id	sid	tid	token	lemma	pos
ajst-9130	1	1	academic	academic	ADJ
ajst-9130	1	2	journal	journal	NOUN
ajst-9130	1	3	of	of	ADP
ajst-9130	1	4	science	science	NOUN
ajst-9130	1	5	and	and	CCONJ
ajst-9130	1	6	technology	technology	NOUN
ajst-9130	1	7	issn	issn	NOUN
ajst-9130	1	8	:	:	PUNCT
ajst-9130	1	9	2771	2771	NUM
ajst-9130	1	10	-	-	SYM
ajst-9130	1	11	3032	3032	NUM
ajst-9130	1	12	|	|	NOUN
ajst-9130	1	13	vol	vol	NOUN
ajst-9130	1	14	.	.	PROPN
ajst-9130	2	1	6	6	NUM
ajst-9130	2	2	,	,	PUNCT
ajst-9130	2	3	no	no	INTJ
ajst-9130	2	4	.	.	NOUN
ajst-9130	2	5	1	1	NUM
ajst-9130	2	6	,	,	PUNCT
ajst-9130	2	7	2023	2023	NUM
ajst-9130	2	8	215	215	NUM
ajst-9130	2	9	research	research	NOUN
ajst-9130	2	10	on	on	ADP
ajst-9130	2	11	the	the	DET
ajst-9130	2	12	control	control	NOUN
ajst-9130	2	13	method	method	NOUN
ajst-9130	2	14	of	of	ADP
ajst-9130	2	15	urban	urban	ADJ
ajst-9130	2	16	expressway	expressway	NOUN
ajst-9130	2	17	weaving	weaving	NOUN
ajst-9130	2	18	area	area	NOUN
ajst-9130	2	19	huayu	huayu	PROPN
ajst-9130	2	20	xia	xia	PROPN
ajst-9130	2	21	college	college	PROPN
ajst-9130	2	22	of	of	ADP
ajst-9130	2	23	traffic	traffic	PROPN
ajst-9130	2	24	&	&	CCONJ
ajst-9130	2	25	transportation	transportation	PROPN
ajst-9130	2	26	,	,	PUNCT
ajst-9130	2	27	chongqing	chongqing	PROPN
ajst-9130	2	28	jiaotong	jiaotong	PROPN
ajst-9130	2	29	university	university	PROPN
ajst-9130	2	30	,	,	PUNCT
ajst-9130	2	31	chongqing	chongqing	PROPN
ajst-9130	2	32	,	,	PUNCT
ajst-9130	2	33	400074	400074	NUM
ajst-9130	2	34	,	,	PUNCT
ajst-9130	2	35	china	china	PROPN
ajst-9130	2	36	abstract	abstract	PROPN
ajst-9130	2	37	:	:	PUNCT
ajst-9130	2	38	with	with	ADP
ajst-9130	2	39	the	the	DET
ajst-9130	2	40	rapid	rapid	ADJ
ajst-9130	2	41	development	development	NOUN
ajst-9130	2	42	of	of	ADP
ajst-9130	2	43	urban	urban	ADJ
ajst-9130	2	44	expressway	expressway	NOUN
ajst-9130	2	45	construction	construction	NOUN
ajst-9130	2	46	,	,	PUNCT
ajst-9130	2	47	there	there	PRON
ajst-9130	2	48	are	be	VERB
ajst-9130	2	49	some	some	DET
ajst-9130	2	50	problems	problem	NOUN
ajst-9130	2	51	in	in	ADP
ajst-9130	2	52	the	the	DET
ajst-9130	2	53	actual	actual	ADJ
ajst-9130	2	54	operation	operation	NOUN
ajst-9130	2	55	process	process	NOUN
ajst-9130	2	56	,	,	PUNCT
ajst-9130	2	57	which	which	PRON
ajst-9130	2	58	leads	lead	VERB
ajst-9130	2	59	to	to	ADP
ajst-9130	2	60	the	the	DET
ajst-9130	2	61	traffic	traffic	NOUN
ajst-9130	2	62	efficiency	efficiency	NOUN
ajst-9130	2	63	not	not	PART
ajst-9130	2	64	reaching	reach	VERB
ajst-9130	2	65	the	the	DET
ajst-9130	2	66	expected	expect	VERB
ajst-9130	2	67	level	level	NOUN
ajst-9130	2	68	.	.	PUNCT
ajst-9130	3	1	due	due	ADP
ajst-9130	3	2	to	to	ADP
ajst-9130	3	3	the	the	DET
ajst-9130	3	4	long	long	ADJ
ajst-9130	3	5	-	-	PUNCT
ajst-9130	3	6	term	term	NOUN
ajst-9130	3	7	and	and	CCONJ
ajst-9130	3	8	large	large	ADJ
ajst-9130	3	9	amount	amount	NOUN
ajst-9130	3	10	of	of	ADP
ajst-9130	3	11	actual	actual	ADJ
ajst-9130	3	12	data	datum	NOUN
ajst-9130	3	13	is	be	AUX
ajst-9130	3	14	difficult	difficult	ADJ
ajst-9130	3	15	to	to	PART
ajst-9130	3	16	obtain	obtain	VERB
ajst-9130	3	17	,	,	PUNCT
ajst-9130	3	18	this	this	DET
ajst-9130	3	19	paper	paper	NOUN
ajst-9130	3	20	uses	use	VERB
ajst-9130	3	21	the	the	DET
ajst-9130	3	22	method	method	NOUN
ajst-9130	3	23	of	of	ADP
ajst-9130	3	24	combining	combine	VERB
ajst-9130	3	25	actual	actual	ADJ
ajst-9130	3	26	data	datum	NOUN
ajst-9130	3	27	and	and	CCONJ
ajst-9130	3	28	simulation	simulation	NOUN
ajst-9130	3	29	to	to	PART
ajst-9130	3	30	explore	explore	VERB
ajst-9130	3	31	the	the	DET
ajst-9130	3	32	traffic	traffic	NOUN
ajst-9130	3	33	operation	operation	NOUN
ajst-9130	3	34	law	law	NOUN
ajst-9130	3	35	of	of	ADP
ajst-9130	3	36	urban	urban	ADJ
ajst-9130	3	37	expressway	expressway	NOUN
ajst-9130	3	38	weaving	weaving	NOUN
ajst-9130	3	39	area	area	NOUN
ajst-9130	3	40	,	,	PUNCT
ajst-9130	3	41	analyzes	analyze	VERB
ajst-9130	3	42	the	the	DET
ajst-9130	3	43	factors	factor	NOUN
ajst-9130	3	44	affecting	affect	VERB
ajst-9130	3	45	the	the	DET
ajst-9130	3	46	traffic	traffic	NOUN
ajst-9130	3	47	efficiency	efficiency	NOUN
ajst-9130	3	48	of	of	ADP
ajst-9130	3	49	weaving	weaving	NOUN
ajst-9130	3	50	area	area	NOUN
ajst-9130	3	51	,	,	PUNCT
ajst-9130	3	52	and	and	CCONJ
ajst-9130	3	53	applies	apply	VERB
ajst-9130	3	54	the	the	DET
ajst-9130	3	55	variable	variable	ADJ
ajst-9130	3	56	speed	speed	NOUN
ajst-9130	3	57	limit	limit	NOUN
ajst-9130	3	58	guidance	guidance	NOUN
ajst-9130	3	59	control	control	NOUN
ajst-9130	3	60	method	method	NOUN
ajst-9130	3	61	based	base	VERB
ajst-9130	3	62	on	on	ADP
ajst-9130	3	63	dqn	dqn	ADJ
ajst-9130	3	64	algorithm	algorithm	NOUN
ajst-9130	3	65	,	,	PUNCT
ajst-9130	3	66	which	which	PRON
ajst-9130	3	67	can	can	AUX
ajst-9130	3	68	effectively	effectively	ADV
ajst-9130	3	69	improve	improve	VERB
ajst-9130	3	70	the	the	DET
ajst-9130	3	71	traffic	traffic	NOUN
ajst-9130	3	72	efficiency	efficiency	NOUN
ajst-9130	3	73	of	of	ADP
ajst-9130	3	74	urban	urban	ADJ
ajst-9130	3	75	expressway	expressway	NOUN
ajst-9130	3	76	weaving	weaving	NOUN
ajst-9130	3	77	area	area	NOUN
ajst-9130	3	78	.	.	PUNCT
ajst-9130	4	1	keywords	keyword	NOUN
ajst-9130	4	2	:	:	PUNCT
ajst-9130	4	3	urban	urban	ADJ
ajst-9130	4	4	expressway	expressway	NOUN
ajst-9130	4	5	weaving	weaving	NOUN
ajst-9130	4	6	area	area	NOUN
ajst-9130	4	7	,	,	PUNCT
ajst-9130	4	8	traffic	traffic	NOUN
ajst-9130	4	9	efficiency	efficiency	NOUN
ajst-9130	4	10	,	,	PUNCT
ajst-9130	4	11	deep	deep	ADJ
ajst-9130	4	12	reinforcement	reinforcement	NOUN
ajst-9130	4	13	learning	learning	NOUN
ajst-9130	4	14	,	,	PUNCT
ajst-9130	4	15	vissim	vissim	PROPN
ajst-9130	4	16	-	-	PUNCT
ajst-9130	4	17	python	python	PROPN
ajst-9130	4	18	simulation	simulation	NOUN
ajst-9130	4	19	.	.	PUNCT
ajst-9130	5	1	1	1	NUM
ajst-9130	5	2	.	.	X
ajst-9130	5	3	introduction	introduction	NOUN
ajst-9130	5	4	with	with	ADP
ajst-9130	5	5	the	the	DET
ajst-9130	5	6	continuous	continuous	ADJ
ajst-9130	5	7	increase	increase	NOUN
ajst-9130	5	8	of	of	ADP
ajst-9130	5	9	urban	urban	ADJ
ajst-9130	5	10	expressway	expressway	NOUN
ajst-9130	5	11	construction	construction	NOUN
ajst-9130	5	12	mileage	mileage	NOUN
ajst-9130	5	13	,	,	PUNCT
ajst-9130	5	14	people	people	NOUN
ajst-9130	5	15	's	's	PART
ajst-9130	5	16	travel	travel	NOUN
ajst-9130	5	17	needs	need	NOUN
ajst-9130	5	18	are	be	AUX
ajst-9130	5	19	also	also	ADV
ajst-9130	5	20	constantly	constantly	ADV
ajst-9130	5	21	increasing	increase	VERB
ajst-9130	5	22	.	.	PUNCT
ajst-9130	6	1	during	during	ADP
ajst-9130	6	2	peak	peak	NOUN
ajst-9130	6	3	travel	travel	NOUN
ajst-9130	6	4	hours	hour	NOUN
ajst-9130	6	5	,	,	PUNCT
ajst-9130	6	6	traffic	traffic	NOUN
ajst-9130	6	7	congestion	congestion	NOUN
ajst-9130	6	8	is	be	AUX
ajst-9130	6	9	becoming	become	VERB
ajst-9130	6	10	increasingly	increasingly	ADV
ajst-9130	6	11	severe	severe	ADJ
ajst-9130	6	12	,	,	PUNCT
ajst-9130	6	13	and	and	CCONJ
ajst-9130	6	14	it	it	PRON
ajst-9130	6	15	can	can	AUX
ajst-9130	6	16	also	also	ADV
ajst-9130	6	17	cause	cause	VERB
ajst-9130	6	18	traffic	traffic	NOUN
ajst-9130	6	19	safety	safety	NOUN
ajst-9130	6	20	issues	issue	NOUN
ajst-9130	6	21	.	.	PUNCT
ajst-9130	7	1	the	the	DET
ajst-9130	7	2	construction	construction	NOUN
ajst-9130	7	3	of	of	ADP
ajst-9130	7	4	urban	urban	ADJ
ajst-9130	7	5	expressways	expressway	NOUN
ajst-9130	7	6	has	have	AUX
ajst-9130	7	7	greatly	greatly	ADV
ajst-9130	7	8	improved	improve	VERB
ajst-9130	7	9	travel	travel	NOUN
ajst-9130	7	10	efficiency	efficiency	NOUN
ajst-9130	7	11	.	.	PUNCT
ajst-9130	8	1	however	however	ADV
ajst-9130	8	2	,	,	PUNCT
ajst-9130	8	3	compared	compare	VERB
ajst-9130	8	4	to	to	ADP
ajst-9130	8	5	highways	highway	NOUN
ajst-9130	8	6	,	,	PUNCT
ajst-9130	8	7	they	they	PRON
ajst-9130	8	8	have	have	VERB
ajst-9130	8	9	the	the	DET
ajst-9130	8	10	characteristics	characteristic	NOUN
ajst-9130	8	11	of	of	ADP
ajst-9130	8	12	short	short	ADJ
ajst-9130	8	13	ramp	ramp	NOUN
ajst-9130	8	14	spacing	spacing	NOUN
ajst-9130	8	15	and	and	CCONJ
ajst-9130	8	16	multiple	multiple	ADJ
ajst-9130	8	17	nodes	node	NOUN
ajst-9130	8	18	.	.	PUNCT
ajst-9130	9	1	during	during	ADP
ajst-9130	9	2	peak	peak	NOUN
ajst-9130	9	3	travel	travel	NOUN
ajst-9130	9	4	hours	hour	NOUN
ajst-9130	9	5	,	,	PUNCT
ajst-9130	9	6	they	they	PRON
ajst-9130	9	7	have	have	VERB
ajst-9130	9	8	tidal	tidal	ADJ
ajst-9130	9	9	characteristics	characteristic	NOUN
ajst-9130	9	10	and	and	CCONJ
ajst-9130	9	11	are	be	AUX
ajst-9130	9	12	prone	prone	ADJ
ajst-9130	9	13	to	to	ADP
ajst-9130	9	14	traffic	traffic	NOUN
ajst-9130	9	15	congestion	congestion	NOUN
ajst-9130	9	16	at	at	ADP
ajst-9130	9	17	the	the	DET
ajst-9130	9	18	bottleneck	bottleneck	NOUN
ajst-9130	9	19	of	of	ADP
ajst-9130	9	20	weaving	weaving	NOUN
ajst-9130	9	21	sections	section	NOUN
ajst-9130	9	22	,	,	PUNCT
ajst-9130	9	23	especially	especially	ADV
ajst-9130	9	24	for	for	ADP
ajst-9130	9	25	weaving	weaving	NOUN
ajst-9130	9	26	areas	area	NOUN
ajst-9130	9	27	with	with	ADP
ajst-9130	9	28	close	close	ADJ
ajst-9130	9	29	access	access	NOUN
ajst-9130	9	30	to	to	ADP
ajst-9130	9	31	and	and	CCONJ
ajst-9130	9	32	exit	exit	NOUN
ajst-9130	9	33	ramps	ramp	NOUN
ajst-9130	9	34	.	.	PUNCT
ajst-9130	10	1	traffic	traffic	NOUN
ajst-9130	10	2	congestion	congestion	NOUN
ajst-9130	10	3	is	be	AUX
ajst-9130	10	4	more	more	ADV
ajst-9130	10	5	severe	severe	ADJ
ajst-9130	10	6	and	and	CCONJ
ajst-9130	10	7	does	do	AUX
ajst-9130	10	8	not	not	PART
ajst-9130	10	9	play	play	VERB
ajst-9130	10	10	a	a	DET
ajst-9130	10	11	good	good	ADJ
ajst-9130	10	12	role	role	NOUN
ajst-9130	10	13	in	in	ADP
ajst-9130	10	14	rapid	rapid	ADJ
ajst-9130	10	15	evacuation	evacuation	NOUN
ajst-9130	10	16	in	in	ADP
ajst-9130	10	17	the	the	DET
ajst-9130	10	18	backbone	backbone	NOUN
ajst-9130	10	19	system	system	NOUN
ajst-9130	10	20	.	.	PUNCT
ajst-9130	11	1	the	the	DET
ajst-9130	11	2	complex	complex	ADJ
ajst-9130	11	3	interweaving	interweave	VERB
ajst-9130	11	4	phenomenon	phenomenon	NOUN
ajst-9130	11	5	of	of	ADP
ajst-9130	11	6	traffic	traffic	NOUN
ajst-9130	11	7	flow	flow	NOUN
ajst-9130	11	8	within	within	ADP
ajst-9130	11	9	the	the	DET
ajst-9130	11	10	bottleneck	bottleneck	NOUN
ajst-9130	11	11	sections	section	NOUN
ajst-9130	11	12	of	of	ADP
ajst-9130	11	13	urban	urban	ADJ
ajst-9130	11	14	expressways	expressway	NOUN
ajst-9130	11	15	has	have	VERB
ajst-9130	11	16	a	a	DET
ajst-9130	11	17	significant	significant	ADJ
ajst-9130	11	18	impact	impact	NOUN
ajst-9130	11	19	on	on	ADP
ajst-9130	11	20	the	the	DET
ajst-9130	11	21	capacity	capacity	NOUN
ajst-9130	11	22	of	of	ADP
ajst-9130	11	23	the	the	DET
ajst-9130	11	24	main	main	ADJ
ajst-9130	11	25	line	line	NOUN
ajst-9130	11	26	,	,	PUNCT
ajst-9130	11	27	making	make	VERB
ajst-9130	11	28	it	it	PRON
ajst-9130	11	29	difficult	difficult	ADJ
ajst-9130	11	30	for	for	SCONJ
ajst-9130	11	31	vehicles	vehicle	NOUN
ajst-9130	11	32	upstream	upstream	ADV
ajst-9130	11	33	of	of	ADP
ajst-9130	11	34	the	the	DET
ajst-9130	11	35	main	main	ADJ
ajst-9130	11	36	line	line	NOUN
ajst-9130	11	37	to	to	PART
ajst-9130	11	38	enter	enter	VERB
ajst-9130	11	39	the	the	DET
ajst-9130	11	40	exit	exit	NOUN
ajst-9130	11	41	ramp	ramp	NOUN
ajst-9130	11	42	,	,	PUNCT
ajst-9130	11	43	and	and	CCONJ
ajst-9130	11	44	for	for	ADP
ajst-9130	11	45	vehicles	vehicle	NOUN
ajst-9130	11	46	on	on	ADP
ajst-9130	11	47	the	the	DET
ajst-9130	11	48	entrance	entrance	NOUN
ajst-9130	11	49	ramp	ramp	NOUN
ajst-9130	11	50	to	to	PART
ajst-9130	11	51	enter	enter	VERB
ajst-9130	11	52	the	the	DET
ajst-9130	11	53	main	main	ADJ
ajst-9130	11	54	line	line	NOUN
ajst-9130	11	55	,	,	PUNCT
ajst-9130	11	56	resulting	result	VERB
ajst-9130	11	57	in	in	ADP
ajst-9130	11	58	much	much	ADV
ajst-9130	11	59	lower	low	ADJ
ajst-9130	11	60	traffic	traffic	NOUN
ajst-9130	11	61	efficiency	efficiency	NOUN
ajst-9130	11	62	than	than	SCONJ
ajst-9130	11	63	expected	expect	VERB
ajst-9130	11	64	.	.	PUNCT
ajst-9130	12	1	the	the	DET
ajst-9130	12	2	vast	vast	ADJ
ajst-9130	12	3	majority	majority	NOUN
ajst-9130	12	4	of	of	ADP
ajst-9130	12	5	urban	urban	ADJ
ajst-9130	12	6	expressways	expressway	NOUN
ajst-9130	12	7	in	in	ADP
ajst-9130	12	8	china	china	PROPN
ajst-9130	12	9	are	be	AUX
ajst-9130	12	10	transformed	transform	VERB
ajst-9130	12	11	from	from	ADP
ajst-9130	12	12	expressways	expressway	NOUN
ajst-9130	12	13	.	.	PUNCT
ajst-9130	13	1	before	before	ADP
ajst-9130	13	2	being	be	AUX
ajst-9130	13	3	transformed	transform	VERB
ajst-9130	13	4	into	into	ADP
ajst-9130	13	5	expressways	expressway	NOUN
ajst-9130	13	6	,	,	PUNCT
ajst-9130	13	7	there	there	PRON
ajst-9130	13	8	were	be	VERB
ajst-9130	13	9	many	many	ADJ
ajst-9130	13	10	merging	merge	VERB
ajst-9130	13	11	and	and	CCONJ
ajst-9130	13	12	diverging	diverging	ADJ
ajst-9130	13	13	points	point	NOUN
ajst-9130	13	14	on	on	ADP
ajst-9130	13	15	the	the	DET
ajst-9130	13	16	main	main	ADJ
ajst-9130	13	17	line	line	NOUN
ajst-9130	13	18	,	,	PUNCT
ajst-9130	13	19	and	and	CCONJ
ajst-9130	13	20	the	the	DET
ajst-9130	13	21	spacing	spacing	NOUN
ajst-9130	13	22	between	between	ADP
ajst-9130	13	23	entrances	entrance	NOUN
ajst-9130	13	24	and	and	CCONJ
ajst-9130	13	25	exits	exit	NOUN
ajst-9130	13	26	was	be	AUX
ajst-9130	13	27	small	small	ADJ
ajst-9130	13	28	,	,	PUNCT
ajst-9130	13	29	resulting	result	VERB
ajst-9130	13	30	in	in	ADP
ajst-9130	13	31	a	a	DET
ajst-9130	13	32	small	small	ADJ
ajst-9130	13	33	length	length	NOUN
ajst-9130	13	34	of	of	ADP
ajst-9130	13	35	weaving	weaving	NOUN
ajst-9130	13	36	zones	zone	NOUN
ajst-9130	13	37	[	[	X
ajst-9130	13	38	1	1	NUM
ajst-9130	13	39	]	]	PUNCT
ajst-9130	13	40	.	.	PUNCT
ajst-9130	14	1	due	due	ADP
ajst-9130	14	2	to	to	ADP
ajst-9130	14	3	various	various	ADJ
ajst-9130	14	4	factors	factor	NOUN
ajst-9130	14	5	and	and	CCONJ
ajst-9130	14	6	conditions	condition	NOUN
ajst-9130	14	7	,	,	PUNCT
ajst-9130	14	8	many	many	ADJ
ajst-9130	14	9	expressways	expressway	NOUN
ajst-9130	14	10	would	would	AUX
ajst-9130	14	11	be	be	AUX
ajst-9130	14	12	difficult	difficult	ADJ
ajst-9130	14	13	to	to	PART
ajst-9130	14	14	meet	meet	VERB
ajst-9130	14	15	the	the	DET
ajst-9130	14	16	design	design	NOUN
ajst-9130	14	17	specifications	specification	NOUN
ajst-9130	14	18	if	if	SCONJ
ajst-9130	14	19	they	they	PRON
ajst-9130	14	20	were	be	AUX
ajst-9130	14	21	transformed	transform	VERB
ajst-9130	14	22	according	accord	VERB
ajst-9130	14	23	to	to	ADP
ajst-9130	14	24	existing	exist	VERB
ajst-9130	14	25	standards	standard	NOUN
ajst-9130	14	26	.	.	PUNCT
ajst-9130	15	1	when	when	SCONJ
ajst-9130	15	2	the	the	DET
ajst-9130	15	3	length	length	NOUN
ajst-9130	15	4	of	of	ADP
ajst-9130	15	5	the	the	DET
ajst-9130	15	6	weaving	weaving	NOUN
ajst-9130	15	7	section	section	NOUN
ajst-9130	15	8	is	be	AUX
ajst-9130	15	9	too	too	ADV
ajst-9130	15	10	short	short	ADJ
ajst-9130	15	11	,	,	PUNCT
ajst-9130	15	12	it	it	PRON
ajst-9130	15	13	not	not	PART
ajst-9130	15	14	only	only	ADV
ajst-9130	15	15	causes	cause	VERB
ajst-9130	15	16	congestion	congestion	NOUN
ajst-9130	15	17	problems	problem	NOUN
ajst-9130	15	18	,	,	PUNCT
ajst-9130	15	19	but	but	CCONJ
ajst-9130	15	20	also	also	ADV
ajst-9130	15	21	safety	safety	NOUN
ajst-9130	15	22	issues	issue	NOUN
ajst-9130	15	23	.	.	PUNCT
ajst-9130	16	1	at	at	ADP
ajst-9130	16	2	the	the	DET
ajst-9130	16	3	same	same	ADJ
ajst-9130	16	4	time	time	NOUN
ajst-9130	16	5	,	,	PUNCT
ajst-9130	16	6	the	the	DET
ajst-9130	16	7	methods	method	NOUN
ajst-9130	16	8	to	to	PART
ajst-9130	16	9	solve	solve	VERB
ajst-9130	16	10	congestion	congestion	NOUN
ajst-9130	16	11	in	in	ADP
ajst-9130	16	12	urban	urban	ADJ
ajst-9130	16	13	expressway	expressway	NOUN
ajst-9130	16	14	weaving	weaving	NOUN
ajst-9130	16	15	areas	area	NOUN
ajst-9130	16	16	are	be	AUX
ajst-9130	16	17	not	not	PART
ajst-9130	16	18	only	only	ADV
ajst-9130	16	19	considered	consider	VERB
ajst-9130	16	20	from	from	ADP
ajst-9130	16	21	a	a	DET
ajst-9130	16	22	design	design	NOUN
ajst-9130	16	23	perspective	perspective	NOUN
ajst-9130	16	24	,	,	PUNCT
ajst-9130	16	25	but	but	CCONJ
ajst-9130	16	26	also	also	ADV
ajst-9130	16	27	commonly	commonly	ADV
ajst-9130	16	28	used	use	VERB
ajst-9130	16	29	control	control	NOUN
ajst-9130	16	30	methods	method	NOUN
ajst-9130	16	31	,	,	PUNCT
ajst-9130	16	32	such	such	ADJ
ajst-9130	16	33	as	as	ADP
ajst-9130	16	34	channel	channel	NOUN
ajst-9130	16	35	control	control	NOUN
ajst-9130	16	36	,	,	PUNCT
ajst-9130	16	37	ramp	ramp	NOUN
ajst-9130	16	38	control	control	NOUN
ajst-9130	16	39	,	,	PUNCT
ajst-9130	16	40	variable	variable	ADJ
ajst-9130	16	41	speed	speed	NOUN
ajst-9130	16	42	limit	limit	NOUN
ajst-9130	16	43	guidance	guidance	NOUN
ajst-9130	16	44	control	control	NOUN
ajst-9130	16	45	,	,	PUNCT
ajst-9130	16	46	etc	etc	X
ajst-9130	16	47	.	.	X
ajst-9130	17	1	due	due	ADP
ajst-9130	17	2	to	to	ADP
ajst-9130	17	3	the	the	DET
ajst-9130	17	4	large	large	ADJ
ajst-9130	17	5	input	input	NOUN
ajst-9130	17	6	flow	flow	NOUN
ajst-9130	17	7	of	of	ADP
ajst-9130	17	8	the	the	DET
ajst-9130	17	9	main	main	ADJ
ajst-9130	17	10	line	line	NOUN
ajst-9130	17	11	of	of	ADP
ajst-9130	17	12	urban	urban	ADJ
ajst-9130	17	13	expressways	expressway	NOUN
ajst-9130	17	14	,	,	PUNCT
ajst-9130	17	15	the	the	DET
ajst-9130	17	16	phenomenon	phenomenon	NOUN
ajst-9130	17	17	of	of	ADP
ajst-9130	17	18	weaving	weaving	NOUN
ajst-9130	17	19	is	be	AUX
ajst-9130	17	20	severe	severe	ADJ
ajst-9130	17	21	,	,	PUNCT
ajst-9130	17	22	which	which	PRON
ajst-9130	17	23	is	be	AUX
ajst-9130	17	24	easily	easily	ADV
ajst-9130	17	25	affected	affect	VERB
ajst-9130	17	26	by	by	ADP
ajst-9130	17	27	the	the	DET
ajst-9130	17	28	internal	internal	ADJ
ajst-9130	17	29	traffic	traffic	NOUN
ajst-9130	17	30	flow	flow	NOUN
ajst-9130	17	31	of	of	ADP
ajst-9130	17	32	the	the	DET
ajst-9130	17	33	weaving	weaving	NOUN
ajst-9130	17	34	area	area	NOUN
ajst-9130	17	35	and	and	CCONJ
ajst-9130	17	36	leads	lead	VERB
ajst-9130	17	37	to	to	ADP
ajst-9130	17	38	the	the	DET
ajst-9130	17	39	propagation	propagation	NOUN
ajst-9130	17	40	of	of	ADP
ajst-9130	17	41	vehicles	vehicle	NOUN
ajst-9130	17	42	upstream	upstream	ADV
ajst-9130	17	43	of	of	ADP
ajst-9130	17	44	the	the	DET
ajst-9130	17	45	main	main	ADJ
ajst-9130	17	46	line	line	NOUN
ajst-9130	17	47	.	.	PUNCT
ajst-9130	18	1	at	at	ADP
ajst-9130	18	2	this	this	DET
ajst-9130	18	3	time	time	NOUN
ajst-9130	18	4	,	,	PUNCT
ajst-9130	18	5	the	the	DET
ajst-9130	18	6	evacuation	evacuation	NOUN
ajst-9130	18	7	capacity	capacity	NOUN
ajst-9130	18	8	of	of	ADP
ajst-9130	18	9	vehicles	vehicle	NOUN
ajst-9130	18	10	inside	inside	ADP
ajst-9130	18	11	the	the	DET
ajst-9130	18	12	weaving	weaving	NOUN
ajst-9130	18	13	area	area	NOUN
ajst-9130	18	14	is	be	AUX
ajst-9130	18	15	lower	low	ADJ
ajst-9130	18	16	than	than	ADP
ajst-9130	18	17	the	the	DET
ajst-9130	18	18	capacity	capacity	NOUN
ajst-9130	18	19	of	of	ADP
ajst-9130	18	20	the	the	DET
ajst-9130	18	21	road	road	NOUN
ajst-9130	18	22	section	section	NOUN
ajst-9130	18	23	,	,	PUNCT
ajst-9130	18	24	resulting	result	VERB
ajst-9130	18	25	in	in	ADP
ajst-9130	18	26	a	a	DET
ajst-9130	18	27	"	"	PUNCT
ajst-9130	18	28	capacity	capacity	NOUN
ajst-9130	18	29	drop	drop	NOUN
ajst-9130	18	30	"	"	PUNCT
ajst-9130	18	31	phenomenon	phenomenon	NOUN
ajst-9130	18	32	[	[	X
ajst-9130	18	33	2	2	NUM
ajst-9130	18	34	]	]	PUNCT
ajst-9130	18	35	.	.	PUNCT
ajst-9130	19	1	therefore	therefore	ADV
ajst-9130	19	2	,	,	PUNCT
ajst-9130	19	3	effectively	effectively	ADV
ajst-9130	19	4	preventing	prevent	VERB
ajst-9130	19	5	the	the	DET
ajst-9130	19	6	occurrence	occurrence	NOUN
ajst-9130	19	7	of	of	ADP
ajst-9130	19	8	the	the	DET
ajst-9130	19	9	phenomenon	phenomenon	NOUN
ajst-9130	19	10	is	be	AUX
ajst-9130	19	11	the	the	DET
ajst-9130	19	12	key	key	NOUN
ajst-9130	19	13	to	to	ADP
ajst-9130	19	14	ensuring	ensure	VERB
ajst-9130	19	15	smooth	smooth	ADJ
ajst-9130	19	16	and	and	CCONJ
ajst-9130	19	17	efficient	efficient	ADJ
ajst-9130	19	18	operation	operation	NOUN
ajst-9130	19	19	of	of	ADP
ajst-9130	19	20	traffic	traffic	NOUN
ajst-9130	19	21	flow	flow	NOUN
ajst-9130	19	22	on	on	ADP
ajst-9130	19	23	the	the	DET
ajst-9130	19	24	main	main	ADJ
ajst-9130	19	25	line	line	NOUN
ajst-9130	19	26	.	.	PUNCT
ajst-9130	20	1	according	accord	VERB
ajst-9130	20	2	to	to	ADP
ajst-9130	20	3	practical	practical	ADJ
ajst-9130	20	4	application	application	NOUN
ajst-9130	20	5	results	result	NOUN
ajst-9130	20	6	,	,	PUNCT
ajst-9130	20	7	variable	variable	ADJ
ajst-9130	20	8	speed	speed	NOUN
ajst-9130	20	9	limit	limit	NOUN
ajst-9130	20	10	guidance	guidance	NOUN
ajst-9130	20	11	control	control	NOUN
ajst-9130	20	12	(	(	PUNCT
ajst-9130	20	13	vsl	vsl	NOUN
ajst-9130	20	14	)	)	PUNCT
ajst-9130	20	15	can	can	AUX
ajst-9130	20	16	reduce	reduce	VERB
ajst-9130	20	17	the	the	DET
ajst-9130	20	18	dispersion	dispersion	NOUN
ajst-9130	20	19	of	of	ADP
ajst-9130	20	20	traffic	traffic	NOUN
ajst-9130	20	21	flow	flow	NOUN
ajst-9130	20	22	speed	speed	NOUN
ajst-9130	20	23	,	,	PUNCT
ajst-9130	20	24	thereby	thereby	ADV
ajst-9130	20	25	reducing	reduce	VERB
ajst-9130	20	26	the	the	DET
ajst-9130	20	27	occurrence	occurrence	NOUN
ajst-9130	20	28	of	of	ADP
ajst-9130	20	29	traffic	traffic	NOUN
ajst-9130	20	30	safety	safety	NOUN
ajst-9130	20	31	accidents	accident	NOUN
ajst-9130	20	32	.	.	PUNCT
ajst-9130	21	1	on	on	ADP
ajst-9130	21	2	the	the	DET
ajst-9130	21	3	other	other	ADJ
ajst-9130	21	4	hand	hand	NOUN
ajst-9130	21	5	,	,	PUNCT
ajst-9130	21	6	it	it	PRON
ajst-9130	21	7	makes	make	VERB
ajst-9130	21	8	the	the	DET
ajst-9130	21	9	traffic	traffic	NOUN
ajst-9130	21	10	flow	flow	NOUN
ajst-9130	21	11	speed	speed	NOUN
ajst-9130	21	12	more	more	ADV
ajst-9130	21	13	balanced	balanced	ADJ
ajst-9130	21	14	,	,	PUNCT
ajst-9130	21	15	and	and	CCONJ
ajst-9130	21	16	to	to	ADP
ajst-9130	21	17	some	some	DET
ajst-9130	21	18	extent	extent	NOUN
ajst-9130	21	19	,	,	PUNCT
ajst-9130	21	20	improves	improve	VERB
ajst-9130	21	21	the	the	DET
ajst-9130	21	22	traffic	traffic	NOUN
ajst-9130	21	23	efficiency	efficiency	NOUN
ajst-9130	21	24	of	of	ADP
ajst-9130	21	25	the	the	DET
ajst-9130	21	26	weaving	weaving	NOUN
ajst-9130	21	27	area	area	NOUN
ajst-9130	21	28	.	.	PUNCT
ajst-9130	22	1	2	2	X
ajst-9130	22	2	.	.	X
ajst-9130	22	3	related	relate	VERB
ajst-9130	22	4	work	work	NOUN
ajst-9130	22	5	this	this	DET
ajst-9130	22	6	article	article	NOUN
ajst-9130	22	7	selects	select	VERB
ajst-9130	22	8	an	an	DET
ajst-9130	22	9	expressway	expressway	NOUN
ajst-9130	22	10	in	in	ADP
ajst-9130	22	11	chongqing	chongqe	VERB
ajst-9130	22	12	as	as	ADP
ajst-9130	22	13	the	the	DET
ajst-9130	22	14	research	research	NOUN
ajst-9130	22	15	object	object	NOUN
ajst-9130	22	16	for	for	ADP
ajst-9130	22	17	the	the	DET
ajst-9130	22	18	entry	entry	NOUN
ajst-9130	22	19	-	-	PUNCT
ajst-9130	22	20	exit	exit	NOUN
ajst-9130	22	21	type	type	NOUN
ajst-9130	22	22	weaving	weaving	NOUN
ajst-9130	22	23	area	area	NOUN
ajst-9130	22	24	.	.	PUNCT
ajst-9130	23	1	in	in	ADP
ajst-9130	23	2	order	order	NOUN
ajst-9130	23	3	to	to	PART
ajst-9130	23	4	ensure	ensure	VERB
ajst-9130	23	5	the	the	DET
ajst-9130	23	6	accuracy	accuracy	NOUN
ajst-9130	23	7	of	of	ADP
ajst-9130	23	8	data	datum	NOUN
ajst-9130	23	9	collection	collection	NOUN
ajst-9130	23	10	,	,	PUNCT
ajst-9130	23	11	we	we	PRON
ajst-9130	23	12	used	use	VERB
ajst-9130	23	13	a	a	DET
ajst-9130	23	14	combination	combination	NOUN
ajst-9130	23	15	of	of	ADP
ajst-9130	23	16	on	on	ADP
ajst-9130	23	17	-	-	PUNCT
ajst-9130	23	18	site	site	NOUN
ajst-9130	23	19	video	video	NOUN
ajst-9130	23	20	cameras	camera	NOUN
ajst-9130	23	21	and	and	CCONJ
ajst-9130	23	22	manual	manual	ADJ
ajst-9130	23	23	counting	counting	NOUN
ajst-9130	23	24	to	to	PART
ajst-9130	23	25	collect	collect	VERB
ajst-9130	23	26	traffic	traffic	NOUN
ajst-9130	23	27	data	datum	NOUN
ajst-9130	23	28	.	.	PUNCT
ajst-9130	24	1	the	the	DET
ajst-9130	24	2	content	content	NOUN
ajst-9130	24	3	of	of	ADP
ajst-9130	24	4	data	datum	NOUN
ajst-9130	24	5	collection	collection	NOUN
ajst-9130	24	6	includes	include	VERB
ajst-9130	24	7	the	the	DET
ajst-9130	24	8	following	follow	VERB
ajst-9130	24	9	two	two	NUM
ajst-9130	24	10	aspects	aspect	NOUN
ajst-9130	24	11	:	:	PUNCT
ajst-9130	24	12	first	first	ADV
ajst-9130	24	13	,	,	PUNCT
ajst-9130	24	14	the	the	DET
ajst-9130	24	15	geometric	geometric	ADJ
ajst-9130	24	16	conditions	condition	NOUN
ajst-9130	24	17	of	of	ADP
ajst-9130	24	18	the	the	DET
ajst-9130	24	19	actual	actual	ADJ
ajst-9130	24	20	road	road	NOUN
ajst-9130	24	21	;	;	PUNCT
ajst-9130	24	22	the	the	DET
ajst-9130	24	23	second	second	NOUN
ajst-9130	24	24	is	be	AUX
ajst-9130	24	25	traffic	traffic	NOUN
ajst-9130	24	26	flow	flow	NOUN
ajst-9130	24	27	data	datum	NOUN
ajst-9130	24	28	and	and	CCONJ
ajst-9130	24	29	weaving	weaving	NOUN
ajst-9130	24	30	zone	zone	NOUN
ajst-9130	24	31	performance	performance	NOUN
ajst-9130	24	32	indicators	indicator	NOUN
ajst-9130	24	33	.	.	PUNCT
ajst-9130	25	1	the	the	DET
ajst-9130	25	2	collected	collect	VERB
ajst-9130	25	3	data	datum	NOUN
ajst-9130	25	4	,	,	PUNCT
ajst-9130	25	5	after	after	ADP
ajst-9130	25	6	unified	unified	ADJ
ajst-9130	25	7	processing	processing	NOUN
ajst-9130	25	8	and	and	CCONJ
ajst-9130	25	9	calculation	calculation	NOUN
ajst-9130	25	10	,	,	PUNCT
ajst-9130	25	11	is	be	AUX
ajst-9130	25	12	shown	show	VERB
ajst-9130	25	13	in	in	ADP
ajst-9130	25	14	figure	figure	NOUN
ajst-9130	25	15	1	1	NUM
ajst-9130	25	16	,	,	PUNCT
ajst-9130	25	17	table	table	NOUN
ajst-9130	25	18	1	1	NUM
ajst-9130	25	19	,	,	PUNCT
ajst-9130	25	20	and	and	CCONJ
ajst-9130	25	21	table	table	NOUN
ajst-9130	25	22	2	2	NUM
ajst-9130	25	23	.	.	PUNCT
ajst-9130	25	24	figure	figure	NOUN
ajst-9130	25	25	1	1	NUM
ajst-9130	25	26	.	.	PUNCT
ajst-9130	25	27	actual	actual	ADJ
ajst-9130	25	28	geometry	geometry	NOUN
ajst-9130	25	29	conditions	condition	NOUN
ajst-9130	25	30	of	of	ADP
ajst-9130	25	31	the	the	DET
ajst-9130	25	32	road	road	NOUN
ajst-9130	25	33	table	table	NOUN
ajst-9130	25	34	1	1	NUM
ajst-9130	25	35	.	.	PUNCT
ajst-9130	25	36	geometry	geometry	NOUN
ajst-9130	25	37	conditions	condition	NOUN
ajst-9130	25	38	geometric	geometric	ADJ
ajst-9130	25	39	conditions	condition	NOUN
ajst-9130	25	40	of	of	ADP
ajst-9130	25	41	roads	road	NOUN
ajst-9130	25	42	design	design	NOUN
ajst-9130	25	43	speed	speed	NOUN
ajst-9130	25	44	(	(	PUNCT
ajst-9130	25	45	km	km	NOUN
ajst-9130	25	46	/	/	SYM
ajst-9130	25	47	h	h	NOUN
ajst-9130	25	48	)	)	PUNCT
ajst-9130	25	49	lanenumber	lanenumber	ADJ
ajst-9130	25	50	width	width	NOUN
ajst-9130	25	51	of	of	ADP
ajst-9130	25	52	lane	lane	NOUN
ajst-9130	25	53	(	(	PUNCT
ajst-9130	25	54	m	m	NOUN
ajst-9130	25	55	)	)	PUNCT
ajst-9130	25	56	upstream	upstream	NOUN
ajst-9130	25	57	80	80	NUM
ajst-9130	25	58	4	4	NUM
ajst-9130	25	59	3.75	3.75	NUM
ajst-9130	25	60	downstream	downstream	NOUN
ajst-9130	25	61	80	80	NUM
ajst-9130	25	62	4	4	NUM
ajst-9130	25	63	3.75	3.75	NUM
ajst-9130	25	64	on	on	ADP
ajst-9130	25	65	-	-	PUNCT
ajst-9130	25	66	ramp	ramp	NOUN
ajst-9130	25	67	35	35	NUM
ajst-9130	25	68	2	2	NUM
ajst-9130	25	69	3.5	3.5	NUM
ajst-9130	25	70	exit	exit	NOUN
ajst-9130	25	71	-	-	PUNCT
ajst-9130	25	72	ramp	ramp	NOUN
ajst-9130	25	73	35	35	NUM
ajst-9130	25	74	2	2	NUM
ajst-9130	25	75	3.5	3.5	NUM
ajst-9130	25	76	216	216	NUM
ajst-9130	25	77	table	table	NOUN
ajst-9130	25	78	2	2	NUM
ajst-9130	25	79	.	.	PUNCT
ajst-9130	25	80	flow	flow	NOUN
ajst-9130	25	81	data	datum	NOUN
ajst-9130	25	82	and	and	CCONJ
ajst-9130	25	83	average	average	ADJ
ajst-9130	25	84	travel	travel	NOUN
ajst-9130	25	85	time	time	NOUN
ajst-9130	25	86	in	in	ADP
ajst-9130	25	87	weaving	weaving	NOUN
ajst-9130	25	88	zones	zone	NOUN
ajst-9130	25	89	time	time	NOUN
ajst-9130	25	90	upstream	upstream	ADJ
ajst-9130	25	91	downstream	downstream	ADJ
ajst-9130	25	92	onramp	onramp	NOUN
ajst-9130	25	93	exitramp	exitramp	NOUN
ajst-9130	25	94	avgspeed	avgspee	VERB
ajst-9130	25	95	7:308:30	7:308:30	NUM
ajst-9130	25	96	car	car	NOUN
ajst-9130	25	97	(	(	PUNCT
ajst-9130	25	98	4236	4236	NUM
ajst-9130	25	99	)	)	PUNCT
ajst-9130	25	100	car(4031	car(4031	NOUN
ajst-9130	25	101	)	)	PUNCT
ajst-9130	25	102	car	car	NOUN
ajst-9130	25	103	(	(	PUNCT
ajst-9130	25	104	869	869	NUM
ajst-9130	25	105	)	)	PUNCT
ajst-9130	25	106	car	car	NOUN
ajst-9130	25	107	(	(	PUNCT
ajst-9130	25	108	1469	1469	NUM
ajst-9130	25	109	)	)	PUNCT
ajst-9130	25	110	34.6	34.6	NUM
ajst-9130	25	111	bus	bus	NOUN
ajst-9130	25	112	(	(	PUNCT
ajst-9130	25	113	54	54	NUM
ajst-9130	25	114	)	)	PUNCT
ajst-9130	25	115	bus(53	bus(53	NOUN
ajst-9130	25	116	)	)	PUNCT
ajst-9130	25	117	bus	bus	NOUN
ajst-9130	25	118	(	(	PUNCT
ajst-9130	25	119	29	29	NUM
ajst-9130	25	120	)	)	PUNCT
ajst-9130	25	121	bus	bus	NOUN
ajst-9130	25	122	(	(	PUNCT
ajst-9130	25	123	29	29	NUM
ajst-9130	25	124	)	)	PUNCT
ajst-9130	25	125	17:3018:30	17:3018:30	NUM
ajst-9130	25	126	car	car	NOUN
ajst-9130	25	127	(	(	PUNCT
ajst-9130	25	128	4816	4816	NUM
ajst-9130	25	129	)	)	PUNCT
ajst-9130	25	130	car(4169	car(4169	NOUN
ajst-9130	25	131	)	)	PUNCT
ajst-9130	25	132	car	car	NOUN
ajst-9130	25	133	(	(	PUNCT
ajst-9130	25	134	642	642	NUM
ajst-9130	25	135	)	)	PUNCT
ajst-9130	25	136	car	car	NOUN
ajst-9130	25	137	(	(	PUNCT
ajst-9130	25	138	1465	1465	NUM
ajst-9130	25	139	)	)	PUNCT
ajst-9130	25	140	29.2	29.2	NUM
ajst-9130	25	141	bus	bus	NOUN
ajst-9130	25	142	(	(	PUNCT
ajst-9130	25	143	62	62	NUM
ajst-9130	25	144	)	)	PUNCT
ajst-9130	25	145	bus(59	bus(59	ADJ
ajst-9130	25	146	)	)	PUNCT
ajst-9130	25	147	bus	bus	NOUN
ajst-9130	25	148	(	(	PUNCT
ajst-9130	25	149	16	16	NUM
ajst-9130	25	150	)	)	PUNCT
ajst-9130	25	151	bus	bus	NOUN
ajst-9130	25	152	(	(	PUNCT
ajst-9130	25	153	28	28	NUM
ajst-9130	25	154	)	)	PUNCT
ajst-9130	25	155	using	use	VERB
ajst-9130	25	156	the	the	DET
ajst-9130	25	157	geometric	geometric	ADJ
ajst-9130	25	158	conditions	condition	NOUN
ajst-9130	25	159	of	of	ADP
ajst-9130	25	160	the	the	DET
ajst-9130	25	161	road	road	NOUN
ajst-9130	25	162	surveyed	survey	VERB
ajst-9130	25	163	on	on	ADP
ajst-9130	25	164	site	site	NOUN
ajst-9130	25	165	and	and	CCONJ
ajst-9130	25	166	the	the	DET
ajst-9130	25	167	peak	peak	NOUN
ajst-9130	25	168	traffic	traffic	NOUN
ajst-9130	25	169	flow	flow	NOUN
ajst-9130	25	170	data	datum	NOUN
ajst-9130	25	171	in	in	ADP
ajst-9130	25	172	the	the	DET
ajst-9130	25	173	morning	morning	NOUN
ajst-9130	25	174	and	and	CCONJ
ajst-9130	25	175	evening	evening	NOUN
ajst-9130	25	176	,	,	PUNCT
ajst-9130	25	177	a	a	DET
ajst-9130	25	178	vissim	vissim	NOUN
ajst-9130	25	179	traffic	traffic	NOUN
ajst-9130	25	180	simulation	simulation	NOUN
ajst-9130	25	181	model	model	NOUN
ajst-9130	25	182	was	be	AUX
ajst-9130	25	183	established	establish	VERB
ajst-9130	25	184	.	.	PUNCT
ajst-9130	26	1	when	when	SCONJ
ajst-9130	26	2	establishing	establish	VERB
ajst-9130	26	3	the	the	DET
ajst-9130	26	4	model	model	NOUN
ajst-9130	26	5	,	,	PUNCT
ajst-9130	26	6	path	path	NOUN
ajst-9130	26	7	decisions	decision	NOUN
ajst-9130	26	8	were	be	AUX
ajst-9130	26	9	set	set	VERB
ajst-9130	26	10	for	for	ADP
ajst-9130	26	11	the	the	DET
ajst-9130	26	12	upstream	upstream	ADJ
ajst-9130	26	13	input	input	NOUN
ajst-9130	26	14	flow	flow	NOUN
ajst-9130	26	15	of	of	ADP
ajst-9130	26	16	the	the	DET
ajst-9130	26	17	main	main	ADJ
ajst-9130	26	18	line	line	NOUN
ajst-9130	26	19	and	and	CCONJ
ajst-9130	26	20	the	the	DET
ajst-9130	26	21	input	input	NOUN
ajst-9130	26	22	flow	flow	NOUN
ajst-9130	26	23	of	of	ADP
ajst-9130	26	24	the	the	DET
ajst-9130	26	25	on	on	ADP
ajst-9130	26	26	-	-	PUNCT
ajst-9130	26	27	ramp	ramp	NOUN
ajst-9130	26	28	,	,	PUNCT
ajst-9130	26	29	respectively	respectively	ADV
ajst-9130	26	30	.	.	PUNCT
ajst-9130	27	1	at	at	ADP
ajst-9130	27	2	the	the	DET
ajst-9130	27	3	same	same	ADJ
ajst-9130	27	4	time	time	NOUN
ajst-9130	27	5	,	,	PUNCT
ajst-9130	27	6	priority	priority	NOUN
ajst-9130	27	7	traffic	traffic	NOUN
ajst-9130	27	8	rules	rule	NOUN
ajst-9130	27	9	were	be	AUX
ajst-9130	27	10	set	set	VERB
ajst-9130	27	11	up	up	ADP
ajst-9130	27	12	in	in	ADP
ajst-9130	27	13	the	the	DET
ajst-9130	27	14	merging	merge	VERB
ajst-9130	27	15	area	area	NOUN
ajst-9130	27	16	of	of	ADP
ajst-9130	27	17	the	the	DET
ajst-9130	27	18	main	main	ADJ
ajst-9130	27	19	line	line	NOUN
ajst-9130	27	20	and	and	CCONJ
ajst-9130	27	21	the	the	DET
ajst-9130	27	22	ramp	ramp	NOUN
ajst-9130	27	23	.	.	PUNCT
ajst-9130	28	1	when	when	SCONJ
ajst-9130	28	2	there	there	PRON
ajst-9130	28	3	are	be	VERB
ajst-9130	28	4	gaps	gap	NOUN
ajst-9130	28	5	on	on	ADP
ajst-9130	28	6	the	the	DET
ajst-9130	28	7	main	main	ADJ
ajst-9130	28	8	line	line	NOUN
ajst-9130	28	9	,	,	PUNCT
ajst-9130	28	10	the	the	DET
ajst-9130	28	11	traffic	traffic	NOUN
ajst-9130	28	12	flow	flow	NOUN
ajst-9130	28	13	of	of	ADP
ajst-9130	28	14	the	the	DET
ajst-9130	28	15	on	on	ADP
ajst-9130	28	16	-	-	PUNCT
ajst-9130	28	17	ramp	ramp	NOUN
ajst-9130	28	18	can	can	AUX
ajst-9130	28	19	only	only	ADV
ajst-9130	28	20	merge	merge	VERB
ajst-9130	28	21	;	;	PUNCT
ajst-9130	28	22	when	when	SCONJ
ajst-9130	28	23	the	the	DET
ajst-9130	28	24	traffic	traffic	NOUN
ajst-9130	28	25	flow	flow	NOUN
ajst-9130	28	26	is	be	AUX
ajst-9130	28	27	about	about	ADJ
ajst-9130	28	28	to	to	PART
ajst-9130	28	29	reach	reach	VERB
ajst-9130	28	30	the	the	DET
ajst-9130	28	31	merging	merging	NOUN
ajst-9130	28	32	or	or	CCONJ
ajst-9130	28	33	diverging	diverging	ADJ
ajst-9130	28	34	area	area	NOUN
ajst-9130	28	35	,	,	PUNCT
ajst-9130	28	36	vehicles	vehicle	NOUN
ajst-9130	28	37	are	be	AUX
ajst-9130	28	38	often	often	ADV
ajst-9130	28	39	affected	affect	VERB
ajst-9130	28	40	by	by	ADP
ajst-9130	28	41	the	the	DET
ajst-9130	28	42	interweaving	interweaving	NOUN
ajst-9130	28	43	of	of	ADP
ajst-9130	28	44	traffic	traffic	NOUN
ajst-9130	28	45	flow	flow	NOUN
ajst-9130	28	46	to	to	PART
ajst-9130	28	47	slow	slow	VERB
ajst-9130	28	48	down	down	ADP
ajst-9130	28	49	,	,	PUNCT
ajst-9130	28	50	so	so	CCONJ
ajst-9130	28	51	a	a	DET
ajst-9130	28	52	deceleration	deceleration	NOUN
ajst-9130	28	53	zone	zone	NOUN
ajst-9130	28	54	needs	need	VERB
ajst-9130	28	55	to	to	PART
ajst-9130	28	56	be	be	AUX
ajst-9130	28	57	set	set	VERB
ajst-9130	28	58	up	up	ADP
ajst-9130	28	59	;	;	PUNCT
ajst-9130	28	60	due	due	ADP
ajst-9130	28	61	to	to	ADP
ajst-9130	28	62	the	the	DET
ajst-9130	28	63	different	different	ADJ
ajst-9130	28	64	expected	expect	VERB
ajst-9130	28	65	speeds	speed	NOUN
ajst-9130	28	66	of	of	ADP
ajst-9130	28	67	vehicles	vehicle	NOUN
ajst-9130	28	68	entering	enter	VERB
ajst-9130	28	69	the	the	DET
ajst-9130	28	70	mainline	mainline	NOUN
ajst-9130	28	71	and	and	CCONJ
ajst-9130	28	72	ramps	ramp	NOUN
ajst-9130	28	73	,	,	PUNCT
ajst-9130	28	74	acceleration	acceleration	NOUN
ajst-9130	28	75	and	and	CCONJ
ajst-9130	28	76	deceleration	deceleration	NOUN
ajst-9130	28	77	are	be	AUX
ajst-9130	28	78	required	require	VERB
ajst-9130	28	79	when	when	SCONJ
ajst-9130	28	80	entering	enter	VERB
ajst-9130	28	81	the	the	DET
ajst-9130	28	82	mainline	mainline	NOUN
ajst-9130	28	83	and	and	CCONJ
ajst-9130	28	84	exiting	exit	VERB
ajst-9130	28	85	the	the	DET
ajst-9130	28	86	exit	exit	NOUN
ajst-9130	28	87	ramp	ramp	NOUN
ajst-9130	28	88	.	.	PUNCT
ajst-9130	29	1	therefore	therefore	ADV
ajst-9130	29	2	,	,	PUNCT
ajst-9130	29	3	expected	expect	VERB
ajst-9130	29	4	speed	speed	NOUN
ajst-9130	29	5	decision	decision	NOUN
ajst-9130	29	6	points	point	NOUN
ajst-9130	29	7	are	be	AUX
ajst-9130	29	8	set	set	VERB
ajst-9130	29	9	at	at	ADP
ajst-9130	29	10	the	the	DET
ajst-9130	29	11	entrance	entrance	NOUN
ajst-9130	29	12	and	and	CCONJ
ajst-9130	29	13	exit	exit	NOUN
ajst-9130	29	14	ramps	ramp	NOUN
ajst-9130	29	15	,	,	PUNCT
ajst-9130	29	16	and	and	CCONJ
ajst-9130	29	17	the	the	DET
ajst-9130	29	18	established	establish	VERB
ajst-9130	29	19	model	model	NOUN
ajst-9130	29	20	is	be	AUX
ajst-9130	29	21	as	as	SCONJ
ajst-9130	29	22	follows	follow	VERB
ajst-9130	29	23	.	.	PUNCT
ajst-9130	30	1	figure	figure	NOUN
ajst-9130	30	2	2	2	NUM
ajst-9130	30	3	.	.	PUNCT
ajst-9130	30	4	vissim	vissim	PROPN
ajst-9130	30	5	traffic	traffic	PROPN
ajst-9130	30	6	simulation	simulation	PROPN
ajst-9130	30	7	model	model	NOUN
ajst-9130	30	8	3	3	NUM
ajst-9130	30	9	.	.	PUNCT
ajst-9130	30	10	variable	variable	ADJ
ajst-9130	30	11	speed	speed	NOUN
ajst-9130	30	12	limit	limit	NOUN
ajst-9130	30	13	control	control	NOUN
ajst-9130	30	14	based	base	VERB
ajst-9130	30	15	on	on	ADP
ajst-9130	30	16	dqn	dqn	PROPN
ajst-9130	30	17	3.1	3.1	NUM
ajst-9130	30	18	.	.	PUNCT
ajst-9130	31	1	dqn	dqn	NOUN
ajst-9130	31	2	settings	setting	NOUN
ajst-9130	31	3	the	the	DET
ajst-9130	31	4	key	key	ADJ
ajst-9130	31	5	elements	element	NOUN
ajst-9130	31	6	of	of	ADP
ajst-9130	31	7	variable	variable	ADJ
ajst-9130	31	8	speed	speed	NOUN
ajst-9130	31	9	limit	limit	NOUN
ajst-9130	31	10	guidance	guidance	NOUN
ajst-9130	31	11	control	control	NOUN
ajst-9130	31	12	based	base	VERB
ajst-9130	31	13	on	on	ADP
ajst-9130	31	14	dqn	dqn	ADJ
ajst-9130	31	15	algorithm	algorithm	NOUN
ajst-9130	31	16	are	be	AUX
ajst-9130	31	17	designed	design	VERB
ajst-9130	31	18	as	as	SCONJ
ajst-9130	31	19	follows	follow	VERB
ajst-9130	31	20	:	:	PUNCT
ajst-9130	31	21	(	(	PUNCT
ajst-9130	31	22	1	1	X
ajst-9130	31	23	)	)	PUNCT
ajst-9130	31	24	state	state	NOUN
ajst-9130	31	25	definition	definition	NOUN
ajst-9130	31	26	.	.	PUNCT
ajst-9130	32	1	by	by	ADP
ajst-9130	32	2	setting	set	VERB
ajst-9130	32	3	data	datum	NOUN
ajst-9130	32	4	collection	collection	NOUN
ajst-9130	32	5	points	point	NOUN
ajst-9130	32	6	in	in	ADP
ajst-9130	32	7	the	the	DET
ajst-9130	32	8	variable	variable	ADJ
ajst-9130	32	9	speed	speed	NOUN
ajst-9130	32	10	limit	limit	NOUN
ajst-9130	32	11	guidance	guidance	NOUN
ajst-9130	32	12	control	control	NOUN
ajst-9130	32	13	area	area	NOUN
ajst-9130	32	14	upstream	upstream	NOUN
ajst-9130	32	15	of	of	ADP
ajst-9130	32	16	the	the	DET
ajst-9130	32	17	main	main	ADJ
ajst-9130	32	18	line	line	NOUN
ajst-9130	32	19	,	,	PUNCT
ajst-9130	32	20	weaving	weaving	NOUN
ajst-9130	32	21	section	section	NOUN
ajst-9130	32	22	,	,	PUNCT
ajst-9130	32	23	downstream	downstream	ADJ
ajst-9130	32	24	section	section	NOUN
ajst-9130	32	25	of	of	ADP
ajst-9130	32	26	the	the	DET
ajst-9130	32	27	main	main	ADJ
ajst-9130	32	28	line	line	NOUN
ajst-9130	32	29	,	,	PUNCT
ajst-9130	32	30	and	and	CCONJ
ajst-9130	32	31	at	at	ADP
ajst-9130	32	32	the	the	DET
ajst-9130	32	33	entrance	entrance	NOUN
ajst-9130	32	34	of	of	ADP
ajst-9130	32	35	the	the	DET
ajst-9130	32	36	on	on	ADP
ajst-9130	32	37	-	-	PUNCT
ajst-9130	32	38	ramp	ramp	NOUN
ajst-9130	32	39	,	,	PUNCT
ajst-9130	32	40	the	the	DET
ajst-9130	32	41	real	real	ADJ
ajst-9130	32	42	-	-	PUNCT
ajst-9130	32	43	time	time	NOUN
ajst-9130	32	44	traffic	traffic	NOUN
ajst-9130	32	45	flow	flow	NOUN
ajst-9130	32	46	and	and	CCONJ
ajst-9130	32	47	speed	speed	NOUN
ajst-9130	32	48	values	value	NOUN
ajst-9130	32	49	can	can	AUX
ajst-9130	32	50	be	be	AUX
ajst-9130	32	51	obtained	obtain	VERB
ajst-9130	32	52	through	through	ADP
ajst-9130	32	53	calculation	calculation	NOUN
ajst-9130	32	54	and	and	CCONJ
ajst-9130	32	55	conversion	conversion	NOUN
ajst-9130	32	56	.	.	PUNCT
ajst-9130	33	1	then	then	ADV
ajst-9130	33	2	,	,	PUNCT
ajst-9130	33	3	based	base	VERB
ajst-9130	33	4	on	on	ADP
ajst-9130	33	5	the	the	DET
ajst-9130	33	6	number	number	NOUN
ajst-9130	33	7	of	of	ADP
ajst-9130	33	8	lanes	lane	NOUN
ajst-9130	33	9	,	,	PUNCT
ajst-9130	33	10	the	the	DET
ajst-9130	33	11	average	average	ADJ
ajst-9130	33	12	density	density	NOUN
ajst-9130	33	13	value	value	NOUN
ajst-9130	33	14	of	of	ADP
ajst-9130	33	15	a	a	DET
ajst-9130	33	16	single	single	ADJ
ajst-9130	33	17	lane	lane	NOUN
ajst-9130	33	18	can	can	AUX
ajst-9130	33	19	be	be	AUX
ajst-9130	33	20	further	far	ADV
ajst-9130	33	21	obtained	obtain	VERB
ajst-9130	33	22	,	,	PUNCT
ajst-9130	33	23	and	and	CCONJ
ajst-9130	33	24	the	the	DET
ajst-9130	33	25	corresponding	correspond	VERB
ajst-9130	33	26	service	service	NOUN
ajst-9130	33	27	level	level	NOUN
ajst-9130	33	28	can	can	AUX
ajst-9130	33	29	be	be	AUX
ajst-9130	33	30	determined	determine	VERB
ajst-9130	33	31	by	by	ADP
ajst-9130	33	32	the	the	DET
ajst-9130	33	33	average	average	ADJ
ajst-9130	33	34	density	density	NOUN
ajst-9130	33	35	value	value	NOUN
ajst-9130	33	36	of	of	ADP
ajst-9130	33	37	a	a	DET
ajst-9130	33	38	single	single	ADJ
ajst-9130	33	39	lane	lane	NOUN
ajst-9130	33	40	,	,	PUNCT
ajst-9130	33	41	finally	finally	ADV
ajst-9130	33	42	,	,	PUNCT
ajst-9130	33	43	real	real	ADJ
ajst-9130	33	44	-	-	PUNCT
ajst-9130	33	45	time	time	NOUN
ajst-9130	33	46	service	service	NOUN
ajst-9130	33	47	levels	level	NOUN
ajst-9130	33	48	are	be	AUX
ajst-9130	33	49	used	use	VERB
ajst-9130	33	50	as	as	ADP
ajst-9130	33	51	input	input	NOUN
ajst-9130	33	52	to	to	ADP
ajst-9130	33	53	the	the	DET
ajst-9130	33	54	state	state	NOUN
ajst-9130	33	55	space	space	NOUN
ajst-9130	33	56	,	,	PUNCT
ajst-9130	33	57	and	and	CCONJ
ajst-9130	33	58	dqn	dqn	NOUN
ajst-9130	33	59	adopts	adopt	VERB
ajst-9130	33	60	greedy	greedy	ADJ
ajst-9130	33	61	algorithm	algorithm	NOUN
ajst-9130	33	62	to	to	PART
ajst-9130	33	63	explore	explore	VERB
ajst-9130	33	64	the	the	DET
ajst-9130	33	65	state	state	NOUN
ajst-9130	33	66	space	space	NOUN
ajst-9130	33	67	.	.	PUNCT
ajst-9130	34	1	(	(	PUNCT
ajst-9130	34	2	2	2	X
ajst-9130	34	3	)	)	PUNCT
ajst-9130	34	4	action	action	NOUN
ajst-9130	34	5	definition	definition	NOUN
ajst-9130	34	6	.	.	PUNCT
ajst-9130	35	1	select	select	VERB
ajst-9130	35	2	the	the	DET
ajst-9130	35	3	variable	variable	ADJ
ajst-9130	35	4	speed	speed	NOUN
ajst-9130	35	5	limit	limit	NOUN
ajst-9130	35	6	value	value	NOUN
ajst-9130	35	7	as	as	ADP
ajst-9130	35	8	the	the	DET
ajst-9130	35	9	action	action	NOUN
ajst-9130	35	10	,	,	PUNCT
ajst-9130	35	11	and	and	CCONJ
ajst-9130	35	12	based	base	VERB
ajst-9130	35	13	on	on	ADP
ajst-9130	35	14	relevant	relevant	ADJ
ajst-9130	35	15	standards	standard	NOUN
ajst-9130	35	16	and	and	CCONJ
ajst-9130	35	17	regulations	regulation	NOUN
ajst-9130	35	18	on	on	ADP
ajst-9130	35	19	the	the	DET
ajst-9130	35	20	variable	variable	ADJ
ajst-9130	35	21	speed	speed	NOUN
ajst-9130	35	22	limit	limit	NOUN
ajst-9130	35	23	value	value	NOUN
ajst-9130	35	24	according	accord	VERB
ajst-9130	35	25	to	to	ADP
ajst-9130	35	26	the	the	DET
ajst-9130	35	27	driver	driver	NOUN
ajst-9130	35	28	's	's	PART
ajst-9130	35	29	compliance	compliance	NOUN
ajst-9130	35	30	rate	rate	NOUN
ajst-9130	35	31	,	,	PUNCT
ajst-9130	35	32	while	while	SCONJ
ajst-9130	35	33	considering	consider	VERB
ajst-9130	35	34	the	the	DET
ajst-9130	35	35	driver	driver	NOUN
ajst-9130	35	36	's	's	PART
ajst-9130	35	37	comfort	comfort	NOUN
ajst-9130	35	38	and	and	CCONJ
ajst-9130	35	39	safety	safety	NOUN
ajst-9130	35	40	,	,	PUNCT
ajst-9130	35	41	set	set	VERB
ajst-9130	35	42	the	the	DET
ajst-9130	35	43	variable	variable	ADJ
ajst-9130	35	44	speed	speed	NOUN
ajst-9130	35	45	limit	limit	NOUN
ajst-9130	35	46	value	value	NOUN
ajst-9130	35	47	as	as	ADP
ajst-9130	35	48	30	30	NUM
ajst-9130	35	49	km/h	km/h	NOUN
ajst-9130	35	50	,	,	PUNCT
ajst-9130	35	51	40	40	NUM
ajst-9130	35	52	km/h	km/h	NOUN
ajst-9130	35	53	,	,	PUNCT
ajst-9130	35	54	50	50	NUM
ajst-9130	35	55	km/h	km/h	NOUN
ajst-9130	35	56	,	,	PUNCT
ajst-9130	35	57	60	60	NUM
ajst-9130	35	58	km/h	km/h	NOUN
ajst-9130	35	59	,	,	PUNCT
ajst-9130	35	60	70	70	NUM
ajst-9130	35	61	km/h	km/h	NOUN
ajst-9130	35	62	,	,	PUNCT
ajst-9130	35	63	80	80	NUM
ajst-9130	35	64	km/h	km/h	NOUN
ajst-9130	35	65	,	,	PUNCT
ajst-9130	35	66	that	that	ADV
ajst-9130	35	67	is	is	ADV
ajst-9130	35	68	,	,	PUNCT
ajst-9130	35	69	there	there	PRON
ajst-9130	35	70	is	be	VERB
ajst-9130	35	71	an	an	DET
ajst-9130	35	72	action	action	NOUN
ajst-9130	35	73	set	set	NOUN
ajst-9130	35	74	,	,	PUNCT
ajst-9130	35	75	which	which	PRON
ajst-9130	35	76	includes	include	VERB
ajst-9130	35	77	actions	action	NOUN
ajst-9130	35	78	that	that	PRON
ajst-9130	35	79	do	do	AUX
ajst-9130	35	80	not	not	PART
ajst-9130	35	81	adopt	adopt	VERB
ajst-9130	35	82	speed	speed	NOUN
ajst-9130	35	83	limits	limit	NOUN
ajst-9130	35	84	.	.	PUNCT
ajst-9130	36	1	this	this	PRON
ajst-9130	36	2	means	mean	VERB
ajst-9130	36	3	that	that	SCONJ
ajst-9130	36	4	the	the	DET
ajst-9130	36	5	system	system	NOUN
ajst-9130	36	6	will	will	AUX
ajst-9130	36	7	independently	independently	ADV
ajst-9130	36	8	learn	learn	VERB
ajst-9130	36	9	and	and	CCONJ
ajst-9130	36	10	determine	determine	VERB
ajst-9130	36	11	whether	whether	SCONJ
ajst-9130	36	12	to	to	PART
ajst-9130	36	13	take	take	VERB
ajst-9130	36	14	speed	speed	NOUN
ajst-9130	36	15	limit	limit	NOUN
ajst-9130	36	16	measures	measure	NOUN
ajst-9130	36	17	[	[	X
ajst-9130	36	18	3	3	NUM
ajst-9130	36	19	]	]	PUNCT
ajst-9130	36	20	.	.	PUNCT
ajst-9130	37	1	(	(	PUNCT
ajst-9130	37	2	3	3	X
ajst-9130	37	3	)	)	PUNCT
ajst-9130	37	4	reward	reward	NOUN
ajst-9130	37	5	definition	definition	NOUN
ajst-9130	37	6	.	.	PUNCT
ajst-9130	38	1	the	the	DET
ajst-9130	38	2	purpose	purpose	NOUN
ajst-9130	38	3	of	of	ADP
ajst-9130	38	4	the	the	DET
ajst-9130	38	5	expressway	expressway	NOUN
ajst-9130	38	6	control	control	NOUN
ajst-9130	38	7	system	system	NOUN
ajst-9130	38	8	is	be	AUX
ajst-9130	38	9	to	to	PART
ajst-9130	38	10	improve	improve	VERB
ajst-9130	38	11	the	the	DET
ajst-9130	38	12	traffic	traffic	NOUN
ajst-9130	38	13	efficiency	efficiency	NOUN
ajst-9130	38	14	of	of	ADP
ajst-9130	38	15	the	the	DET
ajst-9130	38	16	weaving	weaving	NOUN
ajst-9130	38	17	area	area	NOUN
ajst-9130	38	18	.	.	PUNCT
ajst-9130	39	1	in	in	ADP
ajst-9130	39	2	the	the	DET
ajst-9130	39	3	road	road	NOUN
ajst-9130	39	4	network	network	NOUN
ajst-9130	39	5	,	,	PUNCT
ajst-9130	39	6	the	the	DET
ajst-9130	39	7	average	average	ADJ
ajst-9130	39	8	delay	delay	NOUN
ajst-9130	39	9	and	and	CCONJ
ajst-9130	39	10	number	number	NOUN
ajst-9130	39	11	of	of	ADP
ajst-9130	39	12	stops	stop	NOUN
ajst-9130	39	13	of	of	ADP
ajst-9130	39	14	vehicles	vehicle	NOUN
ajst-9130	39	15	can	can	AUX
ajst-9130	39	16	effectively	effectively	ADV
ajst-9130	39	17	reflect	reflect	VERB
ajst-9130	39	18	the	the	DET
ajst-9130	39	19	overall	overall	ADJ
ajst-9130	39	20	traffic	traffic	NOUN
ajst-9130	39	21	efficiency	efficiency	NOUN
ajst-9130	39	22	of	of	ADP
ajst-9130	39	23	the	the	DET
ajst-9130	39	24	road	road	NOUN
ajst-9130	39	25	network	network	NOUN
ajst-9130	39	26	,	,	PUNCT
ajst-9130	39	27	and	and	CCONJ
ajst-9130	39	28	it	it	PRON
ajst-9130	39	29	is	be	AUX
ajst-9130	39	30	also	also	ADV
ajst-9130	39	31	convenient	convenient	ADJ
ajst-9130	39	32	to	to	PART
ajst-9130	39	33	evaluate	evaluate	VERB
ajst-9130	39	34	the	the	DET
ajst-9130	39	35	actual	actual	ADJ
ajst-9130	39	36	control	control	NOUN
ajst-9130	39	37	effect	effect	NOUN
ajst-9130	39	38	[	[	X
ajst-9130	39	39	4	4	NUM
ajst-9130	39	40	]	]	PUNCT
ajst-9130	39	41	.	.	PUNCT
ajst-9130	40	1	due	due	ADP
ajst-9130	40	2	to	to	ADP
ajst-9130	40	3	the	the	DET
ajst-9130	40	4	use	use	NOUN
ajst-9130	40	5	of	of	ADP
ajst-9130	40	6	maximum	maximum	ADJ
ajst-9130	40	7	calculation	calculation	NOUN
ajst-9130	40	8	in	in	ADP
ajst-9130	40	9	q	q	NOUN
ajst-9130	40	10	value	value	NOUN
ajst-9130	40	11	updates	update	VERB
ajst-9130	40	12	,	,	PUNCT
ajst-9130	40	13	the	the	DET
ajst-9130	40	14	goal	goal	NOUN
ajst-9130	40	15	of	of	ADP
ajst-9130	40	16	the	the	DET
ajst-9130	40	17	control	control	NOUN
ajst-9130	40	18	system	system	NOUN
ajst-9130	40	19	is	be	AUX
ajst-9130	40	20	to	to	PART
ajst-9130	40	21	improve	improve	VERB
ajst-9130	40	22	the	the	DET
ajst-9130	40	23	traffic	traffic	NOUN
ajst-9130	40	24	efficiency	efficiency	NOUN
ajst-9130	40	25	of	of	ADP
ajst-9130	40	26	the	the	DET
ajst-9130	40	27	road	road	NOUN
ajst-9130	40	28	network	network	NOUN
ajst-9130	40	29	,	,	PUNCT
ajst-9130	40	30	which	which	PRON
ajst-9130	40	31	is	be	AUX
ajst-9130	40	32	to	to	PART
ajst-9130	40	33	reduce	reduce	VERB
ajst-9130	40	34	the	the	DET
ajst-9130	40	35	average	average	ADJ
ajst-9130	40	36	delay	delay	NOUN
ajst-9130	40	37	and	and	CCONJ
ajst-9130	40	38	number	number	NOUN
ajst-9130	40	39	of	of	ADP
ajst-9130	40	40	stops	stop	NOUN
ajst-9130	40	41	of	of	ADP
ajst-9130	40	42	vehicles	vehicle	NOUN
ajst-9130	40	43	in	in	ADP
ajst-9130	40	44	the	the	DET
ajst-9130	40	45	road	road	NOUN
ajst-9130	40	46	network	network	NOUN
ajst-9130	40	47	,	,	PUNCT
ajst-9130	40	48	therefore	therefore	ADV
ajst-9130	40	49	,	,	PUNCT
ajst-9130	40	50	the	the	DET
ajst-9130	40	51	reward	reward	NOUN
ajst-9130	40	52	function	function	NOUN
ajst-9130	40	53	of	of	ADP
ajst-9130	40	54	the	the	DET
ajst-9130	40	55	control	control	NOUN
ajst-9130	40	56	system	system	NOUN
ajst-9130	40	57	in	in	ADP
ajst-9130	40	58	this	this	DET
ajst-9130	40	59	paper	paper	NOUN
ajst-9130	40	60	uses	use	VERB
ajst-9130	40	61	the	the	DET
ajst-9130	40	62	opposite	opposite	ADJ
ajst-9130	40	63	number	number	NOUN
ajst-9130	40	64	of	of	ADP
ajst-9130	40	65	the	the	DET
ajst-9130	40	66	sum	sum	NOUN
ajst-9130	40	67	of	of	ADP
ajst-9130	40	68	the	the	DET
ajst-9130	40	69	average	average	ADJ
ajst-9130	40	70	delay	delay	NOUN
ajst-9130	40	71	of	of	ADP
ajst-9130	40	72	the	the	DET
ajst-9130	40	73	road	road	NOUN
ajst-9130	40	74	network	network	NOUN
ajst-9130	40	75	vehicles	vehicle	NOUN
ajst-9130	40	76	and	and	CCONJ
ajst-9130	40	77	the	the	DET
ajst-9130	40	78	number	number	NOUN
ajst-9130	40	79	of	of	ADP
ajst-9130	40	80	stops	stop	NOUN
ajst-9130	40	81	as	as	ADP
ajst-9130	40	82	the	the	DET
ajst-9130	40	83	reward	reward	NOUN
ajst-9130	40	84	function	function	NOUN
ajst-9130	40	85	.	.	PUNCT
ajst-9130	41	1	the	the	DET
ajst-9130	41	2	formula	formula	NOUN
ajst-9130	41	3	is	be	AUX
ajst-9130	41	4	defined	define	VERB
ajst-9130	41	5	as	as	ADP
ajst-9130	41	6	rt	rt	PROPN
ajst-9130	41	7	=	=	NOUN
ajst-9130	41	8	-(d(t	-(d(t	NOUN
ajst-9130	41	9	)	)	PUNCT
ajst-9130	41	10	+	+	NUM
ajst-9130	41	11	p(t	p(t	NOUN
ajst-9130	41	12	)	)	PUNCT
ajst-9130	41	13	)	)	PUNCT
ajst-9130	41	14	.	.	PUNCT
ajst-9130	42	1	(	(	PUNCT
ajst-9130	42	2	1	1	X
ajst-9130	42	3	)	)	PUNCT
ajst-9130	42	4	where	where	SCONJ
ajst-9130	42	5	d(t	d(t	NOUN
ajst-9130	42	6	)	)	PUNCT
ajst-9130	42	7	,	,	PUNCT
ajst-9130	42	8	p(t	p(t	NOUN
ajst-9130	42	9	)	)	PUNCT
ajst-9130	42	10	represent	represent	VERB
ajst-9130	42	11	the	the	DET
ajst-9130	42	12	average	average	ADJ
ajst-9130	42	13	delay	delay	NOUN
ajst-9130	42	14	and	and	CCONJ
ajst-9130	42	15	number	number	NOUN
ajst-9130	42	16	of	of	ADP
ajst-9130	42	17	stops	stop	NOUN
ajst-9130	42	18	of	of	ADP
ajst-9130	42	19	vehicles	vehicle	NOUN
ajst-9130	42	20	on	on	ADP
ajst-9130	42	21	the	the	DET
ajst-9130	42	22	road	road	NOUN
ajst-9130	42	23	network	network	NOUN
ajst-9130	42	24	during	during	ADP
ajst-9130	42	25	the	the	DET
ajst-9130	42	26	t	t	PROPN
ajst-9130	42	27	-	-	PUNCT
ajst-9130	42	28	th	th	PROPN
ajst-9130	42	29	control	control	NOUN
ajst-9130	42	30	cycle	cycle	NOUN
ajst-9130	42	31	,	,	PUNCT
ajst-9130	42	32	respectively	respectively	ADV
ajst-9130	42	33	.	.	PUNCT
ajst-9130	43	1	(	(	PUNCT
ajst-9130	43	2	4	4	X
ajst-9130	43	3	)	)	PUNCT
ajst-9130	43	4	the	the	DET
ajst-9130	43	5	training	training	NOUN
ajst-9130	43	6	process	process	NOUN
ajst-9130	43	7	of	of	ADP
ajst-9130	43	8	dqn	dqn	NOUN
ajst-9130	43	9	.	.	PUNCT
ajst-9130	44	1	before	before	ADP
ajst-9130	44	2	learning	learn	VERB
ajst-9130	44	3	and	and	CCONJ
ajst-9130	44	4	training	training	NOUN
ajst-9130	44	5	,	,	PUNCT
ajst-9130	44	6	it	it	PRON
ajst-9130	44	7	is	be	AUX
ajst-9130	44	8	necessary	necessary	ADJ
ajst-9130	44	9	to	to	PART
ajst-9130	44	10	first	first	ADV
ajst-9130	44	11	construct	construct	VERB
ajst-9130	44	12	a	a	DET
ajst-9130	44	13	neural	neural	ADJ
ajst-9130	44	14	network	network	NOUN
ajst-9130	44	15	and	and	CCONJ
ajst-9130	44	16	initialize	initialize	NOUN
ajst-9130	44	17	parameters	parameter	NOUN
ajst-9130	44	18	.	.	PUNCT
ajst-9130	45	1	this	this	DET
ajst-9130	45	2	article	article	NOUN
ajst-9130	45	3	uses	use	VERB
ajst-9130	45	4	a	a	DET
ajst-9130	45	5	structural	structural	ADJ
ajst-9130	45	6	network	network	NOUN
ajst-9130	45	7	in	in	ADP
ajst-9130	45	8	the	the	DET
ajst-9130	45	9	tensorflow	tensorflow	NOUN
ajst-9130	45	10	framework	framework	NOUN
ajst-9130	45	11	,	,	PUNCT
ajst-9130	45	12	which	which	PRON
ajst-9130	45	13	initializes	initialize	VERB
ajst-9130	45	14	parameters	parameter	NOUN
ajst-9130	45	15	such	such	ADJ
ajst-9130	45	16	as	as	ADP
ajst-9130	45	17	learning	learn	VERB
ajst-9130	45	18	rate	rate	NOUN
ajst-9130	45	19	(	(	PUNCT
ajst-9130	45	20	lr	lr	NOUN
ajst-9130	45	21	)	)	PUNCT
ajst-9130	45	22	,	,	PUNCT
ajst-9130	45	23	reduction	reduction	NOUN
ajst-9130	45	24	factor	factor	NOUN
ajst-9130	45	25	𝛾	𝛾	NOUN
ajst-9130	45	26	,	,	PUNCT
ajst-9130	45	27	decay	decay	VERB
ajst-9130	45	28	rate	rate	NOUN
ajst-9130	45	29	𝛼	𝛼	NOUN
ajst-9130	45	30	,	,	PUNCT
ajst-9130	45	31	initial	initial	ADJ
ajst-9130	45	32	𝜀	𝜀	NOUN
ajst-9130	45	33	,	,	PUNCT
ajst-9130	45	34	minimum	minimum	ADJ
ajst-9130	45	35	𝜀	𝜀	NOUN
ajst-9130	45	36	,	,	PUNCT
ajst-9130	45	37	size	size	NOUN
ajst-9130	45	38	of	of	ADP
ajst-9130	45	39	experience	experience	NOUN
ajst-9130	45	40	playback	playback	NOUN
ajst-9130	45	41	memory	memory	NOUN
ajst-9130	45	42	,	,	PUNCT
ajst-9130	45	43	and	and	CCONJ
ajst-9130	45	44	size	size	NOUN
ajst-9130	45	45	of	of	ADP
ajst-9130	45	46	extracted	extract	VERB
ajst-9130	45	47	samples	sample	NOUN
ajst-9130	45	48	.	.	PUNCT
ajst-9130	46	1	based	base	VERB
ajst-9130	46	2	on	on	ADP
ajst-9130	46	3	the	the	DET
ajst-9130	46	4	preliminary	preliminary	ADJ
ajst-9130	46	5	testing	testing	NOUN
ajst-9130	46	6	results	result	NOUN
ajst-9130	46	7	,	,	PUNCT
ajst-9130	46	8	the	the	DET
ajst-9130	46	9	specific	specific	ADJ
ajst-9130	46	10	parameters	parameter	NOUN
ajst-9130	46	11	are	be	AUX
ajst-9130	46	12	set	set	VERB
ajst-9130	46	13	as	as	SCONJ
ajst-9130	46	14	follows	follow	VERB
ajst-9130	46	15	:	:	PUNCT
ajst-9130	47	1	learning	learn	VERB
ajst-9130	47	2	rate	rate	NOUN
ajst-9130	47	3	(	(	PUNCT
ajst-9130	47	4	lr	lr	NOUN
ajst-9130	47	5	)	)	PUNCT
ajst-9130	47	6	of	of	ADP
ajst-9130	47	7	0.01	0.01	NUM
ajst-9130	47	8	,	,	PUNCT
ajst-9130	47	9	reduction	reduction	NOUN
ajst-9130	47	10	factor	factor	NOUN
ajst-9130	47	11	𝛾	𝛾	NOUN
ajst-9130	47	12	of	of	ADP
ajst-9130	47	13	0.95	0.95	NUM
ajst-9130	47	14	,	,	PUNCT
ajst-9130	47	15	attenuation	attenuation	NOUN
ajst-9130	47	16	rate	rate	NOUN
ajst-9130	47	17	𝛼	𝛼	PROPN
ajst-9130	47	18	of	of	ADP
ajst-9130	47	19	0.999	0.999	NUM
ajst-9130	47	20	,	,	PUNCT
ajst-9130	47	21	initial	initial	ADJ
ajst-9130	47	22	value	value	NOUN
ajst-9130	47	23	𝜀	𝜀	NOUN
ajst-9130	47	24	of	of	ADP
ajst-9130	47	25	1	1	NUM
ajst-9130	47	26	,	,	PUNCT
ajst-9130	47	27	minimum	minimum	ADJ
ajst-9130	47	28	value	value	NOUN
ajst-9130	47	29	𝜀	𝜀	NOUN
ajst-9130	47	30	of	of	ADP
ajst-9130	47	31	0.1	0.1	NUM
ajst-9130	47	32	,	,	PUNCT
ajst-9130	47	33	size	size	NOUN
ajst-9130	47	34	of	of	ADP
ajst-9130	47	35	experience	experience	NOUN
ajst-9130	47	36	playback	playback	NOUN
ajst-9130	47	37	memory	memory	NOUN
ajst-9130	47	38	library	library	NOUN
ajst-9130	47	39	of	of	ADP
ajst-9130	47	40	10000	10000	NUM
ajst-9130	47	41	,	,	PUNCT
ajst-9130	47	42	number	number	NOUN
ajst-9130	47	43	of	of	ADP
ajst-9130	47	44	extracted	extract	VERB
ajst-9130	47	45	samples	sample	NOUN
ajst-9130	47	46	of	of	ADP
ajst-9130	47	47	8	8	NUM
ajst-9130	47	48	.	.	PUNCT
ajst-9130	48	1	after	after	ADP
ajst-9130	48	2	initializing	initialize	VERB
ajst-9130	48	3	the	the	DET
ajst-9130	48	4	parameters	parameter	NOUN
ajst-9130	48	5	,	,	PUNCT
ajst-9130	48	6	simulate	simulate	VERB
ajst-9130	48	7	and	and	CCONJ
ajst-9130	48	8	run	run	VERB
ajst-9130	48	9	a	a	DET
ajst-9130	48	10	control	control	NOUN
ajst-9130	48	11	cycle	cycle	NOUN
ajst-9130	48	12	without	without	ADP
ajst-9130	48	13	taking	take	VERB
ajst-9130	48	14	variable	variable	ADJ
ajst-9130	48	15	speed	speed	NOUN
ajst-9130	48	16	limit	limit	NOUN
ajst-9130	48	17	measures	measure	NOUN
ajst-9130	48	18	,	,	PUNCT
ajst-9130	48	19	the	the	DET
ajst-9130	48	20	initial	initial	ADJ
ajst-9130	48	21	traffic	traffic	NOUN
ajst-9130	48	22	data	datum	NOUN
ajst-9130	48	23	within	within	ADP
ajst-9130	48	24	the	the	DET
ajst-9130	48	25	variable	variable	ADJ
ajst-9130	48	26	speed	speed	NOUN
ajst-9130	48	27	limit	limit	NOUN
ajst-9130	48	28	guidance	guidance	NOUN
ajst-9130	48	29	control	control	NOUN
ajst-9130	48	30	area	area	NOUN
ajst-9130	48	31	can	can	AUX
ajst-9130	48	32	be	be	AUX
ajst-9130	48	33	obtained	obtain	VERB
ajst-9130	48	34	through	through	ADP
ajst-9130	48	35	data	datum	NOUN
ajst-9130	48	36	collection	collection	NOUN
ajst-9130	48	37	points	point	NOUN
ajst-9130	48	38	;	;	PUNCT
ajst-9130	48	39	then	then	ADV
ajst-9130	48	40	,	,	PUNCT
ajst-9130	48	41	before	before	ADP
ajst-9130	48	42	starting	start	VERB
ajst-9130	48	43	the	the	DET
ajst-9130	48	44	simulation	simulation	NOUN
ajst-9130	48	45	for	for	ADP
ajst-9130	48	46	each	each	DET
ajst-9130	48	47	control	control	NOUN
ajst-9130	48	48	cycle	cycle	NOUN
ajst-9130	48	49	,	,	PUNCT
ajst-9130	48	50	based	base	VERB
ajst-9130	48	51	on	on	ADP
ajst-9130	48	52	the	the	DET
ajst-9130	48	53	size	size	NOUN
ajst-9130	48	54	of	of	ADP
ajst-9130	48	55	𝜀	𝜀	PROPN
ajst-9130	48	56	,	,	PUNCT
ajst-9130	48	57	a	a	DET
ajst-9130	48	58	variable	variable	ADJ
ajst-9130	48	59	speed	speed	NOUN
ajst-9130	48	60	limit	limit	NOUN
ajst-9130	48	61	value	value	NOUN
ajst-9130	48	62	is	be	AUX
ajst-9130	48	63	randomly	randomly	ADV
ajst-9130	48	64	selected	select	VERB
ajst-9130	48	65	in	in	ADP
ajst-9130	48	66	the	the	DET
ajst-9130	48	67	action	action	NOUN
ajst-9130	48	68	set	set	VERB
ajst-9130	48	69	with	with	ADP
ajst-9130	48	70	a	a	DET
ajst-9130	48	71	certain	certain	ADJ
ajst-9130	48	72	probability	probability	NOUN
ajst-9130	48	73	[	[	X
ajst-9130	48	74	5	5	NUM
ajst-9130	48	75	]	]	PUNCT
ajst-9130	48	76	.	.	PUNCT
ajst-9130	49	1	then	then	ADV
ajst-9130	49	2	,	,	PUNCT
ajst-9130	49	3	the	the	DET
ajst-9130	49	4	q	q	NOUN
ajst-9130	49	5	value	value	NOUN
ajst-9130	49	6	is	be	AUX
ajst-9130	49	7	selected	select	VERB
ajst-9130	49	8	to	to	PART
ajst-9130	49	9	update	update	VERB
ajst-9130	49	10	the	the	DET
ajst-9130	49	11	maximum	maximum	ADJ
ajst-9130	49	12	variable	variable	ADJ
ajst-9130	49	13	speed	speed	NOUN
ajst-9130	49	14	limit	limit	NOUN
ajst-9130	49	15	value	value	NOUN
ajst-9130	49	16	.	.	PUNCT
ajst-9130	50	1	the	the	DET
ajst-9130	50	2	obtained	obtain	VERB
ajst-9130	50	3	speed	speed	NOUN
ajst-9130	50	4	limit	limit	NOUN
ajst-9130	50	5	value	value	NOUN
ajst-9130	50	6	is	be	AUX
ajst-9130	50	7	used	use	VERB
ajst-9130	50	8	as	as	ADP
ajst-9130	50	9	the	the	DET
ajst-9130	50	10	desired	desire	VERB
ajst-9130	50	11	speed	speed	NOUN
ajst-9130	50	12	decision	decision	NOUN
ajst-9130	50	13	point	point	NOUN
ajst-9130	50	14	setting	set	VERB
ajst-9130	50	15	speed	speed	NOUN
ajst-9130	50	16	through	through	ADP
ajst-9130	50	17	python	python	NOUN
ajst-9130	50	18	calling	call	VERB
ajst-9130	50	19	the	the	DET
ajst-9130	50	20	vissim	vissim	NOUN
ajst-9130	50	21	-	-	PUNCT
ajst-9130	50	22	com	com	NOUN
ajst-9130	50	23	interface	interface	NOUN
ajst-9130	50	24	,	,	PUNCT
ajst-9130	50	25	and	and	CCONJ
ajst-9130	50	26	the	the	DET
ajst-9130	50	27	simulation	simulation	NOUN
ajst-9130	50	28	is	be	AUX
ajst-9130	50	29	continued	continue	VERB
ajst-9130	50	30	for	for	ADP
ajst-9130	50	31	one	one	NUM
ajst-9130	50	32	control	control	NOUN
ajst-9130	50	33	cycle	cycle	NOUN
ajst-9130	50	34	.	.	PUNCT
ajst-9130	51	1	during	during	ADP
ajst-9130	51	2	this	this	DET
ajst-9130	51	3	period	period	NOUN
ajst-9130	51	4	,	,	PUNCT
ajst-9130	51	5	the	the	DET
ajst-9130	51	6	traffic	traffic	NOUN
ajst-9130	51	7	status	status	NOUN
ajst-9130	51	8	,	,	PUNCT
ajst-9130	51	9	variable	variable	ADJ
ajst-9130	51	10	speed	speed	NOUN
ajst-9130	51	11	limit	limit	NOUN
ajst-9130	51	12	value	value	NOUN
ajst-9130	51	13	store	store	NOUN
ajst-9130	51	14	the	the	DET
ajst-9130	51	15	reward	reward	NOUN
ajst-9130	51	16	and	and	CCONJ
ajst-9130	51	17	the	the	DET
ajst-9130	51	18	traffic	traffic	NOUN
ajst-9130	51	19	status	status	NOUN
ajst-9130	51	20	at	at	ADP
ajst-9130	51	21	the	the	DET
ajst-9130	51	22	next	next	ADJ
ajst-9130	51	23	moment	moment	NOUN
ajst-9130	51	24	in	in	ADP
ajst-9130	51	25	the	the	DET
ajst-9130	51	26	experience	experience	NOUN
ajst-9130	51	27	playback	playback	NOUN
ajst-9130	51	28	memory	memory	NOUN
ajst-9130	51	29	library	library	NOUN
ajst-9130	51	30	;	;	PUNCT
ajst-9130	51	31	continuously	continuously	ADV
ajst-9130	51	32	cycle	cycle	VERB
ajst-9130	51	33	the	the	DET
ajst-9130	51	34	above	above	ADJ
ajst-9130	51	35	steps	step	NOUN
ajst-9130	51	36	until	until	SCONJ
ajst-9130	51	37	the	the	DET
ajst-9130	51	38	set	set	NOUN
ajst-9130	51	39	observation	observation	NOUN
ajst-9130	51	40	time	time	NOUN
ajst-9130	51	41	is	be	AUX
ajst-9130	51	42	completed	complete	VERB
ajst-9130	51	43	;	;	PUNCT
ajst-9130	51	44	after	after	SCONJ
ajst-9130	51	45	the	the	DET
ajst-9130	51	46	observation	observation	NOUN
ajst-9130	51	47	time	time	NOUN
ajst-9130	51	48	is	be	AUX
ajst-9130	51	49	over	over	ADV
ajst-9130	51	50	,	,	PUNCT
ajst-9130	51	51	the	the	DET
ajst-9130	51	52	network	network	NOUN
ajst-9130	51	53	parameters	parameter	NOUN
ajst-9130	51	54	are	be	AUX
ajst-9130	51	55	continuously	continuously	ADV
ajst-9130	51	56	adjusted	adjust	VERB
ajst-9130	51	57	according	accord	VERB
ajst-9130	51	58	to	to	ADP
ajst-9130	51	59	the	the	DET
ajst-9130	51	60	q	q	ADJ
ajst-9130	51	61	-	-	PUNCT
ajst-9130	51	62	value	value	NOUN
ajst-9130	51	63	function	function	NOUN
ajst-9130	51	64	,	,	PUNCT
ajst-9130	51	65	while	while	SCONJ
ajst-9130	51	66	the	the	DET
ajst-9130	51	67	values	value	NOUN
ajst-9130	51	68	are	be	AUX
ajst-9130	51	69	continuously	continuously	ADV
ajst-9130	51	70	reduced	reduce	VERB
ajst-9130	51	71	,	,	PUNCT
ajst-9130	51	72	so	so	SCONJ
ajst-9130	51	73	that	that	SCONJ
ajst-9130	51	74	the	the	DET
ajst-9130	51	75	neural	neural	ADJ
ajst-9130	51	76	network	network	NOUN
ajst-9130	51	77	can	can	AUX
ajst-9130	51	78	tend	tend	VERB
ajst-9130	51	79	to	to	PART
ajst-9130	51	80	have	have	VERB
ajst-9130	51	81	the	the	DET
ajst-9130	51	82	sum	sum	NOUN
ajst-9130	51	83	of	of	ADP
ajst-9130	51	84	average	average	ADJ
ajst-9130	51	85	vehicle	vehicle	NOUN
ajst-9130	51	86	delay	delay	NOUN
ajst-9130	51	87	and	and	CCONJ
ajst-9130	51	88	parking	parking	NOUN
ajst-9130	51	89	times	time	NOUN
ajst-9130	51	90	in	in	ADP
ajst-9130	51	91	the	the	DET
ajst-9130	51	92	road	road	NOUN
ajst-9130	51	93	network	network	NOUN
ajst-9130	51	94	near	near	ADP
ajst-9130	51	95	the	the	DET
ajst-9130	51	96	minimum	minimum	ADJ
ajst-9130	51	97	state	state	NOUN
ajst-9130	51	98	for	for	ADP
ajst-9130	51	99	a	a	DET
ajst-9130	51	100	long	long	ADJ
ajst-9130	51	101	time	time	NOUN
ajst-9130	51	102	.	.	PUNCT
ajst-9130	52	1	217	217	NUM
ajst-9130	52	2	3.2	3.2	NUM
ajst-9130	52	3	.	.	PUNCT
ajst-9130	52	4	acquisition	acquisition	NOUN
ajst-9130	52	5	and	and	CCONJ
ajst-9130	52	6	processing	processing	NOUN
ajst-9130	52	7	of	of	ADP
ajst-9130	52	8	vehicle	vehicle	NOUN
ajst-9130	52	9	trajectory	trajectory	NOUN
ajst-9130	52	10	data	datum	NOUN
ajst-9130	52	11	(	(	PUNCT
ajst-9130	52	12	1	1	X
ajst-9130	52	13	)	)	PUNCT
ajst-9130	52	14	obtain	obtain	VERB
ajst-9130	52	15	trajectory	trajectory	NOUN
ajst-9130	52	16	data	datum	NOUN
ajst-9130	52	17	.	.	PUNCT
ajst-9130	53	1	in	in	ADP
ajst-9130	53	2	addition	addition	NOUN
ajst-9130	53	3	to	to	ADP
ajst-9130	53	4	analyzing	analyze	VERB
ajst-9130	53	5	the	the	DET
ajst-9130	53	6	smoothness	smoothness	NOUN
ajst-9130	53	7	of	of	ADP
ajst-9130	53	8	road	road	NOUN
ajst-9130	53	9	network	network	NOUN
ajst-9130	53	10	traffic	traffic	NOUN
ajst-9130	53	11	from	from	ADP
ajst-9130	53	12	road	road	NOUN
ajst-9130	53	13	network	network	NOUN
ajst-9130	53	14	evaluation	evaluation	NOUN
ajst-9130	53	15	indicators	indicator	NOUN
ajst-9130	53	16	,	,	PUNCT
ajst-9130	53	17	the	the	DET
ajst-9130	53	18	operating	operate	VERB
ajst-9130	53	19	status	status	NOUN
ajst-9130	53	20	of	of	ADP
ajst-9130	53	21	vehicle	vehicle	NOUN
ajst-9130	53	22	flow	flow	NOUN
ajst-9130	53	23	can	can	AUX
ajst-9130	53	24	also	also	ADV
ajst-9130	53	25	be	be	AUX
ajst-9130	53	26	intuitively	intuitively	ADV
ajst-9130	53	27	observed	observe	VERB
ajst-9130	53	28	from	from	ADP
ajst-9130	53	29	the	the	DET
ajst-9130	53	30	driving	driving	NOUN
ajst-9130	53	31	trajectory	trajectory	NOUN
ajst-9130	53	32	of	of	ADP
ajst-9130	53	33	vehicles	vehicle	NOUN
ajst-9130	53	34	in	in	ADP
ajst-9130	53	35	the	the	DET
ajst-9130	53	36	road	road	NOUN
ajst-9130	53	37	network	network	NOUN
ajst-9130	53	38	,	,	PUNCT
ajst-9130	53	39	and	and	CCONJ
ajst-9130	53	40	the	the	DET
ajst-9130	53	41	smoothness	smoothness	NOUN
ajst-9130	53	42	of	of	ADP
ajst-9130	53	43	road	road	NOUN
ajst-9130	53	44	network	network	NOUN
ajst-9130	53	45	traffic	traffic	NOUN
ajst-9130	53	46	can	can	AUX
ajst-9130	53	47	be	be	AUX
ajst-9130	53	48	analyzed	analyze	VERB
ajst-9130	53	49	.	.	PUNCT
ajst-9130	54	1	the	the	DET
ajst-9130	54	2	author	author	NOUN
ajst-9130	54	3	selects	select	VERB
ajst-9130	54	4	the	the	DET
ajst-9130	54	5	vehicle	vehicle	NOUN
ajst-9130	54	6	trajectory	trajectory	NOUN
ajst-9130	54	7	setting	setting	NOUN
ajst-9130	54	8	in	in	ADP
ajst-9130	54	9	the	the	DET
ajst-9130	54	10	vissim	vissim	NOUN
ajst-9130	54	11	configuration	configuration	NOUN
ajst-9130	54	12	,	,	PUNCT
ajst-9130	54	13	and	and	CCONJ
ajst-9130	54	14	after	after	SCONJ
ajst-9130	54	15	the	the	DET
ajst-9130	54	16	simulation	simulation	NOUN
ajst-9130	54	17	run	run	NOUN
ajst-9130	54	18	is	be	AUX
ajst-9130	54	19	completed	complete	VERB
ajst-9130	54	20	,	,	PUNCT
ajst-9130	54	21	a	a	DET
ajst-9130	54	22	file	file	NOUN
ajst-9130	54	23	will	will	AUX
ajst-9130	54	24	be	be	AUX
ajst-9130	54	25	output	output	NOUN
ajst-9130	54	26	in	in	ADP
ajst-9130	54	27	the	the	DET
ajst-9130	54	28	file	file	NOUN
ajst-9130	54	29	.	.	PUNCT
ajst-9130	55	1	the	the	DET
ajst-9130	55	2	data	data	NOUN
ajst-9130	55	3	content	content	NOUN
ajst-9130	55	4	in	in	ADP
ajst-9130	55	5	the	the	DET
ajst-9130	55	6	file	file	NOUN
ajst-9130	55	7	includes	include	VERB
ajst-9130	55	8	the	the	DET
ajst-9130	55	9	simulation	simulation	NOUN
ajst-9130	55	10	time	time	NOUN
ajst-9130	55	11	and	and	CCONJ
ajst-9130	55	12	vehicle	vehicle	NOUN
ajst-9130	55	13	number	number	NOUN
ajst-9130	55	14	,	,	PUNCT
ajst-9130	55	15	section	section	NOUN
ajst-9130	55	16	number	number	NOUN
ajst-9130	55	17	,	,	PUNCT
ajst-9130	55	18	lane	lane	NOUN
ajst-9130	55	19	number	number	NOUN
ajst-9130	55	20	,	,	PUNCT
ajst-9130	55	21	vehicle	vehicle	NOUN
ajst-9130	55	22	position	position	NOUN
ajst-9130	55	23	,	,	PUNCT
ajst-9130	55	24	and	and	CCONJ
ajst-9130	55	25	vehicle	vehicle	NOUN
ajst-9130	55	26	lateral	lateral	ADJ
ajst-9130	55	27	position	position	NOUN
ajst-9130	55	28	[	[	X
ajst-9130	55	29	6	6	NUM
ajst-9130	55	30	]	]	PUNCT
ajst-9130	55	31	.	.	PUNCT
ajst-9130	56	1	(	(	PUNCT
ajst-9130	56	2	2	2	X
ajst-9130	56	3	)	)	PUNCT
ajst-9130	56	4	processing	processing	NOUN
ajst-9130	56	5	methods	method	NOUN
ajst-9130	56	6	for	for	ADP
ajst-9130	56	7	trajectory	trajectory	NOUN
ajst-9130	56	8	data	datum	NOUN
ajst-9130	56	9	.	.	PUNCT
ajst-9130	57	1	according	accord	VERB
ajst-9130	57	2	to	to	ADP
ajst-9130	57	3	the	the	DET
ajst-9130	57	4	composition	composition	NOUN
ajst-9130	57	5	of	of	ADP
ajst-9130	57	6	the	the	DET
ajst-9130	57	7	traffic	traffic	NOUN
ajst-9130	57	8	simulation	simulation	NOUN
ajst-9130	57	9	model	model	PROPN
ajst-9130	57	10	,	,	PUNCT
ajst-9130	57	11	the	the	DET
ajst-9130	57	12	road	road	NOUN
ajst-9130	57	13	sections	section	NOUN
ajst-9130	57	14	can	can	AUX
ajst-9130	57	15	be	be	AUX
ajst-9130	57	16	divided	divide	VERB
ajst-9130	57	17	into	into	ADP
ajst-9130	57	18	main	main	ADJ
ajst-9130	57	19	line	line	NOUN
ajst-9130	57	20	sections	section	NOUN
ajst-9130	57	21	,	,	PUNCT
ajst-9130	57	22	on	on	ADP
ajst-9130	57	23	ramp	ramp	NOUN
ajst-9130	57	24	sections	section	NOUN
ajst-9130	57	25	,	,	PUNCT
ajst-9130	57	26	off	off	ADP
ajst-9130	57	27	ramp	ramp	NOUN
ajst-9130	57	28	sections	section	NOUN
ajst-9130	57	29	,	,	PUNCT
ajst-9130	57	30	and	and	CCONJ
ajst-9130	57	31	connecting	connect	VERB
ajst-9130	57	32	sections	section	NOUN
ajst-9130	57	33	.	.	PUNCT
ajst-9130	58	1	each	each	DET
ajst-9130	58	2	section	section	NOUN
ajst-9130	58	3	has	have	VERB
ajst-9130	58	4	a	a	DET
ajst-9130	58	5	corresponding	corresponding	ADJ
ajst-9130	58	6	number	number	NOUN
ajst-9130	58	7	in	in	ADP
ajst-9130	58	8	the	the	DET
ajst-9130	58	9	model	model	NOUN
ajst-9130	58	10	,	,	PUNCT
ajst-9130	58	11	where	where	SCONJ
ajst-9130	58	12	the	the	DET
ajst-9130	58	13	main	main	ADJ
ajst-9130	58	14	line	line	NOUN
ajst-9130	58	15	section	section	NOUN
ajst-9130	58	16	includes	include	VERB
ajst-9130	58	17	section	section	NOUN
ajst-9130	58	18	number	number	NOUN
ajst-9130	58	19	1	1	NUM
ajst-9130	58	20	,	,	PUNCT
ajst-9130	58	21	section	section	NOUN
ajst-9130	58	22	number	number	NOUN
ajst-9130	58	23	2	2	NUM
ajst-9130	58	24	,	,	PUNCT
ajst-9130	58	25	and	and	CCONJ
ajst-9130	58	26	section	section	NOUN
ajst-9130	58	27	number	number	NOUN
ajst-9130	58	28	3	3	NUM
ajst-9130	58	29	;	;	PUNCT
ajst-9130	58	30	the	the	DET
ajst-9130	58	31	entrance	entrance	NOUN
ajst-9130	58	32	ramp	ramp	NOUN
ajst-9130	58	33	section	section	NOUN
ajst-9130	58	34	is	be	AUX
ajst-9130	58	35	section	section	NOUN
ajst-9130	58	36	number	number	NOUN
ajst-9130	58	37	4	4	NUM
ajst-9130	58	38	;	;	PUNCT
ajst-9130	58	39	the	the	DET
ajst-9130	58	40	off	off	ADJ
ajst-9130	58	41	-	-	PUNCT
ajst-9130	58	42	ramp	ramp	NOUN
ajst-9130	58	43	section	section	NOUN
ajst-9130	58	44	is	be	AUX
ajst-9130	58	45	section	section	NOUN
ajst-9130	58	46	number	number	NOUN
ajst-9130	58	47	5	5	NUM
ajst-9130	58	48	,	,	PUNCT
ajst-9130	58	49	and	and	CCONJ
ajst-9130	58	50	the	the	DET
ajst-9130	58	51	connecting	connect	VERB
ajst-9130	58	52	section	section	NOUN
ajst-9130	58	53	includes	include	VERB
ajst-9130	58	54	section	section	NOUN
ajst-9130	58	55	number	number	NOUN
ajst-9130	58	56	10000	10000	NUM
ajst-9130	58	57	,	,	PUNCT
ajst-9130	58	58	section	section	NOUN
ajst-9130	58	59	number	number	NOUN
ajst-9130	58	60	10001	10001	NUM
ajst-9130	58	61	,	,	PUNCT
ajst-9130	58	62	section	section	NOUN
ajst-9130	58	63	number	number	NOUN
ajst-9130	58	64	10002	10002	NUM
ajst-9130	58	65	,	,	PUNCT
ajst-9130	58	66	and	and	CCONJ
ajst-9130	58	67	section	section	NOUN
ajst-9130	58	68	number	number	NOUN
ajst-9130	58	69	10003	10003	NUM
ajst-9130	58	70	.	.	PUNCT
ajst-9130	59	1	section	section	NOUN
ajst-9130	59	2	number	number	NOUN
ajst-9130	59	3	1	1	NUM
ajst-9130	59	4	and	and	CCONJ
ajst-9130	59	5	section	section	NOUN
ajst-9130	59	6	number	number	NOUN
ajst-9130	59	7	4	4	NUM
ajst-9130	59	8	represent	represent	VERB
ajst-9130	59	9	the	the	DET
ajst-9130	59	10	input	input	NOUN
ajst-9130	59	11	of	of	ADP
ajst-9130	59	12	mainline	mainline	NOUN
ajst-9130	59	13	traffic	traffic	NOUN
ajst-9130	59	14	volume	volume	NOUN
ajst-9130	59	15	and	and	CCONJ
ajst-9130	59	16	the	the	DET
ajst-9130	59	17	input	input	NOUN
ajst-9130	59	18	of	of	ADP
ajst-9130	59	19	on	on	ADP
ajst-9130	59	20	-	-	PUNCT
ajst-9130	59	21	ramp	ramp	NOUN
ajst-9130	59	22	traffic	traffic	NOUN
ajst-9130	59	23	volume	volume	NOUN
ajst-9130	59	24	,	,	PUNCT
ajst-9130	59	25	respectively	respectively	ADV
ajst-9130	59	26	.	.	PUNCT
ajst-9130	60	1	the	the	DET
ajst-9130	60	2	data	datum	NOUN
ajst-9130	60	3	in	in	ADP
ajst-9130	60	4	the	the	DET
ajst-9130	60	5	file	file	NOUN
ajst-9130	60	6	obtained	obtain	VERB
ajst-9130	60	7	after	after	SCONJ
ajst-9130	60	8	the	the	DET
ajst-9130	60	9	simulation	simulation	NOUN
ajst-9130	60	10	run	run	NOUN
ajst-9130	60	11	includes	include	VERB
ajst-9130	60	12	the	the	DET
ajst-9130	60	13	trajectory	trajectory	NOUN
ajst-9130	60	14	records	record	NOUN
ajst-9130	60	15	of	of	ADP
ajst-9130	60	16	all	all	DET
ajst-9130	60	17	vehicles	vehicle	NOUN
ajst-9130	60	18	along	along	ADP
ajst-9130	60	19	the	the	DET
ajst-9130	60	20	four	four	NUM
ajst-9130	60	21	paths	path	NOUN
ajst-9130	60	22	,	,	PUNCT
ajst-9130	60	23	namely	namely	ADV
ajst-9130	60	24	,	,	PUNCT
ajst-9130	60	25	vehicles	vehicle	NOUN
ajst-9130	60	26	upstream	upstream	ADV
ajst-9130	60	27	of	of	ADP
ajst-9130	60	28	the	the	DET
ajst-9130	60	29	main	main	ADJ
ajst-9130	60	30	line	line	NOUN
ajst-9130	60	31	passing	pass	VERB
ajst-9130	60	32	through	through	ADP
ajst-9130	60	33	the	the	DET
ajst-9130	60	34	weaving	weaving	NOUN
ajst-9130	60	35	zone	zone	NOUN
ajst-9130	60	36	directly	directly	ADV
ajst-9130	60	37	enter	enter	VERB
ajst-9130	60	38	the	the	DET
ajst-9130	60	39	downstream	downstream	NOUN
ajst-9130	60	40	of	of	ADP
ajst-9130	60	41	the	the	DET
ajst-9130	60	42	weaving	weaving	NOUN
ajst-9130	60	43	zone	zone	NOUN
ajst-9130	60	44	,	,	PUNCT
ajst-9130	60	45	vehicles	vehicle	NOUN
ajst-9130	60	46	upstream	upstream	ADV
ajst-9130	60	47	of	of	ADP
ajst-9130	60	48	the	the	DET
ajst-9130	60	49	main	main	ADJ
ajst-9130	60	50	line	line	NOUN
ajst-9130	60	51	passing	pass	VERB
ajst-9130	60	52	through	through	ADP
ajst-9130	60	53	the	the	DET
ajst-9130	60	54	weaving	weaving	NOUN
ajst-9130	60	55	zone	zone	NOUN
ajst-9130	60	56	enter	enter	VERB
ajst-9130	60	57	the	the	DET
ajst-9130	60	58	exit	exit	NOUN
ajst-9130	60	59	ramp	ramp	NOUN
ajst-9130	60	60	,	,	PUNCT
ajst-9130	60	61	vehicles	vehicle	NOUN
ajst-9130	60	62	on	on	ADP
ajst-9130	60	63	the	the	DET
ajst-9130	60	64	entrance	entrance	NOUN
ajst-9130	60	65	ramp	ramp	NOUN
ajst-9130	60	66	passing	pass	VERB
ajst-9130	60	67	through	through	ADP
ajst-9130	60	68	the	the	DET
ajst-9130	60	69	weaving	weaving	NOUN
ajst-9130	60	70	zone	zone	NOUN
ajst-9130	60	71	enter	enter	VERB
ajst-9130	60	72	the	the	DET
ajst-9130	60	73	downstream	downstream	NOUN
ajst-9130	60	74	of	of	ADP
ajst-9130	60	75	the	the	DET
ajst-9130	60	76	main	main	ADJ
ajst-9130	60	77	line	line	NOUN
ajst-9130	60	78	,	,	PUNCT
ajst-9130	60	79	and	and	CCONJ
ajst-9130	60	80	vehicles	vehicle	NOUN
ajst-9130	60	81	on	on	ADP
ajst-9130	60	82	the	the	DET
ajst-9130	60	83	entrance	entrance	NOUN
ajst-9130	60	84	ramp	ramp	NOUN
ajst-9130	60	85	passing	pass	VERB
ajst-9130	60	86	through	through	ADP
ajst-9130	60	87	the	the	DET
ajst-9130	60	88	weaving	weaving	NOUN
ajst-9130	60	89	zone	zone	NOUN
ajst-9130	60	90	enter	enter	VERB
ajst-9130	60	91	the	the	DET
ajst-9130	60	92	exit	exit	NOUN
ajst-9130	60	93	ramp	ramp	NOUN
ajst-9130	60	94	.	.	PUNCT
ajst-9130	61	1	3.3	3.3	NUM
ajst-9130	61	2	.	.	PUNCT
ajst-9130	62	1	training	training	NOUN
ajst-9130	62	2	results	result	NOUN
ajst-9130	62	3	in	in	ADP
ajst-9130	62	4	vissim	vissim	NOUN
ajst-9130	62	5	,	,	PUNCT
ajst-9130	62	6	the	the	DET
ajst-9130	62	7	dqn	dqn	ADJ
ajst-9130	62	8	agent	agent	NOUN
ajst-9130	62	9	underwent	underwent	NOUN
ajst-9130	62	10	500	500	NUM
ajst-9130	62	11	learning	learning	NOUN
ajst-9130	62	12	and	and	CCONJ
ajst-9130	62	13	training	training	NOUN
ajst-9130	62	14	sessions	session	NOUN
ajst-9130	62	15	.	.	PUNCT
ajst-9130	63	1	from	from	ADP
ajst-9130	63	2	the	the	DET
ajst-9130	63	3	training	training	NOUN
ajst-9130	63	4	results	result	NOUN
ajst-9130	63	5	,	,	PUNCT
ajst-9130	63	6	the	the	DET
ajst-9130	63	7	dqn	dqn	ADJ
ajst-9130	63	8	agent	agent	NOUN
ajst-9130	63	9	lacks	lack	VERB
ajst-9130	63	10	learning	learn	VERB
ajst-9130	63	11	experience	experience	NOUN
ajst-9130	63	12	,	,	PUNCT
ajst-9130	63	13	resulting	result	VERB
ajst-9130	63	14	in	in	ADP
ajst-9130	63	15	a	a	DET
ajst-9130	63	16	decreasing	decrease	VERB
ajst-9130	63	17	trend	trend	NOUN
ajst-9130	63	18	in	in	ADP
ajst-9130	63	19	the	the	DET
ajst-9130	63	20	reward	reward	NOUN
ajst-9130	63	21	obtained	obtain	VERB
ajst-9130	63	22	after	after	ADP
ajst-9130	63	23	each	each	DET
ajst-9130	63	24	training	training	NOUN
ajst-9130	63	25	.	.	PUNCT
ajst-9130	64	1	after	after	ADP
ajst-9130	64	2	a	a	DET
ajst-9130	64	3	period	period	NOUN
ajst-9130	64	4	of	of	ADP
ajst-9130	64	5	learning	learning	NOUN
ajst-9130	64	6	and	and	CCONJ
ajst-9130	64	7	training	training	NOUN
ajst-9130	64	8	,	,	PUNCT
ajst-9130	64	9	the	the	DET
ajst-9130	64	10	dqn	dqn	ADJ
ajst-9130	64	11	agent	agent	NOUN
ajst-9130	64	12	accumulates	accumulate	VERB
ajst-9130	64	13	a	a	DET
ajst-9130	64	14	certain	certain	ADJ
ajst-9130	64	15	amount	amount	NOUN
ajst-9130	64	16	of	of	ADP
ajst-9130	64	17	learning	learn	VERB
ajst-9130	64	18	experience	experience	NOUN
ajst-9130	64	19	,	,	PUNCT
ajst-9130	64	20	and	and	CCONJ
ajst-9130	64	21	the	the	DET
ajst-9130	64	22	reward	reward	NOUN
ajst-9130	64	23	obtained	obtain	VERB
ajst-9130	64	24	shows	show	VERB
ajst-9130	64	25	a	a	DET
ajst-9130	64	26	fluctuating	fluctuate	VERB
ajst-9130	64	27	upward	upward	ADJ
ajst-9130	64	28	trend	trend	NOUN
ajst-9130	64	29	.	.	PUNCT
ajst-9130	65	1	during	during	ADP
ajst-9130	65	2	the	the	DET
ajst-9130	65	3	upward	upward	ADJ
ajst-9130	65	4	process	process	NOUN
ajst-9130	65	5	,	,	PUNCT
ajst-9130	65	6	the	the	DET
ajst-9130	65	7	early	early	ADJ
ajst-9130	65	8	reward	reward	NOUN
ajst-9130	65	9	fluctuates	fluctuate	VERB
ajst-9130	65	10	greatly	greatly	ADV
ajst-9130	65	11	.	.	PUNCT
ajst-9130	66	1	when	when	SCONJ
ajst-9130	66	2	the	the	DET
ajst-9130	66	3	dqn	dqn	ADJ
ajst-9130	66	4	agent	agent	NOUN
ajst-9130	66	5	obtains	obtain	VERB
ajst-9130	66	6	enough	enough	ADJ
ajst-9130	66	7	learning	learning	NOUN
ajst-9130	66	8	experience	experience	NOUN
ajst-9130	66	9	,	,	PUNCT
ajst-9130	66	10	the	the	DET
ajst-9130	66	11	results	result	NOUN
ajst-9130	66	12	of	of	ADP
ajst-9130	66	13	each	each	DET
ajst-9130	66	14	training	training	NOUN
ajst-9130	66	15	in	in	ADP
ajst-9130	66	16	the	the	DET
ajst-9130	66	17	later	later	ADJ
ajst-9130	66	18	stage	stage	NOUN
ajst-9130	66	19	tend	tend	VERB
ajst-9130	66	20	to	to	PART
ajst-9130	66	21	be	be	AUX
ajst-9130	66	22	stable	stable	ADJ
ajst-9130	66	23	,	,	PUNCT
ajst-9130	66	24	and	and	CCONJ
ajst-9130	66	25	at	at	ADP
ajst-9130	66	26	this	this	DET
ajst-9130	66	27	point	point	NOUN
ajst-9130	66	28	,	,	PUNCT
ajst-9130	66	29	it	it	PRON
ajst-9130	66	30	can	can	AUX
ajst-9130	66	31	be	be	AUX
ajst-9130	66	32	determined	determine	VERB
ajst-9130	66	33	that	that	SCONJ
ajst-9130	66	34	the	the	DET
ajst-9130	66	35	convergence	convergence	NOUN
ajst-9130	66	36	state	state	NOUN
ajst-9130	66	37	has	have	AUX
ajst-9130	66	38	been	be	AUX
ajst-9130	66	39	reached	reach	VERB
ajst-9130	66	40	,	,	PUNCT
ajst-9130	66	41	and	and	CCONJ
ajst-9130	66	42	finally	finally	ADV
ajst-9130	66	43	the	the	DET
ajst-9130	66	44	training	training	NOUN
ajst-9130	66	45	model	model	NOUN
ajst-9130	66	46	is	be	AUX
ajst-9130	66	47	obtained	obtain	VERB
ajst-9130	66	48	.	.	PUNCT
ajst-9130	67	1	it	it	PRON
ajst-9130	67	2	can	can	AUX
ajst-9130	67	3	be	be	AUX
ajst-9130	67	4	seen	see	VERB
ajst-9130	67	5	from	from	ADP
ajst-9130	67	6	the	the	DET
ajst-9130	67	7	study	study	NOUN
ajst-9130	67	8	of	of	ADP
ajst-9130	67	9	the	the	DET
ajst-9130	67	10	speed	speed	NOUN
ajst-9130	67	11	distribution	distribution	NOUN
ajst-9130	67	12	of	of	ADP
ajst-9130	67	13	each	each	DET
ajst-9130	67	14	regional	regional	ADJ
ajst-9130	67	15	road	road	NOUN
ajst-9130	67	16	section	section	NOUN
ajst-9130	67	17	that	that	PRON
ajst-9130	67	18	,	,	PUNCT
ajst-9130	67	19	without	without	ADP
ajst-9130	67	20	control	control	NOUN
ajst-9130	67	21	,	,	PUNCT
ajst-9130	67	22	since	since	SCONJ
ajst-9130	67	23	the	the	DET
ajst-9130	67	24	input	input	NOUN
ajst-9130	67	25	is	be	AUX
ajst-9130	67	26	the	the	DET
ajst-9130	67	27	flow	flow	NOUN
ajst-9130	67	28	data	datum	NOUN
ajst-9130	67	29	in	in	ADP
ajst-9130	67	30	peak	peak	NOUN
ajst-9130	67	31	hours	hour	NOUN
ajst-9130	67	32	,	,	PUNCT
ajst-9130	67	33	the	the	DET
ajst-9130	67	34	overall	overall	ADJ
ajst-9130	67	35	speed	speed	NOUN
ajst-9130	67	36	distribution	distribution	NOUN
ajst-9130	67	37	in	in	ADP
ajst-9130	67	38	the	the	DET
ajst-9130	67	39	weaving	weaving	NOUN
ajst-9130	67	40	area	area	NOUN
ajst-9130	67	41	,	,	PUNCT
ajst-9130	67	42	on	on	ADP
ajst-9130	67	43	ramp	ramp	NOUN
ajst-9130	67	44	and	and	CCONJ
ajst-9130	67	45	speed	speed	NOUN
ajst-9130	67	46	limit	limit	NOUN
ajst-9130	67	47	area	area	NOUN
ajst-9130	67	48	is	be	AUX
ajst-9130	67	49	in	in	ADP
ajst-9130	67	50	a	a	DET
ajst-9130	67	51	lower	low	ADJ
ajst-9130	67	52	range	range	NOUN
ajst-9130	67	53	,	,	PUNCT
ajst-9130	67	54	which	which	PRON
ajst-9130	67	55	is	be	AUX
ajst-9130	67	56	consistent	consistent	ADJ
ajst-9130	67	57	with	with	ADP
ajst-9130	67	58	the	the	DET
ajst-9130	67	59	actual	actual	ADJ
ajst-9130	67	60	survey	survey	NOUN
ajst-9130	67	61	of	of	ADP
ajst-9130	67	62	traffic	traffic	NOUN
ajst-9130	67	63	operation	operation	NOUN
ajst-9130	67	64	.	.	PUNCT
ajst-9130	68	1	in	in	ADP
ajst-9130	68	2	the	the	DET
ajst-9130	68	3	case	case	NOUN
ajst-9130	68	4	of	of	ADP
ajst-9130	68	5	fixed	fix	VERB
ajst-9130	68	6	speed	speed	NOUN
ajst-9130	68	7	limit	limit	NOUN
ajst-9130	68	8	control	control	NOUN
ajst-9130	68	9	,	,	PUNCT
ajst-9130	68	10	compared	compare	VERB
ajst-9130	68	11	with	with	ADP
ajst-9130	68	12	the	the	DET
ajst-9130	68	13	speed	speed	NOUN
ajst-9130	68	14	distribution	distribution	NOUN
ajst-9130	68	15	map	map	NOUN
ajst-9130	68	16	without	without	ADP
ajst-9130	68	17	control	control	NOUN
ajst-9130	68	18	,	,	PUNCT
ajst-9130	68	19	it	it	PRON
ajst-9130	68	20	can	can	AUX
ajst-9130	68	21	be	be	AUX
ajst-9130	68	22	seen	see	VERB
ajst-9130	68	23	that	that	SCONJ
ajst-9130	68	24	the	the	DET
ajst-9130	68	25	speed	speed	NOUN
ajst-9130	68	26	distribution	distribution	NOUN
ajst-9130	68	27	of	of	ADP
ajst-9130	68	28	vehicles	vehicle	NOUN
ajst-9130	68	29	in	in	ADP
ajst-9130	68	30	weaving	weaving	NOUN
ajst-9130	68	31	area	area	NOUN
ajst-9130	68	32	and	and	CCONJ
ajst-9130	68	33	speed	speed	NOUN
ajst-9130	68	34	limit	limit	NOUN
ajst-9130	68	35	area	area	NOUN
ajst-9130	68	36	has	have	AUX
ajst-9130	68	37	improved	improve	VERB
ajst-9130	68	38	,	,	PUNCT
ajst-9130	68	39	but	but	CCONJ
ajst-9130	68	40	compared	compare	VERB
ajst-9130	68	41	with	with	ADP
ajst-9130	68	42	the	the	DET
ajst-9130	68	43	speed	speed	NOUN
ajst-9130	68	44	distribution	distribution	NOUN
ajst-9130	68	45	map	map	NOUN
ajst-9130	68	46	under	under	ADP
ajst-9130	68	47	variable	variable	ADJ
ajst-9130	68	48	speed	speed	NOUN
ajst-9130	68	49	limit	limit	NOUN
ajst-9130	68	50	guidance	guidance	NOUN
ajst-9130	68	51	control	control	NOUN
ajst-9130	68	52	,	,	PUNCT
ajst-9130	68	53	the	the	DET
ajst-9130	68	54	speed	speed	NOUN
ajst-9130	68	55	distribution	distribution	NOUN
ajst-9130	68	56	of	of	ADP
ajst-9130	68	57	vehicles	vehicle	NOUN
ajst-9130	68	58	in	in	ADP
ajst-9130	68	59	each	each	DET
ajst-9130	68	60	area	area	NOUN
ajst-9130	68	61	under	under	ADP
ajst-9130	68	62	variable	variable	ADJ
ajst-9130	68	63	speed	speed	NOUN
ajst-9130	68	64	limit	limit	NOUN
ajst-9130	68	65	guidance	guidance	NOUN
ajst-9130	68	66	control	control	NOUN
ajst-9130	68	67	has	have	AUX
ajst-9130	68	68	improved	improve	VERB
ajst-9130	68	69	significantly	significantly	ADV
ajst-9130	68	70	,	,	PUNCT
ajst-9130	68	71	the	the	DET
ajst-9130	68	72	variable	variable	ADJ
ajst-9130	68	73	speed	speed	NOUN
ajst-9130	68	74	limit	limit	NOUN
ajst-9130	68	75	guidance	guidance	NOUN
ajst-9130	68	76	control	control	NOUN
ajst-9130	68	77	based	base	VERB
ajst-9130	68	78	on	on	ADP
ajst-9130	68	79	the	the	DET
ajst-9130	68	80	dqn	dqn	ADJ
ajst-9130	68	81	algorithm	algorithm	NOUN
ajst-9130	68	82	can	can	AUX
ajst-9130	68	83	ensure	ensure	VERB
ajst-9130	68	84	that	that	SCONJ
ajst-9130	68	85	the	the	DET
ajst-9130	68	86	main	main	ADJ
ajst-9130	68	87	traffic	traffic	NOUN
ajst-9130	68	88	flow	flow	NOUN
ajst-9130	68	89	operates	operate	VERB
ajst-9130	68	90	at	at	ADP
ajst-9130	68	91	relatively	relatively	ADV
ajst-9130	68	92	stable	stable	ADJ
ajst-9130	68	93	speeds	speed	NOUN
ajst-9130	68	94	,	,	PUNCT
ajst-9130	68	95	thereby	thereby	ADV
ajst-9130	68	96	improving	improve	VERB
ajst-9130	68	97	the	the	DET
ajst-9130	68	98	traffic	traffic	NOUN
ajst-9130	68	99	efficiency	efficiency	NOUN
ajst-9130	68	100	of	of	ADP
ajst-9130	68	101	urban	urban	ADJ
ajst-9130	68	102	expressways	expressway	NOUN
ajst-9130	69	1	[	[	X
ajst-9130	69	2	7	7	NUM
ajst-9130	69	3	]	]	PUNCT
ajst-9130	69	4	.	.	PUNCT
ajst-9130	70	1	figure	figure	NOUN
ajst-9130	70	2	3	3	NUM
ajst-9130	70	3	.	.	PUNCT
ajst-9130	70	4	vehicle	vehicle	NOUN
ajst-9130	70	5	operation	operation	NOUN
ajst-9130	70	6	trajectory	trajectory	NOUN
ajst-9130	70	7	under	under	ADP
ajst-9130	70	8	uncontrolled	uncontrolled	ADJ
ajst-9130	70	9	conditions	condition	NOUN
ajst-9130	70	10	figure	figure	VERB
ajst-9130	70	11	4	4	NUM
ajst-9130	70	12	.	.	PUNCT
ajst-9130	70	13	vehicle	vehicle	NOUN
ajst-9130	70	14	operation	operation	NOUN
ajst-9130	70	15	trajectory	trajectory	NOUN
ajst-9130	70	16	under	under	ADP
ajst-9130	70	17	fixed	fix	VERB
ajst-9130	70	18	speed	speed	NOUN
ajst-9130	70	19	limit	limit	NOUN
ajst-9130	70	20	conditions	condition	NOUN
ajst-9130	70	21	figure	figure	VERB
ajst-9130	70	22	5	5	NUM
ajst-9130	70	23	.	.	PUNCT
ajst-9130	70	24	vehicle	vehicle	NOUN
ajst-9130	70	25	operation	operation	NOUN
ajst-9130	70	26	trajectory	trajectory	NOUN
ajst-9130	70	27	under	under	ADP
ajst-9130	70	28	dqn	dqn	PROPN
ajst-9130	70	29	vsl	vsl	PROPN
ajst-9130	70	30	control	control	NOUN
ajst-9130	70	31	through	through	ADP
ajst-9130	70	32	the	the	DET
ajst-9130	70	33	trajectory	trajectory	NOUN
ajst-9130	70	34	map	map	NOUN
ajst-9130	70	35	under	under	ADP
ajst-9130	70	36	uncontrolled	uncontrolled	ADJ
ajst-9130	70	37	conditions	condition	NOUN
ajst-9130	70	38	,	,	PUNCT
ajst-9130	70	39	it	it	PRON
ajst-9130	70	40	can	can	AUX
ajst-9130	70	41	be	be	AUX
ajst-9130	70	42	seen	see	VERB
ajst-9130	70	43	that	that	SCONJ
ajst-9130	70	44	the	the	DET
ajst-9130	70	45	trajectory	trajectory	NOUN
ajst-9130	70	46	of	of	ADP
ajst-9130	70	47	vehicle	vehicle	NOUN
ajst-9130	70	48	operation	operation	NOUN
ajst-9130	70	49	fluctuates	fluctuate	VERB
ajst-9130	70	50	significantly	significantly	ADV
ajst-9130	70	51	,	,	PUNCT
ajst-9130	70	52	and	and	CCONJ
ajst-9130	70	53	the	the	DET
ajst-9130	70	54	phenomenon	phenomenon	NOUN
ajst-9130	70	55	of	of	ADP
ajst-9130	70	56	"	"	PUNCT
ajst-9130	70	57	vacancy	vacancy	NOUN
ajst-9130	70	58	"	"	PUNCT
ajst-9130	70	59	is	be	AUX
ajst-9130	70	60	also	also	ADV
ajst-9130	70	61	more	more	ADV
ajst-9130	70	62	obvious	obvious	ADJ
ajst-9130	70	63	[	[	X
ajst-9130	70	64	8	8	NUM
ajst-9130	70	65	]	]	PUNCT
ajst-9130	70	66	.	.	PUNCT
ajst-9130	71	1	that	that	PRON
ajst-9130	71	2	is	be	AUX
ajst-9130	71	3	,	,	PUNCT
ajst-9130	71	4	under	under	ADP
ajst-9130	71	5	uncontrolled	uncontrolled	ADJ
ajst-9130	71	6	conditions	condition	NOUN
ajst-9130	71	7	,	,	PUNCT
ajst-9130	71	8	due	due	ADP
ajst-9130	71	9	to	to	ADP
ajst-9130	71	10	the	the	DET
ajst-9130	71	11	influence	influence	NOUN
ajst-9130	71	12	of	of	ADP
ajst-9130	71	13	weaving	weaving	NOUN
ajst-9130	71	14	areas	area	NOUN
ajst-9130	71	15	,	,	PUNCT
ajst-9130	71	16	the	the	DET
ajst-9130	71	17	state	state	NOUN
ajst-9130	71	18	of	of	ADP
ajst-9130	71	19	vehicle	vehicle	NOUN
ajst-9130	71	20	operation	operation	NOUN
ajst-9130	71	21	is	be	AUX
ajst-9130	71	22	extremely	extremely	ADV
ajst-9130	71	23	unstable	unstable	ADJ
ajst-9130	71	24	,	,	PUNCT
ajst-9130	71	25	and	and	CCONJ
ajst-9130	71	26	the	the	DET
ajst-9130	71	27	queuing	queue	VERB
ajst-9130	71	28	phenomenon	phenomenon	NOUN
ajst-9130	71	29	is	be	AUX
ajst-9130	71	30	also	also	ADV
ajst-9130	71	31	more	more	ADV
ajst-9130	71	32	serious	serious	ADJ
ajst-9130	71	33	.	.	PUNCT
ajst-9130	72	1	by	by	ADP
ajst-9130	72	2	observing	observe	VERB
ajst-9130	72	3	the	the	DET
ajst-9130	72	4	trajectory	trajectory	NOUN
ajst-9130	72	5	map	map	NOUN
ajst-9130	72	6	under	under	ADP
ajst-9130	72	7	variable	variable	ADJ
ajst-9130	72	8	speed	speed	NOUN
ajst-9130	72	9	limit	limit	NOUN
ajst-9130	72	10	guidance	guidance	NOUN
ajst-9130	72	11	control	control	NOUN
ajst-9130	72	12	conditions	condition	NOUN
ajst-9130	72	13	,	,	PUNCT
ajst-9130	72	14	it	it	PRON
ajst-9130	72	15	can	can	AUX
ajst-9130	72	16	be	be	AUX
ajst-9130	72	17	218	218	NUM
ajst-9130	72	18	observed	observe	VERB
ajst-9130	72	19	that	that	SCONJ
ajst-9130	72	20	after	after	ADP
ajst-9130	72	21	implementing	implement	VERB
ajst-9130	72	22	the	the	DET
ajst-9130	72	23	speed	speed	NOUN
ajst-9130	72	24	limit	limit	NOUN
ajst-9130	72	25	,	,	PUNCT
ajst-9130	72	26	the	the	DET
ajst-9130	72	27	fluctuation	fluctuation	NOUN
ajst-9130	72	28	amplitude	amplitude	NOUN
ajst-9130	72	29	of	of	ADP
ajst-9130	72	30	the	the	DET
ajst-9130	72	31	vehicle	vehicle	NOUN
ajst-9130	72	32	's	's	PART
ajst-9130	72	33	trajectory	trajectory	NOUN
ajst-9130	72	34	decreases	decrease	NOUN
ajst-9130	72	35	,	,	PUNCT
ajst-9130	72	36	and	and	CCONJ
ajst-9130	72	37	the	the	DET
ajst-9130	72	38	phenomenon	phenomenon	NOUN
ajst-9130	72	39	of	of	ADP
ajst-9130	72	40	"	"	PUNCT
ajst-9130	72	41	vacancy	vacancy	NOUN
ajst-9130	72	42	"	"	PUNCT
ajst-9130	72	43	also	also	ADV
ajst-9130	72	44	decreases	decrease	VERB
ajst-9130	72	45	[	[	X
ajst-9130	72	46	9	9	NUM
ajst-9130	72	47	]	]	PUNCT
ajst-9130	72	48	.	.	PUNCT
ajst-9130	73	1	the	the	DET
ajst-9130	73	2	traffic	traffic	NOUN
ajst-9130	73	3	flow	flow	NOUN
ajst-9130	73	4	basically	basically	ADV
ajst-9130	73	5	maintains	maintain	VERB
ajst-9130	73	6	a	a	DET
ajst-9130	73	7	relatively	relatively	ADV
ajst-9130	73	8	uniform	uniform	ADJ
ajst-9130	73	9	state	state	NOUN
ajst-9130	73	10	of	of	ADP
ajst-9130	73	11	driving	driving	NOUN
ajst-9130	73	12	.	.	PUNCT
ajst-9130	74	1	4	4	X
ajst-9130	74	2	.	.	X
ajst-9130	74	3	analysis	analysis	NOUN
ajst-9130	74	4	of	of	ADP
ajst-9130	74	5	road	road	NOUN
ajst-9130	74	6	network	network	NOUN
ajst-9130	74	7	performance	performance	NOUN
ajst-9130	74	8	indicators	indicator	NOUN
ajst-9130	74	9	in	in	ADP
ajst-9130	74	10	vissim	vissim	PROPN
ajst-9130	74	11	simulation	simulation	NOUN
ajst-9130	74	12	,	,	PUNCT
ajst-9130	74	13	there	there	PRON
ajst-9130	74	14	are	be	VERB
ajst-9130	74	15	many	many	ADJ
ajst-9130	74	16	evaluation	evaluation	NOUN
ajst-9130	74	17	indicators	indicator	NOUN
ajst-9130	74	18	for	for	ADP
ajst-9130	74	19	road	road	NOUN
ajst-9130	74	20	network	network	NOUN
ajst-9130	74	21	performance	performance	NOUN
ajst-9130	74	22	.	.	PUNCT
ajst-9130	75	1	this	this	DET
ajst-9130	75	2	article	article	NOUN
ajst-9130	75	3	selects	select	VERB
ajst-9130	75	4	total	total	ADJ
ajst-9130	75	5	travel	travel	NOUN
ajst-9130	75	6	time	time	NOUN
ajst-9130	75	7	,	,	PUNCT
ajst-9130	75	8	average	average	ADJ
ajst-9130	75	9	delay	delay	NOUN
ajst-9130	75	10	,	,	PUNCT
ajst-9130	75	11	average	average	ADJ
ajst-9130	75	12	stop	stop	NOUN
ajst-9130	75	13	,	,	PUNCT
ajst-9130	75	14	average	average	ADJ
ajst-9130	75	15	travel	travel	NOUN
ajst-9130	75	16	speed	speed	NOUN
ajst-9130	75	17	,	,	PUNCT
ajst-9130	75	18	average	average	ADJ
ajst-9130	75	19	travel	travel	NOUN
ajst-9130	75	20	time	time	NOUN
ajst-9130	75	21	,	,	PUNCT
ajst-9130	75	22	and	and	CCONJ
ajst-9130	75	23	number	number	NOUN
ajst-9130	75	24	of	of	ADP
ajst-9130	75	25	vehicles	vehicle	NOUN
ajst-9130	75	26	passing	pass	VERB
ajst-9130	75	27	through	through	ADP
ajst-9130	75	28	the	the	DET
ajst-9130	75	29	weaving	weaving	NOUN
ajst-9130	75	30	section	section	NOUN
ajst-9130	75	31	as	as	ADP
ajst-9130	75	32	evaluation	evaluation	NOUN
ajst-9130	75	33	indicators	indicator	NOUN
ajst-9130	75	34	,	,	PUNCT
ajst-9130	75	35	with	with	ADP
ajst-9130	75	36	the	the	DET
ajst-9130	75	37	first	first	ADJ
ajst-9130	75	38	four	four	NUM
ajst-9130	75	39	being	be	AUX
ajst-9130	75	40	the	the	DET
ajst-9130	75	41	overall	overall	ADJ
ajst-9130	75	42	average	average	ADJ
ajst-9130	75	43	evaluation	evaluation	NOUN
ajst-9130	75	44	indicators	indicator	NOUN
ajst-9130	75	45	for	for	ADP
ajst-9130	75	46	the	the	DET
ajst-9130	75	47	road	road	NOUN
ajst-9130	75	48	network	network	NOUN
ajst-9130	75	49	,	,	PUNCT
ajst-9130	75	50	the	the	DET
ajst-9130	75	51	latter	latter	ADJ
ajst-9130	75	52	two	two	NUM
ajst-9130	75	53	serve	serve	NOUN
ajst-9130	75	54	as	as	ADP
ajst-9130	75	55	evaluation	evaluation	NOUN
ajst-9130	75	56	indicators	indicator	NOUN
ajst-9130	75	57	for	for	ADP
ajst-9130	75	58	time	time	NOUN
ajst-9130	75	59	-	-	PUNCT
ajst-9130	75	60	varying	vary	VERB
ajst-9130	75	61	changes	change	NOUN
ajst-9130	75	62	in	in	ADP
ajst-9130	75	63	the	the	DET
ajst-9130	75	64	simulation	simulation	NOUN
ajst-9130	75	65	process	process	NOUN
ajst-9130	75	66	[	[	X
ajst-9130	75	67	10	10	NUM
ajst-9130	75	68	]	]	PUNCT
ajst-9130	75	69	.	.	PUNCT
ajst-9130	76	1	the	the	DET
ajst-9130	76	2	simulation	simulation	NOUN
ajst-9130	76	3	results	result	NOUN
ajst-9130	76	4	of	of	ADP
ajst-9130	76	5	the	the	DET
ajst-9130	76	6	three	three	NUM
ajst-9130	76	7	schemes	scheme	NOUN
ajst-9130	76	8	are	be	AUX
ajst-9130	76	9	shown	show	VERB
ajst-9130	76	10	in	in	ADP
ajst-9130	76	11	table	table	NOUN
ajst-9130	76	12	3	3	NUM
ajst-9130	76	13	.	.	PUNCT
ajst-9130	76	14	table	table	NOUN
ajst-9130	76	15	3	3	NUM
ajst-9130	76	16	.	.	PUNCT
ajst-9130	76	17	simulation	simulation	NOUN
ajst-9130	76	18	evaluation	evaluation	NOUN
ajst-9130	76	19	indicators	indicator	NOUN
ajst-9130	76	20	for	for	ADP
ajst-9130	76	21	overall	overall	ADJ
ajst-9130	76	22	performance	performance	NOUN
ajst-9130	76	23	of	of	ADP
ajst-9130	76	24	road	road	NOUN
ajst-9130	76	25	network	network	NOUN
ajst-9130	76	26	method	method	NOUN
ajst-9130	76	27	total	total	ADJ
ajst-9130	76	28	travel	travel	NOUN
ajst-9130	76	29	time	time	NOUN
ajst-9130	76	30	ave.delay	ave.delay	NUM
ajst-9130	76	31	ave.travel	ave.travel	NOUN
ajst-9130	76	32	speed	speed	NOUN
ajst-9130	76	33	uncontrolled	uncontrolle	VERB
ajst-9130	76	34	956.67	956.67	NUM
ajst-9130	76	35	102.25	102.25	NUM
ajst-9130	76	36	32.75	32.75	NUM
ajst-9130	76	37	fixed	fix	VERB
ajst-9130	76	38	-	-	PUNCT
ajst-9130	76	39	speed	speed	NOUN
ajst-9130	76	40	786.98	786.98	NUM
ajst-9130	76	41	92.32	92.32	NUM
ajst-9130	76	42	38.45	38.45	NUM
ajst-9130	76	43	dqn	dqn	NOUN
ajst-9130	76	44	653.34	653.34	NUM
ajst-9130	76	45	81.63	81.63	NUM
ajst-9130	76	46	43.52	43.52	NUM
ajst-9130	76	47	from	from	ADP
ajst-9130	76	48	the	the	DET
ajst-9130	76	49	table	table	NOUN
ajst-9130	76	50	,	,	PUNCT
ajst-9130	76	51	it	it	PRON
ajst-9130	76	52	can	can	AUX
ajst-9130	76	53	be	be	AUX
ajst-9130	76	54	seen	see	VERB
ajst-9130	76	55	that	that	SCONJ
ajst-9130	76	56	the	the	DET
ajst-9130	76	57	overall	overall	ADJ
ajst-9130	76	58	performance	performance	NOUN
ajst-9130	76	59	of	of	ADP
ajst-9130	76	60	the	the	DET
ajst-9130	76	61	road	road	NOUN
ajst-9130	76	62	network	network	NOUN
ajst-9130	76	63	is	be	AUX
ajst-9130	76	64	based	base	VERB
ajst-9130	76	65	on	on	ADP
ajst-9130	76	66	the	the	DET
ajst-9130	76	67	order	order	NOUN
ajst-9130	76	68	of	of	ADP
ajst-9130	76	69	uncontrolled	uncontrolled	ADJ
ajst-9130	76	70	simulation	simulation	NOUN
ajst-9130	76	71	scheme	scheme	NOUN
ajst-9130	76	72	,	,	PUNCT
ajst-9130	76	73	fixed	fix	VERB
ajst-9130	76	74	value	value	NOUN
ajst-9130	76	75	speed	speed	NOUN
ajst-9130	76	76	limit	limit	NOUN
ajst-9130	76	77	simulation	simulation	NOUN
ajst-9130	76	78	scheme	scheme	NOUN
ajst-9130	76	79	,	,	PUNCT
ajst-9130	76	80	and	and	CCONJ
ajst-9130	76	81	variable	variable	ADJ
ajst-9130	76	82	speed	speed	NOUN
ajst-9130	76	83	limit	limit	NOUN
ajst-9130	76	84	guidance	guidance	NOUN
ajst-9130	76	85	control	control	NOUN
ajst-9130	76	86	simulation	simulation	NOUN
ajst-9130	76	87	scheme	scheme	NOUN
ajst-9130	76	88	based	base	VERB
ajst-9130	76	89	on	on	ADP
ajst-9130	76	90	dqn	dqn	ADJ
ajst-9130	76	91	algorithm	algorithm	NOUN
ajst-9130	77	1	[	[	X
ajst-9130	77	2	11	11	NUM
ajst-9130	77	3	]	]	PUNCT
ajst-9130	77	4	.	.	PUNCT
ajst-9130	78	1	the	the	DET
ajst-9130	78	2	total	total	ADJ
ajst-9130	78	3	travel	travel	NOUN
ajst-9130	78	4	time	time	NOUN
ajst-9130	78	5	,	,	PUNCT
ajst-9130	78	6	average	average	ADJ
ajst-9130	78	7	vehicle	vehicle	NOUN
ajst-9130	78	8	delay	delay	NOUN
ajst-9130	78	9	,	,	PUNCT
ajst-9130	78	10	and	and	CCONJ
ajst-9130	78	11	average	average	ADJ
ajst-9130	78	12	vehicle	vehicle	NOUN
ajst-9130	78	13	stop	stop	VERB
ajst-9130	78	14	times	time	NOUN
ajst-9130	78	15	of	of	ADP
ajst-9130	78	16	the	the	DET
ajst-9130	78	17	road	road	NOUN
ajst-9130	78	18	network	network	NOUN
ajst-9130	78	19	decrease	decrease	NOUN
ajst-9130	78	20	in	in	ADP
ajst-9130	78	21	sequence	sequence	NOUN
ajst-9130	78	22	,	,	PUNCT
ajst-9130	78	23	and	and	CCONJ
ajst-9130	78	24	the	the	DET
ajst-9130	78	25	average	average	ADJ
ajst-9130	78	26	driving	drive	VERB
ajst-9130	78	27	speed	speed	NOUN
ajst-9130	78	28	of	of	ADP
ajst-9130	78	29	the	the	DET
ajst-9130	78	30	weaving	weaving	NOUN
ajst-9130	78	31	area	area	NOUN
ajst-9130	78	32	gradually	gradually	ADV
ajst-9130	78	33	increases	increase	VERB
ajst-9130	78	34	[	[	X
ajst-9130	78	35	12	12	NUM
ajst-9130	78	36	]	]	PUNCT
ajst-9130	78	37	.	.	PUNCT
ajst-9130	79	1	compared	compare	VERB
ajst-9130	79	2	to	to	ADP
ajst-9130	79	3	the	the	DET
ajst-9130	79	4	uncontrolled	uncontrolled	ADJ
ajst-9130	79	5	condition	condition	NOUN
ajst-9130	79	6	,	,	PUNCT
ajst-9130	79	7	the	the	DET
ajst-9130	79	8	total	total	ADJ
ajst-9130	79	9	travel	travel	NOUN
ajst-9130	79	10	time	time	NOUN
ajst-9130	79	11	of	of	ADP
ajst-9130	79	12	the	the	DET
ajst-9130	79	13	road	road	NOUN
ajst-9130	79	14	network	network	NOUN
ajst-9130	79	15	is	be	AUX
ajst-9130	79	16	reduced	reduce	VERB
ajst-9130	79	17	by	by	ADP
ajst-9130	79	18	18	18	NUM
ajst-9130	79	19	%	%	NOUN
ajst-9130	79	20	with	with	ADP
ajst-9130	79	21	fixed	fix	VERB
ajst-9130	79	22	speed	speed	NOUN
ajst-9130	79	23	limit	limit	NOUN
ajst-9130	79	24	control	control	NOUN
ajst-9130	79	25	,	,	PUNCT
ajst-9130	79	26	and	and	CCONJ
ajst-9130	79	27	the	the	DET
ajst-9130	79	28	average	average	ADJ
ajst-9130	79	29	vehicle	vehicle	NOUN
ajst-9130	79	30	delay	delay	NOUN
ajst-9130	79	31	is	be	AUX
ajst-9130	79	32	reduced	reduce	VERB
ajst-9130	79	33	by	by	ADP
ajst-9130	79	34	14.57	14.57	NUM
ajst-9130	79	35	%	%	NOUN
ajst-9130	79	36	,	,	PUNCT
ajst-9130	79	37	the	the	DET
ajst-9130	79	38	average	average	ADJ
ajst-9130	79	39	number	number	NOUN
ajst-9130	79	40	of	of	ADP
ajst-9130	79	41	stops	stop	NOUN
ajst-9130	79	42	per	per	ADP
ajst-9130	79	43	vehicle	vehicle	NOUN
ajst-9130	79	44	has	have	AUX
ajst-9130	79	45	decreased	decrease	VERB
ajst-9130	79	46	by	by	ADP
ajst-9130	79	47	15	15	NUM
ajst-9130	79	48	%	%	NOUN
ajst-9130	79	49	,	,	PUNCT
ajst-9130	79	50	and	and	CCONJ
ajst-9130	79	51	the	the	DET
ajst-9130	79	52	average	average	ADJ
ajst-9130	79	53	driving	driving	NOUN
ajst-9130	79	54	speed	speed	NOUN
ajst-9130	79	55	in	in	ADP
ajst-9130	79	56	the	the	DET
ajst-9130	79	57	weaving	weaving	NOUN
ajst-9130	79	58	area	area	NOUN
ajst-9130	79	59	has	have	AUX
ajst-9130	79	60	increased	increase	VERB
ajst-9130	79	61	by	by	ADP
ajst-9130	79	62	10.66	10.66	NUM
ajst-9130	79	63	%	%	NOUN
ajst-9130	79	64	;	;	PUNCT
ajst-9130	79	65	the	the	DET
ajst-9130	79	66	variable	variable	ADJ
ajst-9130	79	67	speed	speed	NOUN
ajst-9130	79	68	limit	limit	NOUN
ajst-9130	79	69	guidance	guidance	NOUN
ajst-9130	79	70	control	control	NOUN
ajst-9130	79	71	based	base	VERB
ajst-9130	79	72	on	on	ADP
ajst-9130	79	73	the	the	DET
ajst-9130	79	74	dqn	dqn	ADJ
ajst-9130	79	75	algorithm	algorithm	NOUN
ajst-9130	79	76	reduces	reduce	VERB
ajst-9130	79	77	the	the	DET
ajst-9130	79	78	total	total	ADJ
ajst-9130	79	79	travel	travel	NOUN
ajst-9130	79	80	time	time	NOUN
ajst-9130	79	81	of	of	ADP
ajst-9130	79	82	the	the	DET
ajst-9130	79	83	road	road	NOUN
ajst-9130	79	84	network	network	NOUN
ajst-9130	79	85	by	by	ADP
ajst-9130	79	86	35	35	NUM
ajst-9130	79	87	%	%	NOUN
ajst-9130	79	88	,	,	PUNCT
ajst-9130	79	89	average	average	ADJ
ajst-9130	79	90	vehicle	vehicle	NOUN
ajst-9130	79	91	delay	delay	NOUN
ajst-9130	79	92	by	by	ADP
ajst-9130	79	93	29.64	29.64	NUM
ajst-9130	79	94	%	%	NOUN
ajst-9130	79	95	,	,	PUNCT
ajst-9130	79	96	average	average	ADJ
ajst-9130	79	97	vehicle	vehicle	NOUN
ajst-9130	79	98	stopping	stopping	NOUN
ajst-9130	79	99	times	time	NOUN
ajst-9130	79	100	by	by	ADP
ajst-9130	79	101	31.63	31.63	NUM
ajst-9130	79	102	%	%	NOUN
ajst-9130	79	103	,	,	PUNCT
ajst-9130	79	104	and	and	CCONJ
ajst-9130	79	105	average	average	ADJ
ajst-9130	79	106	driving	driving	NOUN
ajst-9130	79	107	speed	speed	NOUN
ajst-9130	79	108	in	in	ADP
ajst-9130	79	109	weaving	weaving	NOUN
ajst-9130	79	110	areas	area	NOUN
ajst-9130	79	111	by	by	ADP
ajst-9130	79	112	32.64	32.64	NUM
ajst-9130	79	113	%	%	NOUN
ajst-9130	79	114	compared	compare	VERB
ajst-9130	79	115	to	to	ADP
ajst-9130	79	116	without	without	ADP
ajst-9130	79	117	control	control	NOUN
ajst-9130	79	118	.	.	PUNCT
ajst-9130	80	1	from	from	ADP
ajst-9130	80	2	this	this	PRON
ajst-9130	80	3	,	,	PUNCT
ajst-9130	80	4	it	it	PRON
ajst-9130	80	5	can	can	AUX
ajst-9130	80	6	be	be	AUX
ajst-9130	80	7	seen	see	VERB
ajst-9130	80	8	that	that	SCONJ
ajst-9130	80	9	the	the	DET
ajst-9130	80	10	variable	variable	ADJ
ajst-9130	80	11	speed	speed	NOUN
ajst-9130	80	12	limit	limit	NOUN
ajst-9130	80	13	guidance	guidance	NOUN
ajst-9130	80	14	control	control	NOUN
ajst-9130	80	15	scheme	scheme	NOUN
ajst-9130	80	16	based	base	VERB
ajst-9130	80	17	on	on	ADP
ajst-9130	80	18	the	the	DET
ajst-9130	80	19	dqn	dqn	ADJ
ajst-9130	80	20	algorithm	algorithm	NOUN
ajst-9130	80	21	has	have	VERB
ajst-9130	80	22	the	the	DET
ajst-9130	80	23	best	good	ADJ
ajst-9130	80	24	effect	effect	NOUN
ajst-9130	80	25	,	,	PUNCT
ajst-9130	80	26	verifying	verify	VERB
ajst-9130	80	27	that	that	SCONJ
ajst-9130	80	28	the	the	DET
ajst-9130	80	29	variable	variable	ADJ
ajst-9130	80	30	speed	speed	NOUN
ajst-9130	80	31	limit	limit	NOUN
ajst-9130	80	32	guidance	guidance	NOUN
ajst-9130	80	33	control	control	NOUN
ajst-9130	80	34	method	method	NOUN
ajst-9130	80	35	proposed	propose	VERB
ajst-9130	80	36	in	in	ADP
ajst-9130	80	37	this	this	DET
ajst-9130	80	38	paper	paper	NOUN
ajst-9130	80	39	based	base	VERB
ajst-9130	80	40	on	on	ADP
ajst-9130	80	41	the	the	DET
ajst-9130	80	42	dqn	dqn	ADJ
ajst-9130	80	43	algorithm	algorithm	NOUN
ajst-9130	80	44	has	have	VERB
ajst-9130	80	45	good	good	ADJ
ajst-9130	80	46	control	control	NOUN
ajst-9130	80	47	effect	effect	NOUN
ajst-9130	81	1	[	[	X
ajst-9130	81	2	13	13	NUM
ajst-9130	81	3	]	]	SYM
ajst-9130	81	4	.	.	PUNCT
ajst-9130	82	1	5	5	X
ajst-9130	82	2	.	.	X
ajst-9130	82	3	conclusion	conclusion	NOUN
ajst-9130	82	4	based	base	VERB
ajst-9130	82	5	on	on	ADP
ajst-9130	82	6	reinforcement	reinforcement	NOUN
ajst-9130	82	7	learning	learning	NOUN
ajst-9130	82	8	algorithm	algorithm	NOUN
ajst-9130	82	9	,	,	PUNCT
ajst-9130	82	10	a	a	DET
ajst-9130	82	11	variable	variable	ADJ
ajst-9130	82	12	speed	speed	NOUN
ajst-9130	82	13	limit	limit	NOUN
ajst-9130	82	14	guidance	guidance	NOUN
ajst-9130	82	15	control	control	NOUN
ajst-9130	82	16	method	method	NOUN
ajst-9130	82	17	based	base	VERB
ajst-9130	82	18	on	on	ADP
ajst-9130	82	19	dqn	dqn	ADJ
ajst-9130	82	20	algorithm	algorithm	NOUN
ajst-9130	82	21	was	be	AUX
ajst-9130	82	22	applied	apply	VERB
ajst-9130	82	23	,	,	PUNCT
ajst-9130	82	24	and	and	CCONJ
ajst-9130	82	25	the	the	DET
ajst-9130	82	26	key	key	ADJ
ajst-9130	82	27	elements	element	NOUN
ajst-9130	82	28	of	of	ADP
ajst-9130	82	29	the	the	DET
ajst-9130	82	30	algorithm	algorithm	NOUN
ajst-9130	82	31	and	and	CCONJ
ajst-9130	82	32	experimental	experimental	ADJ
ajst-9130	82	33	simulation	simulation	NOUN
ajst-9130	82	34	were	be	AUX
ajst-9130	82	35	designed	design	VERB
ajst-9130	82	36	.	.	PUNCT
ajst-9130	83	1	on	on	ADP
ajst-9130	83	2	the	the	DET
ajst-9130	83	3	basis	basis	NOUN
ajst-9130	83	4	of	of	ADP
ajst-9130	83	5	the	the	DET
ajst-9130	83	6	vissim	vissim	NOUN
ajst-9130	83	7	-	-	PUNCT
ajst-9130	83	8	com	com	NOUN
ajst-9130	83	9	interface	interface	NOUN
ajst-9130	83	10	of	of	ADP
ajst-9130	83	11	the	the	DET
ajst-9130	83	12	simulation	simulation	NOUN
ajst-9130	83	13	software	software	NOUN
ajst-9130	83	14	,	,	PUNCT
ajst-9130	83	15	a	a	DET
ajst-9130	83	16	secondary	secondary	ADJ
ajst-9130	83	17	development	development	NOUN
ajst-9130	83	18	program	program	NOUN
ajst-9130	83	19	was	be	AUX
ajst-9130	83	20	implemented	implement	VERB
ajst-9130	83	21	and	and	CCONJ
ajst-9130	83	22	the	the	DET
ajst-9130	83	23	simulation	simulation	NOUN
ajst-9130	83	24	experiment	experiment	NOUN
ajst-9130	83	25	of	of	ADP
ajst-9130	83	26	variable	variable	ADJ
ajst-9130	83	27	speed	speed	NOUN
ajst-9130	83	28	limit	limit	NOUN
ajst-9130	83	29	guidance	guidance	NOUN
ajst-9130	83	30	control	control	NOUN
ajst-9130	83	31	was	be	AUX
ajst-9130	83	32	completed	complete	VERB
ajst-9130	83	33	.	.	PUNCT
ajst-9130	84	1	finally	finally	ADV
ajst-9130	84	2	,	,	PUNCT
ajst-9130	84	3	the	the	DET
ajst-9130	84	4	experimental	experimental	ADJ
ajst-9130	84	5	results	result	NOUN
ajst-9130	84	6	were	be	AUX
ajst-9130	84	7	combined	combine	VERB
ajst-9130	84	8	with	with	ADP
ajst-9130	84	9	the	the	DET
ajst-9130	84	10	road	road	NOUN
ajst-9130	84	11	network	network	NOUN
ajst-9130	84	12	performance	performance	NOUN
ajst-9130	84	13	indicators	indicator	NOUN
ajst-9130	84	14	and	and	CCONJ
ajst-9130	84	15	vehicle	vehicle	NOUN
ajst-9130	84	16	operation	operation	NOUN
ajst-9130	84	17	trajectory	trajectory	NOUN
ajst-9130	84	18	[	[	X
ajst-9130	84	19	14	14	NUM
ajst-9130	84	20	]	]	PUNCT
ajst-9130	84	21	,	,	PUNCT
ajst-9130	84	22	this	this	PRON
ajst-9130	84	23	indicates	indicate	VERB
ajst-9130	84	24	that	that	SCONJ
ajst-9130	84	25	the	the	DET
ajst-9130	84	26	variable	variable	ADJ
ajst-9130	84	27	speed	speed	NOUN
ajst-9130	84	28	limit	limit	NOUN
ajst-9130	84	29	guidance	guidance	NOUN
ajst-9130	84	30	control	control	NOUN
ajst-9130	84	31	method	method	NOUN
ajst-9130	84	32	based	base	VERB
ajst-9130	84	33	on	on	ADP
ajst-9130	84	34	the	the	DET
ajst-9130	84	35	dqn	dqn	ADJ
ajst-9130	84	36	algorithm	algorithm	NOUN
ajst-9130	84	37	can	can	AUX
ajst-9130	84	38	effectively	effectively	ADV
ajst-9130	84	39	improve	improve	VERB
ajst-9130	84	40	the	the	DET
ajst-9130	84	41	traffic	traffic	NOUN
ajst-9130	84	42	efficiency	efficiency	NOUN
ajst-9130	84	43	of	of	ADP
ajst-9130	84	44	urban	urban	ADJ
ajst-9130	84	45	expressway	expressway	NOUN
ajst-9130	84	46	weaving	weaving	NOUN
ajst-9130	84	47	areas	area	NOUN
ajst-9130	84	48	.	.	PUNCT
ajst-9130	85	1	references	reference	NOUN
ajst-9130	85	2	[	[	X
ajst-9130	85	3	1	1	NUM
ajst-9130	85	4	]	]	X
ajst-9130	85	5	han	han	PROPN
ajst-9130	85	6	y	y	PROPN
ajst-9130	85	7	,	,	PUNCT
ajst-9130	85	8	hegyi	hegyi	AUX
ajst-9130	85	9	a	a	X
ajst-9130	85	10	,	,	PUNCT
ajst-9130	85	11	yuan	yuan	PROPN
ajst-9130	85	12	y	y	PROPN
ajst-9130	85	13	,	,	PUNCT
ajst-9130	85	14	et	et	PROPN
ajst-9130	85	15	al	al	PROPN
ajst-9130	85	16	.	.	PROPN
ajst-9130	85	17	resolving	resolve	VERB
ajst-9130	85	18	freeway	freeway	NOUN
ajst-9130	85	19	jam	jam	NOUN
ajst-9130	85	20	waves	wave	NOUN
ajst-9130	85	21	by	by	ADP
ajst-9130	85	22	discrete	discrete	ADJ
ajst-9130	85	23	first	first	ADJ
ajst-9130	85	24	-	-	PUNCT
ajst-9130	85	25	order	order	NOUN
ajst-9130	85	26	model	model	NOUN
ajst-9130	85	27	-	-	PUNCT
ajst-9130	85	28	based	base	VERB
ajst-9130	85	29	predictive	predictive	ADJ
ajst-9130	85	30	control	control	NOUN
ajst-9130	85	31	of	of	ADP
ajst-9130	85	32	variable	variable	ADJ
ajst-9130	85	33	speed	speed	NOUN
ajst-9130	85	34	limits[j	limits[j	PROPN
ajst-9130	85	35	]	]	PUNCT
ajst-9130	85	36	.	.	PUNCT
ajst-9130	86	1	transportation	transportation	NOUN
ajst-9130	86	2	research	research	NOUN
ajst-9130	86	3	part	part	NOUN
ajst-9130	86	4	c	c	NOUN
ajst-9130	86	5	:	:	PUNCT
ajst-9130	86	6	emerging	emerge	VERB
ajst-9130	86	7	technologies	technology	NOUN
ajst-9130	86	8	,	,	PUNCT
ajst-9130	86	9	2017	2017	NUM
ajst-9130	86	10	,	,	PUNCT
ajst-9130	86	11	77	77	NUM
ajst-9130	86	12	:	:	SYM
ajst-9130	86	13	405	405	NUM
ajst-9130	86	14	-	-	SYM
ajst-9130	86	15	420	420	NUM
ajst-9130	86	16	.	.	PUNCT
ajst-9130	87	1	[	[	X
ajst-9130	87	2	2	2	NUM
ajst-9130	87	3	]	]	X
ajst-9130	87	4	kattan	kattan	PROPN
ajst-9130	87	5	l	l	PROPN
ajst-9130	87	6	,	,	PUNCT
ajst-9130	87	7	khondaker	khondaker	PROPN
ajst-9130	87	8	b	b	PROPN
ajst-9130	87	9	,	,	PUNCT
ajst-9130	87	10	derushkina	derushkina	ADJ
ajst-9130	87	11	o	o	NOUN
ajst-9130	87	12	,	,	PUNCT
ajst-9130	87	13	et	et	PROPN
ajst-9130	87	14	al	al	PROPN
ajst-9130	87	15	.	.	PUNCT
ajst-9130	88	1	a	a	DET
ajst-9130	88	2	probe	probe	NOUN
ajst-9130	88	3	-	-	PUNCT
ajst-9130	88	4	based	base	VERB
ajst-9130	88	5	variable	variable	ADJ
ajst-9130	88	6	speed	speed	NOUN
ajst-9130	88	7	limit	limit	NOUN
ajst-9130	88	8	system[j	system[j	NOUN
ajst-9130	88	9	]	]	PUNCT
ajst-9130	88	10	.	.	PUNCT
ajst-9130	89	1	journal	journal	PROPN
ajst-9130	89	2	of	of	ADP
ajst-9130	89	3	intelligent	intelligent	ADJ
ajst-9130	89	4	transportation	transportation	NOUN
ajst-9130	89	5	systems	system	NOUN
ajst-9130	89	6	,	,	PUNCT
ajst-9130	89	7	2015	2015	NUM
ajst-9130	89	8	,	,	PUNCT
ajst-9130	89	9	19(4	19(4	NUM
ajst-9130	89	10	):	):	PUNCT
ajst-9130	89	11	339	339	NUM
ajst-9130	89	12	-	-	SYM
ajst-9130	89	13	354	354	NUM
ajst-9130	89	14	.	.	PUNCT
ajst-9130	90	1	[	[	X
ajst-9130	90	2	3	3	NUM
ajst-9130	90	3	]	]	X
ajst-9130	90	4	zhibin	zhibin	PROPN
ajst-9130	90	5	,	,	PUNCT
ajst-9130	90	6	li	li	PROPN
ajst-9130	90	7	,	,	PUNCT
ajst-9130	90	8	pan	pan	PROPN
ajst-9130	90	9	,	,	PUNCT
ajst-9130	90	10	et	et	PROPN
ajst-9130	90	11	al	al	PROPN
ajst-9130	90	12	.	.	PROPN
ajst-9130	91	1	optimal	optimal	ADJ
ajst-9130	91	2	mainline	mainline	ADJ
ajst-9130	91	3	variable	variable	ADJ
ajst-9130	91	4	speed	speed	NOUN
ajst-9130	91	5	limit	limit	NOUN
ajst-9130	91	6	control	control	NOUN
ajst-9130	91	7	to	to	PART
ajst-9130	91	8	improve	improve	VERB
ajst-9130	91	9	safety	safety	NOUN
ajst-9130	91	10	on	on	ADP
ajst-9130	91	11	large	large	ADJ
ajst-9130	91	12	-	-	PUNCT
ajst-9130	91	13	scale	scale	NOUN
ajst-9130	91	14	freeway	freeway	NOUN
ajst-9130	91	15	segments[j	segments[j	NOUN
ajst-9130	91	16	]	]	PUNCT
ajst-9130	91	17	.	.	PUNCT
ajst-9130	92	1	computer	computer	NOUN
ajst-9130	92	2	aided	aid	VERB
ajst-9130	92	3	civil	civil	ADJ
ajst-9130	92	4	&	&	CCONJ
ajst-9130	92	5	infrastructure	infrastructure	PROPN
ajst-9130	92	6	engineering	engineering	NOUN
ajst-9130	92	7	,	,	PUNCT
ajst-9130	92	8	2016	2016	NUM
ajst-9130	92	9	,	,	PUNCT
ajst-9130	92	10	31(5):366	31(5):366	PROPN
ajst-9130	92	11	-	-	SYM
ajst-9130	92	12	380	380	NUM
ajst-9130	92	13	.	.	PUNCT
ajst-9130	93	1	[	[	X
ajst-9130	93	2	4	4	X
ajst-9130	93	3	]	]	X
ajst-9130	93	4	edara	edara	PROPN
ajst-9130	93	5	p	p	X
ajst-9130	93	6	,	,	PUNCT
ajst-9130	93	7	sun.evaluation	sun.evaluation	NOUN
ajst-9130	93	8	of	of	ADP
ajst-9130	93	9	variable	variable	ADJ
ajst-9130	93	10	advisory	advisory	ADJ
ajst-9130	93	11	speed	speed	NOUN
ajst-9130	93	12	limits	limit	NOUN
ajst-9130	93	13	in	in	ADP
ajst-9130	93	14	congested	congested	ADJ
ajst-9130	93	15	work	work	NOUN
ajst-9130	93	16	zones[j].journal	zones[j].journal	NOUN
ajst-9130	93	17	of	of	ADP
ajst-9130	93	18	transportation	transportation	NOUN
ajst-9130	93	19	safety	safety	NOUN
ajst-9130	93	20	&	&	CCONJ
ajst-9130	93	21	security	security	NOUN
ajst-9130	93	22	,	,	PUNCT
ajst-9130	93	23	2017	2017	NUM
ajst-9130	93	24	,	,	PUNCT
ajst-9130	93	25	9(2	9(2	NUM
ajst-9130	93	26	):	):	PUNCT
ajst-9130	93	27	123	123	NUM
ajst-9130	93	28	-	-	SYM
ajst-9130	93	29	145	145	NUM
ajst-9130	93	30	.	.	PUNCT
ajst-9130	94	1	[	[	X
ajst-9130	94	2	5	5	NUM
ajst-9130	94	3	]	]	PUNCT
ajst-9130	94	4	highway	highway	NOUN
ajst-9130	94	5	capacity	capacity	NOUN
ajst-9130	94	6	mannual.2010	mannual.2010	PROPN
ajst-9130	94	7	,	,	PUNCT
ajst-9130	94	8	washington	washington	PROPN
ajst-9130	94	9	,	,	PUNCT
ajst-9130	94	10	d.c	d.c	PROPN
ajst-9130	94	11	:	:	PUNCT
ajst-9130	94	12	transportation	transportation	NOUN
ajst-9130	94	13	research	research	PROPN
ajst-9130	94	14	board	board	NOUN
ajst-9130	94	15	,	,	PUNCT
ajst-9130	94	16	national	national	PROPN
ajst-9130	94	17	research	research	PROPN
ajst-9130	94	18	council	council	PROPN
ajst-9130	94	19	.	.	PUNCT
ajst-9130	95	1	[	[	X
ajst-9130	95	2	6	6	NUM
ajst-9130	95	3	]	]	SYM
ajst-9130	95	4	li	li	PROPN
ajst-9130	95	5	z	z	PROPN
ajst-9130	95	6	,	,	PUNCT
ajst-9130	95	7	liu	liu	PROPN
ajst-9130	95	8	p	p	PROPN
ajst-9130	95	9	,	,	PUNCT
ajst-9130	95	10	xu	xu	PROPN
ajst-9130	95	11	c	c	X
ajst-9130	95	12	,	,	PUNCT
ajst-9130	95	13	et	et	PROPN
ajst-9130	95	14	al	al	PROPN
ajst-9130	95	15	.	.	PROPN
ajst-9130	95	16	reinforcement	reinforcement	NOUN
ajst-9130	95	17	learning	learning	NOUN
ajst-9130	95	18	-	-	PUNCT
ajst-9130	95	19	based	base	VERB
ajst-9130	95	20	variable	variable	ADJ
ajst-9130	95	21	speed	speed	NOUN
ajst-9130	95	22	limit	limit	NOUN
ajst-9130	95	23	control	control	NOUN
ajst-9130	95	24	strategy	strategy	NOUN
ajst-9130	95	25	to	to	PART
ajst-9130	95	26	reduce	reduce	VERB
ajst-9130	95	27	traffic	traffic	NOUN
ajst-9130	95	28	congestion	congestion	NOUN
ajst-9130	95	29	at	at	ADP
ajst-9130	95	30	freeway	freeway	NOUN
ajst-9130	95	31	recurrent	recurrent	PROPN
ajst-9130	95	32	bottlenecks[j	bottlenecks[j	NOUN
ajst-9130	95	33	]	]	PUNCT
ajst-9130	95	34	.	.	PUNCT
ajst-9130	96	1	ieee	ieee	NOUN
ajst-9130	96	2	transactions	transaction	NOUN
ajst-9130	96	3	on	on	ADP
ajst-9130	96	4	intelligent	intelligent	ADJ
ajst-9130	96	5	transportation	transportation	NOUN
ajst-9130	96	6	systems	system	NOUN
ajst-9130	96	7	,	,	PUNCT
ajst-9130	96	8	2017	2017	NUM
ajst-9130	96	9	,	,	PUNCT
ajst-9130	96	10	18(11	18(11	NUM
ajst-9130	96	11	):	):	PUNCT
ajst-9130	96	12	3204	3204	NUM
ajst-9130	96	13	-	-	SYM
ajst-9130	96	14	3217	3217	NUM
ajst-9130	96	15	.	.	PUNCT
ajst-9130	97	1	[	[	X
ajst-9130	97	2	7	7	X
ajst-9130	97	3	]	]	X
ajst-9130	97	4	wang	wang	PROPN
ajst-9130	97	5	c	c	PROPN
ajst-9130	97	6	,	,	PUNCT
ajst-9130	97	7	zhang	zhang	PROPN
ajst-9130	97	8	j	j	PROPN
ajst-9130	97	9	,	,	PUNCT
ajst-9130	97	10	xu	xu	PROPN
ajst-9130	97	11	l	l	PROPN
ajst-9130	97	12	,	,	PUNCT
ajst-9130	97	13	et	et	PROPN
ajst-9130	97	14	al	al	PROPN
ajst-9130	97	15	.	.	PUNCT
ajst-9130	98	1	a	a	DET
ajst-9130	98	2	new	new	ADJ
ajst-9130	98	3	solution	solution	NOUN
ajst-9130	98	4	for	for	ADP
ajst-9130	98	5	freeway	freeway	NOUN
ajst-9130	98	6	congestion	congestion	NOUN
ajst-9130	98	7	:	:	PUNCT
ajst-9130	98	8	cooperative	cooperative	ADJ
ajst-9130	98	9	speed	speed	NOUN
ajst-9130	98	10	limit	limit	NOUN
ajst-9130	98	11	control	control	NOUN
ajst-9130	98	12	using	use	VERB
ajst-9130	98	13	distributed	distribute	VERB
ajst-9130	98	14	reinforcement	reinforcement	NOUN
ajst-9130	98	15	learning[j	learning[j	NOUN
ajst-9130	98	16	]	]	PUNCT
ajst-9130	98	17	.	.	PUNCT
ajst-9130	99	1	ieee	ieee	NOUN
ajst-9130	99	2	access	access	NOUN
ajst-9130	99	3	,	,	PUNCT
ajst-9130	99	4	2019	2019	NUM
ajst-9130	99	5	,	,	PUNCT
ajst-9130	99	6	7	7	NUM
ajst-9130	99	7	:	:	SYM
ajst-9130	99	8	41947	41947	NUM
ajst-9130	99	9	-	-	SYM
ajst-9130	99	10	41957	41957	NUM
ajst-9130	99	11	.	.	PUNCT
ajst-9130	100	1	[	[	X
ajst-9130	100	2	8	8	NUM
ajst-9130	100	3	]	]	X
ajst-9130	100	4	zhu	zhu	PROPN
ajst-9130	100	5	f	f	X
ajst-9130	100	6	,	,	PUNCT
ajst-9130	100	7	ukkusuri	ukkusuri	PROPN
ajst-9130	100	8	s	s	PART
ajst-9130	100	9	v.	v.	ADP
ajst-9130	100	10	accounting	account	VERB
ajst-9130	100	11	for	for	ADP
ajst-9130	100	12	dynamic	dynamic	ADJ
ajst-9130	100	13	speed	speed	NOUN
ajst-9130	100	14	limit	limit	NOUN
ajst-9130	100	15	control	control	NOUN
ajst-9130	100	16	in	in	ADP
ajst-9130	100	17	a	a	DET
ajst-9130	100	18	stochastic	stochastic	ADJ
ajst-9130	100	19	traffic	traffic	NOUN
ajst-9130	100	20	environment	environment	NOUN
ajst-9130	100	21	:	:	PUNCT
ajst-9130	100	22	a	a	DET
ajst-9130	100	23	reinforcement	reinforcement	NOUN
ajst-9130	100	24	learning	learn	VERB
ajst-9130	100	25	approach[j	approach[j	PROPN
ajst-9130	100	26	]	]	PUNCT
ajst-9130	100	27	.	.	PUNCT
ajst-9130	101	1	transportation	transportation	NOUN
ajst-9130	101	2	research	research	NOUN
ajst-9130	101	3	part	part	NOUN
ajst-9130	101	4	c	c	NOUN
ajst-9130	101	5	:	:	PUNCT
ajst-9130	101	6	emerging	emerge	VERB
ajst-9130	101	7	technologies	technology	NOUN
ajst-9130	101	8	,	,	PUNCT
ajst-9130	101	9	2014	2014	NUM
ajst-9130	101	10	,	,	PUNCT
ajst-9130	101	11	41	41	NUM
ajst-9130	101	12	:	:	SYM
ajst-9130	101	13	30	30	NUM
ajst-9130	101	14	-	-	SYM
ajst-9130	101	15	47	47	NUM
ajst-9130	101	16	.	.	PUNCT
ajst-9130	102	1	[	[	X
ajst-9130	102	2	9	9	NUM
ajst-9130	102	3	]	]	X
ajst-9130	102	4	lu	lu	NOUN
ajst-9130	102	5	c	c	PROPN
ajst-9130	102	6	,	,	PUNCT
ajst-9130	102	7	huang	huang	PROPN
ajst-9130	102	8	j	j	PROPN
ajst-9130	102	9	,	,	PUNCT
ajst-9130	102	10	gong	gong	PROPN
ajst-9130	102	11	j.	j.	PROPN
ajst-9130	102	12	reinforcement	reinforcement	PROPN
ajst-9130	102	13	learning	learning	NOUN
ajst-9130	102	14	for	for	ADP
ajst-9130	102	15	ramp	ramp	NOUN
ajst-9130	102	16	control	control	NOUN
ajst-9130	102	17	:	:	PUNCT
ajst-9130	102	18	an	an	DET
ajst-9130	102	19	analysis	analysis	NOUN
ajst-9130	102	20	of	of	ADP
ajst-9130	102	21	learning	learn	VERB
ajst-9130	102	22	parameters[j	parameters[j	PROPN
ajst-9130	102	23	]	]	PUNCT
ajst-9130	102	24	.	.	PUNCT
ajst-9130	103	1	promettraffic&transportation	promettraffic&transportation	NOUN
ajst-9130	103	2	,	,	PUNCT
ajst-9130	103	3	2016	2016	NUM
ajst-9130	103	4	,	,	PUNCT
ajst-9130	103	5	28(4	28(4	NUM
ajst-9130	103	6	):	):	PUNCT
ajst-9130	103	7	371	371	NUM
ajst-9130	103	8	-	-	SYM
ajst-9130	103	9	381	381	NUM
ajst-9130	103	10	.	.	PUNCT
ajst-9130	104	1	[	[	X
ajst-9130	104	2	10	10	NUM
ajst-9130	104	3	]	]	PUNCT
ajst-9130	104	4	j.	j.	PROPN
ajst-9130	104	5	u.	u.	PROPN
ajst-9130	104	6	duncombe	duncombe	PROPN
ajst-9130	104	7	,	,	PUNCT
ajst-9130	104	8	“	"	PUNCT
ajst-9130	104	9	infrared	infrared	ADJ
ajst-9130	104	10	navigation	navigation	NOUN
ajst-9130	104	11	—	—	PUNCT
ajst-9130	104	12	part	part	NOUN
ajst-9130	104	13	i	i	NOUN
ajst-9130	104	14	:	:	PUNCT
ajst-9130	104	15	an	an	DET
ajst-9130	104	16	assessment	assessment	NOUN
ajst-9130	104	17	of	of	ADP
ajst-9130	104	18	feasibility	feasibility	NOUN
ajst-9130	104	19	(	(	PUNCT
ajst-9130	104	20	periodical	periodical	ADJ
ajst-9130	104	21	style	style	NOUN
ajst-9130	104	22	)	)	PUNCT
ajst-9130	104	23	,	,	PUNCT
ajst-9130	104	24	”	"	PUNCT
ajst-9130	104	25	ieee	ieee	NOUN
ajst-9130	104	26	trans	trans	PROPN
ajst-9130	104	27	.	.	PROPN
ajst-9130	105	1	electron	electron	PROPN
ajst-9130	105	2	devices	device	NOUN
ajst-9130	105	3	,	,	PUNCT
ajst-9130	105	4	vol	vol	NOUN
ajst-9130	105	5	.	.	PUNCT
ajst-9130	106	1	ed-11	ed-11	ADV
ajst-9130	106	2	,	,	PUNCT
ajst-9130	106	3	pp	pp	ADJ
ajst-9130	106	4	.	.	PUNCT
ajst-9130	107	1	34–39	34–39	NUM
ajst-9130	107	2	,	,	PUNCT
ajst-9130	107	3	jan	jan	PROPN
ajst-9130	107	4	.	.	PROPN
ajst-9130	107	5	1959	1959	NUM
ajst-9130	107	6	.	.	PUNCT
ajst-9130	108	1	[	[	X
ajst-9130	108	2	11	11	NUM
ajst-9130	108	3	]	]	X
ajst-9130	108	4	wu	wu	PROPN
ajst-9130	108	5	y	y	PROPN
ajst-9130	108	6	,	,	PUNCT
ajst-9130	108	7	tan	tan	PROPN
ajst-9130	108	8	h	h	NOUN
ajst-9130	108	9	,	,	PUNCT
ajst-9130	108	10	qin	qin	PROPN
ajst-9130	108	11	l	l	PROPN
ajst-9130	108	12	,	,	PUNCT
ajst-9130	108	13	et	et	PROPN
ajst-9130	108	14	al	al	PROPN
ajst-9130	108	15	.	.	PROPN
ajst-9130	108	16	differential	differential	ADJ
ajst-9130	108	17	variable	variable	ADJ
ajst-9130	108	18	speed	speed	NOUN
ajst-9130	108	19	limits	limit	VERB
ajst-9130	108	20	control	control	NOUN
ajst-9130	108	21	for	for	ADP
ajst-9130	108	22	freeway	freeway	NOUN
ajst-9130	108	23	recurrent	recurrent	ADJ
ajst-9130	108	24	bottlenecks	bottleneck	NOUN
ajst-9130	108	25	via	via	ADP
ajst-9130	108	26	deep	deep	ADJ
ajst-9130	108	27	actor	actor	NOUN
ajst-9130	108	28	-	-	PUNCT
ajst-9130	108	29	critic	critic	NOUN
ajst-9130	108	30	algorithm[j	algorithm[j	PROPN
ajst-9130	108	31	]	]	PUNCT
ajst-9130	108	32	.	.	PUNCT
ajst-9130	109	1	transportation	transportation	NOUN
ajst-9130	109	2	research	research	NOUN
ajst-9130	109	3	part	part	NOUN
ajst-9130	109	4	c	c	NOUN
ajst-9130	109	5	:	:	PUNCT
ajst-9130	109	6	emerging	emerge	VERB
ajst-9130	109	7	technologies	technology	NOUN
ajst-9130	109	8	,	,	PUNCT
ajst-9130	109	9	2020	2020	NUM
ajst-9130	109	10	,	,	PUNCT
ajst-9130	109	11	117	117	NUM
ajst-9130	109	12	:	:	SYM
ajst-9130	109	13	102649	102649	NUM
ajst-9130	109	14	.	.	PUNCT
ajst-9130	110	1	[	[	X
ajst-9130	110	2	12	12	NUM
ajst-9130	110	3	]	]	X
ajst-9130	110	4	ke	ke	PROPN
ajst-9130	110	5	z	z	PROPN
ajst-9130	110	6	,	,	PUNCT
ajst-9130	110	7	li	li	PROPN
ajst-9130	110	8	z	z	PROPN
ajst-9130	110	9	,	,	PUNCT
ajst-9130	111	1	cao	cao	PROPN
ajst-9130	111	2	z	z	PROPN
ajst-9130	111	3	,	,	PUNCT
ajst-9130	111	4	et	et	PROPN
ajst-9130	111	5	al	al	PROPN
ajst-9130	111	6	.	.	PROPN
ajst-9130	111	7	enhancing	enhance	VERB
ajst-9130	111	8	transferability	transferability	NOUN
ajst-9130	111	9	of	of	ADP
ajst-9130	111	10	deep	deep	ADJ
ajst-9130	111	11	reinforcement	reinforcement	NOUN
ajst-9130	111	12	learning	learning	NOUN
ajst-9130	111	13	-	-	PUNCT
ajst-9130	111	14	based	base	VERB
ajst-9130	111	15	variable	variable	ADJ
ajst-9130	111	16	speed	speed	NOUN
ajst-9130	111	17	limit	limit	NOUN
ajst-9130	111	18	control	control	NOUN
ajst-9130	111	19	using	use	VERB
ajst-9130	111	20	transfer	transfer	NOUN
ajst-9130	111	21	learning[j	learning[j	NOUN
ajst-9130	111	22	]	]	PUNCT
ajst-9130	111	23	.	.	PUNCT
ajst-9130	112	1	ieee	ieee	NOUN
ajst-9130	112	2	transactions	transaction	NOUN
ajst-9130	112	3	on	on	ADP
ajst-9130	112	4	intelligent	intelligent	ADJ
ajst-9130	112	5	transportation	transportation	NOUN
ajst-9130	112	6	systems	system	NOUN
ajst-9130	112	7	,	,	PUNCT
ajst-9130	112	8	2020	2020	NUM
ajst-9130	112	9	,	,	PUNCT
ajst-9130	112	10	pp(99):1	pp(99):1	NOUN
ajst-9130	112	11	-	-	SYM
ajst-9130	112	12	12	12	NUM
ajst-9130	112	13	.	.	PUNCT
ajst-9130	113	1	[	[	X
ajst-9130	113	2	13	13	NUM
ajst-9130	113	3	]	]	X
ajst-9130	113	4	muller	muller	NOUN
ajst-9130	113	5	e	e	PROPN
ajst-9130	113	6	r	r	PROPN
ajst-9130	113	7	,	,	PUNCT
ajst-9130	113	8	carlson	carlson	PROPN
ajst-9130	113	9	r	r	PROPN
ajst-9130	113	10	c	c	PROPN
ajst-9130	113	11	,	,	PUNCT
ajst-9130	113	12	kraus	kraus	PROPN
ajst-9130	113	13	w	w	PROPN
ajst-9130	113	14	,	,	PUNCT
ajst-9130	113	15	et	et	PROPN
ajst-9130	113	16	al	al	PROPN
ajst-9130	113	17	.	.	PROPN
ajst-9130	113	18	microscopic	microscopic	PROPN
ajst-9130	113	19	simulation	simulation	NOUN
ajst-9130	113	20	analysis	analysis	NOUN
ajst-9130	113	21	of	of	ADP
ajst-9130	113	22	mainstream	mainstream	NOUN
ajst-9130	113	23	traffic	traffic	NOUN
ajst-9130	113	24	flow	flow	NOUN
ajst-9130	113	25	control	control	NOUN
ajst-9130	113	26	with	with	ADP
ajst-9130	113	27	variable	variable	ADJ
ajst-9130	113	28	speed	speed	NOUN
ajst-9130	113	29	limits[c]//	limits[c]//	VERB
ajst-9130	113	30	international	international	ADJ
ajst-9130	113	31	ieee	ieee	NOUN
ajst-9130	113	32	conference	conference	NOUN
ajst-9130	113	33	on	on	ADP
ajst-9130	113	34	intelligent	intelligent	ADJ
ajst-9130	113	35	transportation	transportation	NOUN
ajst-9130	113	36	systems	system	NOUN
ajst-9130	113	37	.	.	PUNCT
ajst-9130	114	1	ieee	ieee	PROPN
ajst-9130	114	2	,	,	PUNCT
ajst-9130	114	3	2013	2013	NUM
ajst-9130	114	4	.	.	PUNCT
ajst-9130	115	1	[	[	X
ajst-9130	115	2	14	14	NUM
ajst-9130	115	3	]	]	X
ajst-9130	115	4	g.	g.	PROPN
ajst-9130	115	5	rg.r	rg.r	PROPN
ajst-9130	115	6	.	.	PUNCT
ajst-9130	116	1	iordanidou	iordanidou	PROPN
ajst-9130	116	2	,	,	PUNCT
ajst-9130	116	3	i.	i.	NOUN
ajst-9130	116	4	papamichail	papamichail	PROPN
ajst-9130	116	5	,	,	PUNCT
ajst-9130	116	6	c.	c.	PROPN
ajst-9130	116	7	roncoli	roncoli	NOUN
ajst-9130	116	8	,	,	PUNCT
ajst-9130	116	9	and	and	CCONJ
ajst-9130	116	10	m.	m.	NOUN
ajst-9130	116	11	papageorgiou,“feedback	papageorgiou,“feedback	NOUN
ajst-9130	116	12	-	-	PUNCT
ajst-9130	116	13	based	base	VERB
ajst-9130	116	14	integrated	integrate	VERB
ajst-9130	116	15	motorway	motorway	NOUN
ajst-9130	116	16	traffic	traffic	NOUN
ajst-9130	116	17	flow	flow	NOUN
ajst-9130	116	18	control	control	NOUN
ajst-9130	116	19	with	with	ADP
ajst-9130	116	20	delay	delay	NOUN
ajst-9130	116	21	balancing	balancing	NOUN
ajst-9130	116	22	,	,	PUNCT
ajst-9130	116	23	”	"	PUNCT
ajst-9130	116	24	ieee	ieee	NOUN
ajst-9130	116	25	trans	trans	PROPN
ajst-9130	116	26	.	.	PUNCT
ajst-9130	117	1	intell	intell	PROPN
ajst-9130	117	2	.	.	PUNCT
ajst-9130	118	1	transp	transp	PROPN
ajst-9130	118	2	.	.	PUNCT
ajst-9130	119	1	syst	syst	PROPN
ajst-9130	119	2	.	.	PUNCT
ajst-9130	119	3	,	,	PUNCT
ajst-9130	119	4	vol	vol	NOUN
ajst-9130	119	5	.	.	PROPN
ajst-9130	119	6	18	18	NUM
ajst-9130	119	7	,	,	PUNCT
ajst-9130	119	8	no	no	INTJ
ajst-9130	119	9	.	.	NOUN
ajst-9130	119	10	9	9	NUM
ajst-9130	119	11	,	,	PUNCT
ajst-9130	119	12	pp	pp	ADJ
ajst-9130	119	13	.	.	PUNCT
ajst-9130	120	1	2319	2319	NUM
ajst-9130	120	2	-	-	SYM
ajst-9130	120	3	2329,sep	2329,sep	NUM
ajst-9130	120	4	.	.	PUNCT
ajst-9130	121	1	2017	2017	NUM
ajst-9130	121	2	.	.	PUNCT