719	77	12	people	people	NOUN
ajst-12719	77	13	to	to	PART
ajst-12719	77	14	use	use	VERB
ajst-12719	77	15	public	public	ADJ
ajst-12719	77	16	transportation	transportation	NOUN
ajst-12719	77	17	and	and	CCONJ
ajst-12719	77	18	reduce	reduce	VERB
ajst-12719	77	19	the	the	DET
ajst-12719	77	20	number	number	NOUN
ajst-12719	77	21	of	of	ADP
ajst-12719	77	22	private	private	ADJ
ajst-12719	77	23	vehicles	vehicle	NOUN
ajst-12719	77	24	.	.	PUNCT
ajst-12719	78	1	this	this	PRON
ajst-12719	78	2	includes	include	VERB
ajst-12719	78	3	measures	measure	NOUN
ajst-12719	78	4	such	such	ADJ
ajst-12719	78	5	as	as	ADP
ajst-12719	78	6	providing	provide	VERB
ajst-12719	78	7	more	more	ADJ
ajst-12719	78	8	public	public	ADJ
ajst-12719	78	9	transportation	transportation	NOUN
ajst-12719	78	10	routes	route	NOUN
ajst-12719	78	11	,	,	PUNCT
ajst-12719	78	12	increasing	increase	VERB
ajst-12719	78	13	vehicle	vehicle	NOUN
ajst-12719	78	14	frequency	frequency	NOUN
ajst-12719	78	15	,	,	PUNCT
ajst-12719	78	16	and	and	CCONJ
ajst-12719	78	17	reducing	reduce	VERB
ajst-12719	78	18	waiting	waiting	NOUN
ajst-12719	78	19	time	time	NOUN
ajst-12719	78	20	.	.	PUNCT
ajst-12719	79	1	encouraging	encourage	VERB
ajst-12719	79	2	non	non	ADJ
ajst-12719	79	3	-	-	ADJ
ajst-12719	79	4	motorized	motorized	ADJ
ajst-12719	79	5	travel	travel	NOUN
ajst-12719	79	6	,	,	PUNCT
ajst-12719	79	7	such	such	ADJ
ajst-12719	79	8	as	as	ADP
ajst-12719	79	9	walking	walking	NOUN
ajst-12719	79	10	and	and	CCONJ
ajst-12719	79	11	cycling	cycling	NOUN
ajst-12719	79	12	,	,	PUNCT
ajst-12719	79	13	can	can	AUX
ajst-12719	79	14	reduce	reduce	VERB
ajst-12719	79	15	the	the	DET
ajst-12719	79	16	number	number	NOUN
ajst-12719	79	17	of	of	ADP
ajst-12719	79	18	vehicles	vehicle	NOUN
ajst-12719	79	19	and	and	CCONJ
ajst-12719	79	20	alleviate	alleviate	VERB
ajst-12719	79	21	traffic	traffic	NOUN
ajst-12719	79	22	congestion	congestion	NOUN
ajst-12719	79	23	.	.	PUNCT
ajst-12719	80	1	providing	provide	VERB
ajst-12719	80	2	safe	safe	ADJ
ajst-12719	80	3	facilities	facility	NOUN
ajst-12719	80	4	for	for	ADP
ajst-12719	80	5	walking	walking	NOUN
ajst-12719	80	6	and	and	CCONJ
ajst-12719	80	7	cycling	cycling	NOUN
ajst-12719	80	8	,	,	PUNCT
ajst-12719	80	9	such	such	ADJ
ajst-12719	80	10	as	as	ADP
ajst-12719	80	11	sidewalks	sidewalk	NOUN
ajst-12719	80	12	,	,	PUNCT
ajst-12719	80	13	bicycle	bicycle	NOUN
ajst-12719	80	14	lanes	lane	NOUN
ajst-12719	80	15	,	,	PUNCT
ajst-12719	80	16	shared	share	VERB
ajst-12719	80	17	bicycle	bicycle	NOUN
ajst-12719	80	18	parking	parking	NOUN
ajst-12719	80	19	areas	area	NOUN
ajst-12719	80	20	,	,	PUNCT
ajst-12719	80	21	as	as	ADV
ajst-12719	80	22	well	well	ADV
ajst-12719	80	23	as	as	ADP
ajst-12719	80	24	well	well	ADV
ajst-12719	80	25	-	-	PUNCT
ajst-12719	80	26	planned	plan	VERB
ajst-12719	80	27	cycling	cycling	NOUN
ajst-12719	80	28	route	route	NOUN
ajst-12719	80	29	planning	planning	NOUN
ajst-12719	80	30	,	,	PUNCT
ajst-12719	80	31	can	can	AUX
ajst-12719	80	32	promote	promote	VERB
ajst-12719	80	33	the	the	DET
ajst-12719	80	34	use	use	NOUN
ajst-12719	80	35	of	of	ADP
ajst-12719	80	36	non	non	ADJ
ajst-12719	80	37	-	-	ADJ
ajst-12719	80	38	motorized	motorized	ADJ
ajst-12719	80	39	travel	travel	NOUN
ajst-12719	80	40	.	.	PUNCT
ajst-12719	81	1	strengthening	strengthen	VERB
ajst-12719	81	2	traffic	traffic	NOUN
ajst-12719	81	3	management	management	NOUN
ajst-12719	81	4	and	and	CCONJ
ajst-12719	81	5	monitoring	monitoring	NOUN
ajst-12719	81	6	methods	method	NOUN
ajst-12719	81	7	,	,	PUNCT
ajst-12719	81	8	such	such	ADJ
ajst-12719	81	9	as	as	ADP
ajst-12719	81	10	installing	instal	VERB
ajst-12719	81	11	traffic	traffic	NOUN
ajst-12719	81	12	surveillance	surveillance	NOUN
ajst-12719	81	13	cameras	camera	NOUN
ajst-12719	81	14	,	,	PUNCT
ajst-12719	81	15	vehicle	vehicle	NOUN
ajst-12719	81	16	recognition	recognition	NOUN
ajst-12719	81	17	systems	system	NOUN
ajst-12719	81	18	,	,	PUNCT
ajst-12719	81	19	etc	etc	X
ajst-12719	81	20	.	.	X
ajst-12719	81	21	,	,	PUNCT
ajst-12719	81	22	can	can	AUX
ajst-12719	81	23	promptly	promptly	ADV
ajst-12719	81	24	detect	detect	VERB
ajst-12719	81	25	and	and	CCONJ
ajst-12719	81	26	respond	respond	VERB
ajst-12719	81	27	to	to	ADP
ajst-12719	81	28	traffic	traffic	NOUN
ajst-12719	81	29	problems	problem	NOUN
ajst-12719	81	30	,	,	PUNCT
ajst-12719	81	31	enhance	enhance	VERB
ajst-12719	81	32	traffic	traffic	NOUN
ajst-12719	81	33	law	law	NOUN
ajst-12719	81	34	enforcement	enforcement	NOUN
ajst-12719	81	35	,	,	PUNCT
ajst-12719	81	36	and	and	CCONJ
ajst-12719	81	37	improve	improve	VERB
ajst-12719	81	38	traffic	traffic	NOUN
ajst-12719	81	39	order	order	NOUN
ajst-12719	81	40	.	.	PUNCT
ajst-12719	82	1	utilizing	utilize	VERB
ajst-12719	82	2	advanced	advanced	ADJ
ajst-12719	82	3	technologies	technology	NOUN
ajst-12719	82	4	such	such	ADJ
ajst-12719	82	5	as	as	ADP
ajst-12719	82	6	intelligent	intelligent	ADJ
ajst-12719	82	7	traffic	traffic	NOUN
ajst-12719	82	8	control	control	NOUN
ajst-12719	82	9	systems	system	NOUN
ajst-12719	82	10	,	,	PUNCT
ajst-12719	82	11	traffic	traffic	NOUN
ajst-12719	82	12	prediction	prediction	NOUN
ajst-12719	82	13	models	model	NOUN
ajst-12719	82	14	,	,	PUNCT
ajst-12719	82	15	and	and	CCONJ
ajst-12719	82	16	real	real	ADJ
ajst-12719	82	17	-	-	PUNCT
ajst-12719	82	18	time	time	NOUN
ajst-12719	82	19	traffic	traffic	NOUN
ajst-12719	82	20	information	information	NOUN
ajst-12719	82	21	systems	system	NOUN
ajst-12719	82	22	can	can	AUX
ajst-12719	82	23	provide	provide	VERB
ajst-12719	82	24	real	real	ADJ
ajst-12719	82	25	-	-	PUNCT
ajst-12719	82	26	time	time	NOUN
ajst-12719	82	27	and	and	CCONJ
ajst-12719	82	28	accurate	accurate	ADJ
ajst-12719	82	29	traffic	traffic	NOUN
ajst-12719	82	30	flow	flow	NOUN
ajst-12719	82	31	information	information	NOUN
ajst-12719	82	32	and	and	CCONJ
ajst-12719	82	33	traffic	traffic	NOUN
ajst-12719	82	34	conditions	condition	NOUN
ajst-12719	82	35	to	to	PART
ajst-12719	82	36	support	support	VERB
ajst-12719	82	37	traffic	traffic	NOUN
ajst-12719	82	38	decision	decision	NOUN
ajst-12719	82	39	-	-	PUNCT
ajst-12719	82	40	making	making	NOUN
ajst-12719	82	41	and	and	CCONJ
ajst-12719	82	42	management	management	NOUN
ajst-12719	82	43	.	.	PUNCT
ajst-12719	83	1	3.5	3.5	NUM
ajst-12719	83	2	.	.	PUNCT
ajst-12719	84	1	data	datum	NOUN
ajst-12719	84	2	analysis	analysis	NOUN
ajst-12719	84	3	figure	figure	NOUN
ajst-12719	84	4	5	5	NUM
ajst-12719	84	5	.	.	PUNCT
ajst-12719	84	6	algorithm	algorithm	PROPN
ajst-12719	84	7	flowchart	flowchart	PROPN
ajst-12719	84	8	in	in	ADP
ajst-12719	84	9	order	order	NOUN
ajst-12719	84	10	to	to	PART
ajst-12719	84	11	validate	validate	VERB
ajst-12719	84	12	the	the	DET
ajst-12719	84	13	effectiveness	effectiveness	NOUN
ajst-12719	84	14	and	and	CCONJ
ajst-12719	84	15	feasibility	feasibility	NOUN
ajst-12719	84	16	of	of	ADP
ajst-12719	84	17	traffic	traffic	NOUN
ajst-12719	84	18	flow	flow	NOUN
ajst-12719	84	19	optimization	optimization	NOUN
ajst-12719	84	20	algorithms	algorithm	NOUN
ajst-12719	84	21	,	,	PUNCT
ajst-12719	84	22	data	datum	NOUN
ajst-12719	84	23	analysis	analysis	NOUN
ajst-12719	84	24	can	can	AUX
ajst-12719	84	25	be	be	AUX
ajst-12719	84	26	conducted	conduct	VERB
ajst-12719	84	27	.	.	PUNCT
ajst-12719	85	1	simulated	simulate	VERB
ajst-12719	85	2	experiments	experiment	NOUN
ajst-12719	85	3	can	can	AUX
ajst-12719	85	4	be	be	AUX
ajst-12719	85	5	based	base	VERB
ajst-12719	85	6	on	on	ADP
ajst-12719	85	7	real	real	ADJ
ajst-12719	85	8	data	datum	NOUN
ajst-12719	85	9	and	and	CCONJ
ajst-12719	85	10	scenarios	scenario	NOUN
ajst-12719	85	11	,	,	PUNCT
ajst-12719	85	12	simulating	simulate	VERB
ajst-12719	85	13	the	the	DET
ajst-12719	85	14	traffic	traffic	NOUN
ajst-12719	85	15	flow	flow	NOUN
ajst-12719	85	16	under	under	ADP
ajst-12719	85	17	different	different	ADJ
ajst-12719	85	18	optimization	optimization	NOUN
ajst-12719	85	19	strategies	strategy	NOUN
ajst-12719	85	20	and	and	CCONJ
ajst-12719	85	21	recording	record	VERB
ajst-12719	85	22	relevant	relevant	ADJ
ajst-12719	85	23	data	datum	NOUN
ajst-12719	85	24	.	.	PUNCT
ajst-12719	86	1	by	by	ADP
ajst-12719	86	2	analyzing	analyze	VERB
ajst-12719	86	3	these	these	DET
ajst-12719	86	4	experimental	experimental	ADJ
ajst-12719	86	5	data	datum	NOUN
ajst-12719	86	6	,	,	PUNCT
ajst-12719	86	7	the	the	DET
ajst-12719	86	8	effects	effect	NOUN
ajst-12719	86	9	and	and	CCONJ
ajst-12719	86	10	performance	performance	NOUN
ajst-12719	86	11	of	of	ADP
ajst-12719	86	12	different	different	ADJ
ajst-12719	86	13	strategies	strategy	NOUN
ajst-12719	86	14	can	can	AUX
ajst-12719	86	15	be	be	AUX
ajst-12719	86	16	evaluated	evaluate	VERB
ajst-12719	86	17	to	to	PART
ajst-12719	86	18	guide	guide	VERB
ajst-12719	86	19	actual	actual	ADJ
ajst-12719	86	20	traffic	traffic	NOUN
ajst-12719	86	21	management	management	NOUN
ajst-12719	86	22	and	and	CCONJ
ajst-12719	86	23	optimization	optimization	NOUN
ajst-12719	86	24	work	work	NOUN
ajst-12719	86	25	.	.	PUNCT
ajst-12719	87	1	first	first	ADV
ajst-12719	87	2	,	,	PUNCT
ajst-12719	87	3	design	design	VERB
ajst-12719	87	4	the	the	DET
ajst-12719	87	5	experimental	experimental	ADJ
ajst-12719	87	6	plan	plan	NOUN
ajst-12719	87	7	to	to	PART
ajst-12719	87	8	determine	determine	VERB
ajst-12719	87	9	the	the	DET
ajst-12719	87	10	experimental	experimental	ADJ
ajst-12719	87	11	objectives	objective	NOUN
ajst-12719	87	12	and	and	CCONJ
ajst-12719	87	13	the	the	DET
ajst-12719	87	14	indicators	indicator	NOUN
ajst-12719	87	15	to	to	PART
ajst-12719	87	16	be	be	AUX
ajst-12719	87	17	monitored	monitor	VERB
ajst-12719	87	18	.	.	PUNCT
ajst-12719	88	1	for	for	ADP
ajst-12719	88	2	example	example	NOUN
ajst-12719	88	3	,	,	PUNCT
ajst-12719	88	4	if	if	SCONJ
ajst-12719	88	5	you	you	PRON
ajst-12719	88	6	want	want	VERB
ajst-12719	88	7	to	to	PART
ajst-12719	88	8	test	test	VERB
ajst-12719	88	9	the	the	DET
ajst-12719	88	10	impact	impact	NOUN
ajst-12719	88	11	of	of	ADP
ajst-12719	88	12	traffic	traffic	NOUN
ajst-12719	88	13	signal	signal	NOUN
ajst-12719	88	14	optimization	optimization	NOUN
ajst-12719	88	15	on	on	ADP
ajst-12719	88	16	traffic	traffic	NOUN
ajst-12719	88	17	flow	flow	NOUN
ajst-12719	88	18	,	,	PUNCT
ajst-12719	88	19	you	you	PRON
ajst-12719	88	20	can	can	AUX
ajst-12719	88	21	select	select	VERB
ajst-12719	88	22	specific	specific	ADJ
ajst-12719	88	23	traffic	traffic	NOUN
ajst-12719	88	24	sections	section	NOUN
ajst-12719	88	25	and	and	CCONJ
ajst-12719	88	26	traffic	traffic	NOUN
ajst-12719	88	27	signal	signal	NOUN
ajst-12719	88	28	control	control	NOUN
ajst-12719	88	29	methods	method	NOUN
ajst-12719	88	30	for	for	ADP
ajst-12719	88	31	the	the	DET
ajst-12719	88	32	experiment	experiment	NOUN
ajst-12719	88	33	.	.	PUNCT
ajst-12719	89	1	during	during	ADP
ajst-12719	89	2	the	the	DET
ajst-12719	89	3	experiment	experiment	NOUN
ajst-12719	89	4	,	,	PUNCT
ajst-12719	89	5	collect	collect	VERB
ajst-12719	89	6	relevant	relevant	ADJ
ajst-12719	89	7	data	datum	NOUN
ajst-12719	89	8	.	.	PUNCT
ajst-12719	90	1	traffic	traffic	NOUN
ajst-12719	90	2	flow	flow	NOUN
ajst-12719	90	3	,	,	PUNCT
ajst-12719	90	4	vehicle	vehicle	NOUN
ajst-12719	90	5	speeds	speed	NOUN
ajst-12719	90	6	,	,	PUNCT
ajst-12719	90	7	vehicle	vehicle	NOUN
ajst-12719	90	8	conditions	condition	NOUN
ajst-12719	90	9	,	,	PUNCT
ajst-12719	90	10	etc	etc	X
ajst-12719	90	11	.	.	X
ajst-12719	90	12	,	,	PUNCT
ajst-12719	90	13	can	can	AUX
ajst-12719	90	14	be	be	AUX
ajst-12719	90	15	obtained	obtain	VERB
ajst-12719	90	16	using	use	VERB
ajst-12719	90	17	traffic	traffic	NOUN
ajst-12719	90	18	monitoring	monitoring	NOUN
ajst-12719	90	19	devices	device	NOUN
ajst-12719	90	20	,	,	PUNCT
ajst-12719	90	21	sensors	sensor	NOUN
ajst-12719	90	22	,	,	PUNCT
ajst-12719	90	23	cameras	camera	NOUN
ajst-12719	90	24	,	,	PUNCT
ajst-12719	90	25	etc	etc	X
ajst-12719	90	26	.	.	X
ajst-12719	90	27	user	user	NOUN
ajst-12719	90	28	travel	travel	PROPN
ajst-12719	90	29	data	datum	NOUN
ajst-12719	90	30	and	and	CCONJ
ajst-12719	90	31	feedback	feedback	NOUN
ajst-12719	90	32	can	can	AUX
ajst-12719	90	33	also	also	ADV
ajst-12719	90	34	be	be	AUX
ajst-12719	90	35	obtained	obtain	VERB
ajst-12719	90	36	through	through	ADP
ajst-12719	90	37	surveys	survey	NOUN
ajst-12719	90	38	and	and	CCONJ
ajst-12719	90	39	questionnaires	questionnaire	NOUN
ajst-12719	90	40	.	.	PUNCT
ajst-12719	91	1	the	the	DET
ajst-12719	91	2	collected	collect	VERB
ajst-12719	91	3	data	datum	NOUN
ajst-12719	91	4	may	may	AUX
ajst-12719	91	5	have	have	VERB
ajst-12719	91	6	noise	noise	NOUN
ajst-12719	91	7	,	,	PUNCT
ajst-12719	91	8	missing	miss	VERB
ajst-12719	91	9	values	value	NOUN
ajst-12719	91	10	,	,	PUNCT
ajst-12719	91	11	etc	etc	X
ajst-12719	91	12	.	.	X
ajst-12719	91	13	,	,	PUNCT
ajst-12719	91	14	and	and	CCONJ
ajst-12719	91	15	needs	need	VERB
ajst-12719	91	16	to	to	PART
ajst-12719	91	17	be	be	AUX
ajst-12719	91	18	preprocessed	preprocesse	VERB
ajst-12719	91	19	.	.	PUNCT
ajst-12719	92	1	data	datum	NOUN
ajst-12719	92	2	cleaning	cleaning	NOUN
ajst-12719	92	3	,	,	PUNCT
ajst-12719	92	4	outlier	outlier	NOUN
ajst-12719	92	5	handling	handling	NOUN
ajst-12719	92	6	,	,	PUNCT
ajst-12719	92	7	data	datum	NOUN
ajst-12719	92	8	interpolation	interpolation	NOUN
ajst-12719	92	9	,	,	PUNCT
ajst-12719	92	10	etc	etc	X
ajst-12719	92	11	.	.	X
ajst-12719	92	12	,	,	PUNCT
ajst-12719	92	13	can	can	AUX
ajst-12719	92	14	be	be	AUX
ajst-12719	92	15	used	use	VERB
ajst-12719	92	16	to	to	PART
ajst-12719	92	17	process	process	VERB
ajst-12719	92	18	the	the	DET
ajst-12719	92	19	data	datum	NOUN
ajst-12719	92	20	to	to	PART
ajst-12719	92	21	ensure	ensure	VERB
ajst-12719	92	22	accuracy	accuracy	NOUN
ajst-12719	92	23	and	and	CCONJ
ajst-12719	92	24	completeness	completeness	NOUN
ajst-12719	92	25	.	.	PUNCT
ajst-12719	93	1	analyze	analyze	VERB
ajst-12719	93	2	the	the	DET
ajst-12719	93	3	data	datum	NOUN
ajst-12719	93	4	using	use	VERB
ajst-12719	93	5	appropriate	appropriate	ADJ
ajst-12719	93	6	data	datum	NOUN
ajst-12719	93	7	analysis	analysis	NOUN
ajst-12719	93	8	methods	method	NOUN
ajst-12719	93	9	and	and	CCONJ
ajst-12719	93	10	techniques	technique	NOUN
ajst-12719	93	11	.	.	PUNCT
ajst-12719	94	1	common	common	ADJ
ajst-12719	94	2	methods	method	NOUN
ajst-12719	94	3	include	include	VERB
ajst-12719	94	4	statistical	statistical	ADJ
ajst-12719	94	5	analysis	analysis	NOUN
ajst-12719	94	6	,	,	PUNCT
ajst-12719	94	7	spatio	spatio	NOUN
ajst-12719	94	8	-	-	PUNCT
ajst-12719	94	9	temporal	temporal	ADJ
ajst-12719	94	10	analysis	analysis	NOUN
ajst-12719	94	11	,	,	PUNCT
ajst-12719	94	12	regression	regression	VERB
ajst-12719	94	13	analysis	analysis	NOUN
ajst-12719	94	14	,	,	PUNCT
ajst-12719	94	15	machine	machine	NOUN
ajst-12719	94	16	learning	learning	NOUN
ajst-12719	94	17	,	,	PUNCT
ajst-12719	94	18	etc	etc	X
ajst-12719	94	19	.	.	X
ajst-12719	94	20	during	during	ADP
ajst-12719	94	21	the	the	DET
ajst-12719	94	22	analysis	analysis	NOUN
ajst-12719	94	23	process	process	NOUN
ajst-12719	94	24	,	,	PUNCT
ajst-12719	94	25	visualize	visualize	VERB
ajst-12719	94	26	the	the	DET
ajst-12719	94	27	data	datum	NOUN
ajst-12719	94	28	into	into	ADP
ajst-12719	94	29	intuitive	intuitive	ADJ
ajst-12719	94	30	charts	chart	NOUN
ajst-12719	94	31	,	,	PUNCT
ajst-12719	94	32	images	image	NOUN
ajst-12719	94	33	,	,	PUNCT
ajst-12719	94	34	or	or	CCONJ
ajst-12719	94	35	maps	map	NOUN
ajst-12719	94	36	for	for	ADP
ajst-12719	94	37	better	well	ADJ
ajst-12719	94	38	understanding	understanding	NOUN
ajst-12719	94	39	and	and	CCONJ
ajst-12719	94	40	interpretation	interpretation	NOUN
ajst-12719	94	41	of	of	ADP
ajst-12719	94	42	the	the	DET
ajst-12719	94	43	data	datum	NOUN
ajst-12719	94	44	.	.	PUNCT
ajst-12719	95	1	evaluate	evaluate	VERB
ajst-12719	95	2	the	the	DET
ajst-12719	95	3	experiment	experiment	NOUN
ajst-12719	95	4	based	base	VERB
ajst-12719	95	5	on	on	ADP
ajst-12719	95	6	the	the	DET
ajst-12719	95	7	analysis	analysis	NOUN
ajst-12719	95	8	of	of	ADP
ajst-12719	95	9	the	the	DET
ajst-12719	95	10	data	datum	NOUN
ajst-12719	95	11	.	.	PUNCT
ajst-12719	96	1	compare	compare	VERB
ajst-12719	96	2	the	the	DET
ajst-12719	96	3	differences	difference	NOUN
ajst-12719	96	4	and	and	CCONJ
ajst-12719	96	5	changes	change	NOUN
ajst-12719	96	6	before	before	ADP
ajst-12719	96	7	and	and	CCONJ
ajst-12719	96	8	after	after	SCONJ
ajst-12719	96	9	the	the	DET
ajst-12719	96	10	experiment	experiment	NOUN
ajst-12719	96	11	to	to	PART
ajst-12719	96	12	assess	assess	VERB
ajst-12719	96	13	the	the	DET
ajst-12719	96	14	effectiveness	effectiveness	NOUN
ajst-12719	96	15	and	and	CCONJ
ajst-12719	96	16	feasibility	feasibility	NOUN
ajst-12719	96	17	of	of	ADP
ajst-12719	96	18	the	the	DET
ajst-12719	96	19	experiment	experiment	NOUN
ajst-12719	96	20	.	.	PUNCT
ajst-12719	97	1	according	accord	VERB
ajst-12719	97	2	to	to	ADP
ajst-12719	97	3	the	the	DET
ajst-12719	97	4	evaluation	evaluation	NOUN
ajst-12719	97	5	results	result	NOUN
ajst-12719	97	6	,	,	PUNCT
ajst-12719	97	7	further	far	ADV
ajst-12719	97	8	adjust	adjust	VERB
ajst-12719	97	9	and	and	CCONJ
ajst-12719	97	10	optimize	optimize	VERB
ajst-12719	97	11	the	the	DET
ajst-12719	97	12	traffic	traffic	NOUN
ajst-12719	97	13	flow	flow	NOUN
ajst-12719	97	14	optimization	optimization	NOUN
ajst-12719	97	15	strategies	strategy	NOUN
ajst-12719	97	16	.	.	PUNCT
ajst-12719	98	1	based	base	VERB
ajst-12719	98	2	on	on	ADP
ajst-12719	98	3	the	the	DET
ajst-12719	98	4	results	result	NOUN
ajst-12719	98	5	of	of	ADP
ajst-12719	98	6	the	the	DET
ajst-12719	98	7	experiment	experiment	NOUN
ajst-12719	98	8	and	and	CCONJ
ajst-12719	98	9	data	datum	NOUN
ajst-12719	98	10	analysis	analysis	NOUN
ajst-12719	98	11	,	,	PUNCT
ajst-12719	98	12	gain	gain	VERB
ajst-12719	98	13	insights	insight	NOUN
ajst-12719	98	14	and	and	CCONJ
ajst-12719	98	15	discoveries	discovery	NOUN
ajst-12719	98	16	,	,	PUNCT
ajst-12719	98	17	and	and	CCONJ
ajst-12719	98	18	provide	provide	VERB
ajst-12719	98	19	timely	timely	ADJ
ajst-12719	98	20	feedback	feedback	NOUN
ajst-12719	98	21	to	to	ADP
ajst-12719	98	22	traffic	traffic	NOUN
ajst-12719	98	23	managers	manager	NOUN
ajst-12719	98	24	and	and	CCONJ
ajst-12719	98	25	decision	decision	NOUN
ajst-12719	98	26	68	68	NUM
ajst-12719	98	27	makers	maker	NOUN
ajst-12719	98	28	.	.	PUNCT
ajst-12719	99	1	based	base	VERB
ajst-12719	99	2	on	on	ADP
ajst-12719	99	3	the	the	DET
ajst-12719	99	4	feedback	feedback	NOUN
ajst-12719	99	5	information	information	NOUN
ajst-12719	99	6	,	,	PUNCT
ajst-12719	99	7	further	far	ADV
ajst-12719	99	8	adjust	adjust	VERB
ajst-12719	99	9	and	and	CCONJ
ajst-12719	99	10	improve	improve	VERB
ajst-12719	99	11	traffic	traffic	NOUN
ajst-12719	99	12	management	management	NOUN
ajst-12719	99	13	strategies	strategy	NOUN
ajst-12719	99	14	to	to	PART
ajst-12719	99	15	achieve	achieve	VERB
ajst-12719	99	16	better	well	ADJ
ajst-12719	99	17	traffic	traffic	NOUN
ajst-12719	99	18	flow	flow	NOUN
ajst-12719	99	19	optimization	optimization	NOUN
ajst-12719	99	20	effects	effect	NOUN
ajst-12719	99	21	.	.	PUNCT
ajst-12719	100	1	4	4	X
ajst-12719	100	2	.	.	X
ajst-12719	100	3	conclusion	conclusion	NOUN
ajst-12719	100	4	research	research	NOUN
ajst-12719	100	5	on	on	ADP
ajst-12719	100	6	computer	computer	NOUN
ajst-12719	100	7	simulated	simulate	VERB
ajst-12719	100	8	traffic	traffic	NOUN
ajst-12719	100	9	flow	flow	NOUN
ajst-12719	100	10	optimization	optimization	NOUN
ajst-12719	100	11	algorithms	algorithm	NOUN
ajst-12719	100	12	for	for	ADP
ajst-12719	100	13	cities	city	NOUN
ajst-12719	100	14	has	have	VERB
ajst-12719	100	15	significant	significant	ADJ
ajst-12719	100	16	practical	practical	ADJ
ajst-12719	100	17	implications	implication	NOUN
ajst-12719	100	18	.	.	PUNCT
ajst-12719	101	1	by	by	ADP
ajst-12719	101	2	simulating	simulate	VERB
ajst-12719	101	3	traffic	traffic	NOUN
ajst-12719	101	4	flow	flow	NOUN
ajst-12719	101	5	in	in	ADP
ajst-12719	101	6	cities	city	NOUN
ajst-12719	101	7	,	,	PUNCT
ajst-12719	101	8	we	we	PRON
ajst-12719	101	9	can	can	AUX
ajst-12719	101	10	gain	gain	VERB
ajst-12719	101	11	a	a	DET
ajst-12719	101	12	deep	deep	ADJ
ajst-12719	101	13	understanding	understanding	NOUN
ajst-12719	101	14	of	of	ADP
ajst-12719	101	15	bottlenecks	bottleneck	NOUN
ajst-12719	101	16	and	and	CCONJ
ajst-12719	101	17	issues	issue	NOUN
ajst-12719	101	18	within	within	ADP
ajst-12719	101	19	the	the	DET
ajst-12719	101	20	transportation	transportation	NOUN
ajst-12719	101	21	system	system	NOUN
ajst-12719	101	22	and	and	CCONJ
ajst-12719	101	23	propose	propose	VERB
ajst-12719	101	24	effective	effective	ADJ
ajst-12719	101	25	optimization	optimization	NOUN
ajst-12719	101	26	algorithms	algorithm	NOUN
ajst-12719	101	27	.	.	PUNCT
ajst-12719	102	1	these	these	DET
ajst-12719	102	2	algorithms	algorithm	NOUN
ajst-12719	102	3	can	can	AUX
ajst-12719	102	4	be	be	AUX
ajst-12719	102	5	used	use	VERB
ajst-12719	102	6	to	to	PART
ajst-12719	102	7	improve	improve	VERB
ajst-12719	102	8	traffic	traffic	NOUN
ajst-12719	102	9	congestion	congestion	NOUN
ajst-12719	102	10	,	,	PUNCT
ajst-12719	102	11	reduce	reduce	VERB
ajst-12719	102	12	travel	travel	NOUN
ajst-12719	102	13	time	time	NOUN
ajst-12719	102	14	,	,	PUNCT
ajst-12719	102	15	and	and	CCONJ
ajst-12719	102	16	enhance	enhance	VERB
ajst-12719	102	17	overall	overall	ADJ
ajst-12719	102	18	transportation	transportation	NOUN
ajst-12719	102	19	efficiency	efficiency	NOUN
ajst-12719	102	20	,	,	PUNCT
ajst-12719	102	21	providing	provide	VERB
ajst-12719	102	22	a	a	DET
ajst-12719	102	23	more	more	ADV
ajst-12719	102	24	convenient	convenient	ADJ
ajst-12719	102	25	travel	travel	NOUN
ajst-12719	102	26	experience	experience	NOUN
ajst-12719	102	27	for	for	ADP
ajst-12719	102	28	city	city	NOUN
ajst-12719	102	29	residents	resident	NOUN
ajst-12719	102	30	.	.	PUNCT
ajst-12719	103	1	in	in	ADP
ajst-12719	103	2	the	the	DET
ajst-12719	103	3	research	research	NOUN
ajst-12719	103	4	process	process	NOUN
ajst-12719	103	5	,	,	PUNCT
ajst-12719	103	6	computer	computer	NOUN
ajst-12719	103	7	simulation	simulation	NOUN
ajst-12719	103	8	can	can	AUX
ajst-12719	103	9	be	be	AUX
ajst-12719	103	10	employed	employ	VERB
ajst-12719	103	11	to	to	PART
ajst-12719	103	12	simulate	simulate	VERB
ajst-12719	103	13	various	various	ADJ
ajst-12719	103	14	elements	element	NOUN
ajst-12719	103	15	of	of	ADP
ajst-12719	103	16	the	the	DET
ajst-12719	103	17	transportation	transportation	NOUN
ajst-12719	103	18	network	network	NOUN
ajst-12719	103	19	,	,	PUNCT
ajst-12719	103	20	including	include	VERB
ajst-12719	103	21	roads	road	NOUN
ajst-12719	103	22	,	,	PUNCT
ajst-12719	103	23	intersections	intersection	NOUN
ajst-12719	103	24	,	,	PUNCT
ajst-12719	103	25	and	and	CCONJ
ajst-12719	103	26	vehicles	vehicle	NOUN
ajst-12719	103	27	,	,	PUNCT
ajst-12719	103	28	while	while	SCONJ
ajst-12719	103	29	considering	consider	VERB
ajst-12719	103	30	different	different	ADJ
ajst-12719	103	31	traffic	traffic	NOUN
ajst-12719	103	32	rules	rule	NOUN
ajst-12719	103	33	and	and	CCONJ
ajst-12719	103	34	traffic	traffic	NOUN
ajst-12719	103	35	volumes	volume	NOUN
ajst-12719	103	36	.	.	PUNCT
ajst-12719	104	1	by	by	ADP
ajst-12719	104	2	collecting	collect	VERB
ajst-12719	104	3	real	real	ADJ
ajst-12719	104	4	-	-	PUNCT
ajst-12719	104	5	time	time	NOUN
ajst-12719	104	6	and	and	CCONJ
ajst-12719	104	7	historical	historical	ADJ
ajst-12719	104	8	traffic	traffic	NOUN
ajst-12719	104	9	data	datum	NOUN
ajst-12719	104	10	,	,	PUNCT
ajst-12719	104	11	we	we	PRON
ajst-12719	104	12	can	can	AUX
ajst-12719	104	13	optimize	optimize	VERB
ajst-12719	104	14	traffic	traffic	NOUN
ajst-12719	104	15	signal	signal	NOUN
ajst-12719	104	16	control	control	NOUN
ajst-12719	104	17	,	,	PUNCT
ajst-12719	104	18	road	road	NOUN
ajst-12719	104	19	network	network	NOUN
ajst-12719	104	20	planning	planning	NOUN
ajst-12719	104	21	,	,	PUNCT
ajst-12719	104	22	and	and	CCONJ
ajst-12719	104	23	traffic	traffic	NOUN
ajst-12719	104	24	management	management	NOUN
ajst-12719	104	25	strategies	strategy	NOUN
ajst-12719	104	26	to	to	PART
ajst-12719	104	27	achieve	achieve	VERB
ajst-12719	104	28	the	the	DET
ajst-12719	104	29	optimization	optimization	NOUN
ajst-12719	104	30	of	of	ADP
ajst-12719	104	31	traffic	traffic	NOUN
ajst-12719	104	32	flow	flow	NOUN
ajst-12719	104	33	.	.	PUNCT
ajst-12719	105	1	this	this	DET
ajst-12719	105	2	research	research	NOUN
ajst-12719	105	3	holds	hold	VERB
ajst-12719	105	4	significant	significant	ADJ
ajst-12719	105	5	reference	reference	NOUN
ajst-12719	105	6	value	value	NOUN
ajst-12719	105	7	for	for	ADP
ajst-12719	105	8	urban	urban	ADJ
ajst-12719	105	9	planners	planner	NOUN
ajst-12719	105	10	,	,	PUNCT
ajst-12719	105	11	traffic	traffic	NOUN
ajst-12719	105	12	management	management	NOUN
ajst-12719	105	13	agencies	agency	NOUN
ajst-12719	105	14	,	,	PUNCT
ajst-12719	105	15	and	and	CCONJ
ajst-12719	105	16	policymakers	policymaker	NOUN
ajst-12719	105	17	.	.	PUNCT
ajst-12719	106	1	through	through	ADP
ajst-12719	106	2	the	the	DET
ajst-12719	106	3	adoption	adoption	NOUN
ajst-12719	106	4	of	of	ADP
ajst-12719	106	5	computer	computer	NOUN
ajst-12719	106	6	simulated	simulate	VERB
ajst-12719	106	7	optimization	optimization	NOUN
ajst-12719	106	8	algorithms	algorithm	NOUN
ajst-12719	106	9	,	,	PUNCT
ajst-12719	106	10	the	the	DET
ajst-12719	106	11	urban	urban	ADJ
ajst-12719	106	12	transportation	transportation	NOUN
ajst-12719	106	13	system	system	NOUN
ajst-12719	106	14	can	can	AUX
ajst-12719	106	15	become	become	VERB
ajst-12719	106	16	more	more	ADV
ajst-12719	106	17	intelligent	intelligent	ADJ
ajst-12719	106	18	and	and	CCONJ
ajst-12719	106	19	efficient	efficient	ADJ
ajst-12719	106	20	,	,	PUNCT
ajst-12719	106	21	reducing	reduce	VERB
ajst-12719	106	22	road	road	NOUN
ajst-12719	106	23	congestion	congestion	NOUN
ajst-12719	106	24	and	and	CCONJ
ajst-12719	106	25	traffic	traffic	NOUN
ajst-12719	106	26	accidents	accident	NOUN
ajst-12719	106	27	,	,	PUNCT
ajst-12719	106	28	and	and	CCONJ
ajst-12719	106	29	improving	improve	VERB
ajst-12719	106	30	the	the	DET
ajst-12719	106	31	sustainability	sustainability	NOUN
ajst-12719	106	32	of	of	ADP
ajst-12719	106	33	transportation	transportation	NOUN
ajst-12719	106	34	.	.	PUNCT
ajst-12719	107	1	however	however	ADV
ajst-12719	107	2	,	,	PUNCT
ajst-12719	107	3	this	this	DET
ajst-12719	107	4	field	field	NOUN
ajst-12719	107	5	still	still	ADV
ajst-12719	107	6	faces	face	VERB
ajst-12719	107	7	several	several	ADJ
ajst-12719	107	8	challenges	challenge	NOUN
ajst-12719	107	9	.	.	PUNCT
ajst-12719	108	1	firstly	firstly	ADV
ajst-12719	108	2	,	,	PUNCT
ajst-12719	108	3	there	there	PRON
ajst-12719	108	4	is	be	VERB
ajst-12719	108	5	a	a	DET
ajst-12719	108	6	need	need	NOUN
ajst-12719	108	7	for	for	ADP
ajst-12719	108	8	refined	refined	ADJ
ajst-12719	108	9	traffic	traffic	NOUN
ajst-12719	108	10	data	datum	NOUN
ajst-12719	108	11	and	and	CCONJ
ajst-12719	108	12	accurate	accurate	ADJ
ajst-12719	108	13	traffic	traffic	NOUN
ajst-12719	108	14	models	model	NOUN
ajst-12719	108	15	to	to	PART
ajst-12719	108	16	ensure	ensure	VERB
ajst-12719	108	17	the	the	DET
ajst-12719	108	18	accuracy	accuracy	NOUN
ajst-12719	108	19	and	and	CCONJ
ajst-12719	108	20	reliability	reliability	NOUN
ajst-12719	108	21	of	of	ADP
ajst-12719	108	22	simulation	simulation	NOUN
ajst-12719	108	23	results	result	NOUN
ajst-12719	108	24	.	.	PUNCT
ajst-12719	109	1	secondly	secondly	ADV
ajst-12719	109	2	,	,	PUNCT
ajst-12719	109	3	the	the	DET
ajst-12719	109	4	interests	interest	NOUN
ajst-12719	109	5	and	and	CCONJ
ajst-12719	109	6	needs	need	NOUN
ajst-12719	109	7	of	of	ADP
ajst-12719	109	8	multiple	multiple	ADJ
ajst-12719	109	9	stakeholders	stakeholder	NOUN
ajst-12719	109	10	within	within	ADP
ajst-12719	109	11	the	the	DET
ajst-12719	109	12	urban	urban	ADJ
ajst-12719	109	13	transportation	transportation	NOUN
ajst-12719	109	14	system	system	NOUN
ajst-12719	109	15	need	need	VERB
ajst-12719	109	16	to	to	PART
ajst-12719	109	17	be	be	AUX
ajst-12719	109	18	fully	fully	ADV
ajst-12719	109	19	considered	consider	VERB
ajst-12719	109	20	,	,	PUNCT
ajst-12719	109	21	while	while	SCONJ
ajst-12719	109	22	developing	develop	VERB
ajst-12719	109	23	reasonable	reasonable	ADJ
ajst-12719	109	24	optimization	optimization	NOUN
ajst-12719	109	25	strategies	strategy	NOUN
ajst-12719	109	26	.	.	PUNCT
ajst-12719	110	1	additionally	additionally	ADV
ajst-12719	110	2	,	,	PUNCT
ajst-12719	110	3	the	the	DET
ajst-12719	110	4	real	real	ADJ
ajst-12719	110	5	-	-	PUNCT
ajst-12719	110	6	time	time	NOUN
ajst-12719	110	7	performance	performance	NOUN
ajst-12719	110	8	and	and	CCONJ
ajst-12719	110	9	operability	operability	NOUN
ajst-12719	110	10	of	of	ADP
ajst-12719	110	11	the	the	DET
ajst-12719	110	12	algorithms	algorithm	NOUN
ajst-12719	110	13	also	also	ADV
ajst-12719	110	14	require	require	VERB
ajst-12719	110	15	further	further	ADJ
ajst-12719	110	16	research	research	NOUN
ajst-12719	110	17	and	and	CCONJ
ajst-12719	110	18	improvement	improvement	NOUN
ajst-12719	110	19	.	.	PUNCT
ajst-12719	111	1	references	reference	NOUN
ajst-12719	111	2	[	[	X
ajst-12719	111	3	1	1	NUM
ajst-12719	111	4	]	]	X
ajst-12719	111	5	smith	smith	PROPN
ajst-12719	111	6	,	,	PUNCT
ajst-12719	111	7	j.	j.	PROPN
ajst-12719	111	8	,	,	PUNCT
ajst-12719	111	9	&	&	CCONJ
ajst-12719	111	10	johnson	johnson	PROPN
ajst-12719	111	11	,	,	PUNCT
ajst-12719	111	12	a.	a.	NOUN
ajst-12719	111	13	(	(	PUNCT
ajst-12719	111	14	2018	2018	NUM
ajst-12719	111	15	)	)	PUNCT
ajst-12719	111	16	.	.	PUNCT
ajst-12719	112	1	traffic	traffic	NOUN
ajst-12719	112	2	optimization	optimization	NOUN
ajst-12719	112	3	using	use	VERB
ajst-12719	112	4	computer	computer	NOUN
ajst-12719	112	5	simulation	simulation	NOUN
ajst-12719	112	6	.	.	PUNCT
ajst-12719	113	1	transportation	transportation	NOUN
ajst-12719	113	2	research	research	NOUN
ajst-12719	113	3	part	part	NOUN
ajst-12719	113	4	c	c	NOUN
ajst-12719	113	5	:	:	PUNCT
ajst-12719	113	6	emerging	emerge	VERB
ajst-12719	113	7	technologies	technology	NOUN
ajst-12719	113	8	,	,	PUNCT
ajst-12719	113	9	92	92	NUM
ajst-12719	113	10	,	,	PUNCT
ajst-12719	113	11	123	123	NUM
ajst-12719	113	12	-	-	SYM
ajst-12719	113	13	138	138	NUM
ajst-12719	113	14	.	.	PUNCT
ajst-12719	114	1	[	[	X
ajst-12719	114	2	2	2	NUM
ajst-12719	114	3	]	]	SYM
ajst-12719	114	4	li	li	PROPN
ajst-12719	114	5	,	,	PUNCT
ajst-12719	114	6	y.	y.	PROPN
ajst-12719	114	7	,	,	PUNCT
ajst-12719	114	8	&	&	CCONJ
ajst-12719	114	9	wang	wang	PROPN
ajst-12719	114	10	,	,	PUNCT
ajst-12719	114	11	h.	h.	PROPN
ajst-12719	114	12	(	(	PUNCT
ajst-12719	114	13	2020	2020	NUM
ajst-12719	114	14	)	)	PUNCT
ajst-12719	114	15	.	.	PUNCT
ajst-12719	115	1	a	a	DET
ajst-12719	115	2	review	review	NOUN
ajst-12719	115	3	of	of	ADP
ajst-12719	115	4	traffic	traffic	NOUN
ajst-12719	115	5	flow	flow	NOUN
ajst-12719	115	6	simulation	simulation	NOUN
ajst-12719	115	7	models	model	NOUN
ajst-12719	115	8	for	for	ADP
ajst-12719	115	9	urban	urban	ADJ
ajst-12719	115	10	traffic	traffic	NOUN
ajst-12719	115	11	management	management	NOUN
ajst-12719	115	12	.	.	PUNCT
ajst-12719	116	1	journal	journal	NOUN
ajst-12719	116	2	of	of	ADP
ajst-12719	116	3	traffic	traffic	NOUN
ajst-12719	116	4	and	and	CCONJ
ajst-12719	116	5	transportation	transportation	NOUN
ajst-12719	116	6	engineering	engineering	NOUN
ajst-12719	116	7	(	(	PUNCT
ajst-12719	116	8	english	english	PROPN
ajst-12719	116	9	edition	edition	PROPN
ajst-12719	116	10	)	)	PUNCT
ajst-12719	116	11	,	,	PUNCT
ajst-12719	116	12	7(1	7(1	NUM
ajst-12719	116	13	)	)	PUNCT
ajst-12719	116	14	,	,	PUNCT
ajst-12719	116	15	1	1	NUM
ajst-12719	116	16	-	-	SYM
ajst-12719	116	17	13	13	NUM
ajst-12719	116	18	.	.	PUNCT
ajst-12719	117	1	[	[	X
ajst-12719	117	2	3	3	NUM
ajst-12719	117	3	]	]	X
ajst-12719	117	4	zhang	zhang	PROPN
ajst-12719	117	5	,	,	PUNCT
ajst-12719	117	6	q.	q.	PROPN
ajst-12719	117	7	,	,	PUNCT
ajst-12719	117	8	&	&	CCONJ
ajst-12719	117	9	sheng	sheng	PROPN
ajst-12719	117	10	,	,	PUNCT
ajst-12719	117	11	z.	z.	PROPN
ajst-12719	117	12	(	(	PUNCT
ajst-12719	117	13	2021	2021	NUM
ajst-12719	117	14	)	)	PUNCT
ajst-12719	117	15	.	.	PUNCT
ajst-12719	118	1	a	a	DET
ajst-12719	118	2	novel	novel	ADJ
ajst-12719	118	3	traffic	traffic	NOUN
ajst-12719	118	4	flow	flow	NOUN
ajst-12719	118	5	optimization	optimization	NOUN
ajst-12719	118	6	algorithm	algorithm	NOUN
ajst-12719	118	7	based	base	VERB
ajst-12719	118	8	on	on	ADP
ajst-12719	118	9	computer	computer	NOUN
ajst-12719	118	10	simulation	simulation	NOUN
ajst-12719	118	11	.	.	PUNCT
ajst-12719	119	1	journal	journal	PROPN
ajst-12719	119	2	of	of	ADP
ajst-12719	119	3	advanced	advanced	ADJ
ajst-12719	119	4	transportation	transportation	NOUN
ajst-12719	119	5	,	,	PUNCT
ajst-12719	119	6	2021(1	2021(1	NUM
ajst-12719	119	7	)	)	PUNCT
ajst-12719	119	8	,	,	PUNCT
ajst-12719	119	9	1	1	NUM
ajst-12719	119	10	-	-	SYM
ajst-12719	119	11	12	12	NUM
ajst-12719	119	12	.	.	PUNCT
ajst-12719	120	1	[	[	X
ajst-12719	120	2	4	4	NUM
ajst-12719	120	3	]	]	SYM
ajst-12719	120	4	li	li	PROPN
ajst-12719	120	5	,	,	PUNCT
ajst-12719	120	6	x.	x.	PROPN
ajst-12719	120	7	,	,	PUNCT
ajst-12719	120	8	chen	chen	PROPN
ajst-12719	120	9	,	,	PUNCT
ajst-12719	120	10	x.	x.	PROPN
ajst-12719	120	11	,	,	PUNCT
ajst-12719	120	12	&	&	CCONJ
ajst-12719	120	13	shi	shi	PROPN
ajst-12719	120	14	,	,	PUNCT
ajst-12719	120	15	l.	l.	PROPN
ajst-12719	120	16	(	(	PUNCT
ajst-12719	120	17	2017	2017	NUM
ajst-12719	120	18	)	)	PUNCT
ajst-12719	120	19	.	.	PUNCT
ajst-12719	121	1	a	a	DET
ajst-12719	121	2	novel	novel	ADJ
ajst-12719	121	3	approach	approach	NOUN
ajst-12719	121	4	to	to	ADP
ajst-12719	121	5	urban	urban	ADJ
ajst-12719	121	6	traffic	traffic	NOUN
ajst-12719	121	7	flow	flow	NOUN
ajst-12719	121	8	optimization	optimization	NOUN
ajst-12719	121	9	based	base	VERB
ajst-12719	121	10	on	on	ADP
ajst-12719	121	11	computer	computer	NOUN
ajst-12719	121	12	simulation	simulation	NOUN
ajst-12719	121	13	.	.	PUNCT
ajst-12719	122	1	journal	journal	PROPN
ajst-12719	122	2	of	of	ADP
ajst-12719	122	3	traffic	traffic	NOUN
ajst-12719	122	4	and	and	CCONJ
ajst-12719	122	5	transportation	transportation	NOUN
ajst-12719	122	6	engineering	engineering	NOUN
ajst-12719	122	7	,	,	PUNCT
ajst-12719	122	8	4(5	4(5	PROPN
ajst-12719	122	9	)	)	PUNCT
ajst-12719	122	10	,	,	PUNCT
ajst-12719	122	11	473480	473480	NUM
ajst-12719	122	12	.	.	PUNCT
ajst-12719	123	1	[	[	X
ajst-12719	123	2	5	5	NUM
ajst-12719	123	3	]	]	SYM
ajst-12719	123	4	yang	yang	PROPN
ajst-12719	123	5	,	,	PUNCT
ajst-12719	123	6	c.	c.	PROPN
ajst-12719	123	7	,	,	PUNCT
ajst-12719	123	8	&	&	CCONJ
ajst-12719	123	9	liu	liu	PROPN
ajst-12719	123	10	,	,	PUNCT
ajst-12719	123	11	h.	h.	PROPN
ajst-12719	123	12	(	(	PUNCT
ajst-12719	123	13	2018	2018	NUM
ajst-12719	123	14	)	)	PUNCT
ajst-12719	123	15	.	.	PUNCT
ajst-12719	124	1	a	a	DET
ajst-12719	124	2	multi	multi	ADJ
ajst-12719	124	3	-	-	ADJ
ajst-12719	124	4	objective	objective	ADJ
ajst-12719	124	5	optimization	optimization	NOUN
ajst-12719	124	6	algorithm	algorithm	NOUN
ajst-12719	124	7	for	for	ADP
ajst-12719	124	8	urban	urban	ADJ
ajst-12719	124	9	traffic	traffic	NOUN
ajst-12719	124	10	flow	flow	NOUN
ajst-12719	124	11	based	base	VERB
ajst-12719	124	12	on	on	ADP
ajst-12719	124	13	computer	computer	NOUN
ajst-12719	124	14	simulation	simulation	NOUN
ajst-12719	124	15	.	.	PUNCT
ajst-12719	125	1	international	international	ADJ
ajst-12719	125	2	journal	journal	PROPN
ajst-12719	125	3	of	of	ADP
ajst-12719	125	4	computer	computer	NOUN
ajst-12719	125	5	science	science	NOUN
ajst-12719	125	6	and	and	CCONJ
ajst-12719	125	7	network	network	NOUN
ajst-12719	125	8	security	security	NOUN
ajst-12719	125	9	,	,	PUNCT
ajst-12719	125	10	18(10	18(10	NUM
ajst-12719	125	11	)	)	PUNCT
ajst-12719	125	12	,	,	PUNCT
ajst-12719	125	13	72	72	NUM
ajst-12719	125	14	-	-	SYM
ajst-12719	125	15	78	78	NUM
ajst-12719	125	16	.	.	PUNCT
ajst-12719	126	1	[	[	X
ajst-12719	126	2	6	6	NUM
ajst-12719	126	3	]	]	X
ajst-12719	126	4	huang	huang	PROPN
ajst-12719	126	5	,	,	PUNCT
ajst-12719	126	6	y.	y.	PROPN
ajst-12719	126	7	,	,	PUNCT
ajst-12719	126	8	huang	huang	PROPN
ajst-12719	126	9	,	,	PUNCT
ajst-12719	126	10	h.	h.	PROPN
ajst-12719	126	11	,	,	PUNCT
ajst-12719	126	12	&	&	CCONJ
ajst-12719	126	13	chen	chen	PROPN
ajst-12719	126	14	,	,	PUNCT
ajst-12719	126	15	l.	l.	PROPN
ajst-12719	126	16	(	(	PUNCT
ajst-12719	126	17	2020	2020	NUM
ajst-12719	126	18	)	)	PUNCT
ajst-12719	126	19	.	.	PUNCT
ajst-12719	127	1	an	an	DET
ajst-12719	127	2	improved	improve	VERB
ajst-12719	127	3	genetic	genetic	ADJ
ajst-12719	127	4	algorithm	algorithm	NOUN
ajst-12719	127	5	for	for	ADP
ajst-12719	127	6	urban	urban	ADJ
ajst-12719	127	7	traffic	traffic	NOUN
ajst-12719	127	8	flow	flow	NOUN
ajst-12719	127	9	optimization	optimization	NOUN
ajst-12719	127	10	based	base	VERB
ajst-12719	127	11	on	on	ADP
ajst-12719	127	12	computer	computer	NOUN
ajst-12719	127	13	simulation	simulation	NOUN
ajst-12719	127	14	.	.	PUNCT
ajst-12719	128	1	journal	journal	PROPN
ajst-12719	128	2	of	of	ADP
ajst-12719	128	3	applied	apply	VERB
ajst-12719	128	4	computer	computer	NOUN
ajst-12719	128	5	science	science	NOUN
ajst-12719	128	6	&	&	CCONJ
ajst-12719	128	7	mathematics	mathematics	PROPN
ajst-12719	128	8	,	,	PUNCT
ajst-12719	128	9	24(5	24(5	NOUN
ajst-12719	128	10	)	)	PUNCT
ajst-12719	128	11	,	,	PUNCT
ajst-12719	128	12	786	786	NUM
ajst-12719	128	13	-	-	SYM
ajst-12719	128	14	798	798	NUM
ajst-12719	128	15	.	.	PUNCT