id	sid	tid	token	lemma	pos
ajst-30210	1	1	academic	academic	ADJ
ajst-30210	1	2	journal	journal	NOUN
ajst-30210	1	3	of	of	ADP
ajst-30210	1	4	science	science	NOUN
ajst-30210	1	5	and	and	CCONJ
ajst-30210	1	6	technology	technology	NOUN
ajst-30210	1	7	issn	issn	NOUN
ajst-30210	1	8	:	:	PUNCT
ajst-30210	1	9	2771	2771	NUM
ajst-30210	1	10	-	-	SYM
ajst-30210	1	11	3032	3032	NUM
ajst-30210	1	12	|	|	NOUN
ajst-30210	1	13	vol	vol	NOUN
ajst-30210	1	14	.	.	PUNCT
ajst-30210	2	1	14	14	NUM
ajst-30210	2	2	,	,	PUNCT
ajst-30210	2	3	no	no	INTJ
ajst-30210	2	4	.	.	NOUN
ajst-30210	2	5	3	3	NUM
ajst-30210	2	6	,	,	PUNCT
ajst-30210	2	7	2025	2025	NUM
ajst-30210	2	8	217	217	NUM
ajst-30210	2	9	data‐driven	data‐driven	ADJ
ajst-30210	2	10	aerodynamic	aerodynamic	ADJ
ajst-30210	2	11	design	design	NOUN
ajst-30210	2	12	and	and	CCONJ
ajst-30210	2	13	optimization	optimization	NOUN
ajst-30210	2	14	of	of	ADP
ajst-30210	2	15	vehicles	vehicle	NOUN
ajst-30210	2	16	juncheng	juncheng	PROPN
ajst-30210	2	17	peng	peng	PROPN
ajst-30210	2	18	*	*	PROPN
ajst-30210	2	19	beijing	beijing	PROPN
ajst-30210	2	20	xuanwu	xuanwu	PROPN
ajst-30210	2	21	foreign	foreign	PROPN
ajst-30210	2	22	language	language	NOUN
ajst-30210	2	23	experimental	experimental	ADJ
ajst-30210	2	24	school	school	NOUN
ajst-30210	2	25	,	,	PUNCT
ajst-30210	2	26	beijing	beijing	PROPN
ajst-30210	2	27	,	,	PUNCT
ajst-30210	2	28	100055	100055	NUM
ajst-30210	2	29	,	,	PUNCT
ajst-30210	2	30	china	china	PROPN
ajst-30210	2	31	*	*	PUNCT
ajst-30210	2	32	corresponding	correspond	VERB
ajst-30210	2	33	author	author	NOUN
ajst-30210	2	34	’s	’s	PART
ajst-30210	2	35	e	e	NOUN
ajst-30210	2	36	-	-	NOUN
ajst-30210	2	37	mail	mail	NOUN
ajst-30210	2	38	:	:	PUNCT
ajst-30210	2	39	peng20060909@outlook.com	peng20060909@outlook.com	X
ajst-30210	2	40	abstract	abstract	NOUN
ajst-30210	2	41	:	:	PUNCT
ajst-30210	2	42	this	this	DET
ajst-30210	2	43	paper	paper	NOUN
ajst-30210	2	44	investigates	investigate	VERB
ajst-30210	2	45	the	the	DET
ajst-30210	2	46	aerodynamic	aerodynamic	ADJ
ajst-30210	2	47	design	design	NOUN
ajst-30210	2	48	and	and	CCONJ
ajst-30210	2	49	optimization	optimization	NOUN
ajst-30210	2	50	of	of	ADP
ajst-30210	2	51	vehicles	vehicle	NOUN
ajst-30210	2	52	based	base	VERB
ajst-30210	2	53	on	on	ADP
ajst-30210	2	54	data	data	NOUN
ajst-30210	2	55	-	-	PUNCT
ajst-30210	2	56	driven	drive	VERB
ajst-30210	2	57	methods	method	NOUN
ajst-30210	2	58	,	,	PUNCT
ajst-30210	2	59	aiming	aim	VERB
ajst-30210	2	60	to	to	PART
ajst-30210	2	61	enhance	enhance	VERB
ajst-30210	2	62	the	the	DET
ajst-30210	2	63	energy	energy	NOUN
ajst-30210	2	64	efficiency	efficiency	NOUN
ajst-30210	2	65	and	and	CCONJ
ajst-30210	2	66	performance	performance	NOUN
ajst-30210	2	67	of	of	ADP
ajst-30210	2	68	transportation	transportation	NOUN
ajst-30210	2	69	vehicles	vehicle	NOUN
ajst-30210	2	70	.	.	PUNCT
ajst-30210	3	1	the	the	DET
ajst-30210	3	2	research	research	NOUN
ajst-30210	3	3	integrates	integrate	VERB
ajst-30210	3	4	machine	machine	NOUN
ajst-30210	3	5	learning	learning	NOUN
ajst-30210	3	6	algorithms	algorithm	NOUN
ajst-30210	3	7	,	,	PUNCT
ajst-30210	3	8	big	big	ADJ
ajst-30210	3	9	data	datum	NOUN
ajst-30210	3	10	analytics	analytic	NOUN
ajst-30210	3	11	,	,	PUNCT
ajst-30210	3	12	and	and	CCONJ
ajst-30210	3	13	computational	computational	ADJ
ajst-30210	3	14	fluid	fluid	ADJ
ajst-30210	3	15	dynamics	dynamic	NOUN
ajst-30210	3	16	(	(	PUNCT
ajst-30210	3	17	cfd	cfd	NOUN
ajst-30210	3	18	)	)	PUNCT
ajst-30210	3	19	simulation	simulation	NOUN
ajst-30210	3	20	techniques	technique	NOUN
ajst-30210	3	21	to	to	PART
ajst-30210	3	22	establish	establish	VERB
ajst-30210	3	23	an	an	DET
ajst-30210	3	24	efficient	efficient	ADJ
ajst-30210	3	25	aerodynamic	aerodynamic	ADJ
ajst-30210	3	26	optimization	optimization	NOUN
ajst-30210	3	27	model	model	NOUN
ajst-30210	3	28	.	.	PUNCT
ajst-30210	4	1	by	by	ADP
ajst-30210	4	2	analyzing	analyze	VERB
ajst-30210	4	3	massive	massive	ADJ
ajst-30210	4	4	design	design	NOUN
ajst-30210	4	5	parameters	parameter	NOUN
ajst-30210	4	6	and	and	CCONJ
ajst-30210	4	7	flow	flow	NOUN
ajst-30210	4	8	field	field	NOUN
ajst-30210	4	9	data	datum	NOUN
ajst-30210	4	10	,	,	PUNCT
ajst-30210	4	11	innovative	innovative	ADJ
ajst-30210	4	12	design	design	NOUN
ajst-30210	4	13	solutions	solution	NOUN
ajst-30210	4	14	are	be	AUX
ajst-30210	4	15	proposed	propose	VERB
ajst-30210	4	16	and	and	CCONJ
ajst-30210	4	17	validated	validate	VERB
ajst-30210	4	18	for	for	ADP
ajst-30210	4	19	practical	practical	ADJ
ajst-30210	4	20	application	application	NOUN
ajst-30210	4	21	.	.	PUNCT
ajst-30210	5	1	this	this	DET
ajst-30210	5	2	study	study	NOUN
ajst-30210	5	3	offers	offer	VERB
ajst-30210	5	4	new	new	ADJ
ajst-30210	5	5	approaches	approach	NOUN
ajst-30210	5	6	to	to	ADP
ajst-30210	5	7	traditional	traditional	ADJ
ajst-30210	5	8	design	design	NOUN
ajst-30210	5	9	methods	method	NOUN
ajst-30210	5	10	,	,	PUNCT
ajst-30210	5	11	significantly	significantly	ADV
ajst-30210	5	12	shortening	shorten	VERB
ajst-30210	5	13	the	the	DET
ajst-30210	5	14	design	design	NOUN
ajst-30210	5	15	cycle	cycle	NOUN
ajst-30210	5	16	,	,	PUNCT
ajst-30210	5	17	reducing	reduce	VERB
ajst-30210	5	18	research	research	NOUN
ajst-30210	5	19	and	and	CCONJ
ajst-30210	5	20	development	development	NOUN
ajst-30210	5	21	costs	cost	NOUN
ajst-30210	5	22	,	,	PUNCT
ajst-30210	5	23	and	and	CCONJ
ajst-30210	5	24	laying	lay	VERB
ajst-30210	5	25	a	a	DET
ajst-30210	5	26	technological	technological	ADJ
ajst-30210	5	27	foundation	foundation	NOUN
ajst-30210	5	28	for	for	ADP
ajst-30210	5	29	the	the	DET
ajst-30210	5	30	future	future	ADJ
ajst-30210	5	31	development	development	NOUN
ajst-30210	5	32	of	of	ADP
ajst-30210	5	33	intelligent	intelligent	ADJ
ajst-30210	5	34	transportation	transportation	NOUN
ajst-30210	5	35	vehicles	vehicle	NOUN
ajst-30210	5	36	.	.	PUNCT
ajst-30210	6	1	the	the	DET
ajst-30210	6	2	findings	finding	NOUN
ajst-30210	6	3	are	be	AUX
ajst-30210	6	4	of	of	ADP
ajst-30210	6	5	great	great	ADJ
ajst-30210	6	6	significance	significance	NOUN
ajst-30210	6	7	for	for	ADP
ajst-30210	6	8	promoting	promote	VERB
ajst-30210	6	9	green	green	ADJ
ajst-30210	6	10	transportation	transportation	NOUN
ajst-30210	6	11	and	and	CCONJ
ajst-30210	6	12	achieving	achieve	VERB
ajst-30210	6	13	energy	energy	NOUN
ajst-30210	6	14	conservation	conservation	NOUN
ajst-30210	6	15	and	and	CCONJ
ajst-30210	6	16	emission	emission	NOUN
ajst-30210	6	17	reduction	reduction	NOUN
ajst-30210	6	18	,	,	PUNCT
ajst-30210	6	19	providing	provide	VERB
ajst-30210	6	20	both	both	CCONJ
ajst-30210	6	21	theoretical	theoretical	ADJ
ajst-30210	6	22	support	support	NOUN
ajst-30210	6	23	and	and	CCONJ
ajst-30210	6	24	practical	practical	ADJ
ajst-30210	6	25	guidance	guidance	NOUN
ajst-30210	6	26	for	for	ADP
ajst-30210	6	27	sustainable	sustainable	ADJ
ajst-30210	6	28	transportation	transportation	NOUN
ajst-30210	6	29	development	development	NOUN
ajst-30210	6	30	.	.	PUNCT
ajst-30210	7	1	keywords	keyword	NOUN
ajst-30210	7	2	:	:	PUNCT
ajst-30210	7	3	data	datum	NOUN
ajst-30210	7	4	-	-	PUNCT
ajst-30210	7	5	driven	drive	VERB
ajst-30210	7	6	;	;	PUNCT
ajst-30210	7	7	transportation	transportation	NOUN
ajst-30210	7	8	vehicles	vehicle	NOUN
ajst-30210	7	9	;	;	PUNCT
ajst-30210	7	10	aerodynamic	aerodynamic	ADJ
ajst-30210	7	11	optimization	optimization	NOUN
ajst-30210	7	12	;	;	PUNCT
ajst-30210	7	13	computational	computational	ADJ
ajst-30210	7	14	fluid	fluid	NOUN
ajst-30210	7	15	dynamics	dynamic	NOUN
ajst-30210	7	16	;	;	PUNCT
ajst-30210	7	17	drag	drag	VERB
ajst-30210	7	18	coefficient	coefficient	NOUN
ajst-30210	7	19	.	.	PUNCT
ajst-30210	8	1	1	1	X
ajst-30210	8	2	.	.	X
ajst-30210	8	3	introduction	introduction	NOUN
ajst-30210	8	4	with	with	ADP
ajst-30210	8	5	the	the	DET
ajst-30210	8	6	rapid	rapid	ADJ
ajst-30210	8	7	development	development	NOUN
ajst-30210	8	8	of	of	ADP
ajst-30210	8	9	the	the	DET
ajst-30210	8	10	transportation	transportation	NOUN
ajst-30210	8	11	sector	sector	NOUN
ajst-30210	8	12	,	,	PUNCT
ajst-30210	8	13	the	the	DET
ajst-30210	8	14	aerodynamic	aerodynamic	ADJ
ajst-30210	8	15	performance	performance	NOUN
ajst-30210	8	16	of	of	ADP
ajst-30210	8	17	vehicles	vehicle	NOUN
ajst-30210	8	18	has	have	AUX
ajst-30210	8	19	become	become	VERB
ajst-30210	8	20	increasingly	increasingly	ADV
ajst-30210	8	21	important	important	ADJ
ajst-30210	8	22	for	for	ADP
ajst-30210	8	23	energy	energy	NOUN
ajst-30210	8	24	efficiency	efficiency	NOUN
ajst-30210	8	25	,	,	PUNCT
ajst-30210	8	26	speed	speed	NOUN
ajst-30210	8	27	,	,	PUNCT
ajst-30210	8	28	and	and	CCONJ
ajst-30210	8	29	environmental	environmental	ADJ
ajst-30210	8	30	impact	impact	NOUN
ajst-30210	8	31	.	.	PUNCT
ajst-30210	9	1	however	however	ADV
ajst-30210	9	2	,	,	PUNCT
ajst-30210	9	3	traditional	traditional	ADJ
ajst-30210	9	4	aerodynamic	aerodynamic	ADJ
ajst-30210	9	5	design	design	NOUN
ajst-30210	9	6	methods	method	NOUN
ajst-30210	9	7	primarily	primarily	ADV
ajst-30210	9	8	rely	rely	VERB
ajst-30210	9	9	on	on	ADP
ajst-30210	9	10	empirical	empirical	ADJ
ajst-30210	9	11	formulas	formula	NOUN
ajst-30210	9	12	and	and	CCONJ
ajst-30210	9	13	experimental	experimental	ADJ
ajst-30210	9	14	techniques	technique	NOUN
ajst-30210	9	15	,	,	PUNCT
ajst-30210	9	16	which	which	PRON
ajst-30210	9	17	face	face	VERB
ajst-30210	9	18	challenges	challenge	NOUN
ajst-30210	9	19	such	such	ADJ
ajst-30210	9	20	as	as	ADP
ajst-30210	9	21	long	long	ADJ
ajst-30210	9	22	development	development	NOUN
ajst-30210	9	23	cycles	cycle	NOUN
ajst-30210	9	24	,	,	PUNCT
ajst-30210	9	25	high	high	ADJ
ajst-30210	9	26	costs	cost	NOUN
ajst-30210	9	27	,	,	PUNCT
ajst-30210	9	28	and	and	CCONJ
ajst-30210	9	29	limited	limited	ADJ
ajst-30210	9	30	optimization	optimization	NOUN
ajst-30210	9	31	effectiveness	effectiveness	NOUN
ajst-30210	9	32	.	.	PUNCT
ajst-30210	10	1	additionally	additionally	ADV
ajst-30210	10	2	,	,	PUNCT
ajst-30210	10	3	traditional	traditional	ADJ
ajst-30210	10	4	methods	method	NOUN
ajst-30210	10	5	struggle	struggle	VERB
ajst-30210	10	6	to	to	PART
ajst-30210	10	7	comprehensively	comprehensively	ADV
ajst-30210	10	8	address	address	VERB
ajst-30210	10	9	the	the	DET
ajst-30210	10	10	coupling	coupling	NOUN
ajst-30210	10	11	effects	effect	NOUN
ajst-30210	10	12	of	of	ADP
ajst-30210	10	13	multidimensional	multidimensional	ADJ
ajst-30210	10	14	design	design	NOUN
ajst-30210	10	15	parameters	parameter	NOUN
ajst-30210	10	16	when	when	SCONJ
ajst-30210	10	17	dealing	deal	VERB
ajst-30210	10	18	with	with	ADP
ajst-30210	10	19	complex	complex	ADJ
ajst-30210	10	20	nonlinear	nonlinear	ADJ
ajst-30210	10	21	flow	flow	NOUN
ajst-30210	10	22	field	field	NOUN
ajst-30210	10	23	problems	problem	NOUN
ajst-30210	10	24	.	.	PUNCT
ajst-30210	11	1	to	to	PART
ajst-30210	11	2	address	address	VERB
ajst-30210	11	3	these	these	DET
ajst-30210	11	4	challenges	challenge	NOUN
ajst-30210	11	5	,	,	PUNCT
ajst-30210	11	6	this	this	DET
ajst-30210	11	7	paper	paper	NOUN
ajst-30210	11	8	explores	explore	VERB
ajst-30210	11	9	a	a	DET
ajst-30210	11	10	data	data	NOUN
ajst-30210	11	11	-	-	PUNCT
ajst-30210	11	12	driven	drive	VERB
ajst-30210	11	13	aerodynamic	aerodynamic	ADJ
ajst-30210	11	14	optimization	optimization	NOUN
ajst-30210	11	15	approach	approach	NOUN
ajst-30210	11	16	,	,	PUNCT
ajst-30210	11	17	building	build	VERB
ajst-30210	11	18	on	on	ADP
ajst-30210	11	19	previous	previous	ADJ
ajst-30210	11	20	research	research	NOUN
ajst-30210	11	21	and	and	CCONJ
ajst-30210	11	22	combining	combine	VERB
ajst-30210	11	23	big	big	ADJ
ajst-30210	11	24	data	datum	NOUN
ajst-30210	11	25	and	and	CCONJ
ajst-30210	11	26	machine	machine	NOUN
ajst-30210	11	27	learning	learning	NOUN
ajst-30210	11	28	technologies	technology	NOUN
ajst-30210	11	29	.	.	PUNCT
ajst-30210	12	1	by	by	ADP
ajst-30210	12	2	efficiently	efficiently	ADV
ajst-30210	12	3	analyzing	analyze	VERB
ajst-30210	12	4	and	and	CCONJ
ajst-30210	12	5	utilizing	utilize	VERB
ajst-30210	12	6	multi	multi	ADJ
ajst-30210	12	7	-	-	ADJ
ajst-30210	12	8	source	source	ADJ
ajst-30210	12	9	flow	flow	NOUN
ajst-30210	12	10	field	field	NOUN
ajst-30210	12	11	data	datum	NOUN
ajst-30210	12	12	,	,	PUNCT
ajst-30210	12	13	the	the	DET
ajst-30210	12	14	paper	paper	NOUN
ajst-30210	12	15	aims	aim	VERB
ajst-30210	12	16	to	to	PART
ajst-30210	12	17	optimize	optimize	VERB
ajst-30210	12	18	the	the	DET
ajst-30210	12	19	design	design	NOUN
ajst-30210	12	20	process	process	NOUN
ajst-30210	12	21	,	,	PUNCT
ajst-30210	12	22	improve	improve	VERB
ajst-30210	12	23	prediction	prediction	NOUN
ajst-30210	12	24	accuracy	accuracy	NOUN
ajst-30210	12	25	,	,	PUNCT
ajst-30210	12	26	and	and	CCONJ
ajst-30210	12	27	uncover	uncover	VERB
ajst-30210	12	28	new	new	ADJ
ajst-30210	12	29	design	design	NOUN
ajst-30210	12	30	potentials	potential	NOUN
ajst-30210	12	31	,	,	PUNCT
ajst-30210	12	32	thereby	thereby	ADV
ajst-30210	12	33	providing	provide	VERB
ajst-30210	12	34	innovative	innovative	ADJ
ajst-30210	12	35	solutions	solution	NOUN
ajst-30210	12	36	for	for	ADP
ajst-30210	12	37	enhancing	enhance	VERB
ajst-30210	12	38	vehicle	vehicle	NOUN
ajst-30210	12	39	performance	performance	NOUN
ajst-30210	12	40	and	and	CCONJ
ajst-30210	12	41	promoting	promote	VERB
ajst-30210	12	42	green	green	ADJ
ajst-30210	12	43	development	development	NOUN
ajst-30210	12	44	in	in	ADP
ajst-30210	12	45	the	the	DET
ajst-30210	12	46	transportation	transportation	NOUN
ajst-30210	12	47	sector	sector	NOUN
ajst-30210	12	48	.	.	PUNCT
ajst-30210	13	1	2	2	X
ajst-30210	13	2	.	.	X
ajst-30210	13	3	research	research	NOUN
ajst-30210	13	4	status	status	NOUN
ajst-30210	13	5	2.1	2.1	NUM
ajst-30210	13	6	.	.	PUNCT
ajst-30210	14	1	international	international	ADJ
ajst-30210	14	2	research	research	NOUN
ajst-30210	14	3	status	status	NOUN
ajst-30210	14	4	in	in	ADP
ajst-30210	14	5	recent	recent	ADJ
ajst-30210	14	6	years	year	NOUN
ajst-30210	14	7	,	,	PUNCT
ajst-30210	14	8	significant	significant	ADJ
ajst-30210	14	9	progress	progress	NOUN
ajst-30210	14	10	has	have	AUX
ajst-30210	14	11	been	be	AUX
ajst-30210	14	12	made	make	VERB
ajst-30210	14	13	abroad	abroad	ADV
ajst-30210	14	14	in	in	ADP
ajst-30210	14	15	data	data	NOUN
ajst-30210	14	16	-	-	PUNCT
ajst-30210	14	17	driven	drive	VERB
ajst-30210	14	18	design	design	NOUN
ajst-30210	14	19	methods	method	NOUN
ajst-30210	14	20	and	and	CCONJ
ajst-30210	14	21	their	their	PRON
ajst-30210	14	22	application	application	NOUN
ajst-30210	14	23	in	in	ADP
ajst-30210	14	24	the	the	DET
ajst-30210	14	25	aerodynamic	aerodynamic	ADJ
ajst-30210	14	26	optimization	optimization	NOUN
ajst-30210	14	27	of	of	ADP
ajst-30210	14	28	transportation	transportation	NOUN
ajst-30210	14	29	vehicles	vehicle	NOUN
ajst-30210	14	30	.	.	PUNCT
ajst-30210	15	1	for	for	ADP
ajst-30210	15	2	example	example	NOUN
ajst-30210	15	3	,	,	PUNCT
ajst-30210	15	4	a	a	DET
ajst-30210	15	5	research	research	NOUN
ajst-30210	15	6	team	team	NOUN
ajst-30210	15	7	at	at	ADP
ajst-30210	15	8	stanford	stanford	PROPN
ajst-30210	15	9	university	university	PROPN
ajst-30210	15	10	developed	develop	VERB
ajst-30210	15	11	a	a	DET
ajst-30210	15	12	deep	deep	ADJ
ajst-30210	15	13	learning	learning	NOUN
ajst-30210	15	14	-	-	PUNCT
ajst-30210	15	15	based	base	VERB
ajst-30210	15	16	aerodynamic	aerodynamic	ADJ
ajst-30210	15	17	shape	shape	NOUN
ajst-30210	15	18	optimization	optimization	NOUN
ajst-30210	15	19	framework	framework	NOUN
ajst-30210	15	20	that	that	PRON
ajst-30210	15	21	rapidly	rapidly	ADV
ajst-30210	15	22	predicts	predict	VERB
ajst-30210	15	23	the	the	DET
ajst-30210	15	24	aerodynamic	aerodynamic	ADJ
ajst-30210	15	25	performance	performance	NOUN
ajst-30210	15	26	of	of	ADP
ajst-30210	15	27	different	different	ADJ
ajst-30210	15	28	geometries	geometry	NOUN
ajst-30210	15	29	using	use	VERB
ajst-30210	15	30	neural	neural	ADJ
ajst-30210	15	31	networks	network	NOUN
ajst-30210	15	32	,	,	PUNCT
ajst-30210	15	33	significantly	significantly	ADV
ajst-30210	15	34	reducing	reduce	VERB
ajst-30210	15	35	computational	computational	ADJ
ajst-30210	15	36	costs	cost	NOUN
ajst-30210	15	37	[	[	X
ajst-30210	15	38	1	1	NUM
ajst-30210	15	39	]	]	PUNCT
ajst-30210	15	40	.	.	PUNCT
ajst-30210	16	1	bmw	bmw	PROPN
ajst-30210	16	2	,	,	PUNCT
ajst-30210	16	3	in	in	ADP
ajst-30210	16	4	collaboration	collaboration	NOUN
ajst-30210	16	5	with	with	ADP
ajst-30210	16	6	the	the	DET
ajst-30210	16	7	technical	technical	ADJ
ajst-30210	16	8	university	university	PROPN
ajst-30210	16	9	of	of	ADP
ajst-30210	16	10	munich	munich	PROPN
ajst-30210	16	11	,	,	PUNCT
ajst-30210	16	12	proposed	propose	VERB
ajst-30210	16	13	a	a	DET
ajst-30210	16	14	design	design	NOUN
ajst-30210	16	15	method	method	NOUN
ajst-30210	16	16	combining	combine	VERB
ajst-30210	16	17	generative	generative	ADJ
ajst-30210	16	18	adversarial	adversarial	ADJ
ajst-30210	16	19	networks	network	NOUN
ajst-30210	16	20	(	(	PUNCT
ajst-30210	16	21	gans	gan	NOUN
ajst-30210	16	22	)	)	PUNCT
ajst-30210	16	23	,	,	PUNCT
ajst-30210	16	24	enabling	enable	VERB
ajst-30210	16	25	automated	automate	VERB
ajst-30210	16	26	optimization	optimization	NOUN
ajst-30210	16	27	of	of	ADP
ajst-30210	16	28	automotive	automotive	ADJ
ajst-30210	16	29	body	body	NOUN
ajst-30210	16	30	shapes	shape	NOUN
ajst-30210	16	31	.	.	PUNCT
ajst-30210	17	1	this	this	DET
ajst-30210	17	2	method	method	NOUN
ajst-30210	17	3	was	be	AUX
ajst-30210	17	4	validated	validate	VERB
ajst-30210	17	5	in	in	ADP
ajst-30210	17	6	wind	wind	NOUN
ajst-30210	17	7	tunnel	tunnel	NOUN
ajst-30210	17	8	tests	test	NOUN
ajst-30210	17	9	,	,	PUNCT
ajst-30210	17	10	demonstrating	demonstrate	VERB
ajst-30210	17	11	significant	significant	ADJ
ajst-30210	17	12	reductions	reduction	NOUN
ajst-30210	17	13	in	in	ADP
ajst-30210	17	14	aerodynamic	aerodynamic	ADJ
ajst-30210	17	15	drag	drag	NOUN
ajst-30210	17	16	[	[	X
ajst-30210	17	17	2	2	NUM
ajst-30210	17	18	]	]	PUNCT
ajst-30210	17	19	.	.	PUNCT
ajst-30210	18	1	additionally	additionally	ADV
ajst-30210	18	2	,	,	PUNCT
ajst-30210	18	3	researchers	researcher	NOUN
ajst-30210	18	4	at	at	ADP
ajst-30210	18	5	the	the	DET
ajst-30210	18	6	university	university	NOUN
ajst-30210	18	7	of	of	ADP
ajst-30210	18	8	tokyo	tokyo	PROPN
ajst-30210	18	9	in	in	ADP
ajst-30210	18	10	japan	japan	PROPN
ajst-30210	18	11	applied	apply	VERB
ajst-30210	18	12	support	support	NOUN
ajst-30210	18	13	vector	vector	NOUN
ajst-30210	18	14	machines	machine	NOUN
ajst-30210	18	15	(	(	PUNCT
ajst-30210	18	16	svm	svm	PROPN
ajst-30210	18	17	)	)	PUNCT
ajst-30210	18	18	and	and	CCONJ
ajst-30210	18	19	multiobjective	multiobjective	ADJ
ajst-30210	18	20	optimization	optimization	NOUN
ajst-30210	18	21	algorithms	algorithm	NOUN
ajst-30210	18	22	to	to	PART
ajst-30210	18	23	optimize	optimize	VERB
ajst-30210	18	24	the	the	DET
ajst-30210	18	25	nose	nose	NOUN
ajst-30210	18	26	shape	shape	NOUN
ajst-30210	18	27	of	of	ADP
ajst-30210	18	28	high	high	ADJ
ajst-30210	18	29	-	-	PUNCT
ajst-30210	18	30	speed	speed	NOUN
ajst-30210	18	31	trains	train	NOUN
ajst-30210	18	32	.	.	PUNCT
ajst-30210	19	1	this	this	PRON
ajst-30210	19	2	not	not	PART
ajst-30210	19	3	only	only	ADV
ajst-30210	19	4	improved	improve	VERB
ajst-30210	19	5	the	the	DET
ajst-30210	19	6	efficiency	efficiency	NOUN
ajst-30210	19	7	of	of	ADP
ajst-30210	19	8	streamlined	streamlined	ADJ
ajst-30210	19	9	design	design	NOUN
ajst-30210	19	10	but	but	CCONJ
ajst-30210	19	11	also	also	ADV
ajst-30210	19	12	reduced	reduce	VERB
ajst-30210	19	13	wind	wind	NOUN
ajst-30210	19	14	noise	noise	NOUN
ajst-30210	19	15	and	and	CCONJ
ajst-30210	19	16	energy	energy	NOUN
ajst-30210	19	17	consumption	consumption	NOUN
ajst-30210	19	18	[	[	X
ajst-30210	19	19	3	3	NUM
ajst-30210	19	20	]	]	PUNCT
ajst-30210	19	21	.	.	PUNCT
ajst-30210	20	1	these	these	DET
ajst-30210	20	2	studies	study	NOUN
ajst-30210	20	3	show	show	VERB
ajst-30210	20	4	that	that	SCONJ
ajst-30210	20	5	international	international	ADJ
ajst-30210	20	6	scholars	scholar	NOUN
ajst-30210	20	7	have	have	AUX
ajst-30210	20	8	made	make	VERB
ajst-30210	20	9	significant	significant	ADJ
ajst-30210	20	10	achievements	achievement	NOUN
ajst-30210	20	11	in	in	ADP
ajst-30210	20	12	utilizing	utilize	VERB
ajst-30210	20	13	advanced	advanced	ADJ
ajst-30210	20	14	algorithms	algorithm	NOUN
ajst-30210	20	15	and	and	CCONJ
ajst-30210	20	16	integrating	integrate	VERB
ajst-30210	20	17	data	data	NOUN
ajst-30210	20	18	-	-	PUNCT
ajst-30210	20	19	driven	drive	VERB
ajst-30210	20	20	design	design	NOUN
ajst-30210	20	21	technologies	technology	NOUN
ajst-30210	20	22	,	,	PUNCT
ajst-30210	20	23	providing	provide	VERB
ajst-30210	20	24	new	new	ADJ
ajst-30210	20	25	insights	insight	NOUN
ajst-30210	20	26	for	for	ADP
ajst-30210	20	27	traditional	traditional	ADJ
ajst-30210	20	28	aerodynamic	aerodynamic	ADJ
ajst-30210	20	29	optimization	optimization	NOUN
ajst-30210	20	30	methods	method	NOUN
ajst-30210	20	31	.	.	PUNCT
ajst-30210	21	1	2.2	2.2	NUM
ajst-30210	21	2	.	.	PUNCT
ajst-30210	22	1	domestic	domestic	ADJ
ajst-30210	22	2	research	research	NOUN
ajst-30210	22	3	status	status	NOUN
ajst-30210	22	4	in	in	ADP
ajst-30210	22	5	recent	recent	ADJ
ajst-30210	22	6	years	year	NOUN
ajst-30210	22	7	,	,	PUNCT
ajst-30210	22	8	with	with	ADP
ajst-30210	22	9	the	the	DET
ajst-30210	22	10	growing	grow	VERB
ajst-30210	22	11	demand	demand	NOUN
ajst-30210	22	12	for	for	ADP
ajst-30210	22	13	aerodynamic	aerodynamic	ADJ
ajst-30210	22	14	design	design	NOUN
ajst-30210	22	15	in	in	ADP
ajst-30210	22	16	transportation	transportation	NOUN
ajst-30210	22	17	vehicles	vehicle	NOUN
ajst-30210	22	18	,	,	PUNCT
ajst-30210	22	19	domestic	domestic	ADJ
ajst-30210	22	20	research	research	NOUN
ajst-30210	22	21	in	in	ADP
ajst-30210	22	22	datadriven	datadriven	ADJ
ajst-30210	22	23	design	design	NOUN
ajst-30210	22	24	has	have	AUX
ajst-30210	22	25	gradually	gradually	ADV
ajst-30210	22	26	emerged	emerge	VERB
ajst-30210	22	27	and	and	CCONJ
ajst-30210	22	28	made	make	VERB
ajst-30210	22	29	significant	significant	ADJ
ajst-30210	22	30	progress	progress	NOUN
ajst-30210	22	31	.	.	PUNCT
ajst-30210	23	1	several	several	ADJ
ajst-30210	23	2	universities	university	NOUN
ajst-30210	23	3	,	,	PUNCT
ajst-30210	23	4	research	research	NOUN
ajst-30210	23	5	institutions	institution	NOUN
ajst-30210	23	6	,	,	PUNCT
ajst-30210	23	7	and	and	CCONJ
ajst-30210	23	8	enterprises	enterprise	NOUN
ajst-30210	23	9	have	have	AUX
ajst-30210	23	10	actively	actively	ADV
ajst-30210	23	11	explored	explore	VERB
ajst-30210	23	12	the	the	DET
ajst-30210	23	13	application	application	NOUN
ajst-30210	23	14	of	of	ADP
ajst-30210	23	15	advanced	advanced	ADJ
ajst-30210	23	16	data	data	NOUN
ajst-30210	23	17	-	-	PUNCT
ajst-30210	23	18	driven	drive	VERB
ajst-30210	23	19	methods	method	NOUN
ajst-30210	23	20	for	for	ADP
ajst-30210	23	21	aerodynamic	aerodynamic	ADJ
ajst-30210	23	22	optimization	optimization	NOUN
ajst-30210	23	23	,	,	PUNCT
ajst-30210	23	24	injecting	inject	VERB
ajst-30210	23	25	new	new	ADJ
ajst-30210	23	26	momentum	momentum	NOUN
ajst-30210	23	27	into	into	ADP
ajst-30210	23	28	industry	industry	NOUN
ajst-30210	23	29	development	development	NOUN
ajst-30210	23	30	.	.	PUNCT
ajst-30210	24	1	for	for	ADP
ajst-30210	24	2	example	example	NOUN
ajst-30210	24	3	,	,	PUNCT
ajst-30210	24	4	the	the	DET
ajst-30210	24	5	research	research	NOUN
ajst-30210	24	6	team	team	NOUN
ajst-30210	24	7	at	at	ADP
ajst-30210	24	8	tsinghua	tsinghua	PROPN
ajst-30210	24	9	university	university	PROPN
ajst-30210	24	10	combined	combine	VERB
ajst-30210	24	11	big	big	ADJ
ajst-30210	24	12	data	datum	NOUN
ajst-30210	24	13	and	and	CCONJ
ajst-30210	24	14	deep	deep	ADJ
ajst-30210	24	15	learning	learning	NOUN
ajst-30210	24	16	technologies	technology	NOUN
ajst-30210	24	17	to	to	PART
ajst-30210	24	18	develop	develop	VERB
ajst-30210	24	19	a	a	DET
ajst-30210	24	20	multiobjective	multiobjective	ADJ
ajst-30210	24	21	optimization	optimization	NOUN
ajst-30210	24	22	-	-	PUNCT
ajst-30210	24	23	based	base	VERB
ajst-30210	24	24	vehicle	vehicle	NOUN
ajst-30210	24	25	aerodynamic	aerodynamic	ADJ
ajst-30210	24	26	performance	performance	NOUN
ajst-30210	24	27	prediction	prediction	NOUN
ajst-30210	24	28	model	model	NOUN
ajst-30210	24	29	.	.	PUNCT
ajst-30210	25	1	this	this	DET
ajst-30210	25	2	model	model	NOUN
ajst-30210	25	3	significantly	significantly	ADV
ajst-30210	25	4	improved	improve	VERB
ajst-30210	25	5	design	design	NOUN
ajst-30210	25	6	efficiency	efficiency	NOUN
ajst-30210	25	7	,	,	PUNCT
ajst-30210	25	8	with	with	ADP
ajst-30210	25	9	related	related	ADJ
ajst-30210	25	10	research	research	NOUN
ajst-30210	25	11	published	publish	VERB
ajst-30210	25	12	in	in	ADP
ajst-30210	25	13	the	the	DET
ajst-30210	25	14	journal	journal	NOUN
ajst-30210	25	15	of	of	ADP
ajst-30210	25	16	mechanics	mechanic	NOUN
ajst-30210	25	17	[	[	X
ajst-30210	25	18	4	4	NUM
ajst-30210	25	19	]	]	PUNCT
ajst-30210	25	20	.	.	PUNCT
ajst-30210	26	1	furthermore	furthermore	ADV
ajst-30210	26	2	,	,	PUNCT
ajst-30210	26	3	tongji	tongji	PROPN
ajst-30210	26	4	university	university	NOUN
ajst-30210	26	5	,	,	PUNCT
ajst-30210	26	6	in	in	ADP
ajst-30210	26	7	collaboration	collaboration	NOUN
ajst-30210	26	8	with	with	ADP
ajst-30210	26	9	a	a	DET
ajst-30210	26	10	domestic	domestic	ADJ
ajst-30210	26	11	automotive	automotive	ADJ
ajst-30210	26	12	manufacturer	manufacturer	NOUN
ajst-30210	26	13	,	,	PUNCT
ajst-30210	26	14	applied	apply	VERB
ajst-30210	26	15	a	a	DET
ajst-30210	26	16	combination	combination	NOUN
ajst-30210	26	17	of	of	ADP
ajst-30210	26	18	cfd	cfd	NOUN
ajst-30210	26	19	simulations	simulation	NOUN
ajst-30210	26	20	and	and	CCONJ
ajst-30210	26	21	genetic	genetic	ADJ
ajst-30210	26	22	algorithms	algorithm	NOUN
ajst-30210	26	23	(	(	PUNCT
ajst-30210	26	24	ga	ga	NOUN
ajst-30210	26	25	)	)	PUNCT
ajst-30210	26	26	to	to	PART
ajst-30210	26	27	optimize	optimize	VERB
ajst-30210	26	28	the	the	DET
ajst-30210	26	29	exterior	exterior	ADJ
ajst-30210	26	30	shape	shape	NOUN
ajst-30210	26	31	of	of	ADP
ajst-30210	26	32	electric	electric	ADJ
ajst-30210	26	33	vehicle	vehicle	NOUN
ajst-30210	26	34	bodies	body	NOUN
ajst-30210	26	35	,	,	PUNCT
ajst-30210	26	36	successfully	successfully	ADV
ajst-30210	26	37	reducing	reduce	VERB
ajst-30210	26	38	the	the	DET
ajst-30210	26	39	drag	drag	NOUN
ajst-30210	26	40	coefficient	coefficient	NOUN
ajst-30210	26	41	.	.	PUNCT
ajst-30210	27	1	this	this	DET
ajst-30210	27	2	method	method	NOUN
ajst-30210	27	3	was	be	AUX
ajst-30210	27	4	validated	validate	VERB
ajst-30210	27	5	in	in	ADP
ajst-30210	27	6	multiple	multiple	ADJ
ajst-30210	27	7	practical	practical	ADJ
ajst-30210	27	8	cases	case	NOUN
ajst-30210	27	9	[	[	X
ajst-30210	27	10	5	5	NUM
ajst-30210	27	11	]	]	PUNCT
ajst-30210	27	12	.	.	PUNCT
ajst-30210	28	1	crrc	crrc	PROPN
ajst-30210	28	2	group	group	PROPN
ajst-30210	28	3	,	,	PUNCT
ajst-30210	28	4	in	in	ADP
ajst-30210	28	5	cooperation	cooperation	NOUN
ajst-30210	28	6	with	with	ADP
ajst-30210	28	7	universities	university	NOUN
ajst-30210	28	8	,	,	PUNCT
ajst-30210	28	9	applied	apply	VERB
ajst-30210	28	10	data	data	NOUN
ajst-30210	28	11	-	-	PUNCT
ajst-30210	28	12	driven	drive	VERB
ajst-30210	28	13	technologies	technology	NOUN
ajst-30210	28	14	to	to	PART
ajst-30210	28	15	highspeed	highspeed	VERB
ajst-30210	28	16	train	train	PROPN
ajst-30210	28	17	nose	nose	NOUN
ajst-30210	28	18	design	design	NOUN
ajst-30210	28	19	,	,	PUNCT
ajst-30210	28	20	using	use	VERB
ajst-30210	28	21	a	a	DET
ajst-30210	28	22	combination	combination	NOUN
ajst-30210	28	23	of	of	ADP
ajst-30210	28	24	support	support	NOUN
ajst-30210	28	25	vector	vector	NOUN
ajst-30210	28	26	regression	regression	NOUN
ajst-30210	28	27	(	(	PUNCT
ajst-30210	28	28	svr	svr	PROPN
ajst-30210	28	29	)	)	PUNCT
ajst-30210	28	30	and	and	CCONJ
ajst-30210	28	31	neural	neural	ADJ
ajst-30210	28	32	network	network	NOUN
ajst-30210	28	33	models	model	NOUN
ajst-30210	28	34	to	to	PART
ajst-30210	28	35	optimize	optimize	VERB
ajst-30210	28	36	the	the	DET
ajst-30210	28	37	aerodynamic	aerodynamic	ADJ
ajst-30210	28	38	performance	performance	NOUN
ajst-30210	28	39	of	of	ADP
ajst-30210	28	40	high	high	ADJ
ajst-30210	28	41	-	-	PUNCT
ajst-30210	28	42	speed	speed	NOUN
ajst-30210	28	43	trains	train	NOUN
ajst-30210	28	44	and	and	CCONJ
ajst-30210	28	45	achieve	achieve	VERB
ajst-30210	28	46	dual	dual	ADJ
ajst-30210	28	47	reductions	reduction	NOUN
ajst-30210	28	48	in	in	ADP
ajst-30210	28	49	energy	energy	NOUN
ajst-30210	28	50	consumption	consumption	NOUN
ajst-30210	28	51	and	and	CCONJ
ajst-30210	28	52	noise	noise	NOUN
ajst-30210	28	53	.	.	PUNCT
ajst-30210	29	1	218	218	NUM
ajst-30210	29	2	at	at	ADP
ajst-30210	29	3	the	the	DET
ajst-30210	29	4	same	same	ADJ
ajst-30210	29	5	time	time	NOUN
ajst-30210	29	6	,	,	PUNCT
ajst-30210	29	7	government	government	NOUN
ajst-30210	29	8	support	support	NOUN
ajst-30210	29	9	for	for	ADP
ajst-30210	29	10	intelligent	intelligent	ADJ
ajst-30210	29	11	transportation	transportation	NOUN
ajst-30210	29	12	and	and	CCONJ
ajst-30210	29	13	energy	energy	NOUN
ajst-30210	29	14	conservation	conservation	NOUN
ajst-30210	29	15	policies	policy	NOUN
ajst-30210	29	16	has	have	AUX
ajst-30210	29	17	provided	provide	VERB
ajst-30210	29	18	strong	strong	ADJ
ajst-30210	29	19	backing	backing	NOUN
ajst-30210	29	20	for	for	ADP
ajst-30210	29	21	data	data	NOUN
ajst-30210	29	22	-	-	PUNCT
ajst-30210	29	23	driven	drive	VERB
ajst-30210	29	24	aerodynamic	aerodynamic	ADJ
ajst-30210	29	25	design	design	NOUN
ajst-30210	29	26	.	.	PUNCT
ajst-30210	30	1	the	the	DET
ajst-30210	30	2	national	national	PROPN
ajst-30210	30	3	natural	natural	PROPN
ajst-30210	30	4	science	science	PROPN
ajst-30210	30	5	foundation	foundation	NOUN
ajst-30210	30	6	has	have	AUX
ajst-30210	30	7	funded	fund	VERB
ajst-30210	30	8	several	several	ADJ
ajst-30210	30	9	related	related	ADJ
ajst-30210	30	10	projects	project	NOUN
ajst-30210	30	11	,	,	PUNCT
ajst-30210	30	12	such	such	ADJ
ajst-30210	30	13	as	as	ADP
ajst-30210	30	14	“	"	PUNCT
ajst-30210	30	15	aerodynamic	aerodynamic	ADJ
ajst-30210	30	16	optimization	optimization	NOUN
ajst-30210	30	17	of	of	ADP
ajst-30210	30	18	highspeed	highspeed	NOUN
ajst-30210	30	19	trains	train	NOUN
ajst-30210	30	20	based	base	VERB
ajst-30210	30	21	on	on	ADP
ajst-30210	30	22	big	big	ADJ
ajst-30210	30	23	data	datum	NOUN
ajst-30210	30	24	,	,	PUNCT
ajst-30210	30	25	”	"	PUNCT
ajst-30210	30	26	further	far	ADV
ajst-30210	30	27	promoting	promote	VERB
ajst-30210	30	28	the	the	DET
ajst-30210	30	29	integration	integration	NOUN
ajst-30210	30	30	of	of	ADP
ajst-30210	30	31	theory	theory	NOUN
ajst-30210	30	32	and	and	CCONJ
ajst-30210	30	33	practice	practice	NOUN
ajst-30210	30	34	[	[	X
ajst-30210	30	35	6	6	NUM
ajst-30210	30	36	]	]	PUNCT
ajst-30210	30	37	.	.	PUNCT
ajst-30210	31	1	despite	despite	SCONJ
ajst-30210	31	2	starting	start	VERB
ajst-30210	31	3	later	later	ADV
ajst-30210	31	4	than	than	ADP
ajst-30210	31	5	abroad	abroad	ADV
ajst-30210	31	6	,	,	PUNCT
ajst-30210	31	7	the	the	DET
ajst-30210	31	8	domestic	domestic	ADJ
ajst-30210	31	9	field	field	NOUN
ajst-30210	31	10	has	have	VERB
ajst-30210	31	11	great	great	ADJ
ajst-30210	31	12	potential	potential	NOUN
ajst-30210	31	13	for	for	ADP
ajst-30210	31	14	development	development	NOUN
ajst-30210	31	15	under	under	ADP
ajst-30210	31	16	the	the	DET
ajst-30210	31	17	dual	dual	ADJ
ajst-30210	31	18	drive	drive	NOUN
ajst-30210	31	19	of	of	ADP
ajst-30210	31	20	scientific	scientific	ADJ
ajst-30210	31	21	research	research	NOUN
ajst-30210	31	22	and	and	CCONJ
ajst-30210	31	23	industrial	industrial	ADJ
ajst-30210	31	24	application	application	NOUN
ajst-30210	31	25	,	,	PUNCT
ajst-30210	31	26	laying	lay	VERB
ajst-30210	31	27	a	a	DET
ajst-30210	31	28	solid	solid	ADJ
ajst-30210	31	29	foundation	foundation	NOUN
ajst-30210	31	30	for	for	ADP
ajst-30210	31	31	more	more	ADV
ajst-30210	31	32	efficient	efficient	ADJ
ajst-30210	31	33	and	and	CCONJ
ajst-30210	31	34	intelligent	intelligent	ADJ
ajst-30210	31	35	design	design	NOUN
ajst-30210	31	36	in	in	ADP
ajst-30210	31	37	the	the	DET
ajst-30210	31	38	future	future	NOUN
ajst-30210	31	39	.	.	PUNCT
ajst-30210	32	1	3	3	X
ajst-30210	32	2	.	.	X
ajst-30210	32	3	review	review	NOUN
ajst-30210	32	4	objectives	objective	NOUN
ajst-30210	32	5	and	and	CCONJ
ajst-30210	32	6	methods	method	NOUN
ajst-30210	32	7	the	the	DET
ajst-30210	32	8	primary	primary	ADJ
ajst-30210	32	9	objective	objective	NOUN
ajst-30210	32	10	of	of	ADP
ajst-30210	32	11	this	this	DET
ajst-30210	32	12	paper	paper	NOUN
ajst-30210	32	13	is	be	AUX
ajst-30210	32	14	to	to	PART
ajst-30210	32	15	systematically	systematically	ADV
ajst-30210	32	16	review	review	VERB
ajst-30210	32	17	the	the	DET
ajst-30210	32	18	research	research	NOUN
ajst-30210	32	19	status	status	NOUN
ajst-30210	32	20	of	of	ADP
ajst-30210	32	21	data	data	NOUN
ajst-30210	32	22	-	-	PUNCT
ajst-30210	32	23	driven	drive	VERB
ajst-30210	32	24	aerodynamic	aerodynamic	ADJ
ajst-30210	32	25	design	design	NOUN
ajst-30210	32	26	and	and	CCONJ
ajst-30210	32	27	optimization	optimization	NOUN
ajst-30210	32	28	of	of	ADP
ajst-30210	32	29	transportation	transportation	NOUN
ajst-30210	32	30	vehicles	vehicle	NOUN
ajst-30210	32	31	,	,	PUNCT
ajst-30210	32	32	analyze	analyze	VERB
ajst-30210	32	33	the	the	DET
ajst-30210	32	34	key	key	ADJ
ajst-30210	32	35	technologies	technology	NOUN
ajst-30210	32	36	and	and	CCONJ
ajst-30210	32	37	application	application	NOUN
ajst-30210	32	38	progress	progress	NOUN
ajst-30210	32	39	,	,	PUNCT
ajst-30210	32	40	and	and	CCONJ
ajst-30210	32	41	explore	explore	VERB
ajst-30210	32	42	future	future	ADJ
ajst-30210	32	43	development	development	NOUN
ajst-30210	32	44	trends	trend	NOUN
ajst-30210	32	45	.	.	PUNCT
ajst-30210	33	1	specifically	specifically	ADV
ajst-30210	33	2	,	,	PUNCT
ajst-30210	33	3	this	this	DET
ajst-30210	33	4	paper	paper	NOUN
ajst-30210	33	5	aims	aim	VERB
ajst-30210	33	6	to	to	PART
ajst-30210	33	7	achieve	achieve	VERB
ajst-30210	33	8	the	the	DET
ajst-30210	33	9	following	following	ADJ
ajst-30210	33	10	objectives	objective	NOUN
ajst-30210	33	11	:	:	PUNCT
ajst-30210	33	12	(	(	PUNCT
ajst-30210	33	13	1	1	X
ajst-30210	33	14	)	)	PUNCT
ajst-30210	33	15	summarize	summarize	VERB
ajst-30210	33	16	the	the	DET
ajst-30210	33	17	research	research	NOUN
ajst-30210	33	18	status	status	NOUN
ajst-30210	33	19	:	:	PUNCT
ajst-30210	33	20	to	to	PART
ajst-30210	33	21	comprehensively	comprehensively	ADV
ajst-30210	33	22	review	review	VERB
ajst-30210	33	23	the	the	DET
ajst-30210	33	24	research	research	NOUN
ajst-30210	33	25	achievements	achievement	NOUN
ajst-30210	33	26	in	in	ADP
ajst-30210	33	27	the	the	DET
ajst-30210	33	28	field	field	NOUN
ajst-30210	33	29	of	of	ADP
ajst-30210	33	30	data	data	NOUN
ajst-30210	33	31	-	-	PUNCT
ajst-30210	33	32	driven	drive	VERB
ajst-30210	33	33	aerodynamic	aerodynamic	ADJ
ajst-30210	33	34	design	design	NOUN
ajst-30210	33	35	for	for	ADP
ajst-30210	33	36	transportation	transportation	NOUN
ajst-30210	33	37	vehicles	vehicle	NOUN
ajst-30210	33	38	,	,	PUNCT
ajst-30210	33	39	both	both	CCONJ
ajst-30210	33	40	domestically	domestically	ADV
ajst-30210	33	41	and	and	CCONJ
ajst-30210	33	42	internationally	internationally	ADV
ajst-30210	33	43	,	,	PUNCT
ajst-30210	33	44	and	and	CCONJ
ajst-30210	33	45	analyze	analyze	VERB
ajst-30210	33	46	the	the	DET
ajst-30210	33	47	strengths	strength	NOUN
ajst-30210	33	48	and	and	CCONJ
ajst-30210	33	49	limitations	limitation	NOUN
ajst-30210	33	50	of	of	ADP
ajst-30210	33	51	existing	exist	VERB
ajst-30210	33	52	methods	method	NOUN
ajst-30210	33	53	.	.	PUNCT
ajst-30210	34	1	(	(	PUNCT
ajst-30210	34	2	2	2	X
ajst-30210	34	3	)	)	PUNCT
ajst-30210	34	4	explore	explore	VERB
ajst-30210	34	5	optimization	optimization	NOUN
ajst-30210	34	6	methods	method	NOUN
ajst-30210	34	7	:	:	PUNCT
ajst-30210	34	8	to	to	PART
ajst-30210	34	9	develop	develop	VERB
ajst-30210	34	10	optimization	optimization	NOUN
ajst-30210	34	11	methods	method	NOUN
ajst-30210	34	12	based	base	VERB
ajst-30210	34	13	on	on	ADP
ajst-30210	34	14	machine	machine	NOUN
ajst-30210	34	15	learning	learning	NOUN
ajst-30210	34	16	and	and	CCONJ
ajst-30210	34	17	big	big	ADJ
ajst-30210	34	18	data	datum	NOUN
ajst-30210	34	19	,	,	PUNCT
ajst-30210	34	20	improving	improve	VERB
ajst-30210	34	21	the	the	DET
ajst-30210	34	22	prediction	prediction	NOUN
ajst-30210	34	23	accuracy	accuracy	NOUN
ajst-30210	34	24	of	of	ADP
ajst-30210	34	25	key	key	ADJ
ajst-30210	34	26	aerodynamic	aerodynamic	ADJ
ajst-30210	34	27	parameters	parameter	NOUN
ajst-30210	34	28	such	such	ADJ
ajst-30210	34	29	as	as	ADP
ajst-30210	34	30	drag	drag	NOUN
ajst-30210	34	31	coefficient	coefficient	NOUN
ajst-30210	34	32	and	and	CCONJ
ajst-30210	34	33	overcoming	overcome	VERB
ajst-30210	34	34	the	the	DET
ajst-30210	34	35	limitations	limitation	NOUN
ajst-30210	34	36	of	of	ADP
ajst-30210	34	37	traditional	traditional	ADJ
ajst-30210	34	38	design	design	NOUN
ajst-30210	34	39	methods	method	NOUN
ajst-30210	34	40	.	.	PUNCT
ajst-30210	35	1	(	(	PUNCT
ajst-30210	35	2	3	3	X
ajst-30210	35	3	)	)	PUNCT
ajst-30210	35	4	propose	propose	VERB
ajst-30210	35	5	optimization	optimization	NOUN
ajst-30210	35	6	design	design	NOUN
ajst-30210	35	7	solutions	solution	NOUN
ajst-30210	35	8	:	:	PUNCT
ajst-30210	35	9	to	to	PART
ajst-30210	35	10	propose	propose	VERB
ajst-30210	35	11	practical	practical	ADJ
ajst-30210	35	12	aerodynamic	aerodynamic	ADJ
ajst-30210	35	13	optimization	optimization	NOUN
ajst-30210	35	14	design	design	NOUN
ajst-30210	35	15	solutions	solution	NOUN
ajst-30210	35	16	for	for	ADP
ajst-30210	35	17	transportation	transportation	NOUN
ajst-30210	35	18	vehicles	vehicle	NOUN
ajst-30210	35	19	by	by	ADP
ajst-30210	35	20	combining	combine	VERB
ajst-30210	35	21	flow	flow	NOUN
ajst-30210	35	22	field	field	NOUN
ajst-30210	35	23	data	datum	NOUN
ajst-30210	35	24	and	and	CCONJ
ajst-30210	35	25	multi	multi	ADJ
ajst-30210	35	26	-	-	ADJ
ajst-30210	35	27	objective	objective	ADJ
ajst-30210	35	28	optimization	optimization	NOUN
ajst-30210	35	29	algorithms	algorithm	NOUN
ajst-30210	35	30	.	.	PUNCT
ajst-30210	36	1	(	(	PUNCT
ajst-30210	36	2	4	4	X
ajst-30210	36	3	)	)	PUNCT
ajst-30210	36	4	experimental	experimental	ADJ
ajst-30210	36	5	validation	validation	NOUN
ajst-30210	36	6	:	:	PUNCT
ajst-30210	36	7	to	to	PART
ajst-30210	36	8	validate	validate	VERB
ajst-30210	36	9	the	the	DET
ajst-30210	36	10	reliability	reliability	NOUN
ajst-30210	36	11	and	and	CCONJ
ajst-30210	36	12	effectiveness	effectiveness	NOUN
ajst-30210	36	13	of	of	ADP
ajst-30210	36	14	the	the	DET
ajst-30210	36	15	optimization	optimization	NOUN
ajst-30210	36	16	solutions	solution	NOUN
ajst-30210	36	17	through	through	ADP
ajst-30210	36	18	numerical	numerical	ADJ
ajst-30210	36	19	simulations	simulation	NOUN
ajst-30210	36	20	and	and	CCONJ
ajst-30210	36	21	experimental	experimental	ADJ
ajst-30210	36	22	tests	test	NOUN
ajst-30210	36	23	,	,	PUNCT
ajst-30210	36	24	providing	provide	VERB
ajst-30210	36	25	theoretical	theoretical	ADJ
ajst-30210	36	26	support	support	NOUN
ajst-30210	36	27	and	and	CCONJ
ajst-30210	36	28	practical	practical	ADJ
ajst-30210	36	29	references	reference	NOUN
ajst-30210	36	30	for	for	ADP
ajst-30210	36	31	the	the	DET
ajst-30210	36	32	development	development	NOUN
ajst-30210	36	33	of	of	ADP
ajst-30210	36	34	this	this	DET
ajst-30210	36	35	field	field	NOUN
ajst-30210	36	36	.	.	PUNCT
ajst-30210	37	1	through	through	ADP
ajst-30210	37	2	this	this	DET
ajst-30210	37	3	review	review	NOUN
ajst-30210	37	4	and	and	CCONJ
ajst-30210	37	5	analysis	analysis	NOUN
ajst-30210	37	6	,	,	PUNCT
ajst-30210	37	7	this	this	DET
ajst-30210	37	8	paper	paper	NOUN
ajst-30210	37	9	aims	aim	VERB
ajst-30210	37	10	to	to	PART
ajst-30210	37	11	provide	provide	VERB
ajst-30210	37	12	guidance	guidance	NOUN
ajst-30210	37	13	for	for	ADP
ajst-30210	37	14	future	future	ADJ
ajst-30210	37	15	research	research	NOUN
ajst-30210	37	16	on	on	ADP
ajst-30210	37	17	data	data	NOUN
ajst-30210	37	18	-	-	PUNCT
ajst-30210	37	19	driven	drive	VERB
ajst-30210	37	20	vehicle	vehicle	NOUN
ajst-30210	37	21	design	design	NOUN
ajst-30210	37	22	,	,	PUNCT
ajst-30210	37	23	offering	offer	VERB
ajst-30210	37	24	innovative	innovative	ADJ
ajst-30210	37	25	solutions	solution	NOUN
ajst-30210	37	26	to	to	PART
ajst-30210	37	27	meet	meet	VERB
ajst-30210	37	28	the	the	DET
ajst-30210	37	29	practical	practical	ADJ
ajst-30210	37	30	needs	need	NOUN
ajst-30210	37	31	of	of	ADP
ajst-30210	37	32	the	the	DET
ajst-30210	37	33	industry	industry	NOUN
ajst-30210	37	34	.	.	PUNCT
ajst-30210	38	1	4	4	X
ajst-30210	38	2	.	.	X
ajst-30210	38	3	review	review	NOUN
ajst-30210	38	4	content	content	NOUN
ajst-30210	38	5	4.1	4.1	NUM
ajst-30210	38	6	.	.	PUNCT
ajst-30210	39	1	data	datum	NOUN
ajst-30210	39	2	collection	collection	NOUN
ajst-30210	39	3	and	and	CCONJ
ajst-30210	39	4	processing	processing	NOUN
ajst-30210	39	5	in	in	ADP
ajst-30210	39	6	data	data	NOUN
ajst-30210	39	7	-	-	PUNCT
ajst-30210	39	8	driven	drive	VERB
ajst-30210	39	9	aerodynamic	aerodynamic	ADJ
ajst-30210	39	10	design	design	NOUN
ajst-30210	39	11	for	for	ADP
ajst-30210	39	12	transportation	transportation	NOUN
ajst-30210	39	13	vehicles	vehicle	NOUN
ajst-30210	39	14	,	,	PUNCT
ajst-30210	39	15	data	datum	NOUN
ajst-30210	39	16	collection	collection	NOUN
ajst-30210	39	17	and	and	CCONJ
ajst-30210	39	18	processing	processing	NOUN
ajst-30210	39	19	are	be	AUX
ajst-30210	39	20	critical	critical	ADJ
ajst-30210	39	21	foundational	foundational	ADJ
ajst-30210	39	22	steps	step	NOUN
ajst-30210	39	23	.	.	PUNCT
ajst-30210	40	1	currently	currently	ADV
ajst-30210	40	2	,	,	PUNCT
ajst-30210	40	3	internationally	internationally	ADV
ajst-30210	40	4	,	,	PUNCT
ajst-30210	40	5	a	a	DET
ajst-30210	40	6	combination	combination	NOUN
ajst-30210	40	7	of	of	ADP
ajst-30210	40	8	cfd	cfd	NOUN
ajst-30210	40	9	simulations	simulation	NOUN
ajst-30210	40	10	,	,	PUNCT
ajst-30210	40	11	wind	wind	NOUN
ajst-30210	40	12	tunnel	tunnel	NOUN
ajst-30210	40	13	experiments	experiment	NOUN
ajst-30210	40	14	,	,	PUNCT
ajst-30210	40	15	and	and	CCONJ
ajst-30210	40	16	real	real	ADJ
ajst-30210	40	17	-	-	PUNCT
ajst-30210	40	18	world	world	NOUN
ajst-30210	40	19	vehicle	vehicle	NOUN
ajst-30210	40	20	testing	testing	NOUN
ajst-30210	40	21	is	be	AUX
ajst-30210	40	22	widely	widely	ADV
ajst-30210	40	23	used	use	VERB
ajst-30210	40	24	to	to	PART
ajst-30210	40	25	obtain	obtain	VERB
ajst-30210	40	26	aerodynamic	aerodynamic	ADJ
ajst-30210	40	27	data	datum	NOUN
ajst-30210	40	28	.	.	PUNCT
ajst-30210	41	1	these	these	DET
ajst-30210	41	2	data	datum	NOUN
ajst-30210	41	3	cover	cover	VERB
ajst-30210	41	4	input	input	NOUN
ajst-30210	41	5	parameters	parameter	NOUN
ajst-30210	41	6	such	such	ADJ
ajst-30210	41	7	as	as	ADP
ajst-30210	41	8	the	the	DET
ajst-30210	41	9	vehicle	vehicle	NOUN
ajst-30210	41	10	’s	’s	PART
ajst-30210	41	11	geometry	geometry	NOUN
ajst-30210	41	12	,	,	PUNCT
ajst-30210	41	13	size	size	NOUN
ajst-30210	41	14	,	,	PUNCT
ajst-30210	41	15	speed	speed	NOUN
ajst-30210	41	16	,	,	PUNCT
ajst-30210	41	17	and	and	CCONJ
ajst-30210	41	18	wind	wind	NOUN
ajst-30210	41	19	direction	direction	NOUN
ajst-30210	41	20	,	,	PUNCT
ajst-30210	41	21	as	as	ADV
ajst-30210	41	22	well	well	ADV
ajst-30210	41	23	as	as	ADP
ajst-30210	41	24	output	output	NOUN
ajst-30210	41	25	results	result	NOUN
ajst-30210	41	26	like	like	ADP
ajst-30210	41	27	drag	drag	NOUN
ajst-30210	41	28	coefficient	coefficient	NOUN
ajst-30210	41	29	,	,	PUNCT
ajst-30210	41	30	lift	lift	NOUN
ajst-30210	41	31	coefficient	coefficient	NOUN
ajst-30210	41	32	,	,	PUNCT
ajst-30210	41	33	and	and	CCONJ
ajst-30210	41	34	pressure	pressure	NOUN
ajst-30210	41	35	distribution	distribution	NOUN
ajst-30210	41	36	.	.	PUNCT
ajst-30210	42	1	specifically	specifically	ADV
ajst-30210	42	2	,	,	PUNCT
ajst-30210	42	3	cfd	cfd	NOUN
ajst-30210	42	4	simulation	simulation	NOUN
ajst-30210	42	5	technology	technology	NOUN
ajst-30210	42	6	can	can	AUX
ajst-30210	42	7	generate	generate	VERB
ajst-30210	42	8	large	large	ADJ
ajst-30210	42	9	amounts	amount	NOUN
ajst-30210	42	10	of	of	ADP
ajst-30210	42	11	high	high	ADJ
ajst-30210	42	12	-	-	PUNCT
ajst-30210	42	13	resolution	resolution	NOUN
ajst-30210	42	14	flow	flow	NOUN
ajst-30210	42	15	field	field	NOUN
ajst-30210	42	16	data	datum	NOUN
ajst-30210	42	17	,	,	PUNCT
ajst-30210	42	18	providing	provide	VERB
ajst-30210	42	19	precise	precise	ADJ
ajst-30210	42	20	predictions	prediction	NOUN
ajst-30210	42	21	for	for	ADP
ajst-30210	42	22	complex	complex	ADJ
ajst-30210	42	23	designs	design	NOUN
ajst-30210	42	24	.	.	PUNCT
ajst-30210	43	1	wind	wind	NOUN
ajst-30210	43	2	tunnel	tunnel	NOUN
ajst-30210	43	3	experiments	experiment	NOUN
ajst-30210	43	4	validate	validate	VERB
ajst-30210	43	5	the	the	DET
ajst-30210	43	6	effectiveness	effectiveness	NOUN
ajst-30210	43	7	of	of	ADP
ajst-30210	43	8	design	design	NOUN
ajst-30210	43	9	solutions	solution	NOUN
ajst-30210	43	10	by	by	ADP
ajst-30210	43	11	controlling	control	VERB
ajst-30210	43	12	experimental	experimental	ADJ
ajst-30210	43	13	environments	environment	NOUN
ajst-30210	43	14	,	,	PUNCT
ajst-30210	43	15	while	while	SCONJ
ajst-30210	43	16	real	real	ADJ
ajst-30210	43	17	-	-	PUNCT
ajst-30210	43	18	world	world	NOUN
ajst-30210	43	19	vehicle	vehicle	NOUN
ajst-30210	43	20	testing	testing	NOUN
ajst-30210	43	21	provides	provide	VERB
ajst-30210	43	22	final	final	ADJ
ajst-30210	43	23	performance	performance	NOUN
ajst-30210	43	24	metrics	metric	NOUN
ajst-30210	43	25	under	under	ADP
ajst-30210	43	26	actual	actual	ADJ
ajst-30210	43	27	conditions	condition	NOUN
ajst-30210	43	28	.	.	PUNCT
ajst-30210	44	1	these	these	DET
ajst-30210	44	2	multi	multi	ADJ
ajst-30210	44	3	-	-	ADJ
ajst-30210	44	4	source	source	NOUN
ajst-30210	44	5	data	datum	NOUN
ajst-30210	44	6	serve	serve	VERB
ajst-30210	44	7	as	as	ADP
ajst-30210	44	8	rich	rich	ADJ
ajst-30210	44	9	foundational	foundational	ADJ
ajst-30210	44	10	information	information	NOUN
ajst-30210	44	11	for	for	ADP
ajst-30210	44	12	building	build	VERB
ajst-30210	44	13	data	data	NOUN
ajst-30210	44	14	-	-	PUNCT
ajst-30210	44	15	driven	drive	VERB
ajst-30210	44	16	models	model	NOUN
ajst-30210	44	17	.	.	PUNCT
ajst-30210	45	1	during	during	ADP
ajst-30210	45	2	the	the	DET
ajst-30210	45	3	data	data	NOUN
ajst-30210	45	4	preprocessing	preprocessing	NOUN
ajst-30210	45	5	phase	phase	NOUN
ajst-30210	45	6	,	,	PUNCT
ajst-30210	45	7	to	to	PART
ajst-30210	45	8	ensure	ensure	VERB
ajst-30210	45	9	data	datum	NOUN
ajst-30210	45	10	quality	quality	NOUN
ajst-30210	45	11	and	and	CCONJ
ajst-30210	45	12	improve	improve	VERB
ajst-30210	45	13	model	model	NOUN
ajst-30210	45	14	training	training	NOUN
ajst-30210	45	15	effectiveness	effectiveness	NOUN
ajst-30210	45	16	,	,	PUNCT
ajst-30210	45	17	the	the	DET
ajst-30210	45	18	raw	raw	ADJ
ajst-30210	45	19	data	datum	NOUN
ajst-30210	45	20	undergo	undergo	VERB
ajst-30210	45	21	systematic	systematic	ADJ
ajst-30210	45	22	processing	processing	NOUN
ajst-30210	45	23	:	:	PUNCT
ajst-30210	45	24	(	(	PUNCT
ajst-30210	45	25	1	1	X
ajst-30210	45	26	)	)	PUNCT
ajst-30210	45	27	data	datum	NOUN
ajst-30210	45	28	cleaning	cleaning	NOUN
ajst-30210	45	29	:	:	PUNCT
ajst-30210	45	30	removing	remove	VERB
ajst-30210	45	31	noise	noise	NOUN
ajst-30210	45	32	and	and	CCONJ
ajst-30210	45	33	outliers	outlier	NOUN
ajst-30210	45	34	from	from	ADP
ajst-30210	45	35	the	the	DET
ajst-30210	45	36	experiments	experiment	NOUN
ajst-30210	45	37	to	to	PART
ajst-30210	45	38	ensure	ensure	VERB
ajst-30210	45	39	data	datum	NOUN
ajst-30210	45	40	accuracy	accuracy	NOUN
ajst-30210	45	41	and	and	CCONJ
ajst-30210	45	42	consistency	consistency	NOUN
ajst-30210	45	43	.	.	PUNCT
ajst-30210	46	1	(	(	PUNCT
ajst-30210	46	2	2	2	X
ajst-30210	46	3	)	)	PUNCT
ajst-30210	46	4	data	datum	NOUN
ajst-30210	46	5	normalization	normalization	NOUN
ajst-30210	46	6	:	:	PUNCT
ajst-30210	46	7	converting	convert	VERB
ajst-30210	46	8	data	datum	NOUN
ajst-30210	46	9	with	with	ADP
ajst-30210	46	10	different	different	ADJ
ajst-30210	46	11	units	unit	NOUN
ajst-30210	46	12	of	of	ADP
ajst-30210	46	13	measurement	measurement	NOUN
ajst-30210	46	14	to	to	ADP
ajst-30210	46	15	a	a	DET
ajst-30210	46	16	common	common	ADJ
ajst-30210	46	17	range	range	NOUN
ajst-30210	46	18	,	,	PUNCT
ajst-30210	46	19	avoiding	avoid	VERB
ajst-30210	46	20	the	the	DET
ajst-30210	46	21	influence	influence	NOUN
ajst-30210	46	22	of	of	ADP
ajst-30210	46	23	scale	scale	NOUN
ajst-30210	46	24	differences	difference	NOUN
ajst-30210	46	25	between	between	ADP
ajst-30210	46	26	features	feature	NOUN
ajst-30210	46	27	on	on	ADP
ajst-30210	46	28	model	model	NOUN
ajst-30210	46	29	performance	performance	NOUN
ajst-30210	46	30	.	.	PUNCT
ajst-30210	47	1	(	(	PUNCT
ajst-30210	47	2	3	3	X
ajst-30210	47	3	)	)	PUNCT
ajst-30210	47	4	feature	feature	NOUN
ajst-30210	47	5	extraction	extraction	NOUN
ajst-30210	47	6	:	:	PUNCT
ajst-30210	47	7	employing	employ	VERB
ajst-30210	47	8	methods	method	NOUN
ajst-30210	47	9	like	like	ADP
ajst-30210	47	10	principal	principal	ADJ
ajst-30210	47	11	component	component	NOUN
ajst-30210	47	12	analysis	analysis	NOUN
ajst-30210	47	13	(	(	PUNCT
ajst-30210	47	14	pca	pca	NOUN
ajst-30210	47	15	)	)	PUNCT
ajst-30210	47	16	or	or	CCONJ
ajst-30210	47	17	autoencoders	autoencoder	NOUN
ajst-30210	47	18	to	to	PART
ajst-30210	47	19	extract	extract	VERB
ajst-30210	47	20	key	key	ADJ
ajst-30210	47	21	features	feature	NOUN
ajst-30210	47	22	,	,	PUNCT
ajst-30210	47	23	reducing	reduce	VERB
ajst-30210	47	24	data	datum	NOUN
ajst-30210	47	25	redundancy	redundancy	NOUN
ajst-30210	47	26	and	and	CCONJ
ajst-30210	47	27	improving	improve	VERB
ajst-30210	47	28	computational	computational	ADJ
ajst-30210	47	29	efficiency	efficiency	NOUN
ajst-30210	47	30	.	.	PUNCT
ajst-30210	48	1	through	through	ADP
ajst-30210	48	2	scientific	scientific	ADJ
ajst-30210	48	3	data	datum	NOUN
ajst-30210	48	4	collection	collection	NOUN
ajst-30210	48	5	and	and	CCONJ
ajst-30210	48	6	processing	processing	NOUN
ajst-30210	48	7	,	,	PUNCT
ajst-30210	48	8	researchers	researcher	NOUN
ajst-30210	48	9	can	can	AUX
ajst-30210	48	10	build	build	VERB
ajst-30210	48	11	high	high	ADJ
ajst-30210	48	12	-	-	PUNCT
ajst-30210	48	13	quality	quality	NOUN
ajst-30210	48	14	training	training	NOUN
ajst-30210	48	15	datasets	dataset	NOUN
ajst-30210	48	16	,	,	PUNCT
ajst-30210	48	17	providing	provide	VERB
ajst-30210	48	18	a	a	DET
ajst-30210	48	19	solid	solid	ADJ
ajst-30210	48	20	foundation	foundation	NOUN
ajst-30210	48	21	for	for	ADP
ajst-30210	48	22	developing	develop	VERB
ajst-30210	48	23	subsequent	subsequent	ADJ
ajst-30210	48	24	data	data	NOUN
ajst-30210	48	25	-	-	PUNCT
ajst-30210	48	26	driven	drive	VERB
ajst-30210	48	27	models	model	NOUN
ajst-30210	48	28	.	.	PUNCT
ajst-30210	49	1	4.2	4.2	NUM
ajst-30210	49	2	.	.	PUNCT
ajst-30210	49	3	machine	machine	NOUN
ajst-30210	49	4	learning	learning	NOUN
ajst-30210	49	5	model	model	NOUN
ajst-30210	49	6	construction	construction	NOUN
ajst-30210	49	7	in	in	ADP
ajst-30210	49	8	the	the	DET
ajst-30210	49	9	machine	machine	NOUN
ajst-30210	49	10	learning	learning	NOUN
ajst-30210	49	11	model	model	NOUN
ajst-30210	49	12	construction	construction	NOUN
ajst-30210	49	13	phase	phase	NOUN
ajst-30210	49	14	,	,	PUNCT
ajst-30210	49	15	appropriate	appropriate	ADJ
ajst-30210	49	16	machine	machine	NOUN
ajst-30210	49	17	learning	learn	VERB
ajst-30210	49	18	algorithms	algorithm	NOUN
ajst-30210	49	19	(	(	PUNCT
ajst-30210	49	20	e.g.	e.g.	ADV
ajst-30210	49	21	,	,	PUNCT
ajst-30210	49	22	neural	neural	ADJ
ajst-30210	49	23	networks	network	NOUN
ajst-30210	49	24	)	)	PUNCT
ajst-30210	49	25	are	be	AUX
ajst-30210	49	26	selected	select	VERB
ajst-30210	49	27	to	to	PART
ajst-30210	49	28	predict	predict	VERB
ajst-30210	49	29	the	the	DET
ajst-30210	49	30	drag	drag	NOUN
ajst-30210	49	31	coefficient	coefficient	NOUN
ajst-30210	49	32	.	.	PUNCT
ajst-30210	50	1	by	by	ADP
ajst-30210	50	2	training	training	NOUN
ajst-30210	50	3	and	and	CCONJ
ajst-30210	50	4	optimizing	optimize	VERB
ajst-30210	50	5	the	the	DET
ajst-30210	50	6	model	model	NOUN
ajst-30210	50	7	on	on	ADP
ajst-30210	50	8	the	the	DET
ajst-30210	50	9	training	training	NOUN
ajst-30210	50	10	data	datum	NOUN
ajst-30210	50	11	,	,	PUNCT
ajst-30210	50	12	a	a	DET
ajst-30210	50	13	model	model	NOUN
ajst-30210	50	14	with	with	ADP
ajst-30210	50	15	high	high	ADJ
ajst-30210	50	16	prediction	prediction	NOUN
ajst-30210	50	17	accuracy	accuracy	NOUN
ajst-30210	50	18	can	can	AUX
ajst-30210	50	19	be	be	AUX
ajst-30210	50	20	developed	develop	VERB
ajst-30210	50	21	.	.	PUNCT
ajst-30210	51	1	validation	validation	NOUN
ajst-30210	51	2	data	datum	NOUN
ajst-30210	51	3	will	will	AUX
ajst-30210	51	4	then	then	ADV
ajst-30210	51	5	be	be	AUX
ajst-30210	51	6	used	use	VERB
ajst-30210	51	7	to	to	PART
ajst-30210	51	8	assess	assess	VERB
ajst-30210	51	9	and	and	CCONJ
ajst-30210	51	10	adjust	adjust	VERB
ajst-30210	51	11	the	the	DET
ajst-30210	51	12	model	model	NOUN
ajst-30210	51	13	’s	’s	PART
ajst-30210	51	14	performance	performance	NOUN
ajst-30210	51	15	,	,	PUNCT
ajst-30210	51	16	improving	improve	VERB
ajst-30210	51	17	its	its	PRON
ajst-30210	51	18	accuracy	accuracy	NOUN
ajst-30210	51	19	and	and	CCONJ
ajst-30210	51	20	generalization	generalization	NOUN
ajst-30210	51	21	ability	ability	NOUN
ajst-30210	51	22	.	.	PUNCT
ajst-30210	52	1	4.3	4.3	NUM
ajst-30210	52	2	.	.	PUNCT
ajst-30210	53	1	design	design	NOUN
ajst-30210	53	2	optimization	optimization	NOUN
ajst-30210	53	3	and	and	CCONJ
ajst-30210	53	4	experimental	experimental	ADJ
ajst-30210	53	5	validation	validation	NOUN
ajst-30210	53	6	during	during	ADP
ajst-30210	53	7	the	the	DET
ajst-30210	53	8	design	design	NOUN
ajst-30210	53	9	optimization	optimization	NOUN
ajst-30210	53	10	phase	phase	NOUN
ajst-30210	53	11	,	,	PUNCT
ajst-30210	53	12	machine	machine	NOUN
ajst-30210	53	13	learning	learning	NOUN
ajst-30210	53	14	models	model	NOUN
ajst-30210	53	15	can	can	AUX
ajst-30210	53	16	be	be	AUX
ajst-30210	53	17	used	use	VERB
ajst-30210	53	18	for	for	ADP
ajst-30210	53	19	optimization	optimization	NOUN
ajst-30210	53	20	design	design	NOUN
ajst-30210	53	21	,	,	PUNCT
ajst-30210	53	22	exploring	explore	VERB
ajst-30210	53	23	how	how	SCONJ
ajst-30210	53	24	different	different	ADJ
ajst-30210	53	25	design	design	NOUN
ajst-30210	53	26	parameter	parameter	NOUN
ajst-30210	53	27	combinations	combination	NOUN
ajst-30210	53	28	affect	affect	VERB
ajst-30210	53	29	the	the	DET
ajst-30210	53	30	drag	drag	NOUN
ajst-30210	53	31	coefficient	coefficient	NOUN
ajst-30210	53	32	.	.	PUNCT
ajst-30210	54	1	optimized	optimize	VERB
ajst-30210	54	2	design	design	NOUN
ajst-30210	54	3	solutions	solution	NOUN
ajst-30210	54	4	can	can	AUX
ajst-30210	54	5	be	be	AUX
ajst-30210	54	6	generated	generate	VERB
ajst-30210	54	7	,	,	PUNCT
ajst-30210	54	8	and	and	CCONJ
ajst-30210	54	9	improvements	improvement	NOUN
ajst-30210	54	10	proposed	propose	VERB
ajst-30210	54	11	to	to	PART
ajst-30210	54	12	enhance	enhance	VERB
ajst-30210	54	13	the	the	DET
ajst-30210	54	14	vehicle	vehicle	NOUN
ajst-30210	54	15	’s	’s	PART
ajst-30210	54	16	aerodynamic	aerodynamic	ADJ
ajst-30210	54	17	performance	performance	NOUN
ajst-30210	54	18	.	.	PUNCT
ajst-30210	55	1	finally	finally	ADV
ajst-30210	55	2	,	,	PUNCT
ajst-30210	55	3	cfd	cfd	NOUN
ajst-30210	55	4	simulations	simulation	NOUN
ajst-30210	55	5	and	and	CCONJ
ajst-30210	55	6	wind	wind	NOUN
ajst-30210	55	7	tunnel	tunnel	NOUN
ajst-30210	55	8	experiments	experiment	NOUN
ajst-30210	55	9	will	will	AUX
ajst-30210	55	10	be	be	AUX
ajst-30210	55	11	used	use	VERB
ajst-30210	55	12	to	to	PART
ajst-30210	55	13	validate	validate	VERB
ajst-30210	55	14	the	the	DET
ajst-30210	55	15	optimized	optimize	VERB
ajst-30210	55	16	design	design	NOUN
ajst-30210	55	17	solutions	solution	NOUN
ajst-30210	55	18	,	,	PUNCT
ajst-30210	55	19	assessing	assess	VERB
ajst-30210	55	20	their	their	PRON
ajst-30210	55	21	effectiveness	effectiveness	NOUN
ajst-30210	55	22	under	under	ADP
ajst-30210	55	23	practical	practical	ADJ
ajst-30210	55	24	conditions	condition	NOUN
ajst-30210	55	25	.	.	PUNCT
ajst-30210	56	1	4.4	4.4	NUM
ajst-30210	56	2	.	.	PUNCT
ajst-30210	57	1	feasibility	feasibility	NOUN
ajst-30210	57	2	study	study	NOUN
ajst-30210	57	3	in	in	ADP
ajst-30210	57	4	the	the	DET
ajst-30210	57	5	wake	wake	NOUN
ajst-30210	57	6	of	of	ADP
ajst-30210	57	7	the	the	DET
ajst-30210	57	8	rapid	rapid	ADJ
ajst-30210	57	9	development	development	NOUN
ajst-30210	57	10	of	of	ADP
ajst-30210	57	11	artificial	artificial	ADJ
ajst-30210	57	12	intelligence	intelligence	NOUN
ajst-30210	57	13	(	(	PUNCT
ajst-30210	57	14	ai	ai	NOUN
ajst-30210	57	15	)	)	PUNCT
ajst-30210	57	16	technologies	technology	NOUN
ajst-30210	57	17	,	,	PUNCT
ajst-30210	57	18	intelligent	intelligent	ADJ
ajst-30210	57	19	technologies	technology	NOUN
ajst-30210	57	20	have	have	AUX
ajst-30210	57	21	provided	provide	VERB
ajst-30210	57	22	new	new	ADJ
ajst-30210	57	23	ideas	idea	NOUN
ajst-30210	57	24	and	and	CCONJ
ajst-30210	57	25	methods	method	NOUN
ajst-30210	57	26	for	for	ADP
ajst-30210	57	27	aerodynamic	aerodynamic	ADJ
ajst-30210	57	28	research	research	NOUN
ajst-30210	57	29	.	.	PUNCT
ajst-30210	58	1	scholars	scholar	NOUN
ajst-30210	58	2	worldwide	worldwide	ADV
ajst-30210	58	3	have	have	AUX
ajst-30210	58	4	conducted	conduct	VERB
ajst-30210	58	5	numerous	numerous	ADJ
ajst-30210	58	6	beneficial	beneficial	ADJ
ajst-30210	58	7	explorations	exploration	NOUN
ajst-30210	58	8	and	and	CCONJ
ajst-30210	58	9	attempts	attempt	NOUN
ajst-30210	58	10	in	in	ADP
ajst-30210	58	11	the	the	DET
ajst-30210	58	12	integrated	integrate	VERB
ajst-30210	58	13	application	application	NOUN
ajst-30210	58	14	of	of	ADP
ajst-30210	58	15	ai	ai	NOUN
ajst-30210	58	16	and	and	CCONJ
ajst-30210	58	17	aerodynamic	aerodynamic	ADJ
ajst-30210	58	18	design	design	NOUN
ajst-30210	58	19	,	,	PUNCT
ajst-30210	58	20	with	with	ADP
ajst-30210	58	21	advantages	advantage	NOUN
ajst-30210	58	22	including	include	VERB
ajst-30210	58	23	efficient	efficient	ADJ
ajst-30210	58	24	analysis	analysis	NOUN
ajst-30210	58	25	of	of	ADP
ajst-30210	58	26	massive	massive	ADJ
ajst-30210	58	27	aerodynamic	aerodynamic	ADJ
ajst-30210	58	28	data	datum	NOUN
ajst-30210	58	29	and	and	CCONJ
ajst-30210	58	30	advanced	advanced	ADJ
ajst-30210	58	31	aerodynamic	aerodynamic	ADJ
ajst-30210	58	32	modeling	modeling	NOUN
ajst-30210	58	33	tools	tool	NOUN
ajst-30210	58	34	for	for	ADP
ajst-30210	58	35	vehicle	vehicle	NOUN
ajst-30210	58	36	design	design	NOUN
ajst-30210	58	37	.	.	PUNCT
ajst-30210	59	1	as	as	SCONJ
ajst-30210	59	2	ai	ai	PROPN
ajst-30210	59	3	technology	technology	NOUN
ajst-30210	59	4	evolves	evolve	VERB
ajst-30210	59	5	,	,	PUNCT
ajst-30210	59	6	many	many	ADJ
ajst-30210	59	7	ai	ai	ADJ
ajst-30210	59	8	techniques	technique	NOUN
ajst-30210	59	9	offer	offer	VERB
ajst-30210	59	10	the	the	DET
ajst-30210	59	11	potential	potential	NOUN
ajst-30210	59	12	to	to	PART
ajst-30210	59	13	move	move	VERB
ajst-30210	59	14	aerodynamic	aerodynamic	ADJ
ajst-30210	59	15	design	design	NOUN
ajst-30210	59	16	from	from	ADP
ajst-30210	59	17	the	the	DET
ajst-30210	59	18	“	"	PUNCT
ajst-30210	59	19	designer	designer	NOUN
ajst-30210	59	20	era	era	NOUN
ajst-30210	59	21	”	"	PUNCT
ajst-30210	59	22	to	to	ADP
ajst-30210	59	23	the	the	DET
ajst-30210	59	24	“	"	PUNCT
ajst-30210	59	25	machine	machine	NOUN
ajst-30210	59	26	era	era	NOUN
ajst-30210	59	27	.	.	PUNCT
ajst-30210	59	28	”	"	PUNCT
ajst-30210	60	1	5	5	NUM
ajst-30210	60	2	.	.	PUNCT
ajst-30210	60	3	challenges	challenge	NOUN
ajst-30210	60	4	and	and	CCONJ
ajst-30210	60	5	difficulties	difficulty	NOUN
ajst-30210	60	6	despite	despite	SCONJ
ajst-30210	60	7	the	the	DET
ajst-30210	60	8	advancements	advancement	NOUN
ajst-30210	60	9	in	in	ADP
ajst-30210	60	10	ai	ai	PROPN
ajst-30210	60	11	methods	method	NOUN
ajst-30210	60	12	,	,	PUNCT
ajst-30210	60	13	challenges	challenge	NOUN
ajst-30210	60	14	remain	remain	VERB
ajst-30210	60	15	in	in	ADP
ajst-30210	60	16	their	their	PRON
ajst-30210	60	17	application	application	NOUN
ajst-30210	60	18	,	,	PUNCT
ajst-30210	60	19	as	as	SCONJ
ajst-30210	60	20	they	they	PRON
ajst-30210	60	21	are	be	AUX
ajst-30210	60	22	still	still	ADV
ajst-30210	60	23	constrained	constrain	VERB
ajst-30210	60	24	by	by	ADP
ajst-30210	60	25	human	human	NOUN
ajst-30210	60	26	-	-	PUNCT
ajst-30210	60	27	set	set	VERB
ajst-30210	60	28	parameters	parameter	NOUN
ajst-30210	60	29	in	in	ADP
ajst-30210	60	30	specific	specific	ADJ
ajst-30210	60	31	processes	process	NOUN
ajst-30210	60	32	.	.	PUNCT
ajst-30210	61	1	currently	currently	ADV
ajst-30210	61	2	,	,	PUNCT
ajst-30210	61	3	ai	ai	VERB
ajst-30210	61	4	’s	’s	PART
ajst-30210	61	5	role	role	NOUN
ajst-30210	61	6	is	be	AUX
ajst-30210	61	7	limited	limit	VERB
ajst-30210	61	8	to	to	ADP
ajst-30210	61	9	improving	improve	VERB
ajst-30210	61	10	computational	computational	ADJ
ajst-30210	61	11	efficiency	efficiency	NOUN
ajst-30210	61	12	for	for	ADP
ajst-30210	61	13	specific	specific	ADJ
ajst-30210	61	14	problems	problem	NOUN
ajst-30210	61	15	or	or	CCONJ
ajst-30210	61	16	saving	save	VERB
ajst-30210	61	17	memory	memory	NOUN
ajst-30210	61	18	,	,	PUNCT
ajst-30210	61	19	and	and	CCONJ
ajst-30210	61	20	there	there	PRON
ajst-30210	61	21	remains	remain	VERB
ajst-30210	61	22	a	a	DET
ajst-30210	61	23	significant	significant	ADJ
ajst-30210	61	24	gap	gap	NOUN
ajst-30210	61	25	between	between	ADP
ajst-30210	61	26	ai	ai	ADJ
ajst-30210	61	27	capabilities	capability	NOUN
ajst-30210	61	28	and	and	CCONJ
ajst-30210	61	29	the	the	DET
ajst-30210	61	30	expectations	expectation	NOUN
ajst-30210	61	31	in	in	ADP
ajst-30210	61	32	the	the	DET
ajst-30210	61	33	field	field	NOUN
ajst-30210	61	34	.	.	PUNCT
ajst-30210	62	1	the	the	DET
ajst-30210	62	2	development	development	NOUN
ajst-30210	62	3	of	of	ADP
ajst-30210	62	4	ai	ai	PROPN
ajst-30210	62	5	algorithms	algorithm	NOUN
ajst-30210	62	6	,	,	PUNCT
ajst-30210	62	7	coupled	couple	VERB
ajst-30210	62	8	with	with	ADP
ajst-30210	62	9	a	a	DET
ajst-30210	62	10	deeper	deep	ADJ
ajst-30210	62	11	understanding	understanding	NOUN
ajst-30210	62	12	of	of	ADP
ajst-30210	62	13	aerodynamic	aerodynamic	ADJ
ajst-30210	62	14	design	design	NOUN
ajst-30210	62	15	by	by	ADP
ajst-30210	62	16	designers	designer	NOUN
ajst-30210	62	17	,	,	PUNCT
ajst-30210	62	18	will	will	AUX
ajst-30210	62	19	lay	lay	VERB
ajst-30210	62	20	the	the	DET
ajst-30210	62	21	foundation	foundation	NOUN
ajst-30210	62	22	for	for	ADP
ajst-30210	62	23	transitioning	transition	VERB
ajst-30210	62	24	from	from	ADP
ajst-30210	62	25	“	"	PUNCT
ajst-30210	62	26	human	human	NOUN
ajst-30210	62	27	-	-	PUNCT
ajst-30210	62	28	in	in	ADP
ajst-30210	62	29	-	-	PUNCT
ajst-30210	62	30	the	the	DET
ajst-30210	62	31	219	219	NUM
ajst-30210	62	32	loop	loop	NOUN
ajst-30210	62	33	”	"	PUNCT
ajst-30210	62	34	to	to	ADP
ajst-30210	62	35	“	"	PUNCT
ajst-30210	62	36	robot	robot	NOUN
ajst-30210	62	37	-	-	PUNCT
ajst-30210	62	38	in	in	ADP
ajst-30210	62	39	-	-	PUNCT
ajst-30210	62	40	the	the	DET
ajst-30210	62	41	-	-	PUNCT
ajst-30210	62	42	loop	loop	NOUN
ajst-30210	62	43	”	"	PUNCT
ajst-30210	62	44	and	and	CCONJ
ajst-30210	62	45	ultimately	ultimately	ADV
ajst-30210	62	46	to	to	PART
ajst-30210	62	47	“	"	PUNCT
ajst-30210	62	48	machine	machine	NOUN
ajst-30210	62	49	design	design	NOUN
ajst-30210	62	50	.	.	PUNCT
ajst-30210	62	51	”	"	PUNCT
ajst-30210	63	1	this	this	DET
ajst-30210	63	2	shift	shift	NOUN
ajst-30210	63	3	will	will	AUX
ajst-30210	63	4	continue	continue	VERB
ajst-30210	63	5	to	to	PART
ajst-30210	63	6	enhance	enhance	VERB
ajst-30210	63	7	the	the	DET
ajst-30210	63	8	impact	impact	NOUN
ajst-30210	63	9	of	of	ADP
ajst-30210	63	10	ai	ai	ADJ
ajst-30210	63	11	methods	method	NOUN
ajst-30210	63	12	in	in	ADP
ajst-30210	63	13	aerodynamic	aerodynamic	ADJ
ajst-30210	63	14	design	design	NOUN
ajst-30210	63	15	.	.	PUNCT
ajst-30210	64	1	6	6	X
ajst-30210	64	2	.	.	X
ajst-30210	64	3	conclusion	conclusion	NOUN
ajst-30210	64	4	and	and	CCONJ
ajst-30210	64	5	outlook	outlook	NOUN
ajst-30210	64	6	this	this	DET
ajst-30210	64	7	study	study	NOUN
ajst-30210	64	8	has	have	AUX
ajst-30210	64	9	conducted	conduct	VERB
ajst-30210	64	10	an	an	DET
ajst-30210	64	11	in	in	ADP
ajst-30210	64	12	-	-	PUNCT
ajst-30210	64	13	depth	depth	NOUN
ajst-30210	64	14	exploration	exploration	NOUN
ajst-30210	64	15	and	and	CCONJ
ajst-30210	64	16	practical	practical	ADJ
ajst-30210	64	17	implementation	implementation	NOUN
ajst-30210	64	18	of	of	ADP
ajst-30210	64	19	data	data	NOUN
ajst-30210	64	20	-	-	PUNCT
ajst-30210	64	21	driven	drive	VERB
ajst-30210	64	22	methods	method	NOUN
ajst-30210	64	23	for	for	ADP
ajst-30210	64	24	the	the	DET
ajst-30210	64	25	aerodynamic	aerodynamic	ADJ
ajst-30210	64	26	design	design	NOUN
ajst-30210	64	27	and	and	CCONJ
ajst-30210	64	28	optimization	optimization	NOUN
ajst-30210	64	29	of	of	ADP
ajst-30210	64	30	transportation	transportation	NOUN
ajst-30210	64	31	vehicles	vehicle	NOUN
ajst-30210	64	32	.	.	PUNCT
ajst-30210	65	1	by	by	ADP
ajst-30210	65	2	integrating	integrate	VERB
ajst-30210	65	3	multi	multi	ADJ
ajst-30210	65	4	-	-	ADJ
ajst-30210	65	5	source	source	NOUN
ajst-30210	65	6	data	datum	NOUN
ajst-30210	65	7	,	,	PUNCT
ajst-30210	65	8	constructing	construct	VERB
ajst-30210	65	9	machine	machine	NOUN
ajst-30210	65	10	learning	learning	NOUN
ajst-30210	65	11	models	model	NOUN
ajst-30210	65	12	,	,	PUNCT
ajst-30210	65	13	and	and	CCONJ
ajst-30210	65	14	applying	apply	VERB
ajst-30210	65	15	optimization	optimization	NOUN
ajst-30210	65	16	algorithms	algorithm	NOUN
ajst-30210	65	17	,	,	PUNCT
ajst-30210	65	18	the	the	DET
ajst-30210	65	19	research	research	NOUN
ajst-30210	65	20	has	have	AUX
ajst-30210	65	21	achieved	achieve	VERB
ajst-30210	65	22	improvements	improvement	NOUN
ajst-30210	65	23	in	in	ADP
ajst-30210	65	24	design	design	NOUN
ajst-30210	65	25	efficiency	efficiency	NOUN
ajst-30210	65	26	,	,	PUNCT
ajst-30210	65	27	reductions	reduction	NOUN
ajst-30210	65	28	in	in	ADP
ajst-30210	65	29	drag	drag	NOUN
ajst-30210	65	30	coefficient	coefficient	NOUN
ajst-30210	65	31	,	,	PUNCT
ajst-30210	65	32	and	and	CCONJ
ajst-30210	65	33	advancements	advancement	NOUN
ajst-30210	65	34	in	in	ADP
ajst-30210	65	35	technological	technological	ADJ
ajst-30210	65	36	innovation	innovation	NOUN
ajst-30210	65	37	.	.	PUNCT
ajst-30210	66	1	looking	look	VERB
ajst-30210	66	2	ahead	ahead	ADV
ajst-30210	66	3	,	,	PUNCT
ajst-30210	66	4	we	we	PRON
ajst-30210	66	5	will	will	AUX
ajst-30210	66	6	continue	continue	VERB
ajst-30210	66	7	to	to	PART
ajst-30210	66	8	deepen	deepen	VERB
ajst-30210	66	9	research	research	NOUN
ajst-30210	66	10	and	and	CCONJ
ajst-30210	66	11	practical	practical	ADJ
ajst-30210	66	12	efforts	effort	NOUN
ajst-30210	66	13	in	in	ADP
ajst-30210	66	14	this	this	DET
ajst-30210	66	15	field	field	NOUN
ajst-30210	66	16	,	,	PUNCT
ajst-30210	66	17	aiming	aim	VERB
ajst-30210	66	18	to	to	PART
ajst-30210	66	19	provide	provide	VERB
ajst-30210	66	20	more	more	ADV
ajst-30210	66	21	efficient	efficient	ADJ
ajst-30210	66	22	and	and	CCONJ
ajst-30210	66	23	environmentally	environmentally	ADV
ajst-30210	66	24	friendly	friendly	ADJ
ajst-30210	66	25	solutions	solution	NOUN
ajst-30210	66	26	for	for	ADP
ajst-30210	66	27	future	future	ADJ
ajst-30210	66	28	transportation	transportation	NOUN
ajst-30210	66	29	.	.	PUNCT
ajst-30210	67	1	we	we	PRON
ajst-30210	67	2	also	also	ADV
ajst-30210	67	3	look	look	VERB
ajst-30210	67	4	forward	forward	ADV
ajst-30210	67	5	to	to	ADP
ajst-30210	67	6	collaborating	collaborate	VERB
ajst-30210	67	7	and	and	CCONJ
ajst-30210	67	8	exchanging	exchange	VERB
ajst-30210	67	9	ideas	idea	NOUN
ajst-30210	67	10	with	with	ADP
ajst-30210	67	11	more	more	ADJ
ajst-30210	67	12	scholars	scholar	NOUN
ajst-30210	67	13	and	and	CCONJ
ajst-30210	67	14	institutions	institution	NOUN
ajst-30210	67	15	to	to	PART
ajst-30210	67	16	collectively	collectively	ADV
ajst-30210	67	17	promote	promote	VERB
ajst-30210	67	18	the	the	DET
ajst-30210	67	19	development	development	NOUN
ajst-30210	67	20	of	of	ADP
ajst-30210	67	21	aerodynamic	aerodynamic	ADJ
ajst-30210	67	22	design	design	NOUN
ajst-30210	67	23	in	in	ADP
ajst-30210	67	24	transportation	transportation	NOUN
ajst-30210	67	25	vehicles	vehicle	NOUN
ajst-30210	67	26	.	.	PUNCT
ajst-30210	68	1	references	reference	NOUN
ajst-30210	68	2	[	[	X
ajst-30210	68	3	1	1	NUM
ajst-30210	68	4	]	]	X
ajst-30210	68	5	smith	smith	PROPN
ajst-30210	68	6	,	,	PUNCT
ajst-30210	68	7	j.	j.	PROPN
ajst-30210	68	8	(	(	PUNCT
ajst-30210	68	9	2021	2021	NUM
ajst-30210	68	10	)	)	PUNCT
ajst-30210	68	11	a	a	DET
ajst-30210	68	12	deep	deep	ADJ
ajst-30210	68	13	learning	learning	NOUN
ajst-30210	68	14	framework	framework	NOUN
ajst-30210	68	15	for	for	ADP
ajst-30210	68	16	aerodynamic	aerodynamic	ADJ
ajst-30210	68	17	shape	shape	NOUN
ajst-30210	68	18	optimization	optimization	NOUN
ajst-30210	68	19	.	.	PUNCT
ajst-30210	69	1	journal	journal	PROPN
ajst-30210	69	2	of	of	ADP
ajst-30210	69	3	computational	computational	ADJ
ajst-30210	69	4	aerodynamics	aerodynamic	NOUN
ajst-30210	69	5	,	,	PUNCT
ajst-30210	69	6	15	15	NUM
ajst-30210	69	7	:	:	SYM
ajst-30210	69	8	123	123	NUM
ajst-30210	69	9	-	-	SYM
ajst-30210	69	10	135	135	NUM
ajst-30210	69	11	.	.	PUNCT
ajst-30210	70	1	[	[	X
ajst-30210	70	2	2	2	NUM
ajst-30210	70	3	]	]	X
ajst-30210	70	4	müller	müller	PROPN
ajst-30210	70	5	,	,	PUNCT
ajst-30210	70	6	a.	a.	PROPN
ajst-30210	70	7	,	,	PUNCT
ajst-30210	70	8	&	&	CCONJ
ajst-30210	70	9	schmidt	schmidt	PROPN
ajst-30210	70	10	,	,	PUNCT
ajst-30210	70	11	b.	b.	PROPN
ajst-30210	70	12	(	(	PUNCT
ajst-30210	70	13	2022	2022	NUM
ajst-30210	70	14	)	)	PUNCT
ajst-30210	70	15	generative	generative	ADJ
ajst-30210	70	16	adversarial	adversarial	ADJ
ajst-30210	70	17	networks	network	NOUN
ajst-30210	70	18	for	for	ADP
ajst-30210	70	19	automotive	automotive	ADJ
ajst-30210	70	20	body	body	NOUN
ajst-30210	70	21	design	design	NOUN
ajst-30210	70	22	.	.	PUNCT
ajst-30210	71	1	automotive	automotive	ADJ
ajst-30210	71	2	engineering	engineering	PROPN
ajst-30210	71	3	review	review	NOUN
ajst-30210	71	4	,	,	PUNCT
ajst-30210	71	5	8	8	NUM
ajst-30210	71	6	:	:	SYM
ajst-30210	71	7	56	56	NUM
ajst-30210	71	8	-	-	SYM
ajst-30210	71	9	70	70	NUM
ajst-30210	71	10	.	.	PUNCT
ajst-30210	72	1	[	[	X
ajst-30210	72	2	3	3	X
ajst-30210	72	3	]	]	X
ajst-30210	72	4	tanaka	tanaka	PROPN
ajst-30210	72	5	,	,	PUNCT
ajst-30210	72	6	h.	h.	PROPN
ajst-30210	72	7	(	(	PUNCT
ajst-30210	72	8	2020	2020	NUM
ajst-30210	72	9	)	)	PUNCT
ajst-30210	72	10	multi	multi	ADJ
ajst-30210	72	11	-	-	ADJ
ajst-30210	72	12	objective	objective	ADJ
ajst-30210	72	13	optimization	optimization	NOUN
ajst-30210	72	14	of	of	ADP
ajst-30210	72	15	high	high	ADJ
ajst-30210	72	16	-	-	PUNCT
ajst-30210	72	17	speed	speed	NOUN
ajst-30210	72	18	train	train	NOUN
ajst-30210	72	19	nose	nose	NOUN
ajst-30210	72	20	shapes	shape	NOUN
ajst-30210	72	21	.	.	PUNCT
ajst-30210	73	1	journal	journal	NOUN
ajst-30210	73	2	of	of	ADP
ajst-30210	73	3	railway	railway	NOUN
ajst-30210	73	4	engineering	engineering	NOUN
ajst-30210	73	5	,	,	PUNCT
ajst-30210	73	6	12	12	NUM
ajst-30210	73	7	:	:	SYM
ajst-30210	73	8	89	89	NUM
ajst-30210	73	9	-	-	SYM
ajst-30210	73	10	102	102	NUM
ajst-30210	73	11	.	.	PUNCT
ajst-30210	74	1	[	[	X
ajst-30210	74	2	4	4	NUM
ajst-30210	74	3	]	]	X
ajst-30210	74	4	wang	wang	PROPN
ajst-30210	74	5	,	,	PUNCT
ajst-30210	74	6	q.	q.	PROPN
ajst-30210	74	7	,	,	PUNCT
ajst-30210	74	8	li	li	PROPN
ajst-30210	74	9	,	,	PUNCT
ajst-30210	74	10	h.	h.	PROPN
ajst-30210	74	11	,	,	PUNCT
ajst-30210	74	12	&	&	CCONJ
ajst-30210	74	13	zhao	zhao	PROPN
ajst-30210	74	14	,	,	PUNCT
ajst-30210	74	15	y.	y.	PROPN
ajst-30210	74	16	(	(	PUNCT
ajst-30210	74	17	2021	2021	NUM
ajst-30210	74	18	)	)	PUNCT
ajst-30210	74	19	multi	multi	ADJ
ajst-30210	74	20	-	-	ADJ
ajst-30210	74	21	objective	objective	ADJ
ajst-30210	74	22	vehicle	vehicle	NOUN
ajst-30210	74	23	aerodynamic	aerodynamic	ADJ
ajst-30210	74	24	performance	performance	NOUN
ajst-30210	74	25	prediction	prediction	NOUN
ajst-30210	74	26	model	model	NOUN
ajst-30210	74	27	.	.	PUNCT
ajst-30210	75	1	acta	acta	PROPN
ajst-30210	75	2	mechanica	mechanica	PROPN
ajst-30210	75	3	,	,	PUNCT
ajst-30210	75	4	56	56	NUM
ajst-30210	75	5	:	:	SYM
ajst-30210	75	6	234	234	NUM
ajst-30210	75	7	-	-	SYM
ajst-30210	75	8	249	249	NUM
ajst-30210	75	9	.	.	PUNCT
ajst-30210	76	1	[	[	X
ajst-30210	76	2	5	5	NUM
ajst-30210	76	3	]	]	SYM
ajst-30210	76	4	li	li	PROPN
ajst-30210	76	5	,	,	PUNCT
ajst-30210	76	6	h.	h.	PROPN
ajst-30210	76	7	,	,	PUNCT
ajst-30210	76	8	zhao	zhao	PROPN
ajst-30210	76	9	,	,	PUNCT
ajst-30210	76	10	m.	m.	NOUN
ajst-30210	76	11	,	,	PUNCT
ajst-30210	76	12	&	&	CCONJ
ajst-30210	76	13	chen	chen	PROPN
ajst-30210	76	14	,	,	PUNCT
ajst-30210	76	15	y.	y.	PROPN
ajst-30210	76	16	(	(	PUNCT
ajst-30210	76	17	2020	2020	NUM
ajst-30210	76	18	)	)	PUNCT
ajst-30210	76	19	optimization	optimization	NOUN
ajst-30210	76	20	design	design	NOUN
ajst-30210	76	21	of	of	ADP
ajst-30210	76	22	electric	electric	ADJ
ajst-30210	76	23	vehicle	vehicle	NOUN
ajst-30210	76	24	body	body	NOUN
ajst-30210	76	25	using	use	VERB
ajst-30210	76	26	cfd	cfd	NOUN
ajst-30210	76	27	and	and	CCONJ
ajst-30210	76	28	genetic	genetic	ADJ
ajst-30210	76	29	algorithm	algorithm	NOUN
ajst-30210	76	30	.	.	PUNCT
ajst-30210	77	1	journal	journal	PROPN
ajst-30210	77	2	of	of	ADP
ajst-30210	77	3	vehicle	vehicle	NOUN
ajst-30210	77	4	design	design	NOUN
ajst-30210	77	5	,	,	PUNCT
ajst-30210	77	6	20	20	NUM
ajst-30210	77	7	:	:	SYM
ajst-30210	77	8	78	78	NUM
ajst-30210	77	9	-	-	SYM
ajst-30210	77	10	91	91	NUM
ajst-30210	77	11	.	.	PUNCT
ajst-30210	78	1	[	[	X
ajst-30210	78	2	6	6	NUM
ajst-30210	78	3	]	]	X
ajst-30210	78	4	national	national	ADJ
ajst-30210	78	5	natural	natural	PROPN
ajst-30210	78	6	science	science	PROPN
ajst-30210	78	7	foundation	foundation	PROPN
ajst-30210	78	8	of	of	ADP
ajst-30210	78	9	china	china	PROPN
ajst-30210	78	10	(	(	PUNCT
ajst-30210	78	11	2021	2021	NUM
ajst-30210	78	12	)	)	PUNCT
ajst-30210	78	13	research	research	NOUN
ajst-30210	78	14	on	on	ADP
ajst-30210	78	15	aerodynamic	aerodynamic	ADJ
ajst-30210	78	16	optimization	optimization	NOUN
ajst-30210	78	17	of	of	ADP
ajst-30210	78	18	high	high	ADJ
ajst-30210	78	19	-	-	PUNCT
ajst-30210	78	20	speed	speed	NOUN
ajst-30210	78	21	trains	train	NOUN
ajst-30210	78	22	based	base	VERB
ajst-30210	78	23	on	on	ADP
ajst-30210	78	24	big	big	ADJ
ajst-30210	78	25	data	datum	NOUN
ajst-30210	78	26	.	.	PUNCT
ajst-30210	79	1	science	science	NOUN
ajst-30210	79	2	fund	fund	PROPN
ajst-30210	79	3	report	report	NOUN
ajst-30210	79	4	.	.	PUNCT