id	sid	tid	token	lemma	pos
ajst-32385	1	1	lightweight	lightweight	ADJ
ajst-32385	1	2	automotive	automotive	ADJ
ajst-32385	1	3	materials	material	NOUN
ajst-32385	1	4	and	and	CCONJ
ajst-32385	1	5	structural	structural	ADJ
ajst-32385	1	6	design	design	NOUN
ajst-32385	1	7	and	and	CCONJ
ajst-32385	1	8	performance	performance	NOUN
ajst-32385	1	9	prediction	prediction	NOUN
ajst-32385	1	10	based	base	VERB
ajst-32385	1	11	on	on	ADP
ajst-32385	1	12	fundamental	fundamental	ADJ
ajst-32385	1	13	algorithms	algorithm	NOUN
ajst-32385	1	14	xusheng	xusheng	PROPN
ajst-32385	1	15	zhang	zhang	PROPN
ajst-32385	1	16	*	*	PUNCT
ajst-32385	1	17	department	department	PROPN
ajst-32385	1	18	of	of	ADP
ajst-32385	1	19	mechanical	mechanical	ADJ
ajst-32385	1	20	engineering	engineering	NOUN
ajst-32385	1	21	,	,	PUNCT
ajst-32385	1	22	zhejiang	zhejiang	PROPN
ajst-32385	1	23	university	university	PROPN
ajst-32385	1	24	of	of	ADP
ajst-32385	1	25	technology	technology	PROPN
ajst-32385	1	26	,	,	PUNCT
ajst-32385	1	27	zhejiang	zhejiang	PROPN
ajst-32385	1	28	,	,	PUNCT
ajst-32385	1	29	china	china	PROPN
ajst-32385	1	30	310023	310023	NUM
ajst-32385	1	31	*	*	PUNCT
ajst-32385	1	32	corresponding	correspond	VERB
ajst-32385	1	33	author	author	NOUN
ajst-32385	1	34	email	email	NOUN
ajst-32385	1	35	:	:	PUNCT
ajst-32385	1	36	1258383627@qq.com	1258383627@qq.com	NUM
ajst-32385	1	37	abstract	abstract	NOUN
ajst-32385	1	38	.	.	PUNCT
ajst-32385	2	1	in	in	ADP
ajst-32385	2	2	the	the	DET
ajst-32385	2	3	context	context	NOUN
ajst-32385	2	4	of	of	ADP
ajst-32385	2	5	global	global	ADJ
ajst-32385	2	6	energy	energy	NOUN
ajst-32385	2	7	conservation	conservation	NOUN
ajst-32385	2	8	,	,	PUNCT
ajst-32385	2	9	emission	emission	NOUN
ajst-32385	2	10	reduction	reduction	NOUN
ajst-32385	2	11	,	,	PUNCT
ajst-32385	2	12	and	and	CCONJ
ajst-32385	2	13	sustainable	sustainable	ADJ
ajst-32385	2	14	development	development	NOUN
ajst-32385	2	15	,	,	PUNCT
ajst-32385	2	16	automotive	automotive	ADJ
ajst-32385	2	17	lightweight	lightweight	NOUN
ajst-32385	2	18	technology	technology	NOUN
ajst-32385	2	19	has	have	AUX
ajst-32385	2	20	become	become	VERB
ajst-32385	2	21	a	a	DET
ajst-32385	2	22	crucial	crucial	ADJ
ajst-32385	2	23	direction	direction	NOUN
ajst-32385	2	24	for	for	ADP
ajst-32385	2	25	the	the	DET
ajst-32385	2	26	transformation	transformation	NOUN
ajst-32385	2	27	and	and	CCONJ
ajst-32385	2	28	upgrading	upgrading	NOUN
ajst-32385	2	29	of	of	ADP
ajst-32385	2	30	the	the	DET
ajst-32385	2	31	automotive	automotive	ADJ
ajst-32385	2	32	industry	industry	NOUN
ajst-32385	2	33	.	.	PUNCT
ajst-32385	3	1	by	by	ADP
ajst-32385	3	2	reducing	reduce	VERB
ajst-32385	3	3	vehicle	vehicle	NOUN
ajst-32385	3	4	weight	weight	NOUN
ajst-32385	3	5	,	,	PUNCT
ajst-32385	3	6	it	it	PRON
ajst-32385	3	7	is	be	AUX
ajst-32385	3	8	possible	possible	ADJ
ajst-32385	3	9	to	to	PART
ajst-32385	3	10	significantly	significantly	ADV
ajst-32385	3	11	improve	improve	VERB
ajst-32385	3	12	fuel	fuel	NOUN
ajst-32385	3	13	economy	economy	NOUN
ajst-32385	3	14	,	,	PUNCT
ajst-32385	3	15	extend	extend	VERB
ajst-32385	3	16	the	the	DET
ajst-32385	3	17	driving	drive	VERB
ajst-32385	3	18	range	range	NOUN
ajst-32385	3	19	of	of	ADP
ajst-32385	3	20	new	new	ADJ
ajst-32385	3	21	energy	energy	NOUN
ajst-32385	3	22	vehicles	vehicle	NOUN
ajst-32385	3	23	,	,	PUNCT
ajst-32385	3	24	and	and	CCONJ
ajst-32385	3	25	decrease	decrease	VERB
ajst-32385	3	26	overall	overall	ADJ
ajst-32385	3	27	greenhouse	greenhouse	NOUN
ajst-32385	3	28	gas	gas	NOUN
ajst-32385	3	29	emissions	emission	NOUN
ajst-32385	3	30	,	,	PUNCT
ajst-32385	3	31	thereby	thereby	ADV
ajst-32385	3	32	supporting	support	VERB
ajst-32385	3	33	both	both	CCONJ
ajst-32385	3	34	environmental	environmental	ADJ
ajst-32385	3	35	and	and	CCONJ
ajst-32385	3	36	economic	economic	ADJ
ajst-32385	3	37	goals	goal	NOUN
ajst-32385	3	38	.	.	PUNCT
ajst-32385	4	1	this	this	DET
ajst-32385	4	2	paper	paper	NOUN
ajst-32385	4	3	centers	center	NOUN
ajst-32385	4	4	on	on	ADP
ajst-32385	4	5	the	the	DET
ajst-32385	4	6	design	design	NOUN
ajst-32385	4	7	and	and	CCONJ
ajst-32385	4	8	performance	performance	NOUN
ajst-32385	4	9	prediction	prediction	NOUN
ajst-32385	4	10	of	of	ADP
ajst-32385	4	11	lightweight	lightweight	ADJ
ajst-32385	4	12	automotive	automotive	ADJ
ajst-32385	4	13	materials	material	NOUN
ajst-32385	4	14	and	and	CCONJ
ajst-32385	4	15	structures	structure	NOUN
ajst-32385	4	16	,	,	PUNCT
ajst-32385	4	17	with	with	ADP
ajst-32385	4	18	a	a	DET
ajst-32385	4	19	particular	particular	ADJ
ajst-32385	4	20	emphasis	emphasis	NOUN
ajst-32385	4	21	on	on	ADP
ajst-32385	4	22	the	the	DET
ajst-32385	4	23	integration	integration	NOUN
ajst-32385	4	24	of	of	ADP
ajst-32385	4	25	advanced	advanced	ADJ
ajst-32385	4	26	algorithms	algorithm	NOUN
ajst-32385	4	27	into	into	ADP
ajst-32385	4	28	engineering	engineering	NOUN
ajst-32385	4	29	practice	practice	NOUN
ajst-32385	4	30	.	.	PUNCT
ajst-32385	5	1	it	it	PRON
ajst-32385	5	2	first	first	ADV
ajst-32385	5	3	reviews	review	VERB
ajst-32385	5	4	the	the	DET
ajst-32385	5	5	industrial	industrial	ADJ
ajst-32385	5	6	background	background	NOUN
ajst-32385	5	7	and	and	CCONJ
ajst-32385	5	8	strategic	strategic	ADJ
ajst-32385	5	9	significance	significance	NOUN
ajst-32385	5	10	of	of	ADP
ajst-32385	5	11	lightweighting	lightweighting	NOUN
ajst-32385	5	12	,	,	PUNCT
ajst-32385	5	13	followed	follow	VERB
ajst-32385	5	14	by	by	ADP
ajst-32385	5	15	a	a	DET
ajst-32385	5	16	summary	summary	NOUN
ajst-32385	5	17	of	of	ADP
ajst-32385	5	18	the	the	DET
ajst-32385	5	19	mechanical	mechanical	ADJ
ajst-32385	5	20	,	,	PUNCT
ajst-32385	5	21	thermal	thermal	ADJ
ajst-32385	5	22	,	,	PUNCT
ajst-32385	5	23	and	and	CCONJ
ajst-32385	5	24	economic	economic	ADJ
ajst-32385	5	25	properties	property	NOUN
ajst-32385	5	26	of	of	ADP
ajst-32385	5	27	common	common	ADJ
ajst-32385	5	28	lightweight	lightweight	ADJ
ajst-32385	5	29	materials	material	NOUN
ajst-32385	5	30	such	such	ADJ
ajst-32385	5	31	as	as	ADP
ajst-32385	5	32	aluminum	aluminum	NOUN
ajst-32385	5	33	alloys	alloy	NOUN
ajst-32385	5	34	,	,	PUNCT
ajst-32385	5	35	magnesium	magnesium	NOUN
ajst-32385	5	36	alloys	alloy	NOUN
ajst-32385	5	37	,	,	PUNCT
ajst-32385	5	38	high	high	ADJ
ajst-32385	5	39	-	-	PUNCT
ajst-32385	5	40	strength	strength	NOUN
ajst-32385	5	41	steels	steel	NOUN
ajst-32385	5	42	,	,	PUNCT
ajst-32385	5	43	and	and	CCONJ
ajst-32385	5	44	composite	composite	ADJ
ajst-32385	5	45	materials	material	NOUN
ajst-32385	5	46	.	.	PUNCT
ajst-32385	6	1	furthermore	furthermore	ADV
ajst-32385	6	2	,	,	PUNCT
ajst-32385	6	3	the	the	DET
ajst-32385	6	4	paper	paper	NOUN
ajst-32385	6	5	introduces	introduce	VERB
ajst-32385	6	6	collaborative	collaborative	ADJ
ajst-32385	6	7	design	design	NOUN
ajst-32385	6	8	concepts	concept	NOUN
ajst-32385	6	9	that	that	PRON
ajst-32385	6	10	couple	couple	VERB
ajst-32385	6	11	material	material	NOUN
ajst-32385	6	12	development	development	NOUN
ajst-32385	6	13	with	with	ADP
ajst-32385	6	14	structural	structural	ADJ
ajst-32385	6	15	innovation	innovation	NOUN
ajst-32385	6	16	,	,	PUNCT
ajst-32385	6	17	and	and	CCONJ
ajst-32385	6	18	discusses	discuss	VERB
ajst-32385	6	19	multiple	multiple	ADJ
ajst-32385	6	20	lightweight	lightweight	ADJ
ajst-32385	6	21	design	design	NOUN
ajst-32385	6	22	strategies	strategy	NOUN
ajst-32385	6	23	.	.	PUNCT
ajst-32385	7	1	special	special	ADJ
ajst-32385	7	2	attention	attention	NOUN
ajst-32385	7	3	is	be	AUX
ajst-32385	7	4	given	give	VERB
ajst-32385	7	5	to	to	ADP
ajst-32385	7	6	the	the	DET
ajst-32385	7	7	role	role	NOUN
ajst-32385	7	8	of	of	ADP
ajst-32385	7	9	machine	machine	NOUN
ajst-32385	7	10	learning	learning	NOUN
ajst-32385	7	11	,	,	PUNCT
ajst-32385	7	12	topology	topology	NOUN
ajst-32385	7	13	optimization	optimization	NOUN
ajst-32385	7	14	,	,	PUNCT
ajst-32385	7	15	and	and	CCONJ
ajst-32385	7	16	multi	multi	ADJ
ajst-32385	7	17	-	-	ADJ
ajst-32385	7	18	objective	objective	ADJ
ajst-32385	7	19	optimization	optimization	NOUN
ajst-32385	7	20	in	in	ADP
ajst-32385	7	21	predicting	predict	VERB
ajst-32385	7	22	material	material	NOUN
ajst-32385	7	23	performance	performance	NOUN
ajst-32385	7	24	,	,	PUNCT
ajst-32385	7	25	guiding	guide	VERB
ajst-32385	7	26	structural	structural	ADJ
ajst-32385	7	27	design	design	NOUN
ajst-32385	7	28	,	,	PUNCT
ajst-32385	7	29	and	and	CCONJ
ajst-32385	7	30	balancing	balance	VERB
ajst-32385	7	31	trade	trade	NOUN
ajst-32385	7	32	-	-	PUNCT
ajst-32385	7	33	offs	off	NOUN
ajst-32385	7	34	among	among	ADP
ajst-32385	7	35	cost	cost	NOUN
ajst-32385	7	36	,	,	PUNCT
ajst-32385	7	37	safety	safety	NOUN
ajst-32385	7	38	,	,	PUNCT
ajst-32385	7	39	and	and	CCONJ
ajst-32385	7	40	sustainability	sustainability	NOUN
ajst-32385	7	41	.	.	PUNCT
ajst-32385	8	1	finally	finally	ADV
ajst-32385	8	2	,	,	PUNCT
ajst-32385	8	3	through	through	ADP
ajst-32385	8	4	case	case	NOUN
ajst-32385	8	5	studies	study	NOUN
ajst-32385	8	6	of	of	ADP
ajst-32385	8	7	typical	typical	ADJ
ajst-32385	8	8	manufacturers	manufacturer	NOUN
ajst-32385	8	9	,	,	PUNCT
ajst-32385	8	10	the	the	DET
ajst-32385	8	11	paper	paper	NOUN
ajst-32385	8	12	analyzes	analyze	VERB
ajst-32385	8	13	practical	practical	ADJ
ajst-32385	8	14	applications	application	NOUN
ajst-32385	8	15	and	and	CCONJ
ajst-32385	8	16	summarizes	summarize	VERB
ajst-32385	8	17	future	future	ADJ
ajst-32385	8	18	trends	trend	NOUN
ajst-32385	8	19	,	,	PUNCT
ajst-32385	8	20	aiming	aim	VERB
ajst-32385	8	21	to	to	PART
ajst-32385	8	22	provide	provide	VERB
ajst-32385	8	23	a	a	DET
ajst-32385	8	24	comprehensive	comprehensive	ADJ
ajst-32385	8	25	theoretical	theoretical	ADJ
ajst-32385	8	26	reference	reference	NOUN
ajst-32385	8	27	and	and	CCONJ
ajst-32385	8	28	methodological	methodological	ADJ
ajst-32385	8	29	guidance	guidance	NOUN
ajst-32385	8	30	for	for	ADP
ajst-32385	8	31	research	research	NOUN
ajst-32385	8	32	and	and	CCONJ
ajst-32385	8	33	practice	practice	NOUN
ajst-32385	8	34	in	in	ADP
ajst-32385	8	35	automotive	automotive	ADJ
ajst-32385	8	36	lightweight	lightweight	ADJ
ajst-32385	8	37	technology	technology	NOUN
ajst-32385	8	38	.	.	PUNCT
ajst-32385	9	1	keywords	keyword	NOUN
ajst-32385	9	2	:	:	PUNCT
ajst-32385	9	3	automobile	automobile	NOUN
ajst-32385	9	4	lightweight	lightweight	NOUN
ajst-32385	9	5	,	,	PUNCT
ajst-32385	9	6	basic	basic	ADJ
ajst-32385	9	7	algorithms	algorithm	NOUN
ajst-32385	9	8	,	,	PUNCT
ajst-32385	9	9	material	material	NOUN
ajst-32385	9	10	properties	property	NOUN
ajst-32385	9	11	,	,	PUNCT
ajst-32385	9	12	structural	structural	ADJ
ajst-32385	9	13	design	design	NOUN
ajst-32385	9	14	.	.	PUNCT
ajst-32385	10	1	1	1	X
ajst-32385	10	2	.	.	X
ajst-32385	10	3	introduction	introduction	NOUN
ajst-32385	10	4	as	as	SCONJ
ajst-32385	10	5	global	global	ADJ
ajst-32385	10	6	car	car	NOUN
ajst-32385	10	7	ownership	ownership	NOUN
ajst-32385	10	8	continues	continue	VERB
ajst-32385	10	9	to	to	PART
ajst-32385	10	10	grow	grow	VERB
ajst-32385	10	11	,	,	PUNCT
ajst-32385	10	12	the	the	DET
ajst-32385	10	13	automotive	automotive	ADJ
ajst-32385	10	14	industry	industry	NOUN
ajst-32385	10	15	's	's	PART
ajst-32385	10	16	energy	energy	NOUN
ajst-32385	10	17	consumption	consumption	NOUN
ajst-32385	10	18	and	and	CCONJ
ajst-32385	10	19	environmental	environmental	ADJ
ajst-32385	10	20	impact	impact	NOUN
ajst-32385	10	21	are	be	AUX
ajst-32385	10	22	becoming	become	VERB
ajst-32385	10	23	increasingly	increasingly	ADV
ajst-32385	10	24	significant	significant	ADJ
ajst-32385	10	25	.	.	PUNCT
ajst-32385	11	1	in	in	ADP
ajst-32385	11	2	this	this	DET
ajst-32385	11	3	context	context	NOUN
ajst-32385	11	4	,	,	PUNCT
ajst-32385	11	5	automotive	automotive	ADJ
ajst-32385	11	6	lightweight	lightweight	NOUN
ajst-32385	11	7	technology	technology	NOUN
ajst-32385	11	8	,	,	PUNCT
ajst-32385	11	9	as	as	ADP
ajst-32385	11	10	a	a	DET
ajst-32385	11	11	key	key	ADJ
ajst-32385	11	12	means	mean	NOUN
ajst-32385	11	13	to	to	PART
ajst-32385	11	14	achieve	achieve	VERB
ajst-32385	11	15	energy	energy	NOUN
ajst-32385	11	16	conservation	conservation	NOUN
ajst-32385	11	17	,	,	PUNCT
ajst-32385	11	18	emission	emission	NOUN
ajst-32385	11	19	reduction	reduction	NOUN
ajst-32385	11	20	,	,	PUNCT
ajst-32385	11	21	and	and	CCONJ
ajst-32385	11	22	improved	improve	VERB
ajst-32385	11	23	vehicle	vehicle	NOUN
ajst-32385	11	24	performance	performance	NOUN
ajst-32385	11	25	,	,	PUNCT
ajst-32385	11	26	has	have	AUX
ajst-32385	11	27	received	receive	VERB
ajst-32385	11	28	widespread	widespread	ADJ
ajst-32385	11	29	attention	attention	NOUN
ajst-32385	11	30	.	.	PUNCT
ajst-32385	12	1	lightweighting	lightweighte	VERB
ajst-32385	12	2	not	not	PART
ajst-32385	12	3	only	only	ADV
ajst-32385	12	4	reduces	reduce	VERB
ajst-32385	12	5	vehicle	vehicle	NOUN
ajst-32385	12	6	energy	energy	NOUN
ajst-32385	12	7	consumption	consumption	NOUN
ajst-32385	12	8	and	and	CCONJ
ajst-32385	12	9	emissions	emission	NOUN
ajst-32385	12	10	—	—	PUNCT
ajst-32385	12	11	meeting	meet	VERB
ajst-32385	12	12	increasingly	increasingly	ADV
ajst-32385	12	13	stringent	stringent	ADJ
ajst-32385	12	14	fuel	fuel	NOUN
ajst-32385	12	15	economy	economy	NOUN
ajst-32385	12	16	regulations	regulation	NOUN
ajst-32385	12	17	and	and	CCONJ
ajst-32385	12	18	carbon	carbon	NOUN
ajst-32385	12	19	neutrality	neutrality	NOUN
ajst-32385	12	20	goals	goal	NOUN
ajst-32385	12	21	—	—	PUNCT
ajst-32385	12	22	but	but	CCONJ
ajst-32385	12	23	also	also	ADV
ajst-32385	12	24	significantly	significantly	ADV
ajst-32385	12	25	extends	extend	VERB
ajst-32385	12	26	electric	electric	ADJ
ajst-32385	12	27	vehicle	vehicle	NOUN
ajst-32385	12	28	range	range	NOUN
ajst-32385	12	29	while	while	SCONJ
ajst-32385	12	30	enhancing	enhance	VERB
ajst-32385	12	31	dynamics	dynamic	NOUN
ajst-32385	12	32	and	and	CCONJ
ajst-32385	12	33	handling	handle	VERB
ajst-32385	12	34	[	[	X
ajst-32385	12	35	1	1	NUM
ajst-32385	12	36	]	]	PUNCT
ajst-32385	12	37	.	.	PUNCT
ajst-32385	13	1	for	for	ADP
ajst-32385	13	2	example	example	NOUN
ajst-32385	13	3	,	,	PUNCT
ajst-32385	13	4	a	a	DET
ajst-32385	13	5	10	10	NUM
ajst-32385	13	6	%	%	NOUN
ajst-32385	13	7	vehicle	vehicle	NOUN
ajst-32385	13	8	weight	weight	NOUN
ajst-32385	13	9	reduction	reduction	NOUN
ajst-32385	13	10	can	can	AUX
ajst-32385	13	11	improve	improve	VERB
ajst-32385	13	12	fuel	fuel	NOUN
ajst-32385	13	13	economy	economy	NOUN
ajst-32385	13	14	by	by	ADP
ajst-32385	13	15	6%–8	6%–8	NUM
ajst-32385	13	16	%	%	NOUN
ajst-32385	13	17	and	and	CCONJ
ajst-32385	13	18	increase	increase	VERB
ajst-32385	13	19	pure	pure	ADJ
ajst-32385	13	20	electric	electric	ADJ
ajst-32385	13	21	vehicle	vehicle	NOUN
ajst-32385	13	22	range	range	NOUN
ajst-32385	13	23	by	by	ADP
ajst-32385	13	24	5%–7	5%–7	NUM
ajst-32385	13	25	%	%	NOUN
ajst-32385	13	26	.	.	PUNCT
ajst-32385	14	1	from	from	ADP
ajst-32385	14	2	an	an	DET
ajst-32385	14	3	industrial	industrial	ADJ
ajst-32385	14	4	strategy	strategy	NOUN
ajst-32385	14	5	perspective	perspective	NOUN
ajst-32385	14	6	,	,	PUNCT
ajst-32385	14	7	lightweight	lightweight	ADJ
ajst-32385	14	8	technology	technology	NOUN
ajst-32385	14	9	is	be	AUX
ajst-32385	14	10	a	a	DET
ajst-32385	14	11	critical	critical	ADJ
ajst-32385	14	12	direction	direction	NOUN
ajst-32385	14	13	for	for	ADP
ajst-32385	14	14	automotive	automotive	ADJ
ajst-32385	14	15	industry	industry	NOUN
ajst-32385	14	16	transformation	transformation	NOUN
ajst-32385	14	17	.	.	PUNCT
ajst-32385	15	1	amid	amid	ADP
ajst-32385	15	2	fierce	fierce	ADJ
ajst-32385	15	3	market	market	NOUN
ajst-32385	15	4	competition	competition	NOUN
ajst-32385	15	5	,	,	PUNCT
ajst-32385	15	6	automakers	automaker	NOUN
ajst-32385	15	7	with	with	ADP
ajst-32385	15	8	lightweight	lightweight	ADJ
ajst-32385	15	9	advantages	advantage	NOUN
ajst-32385	15	10	can	can	AUX
ajst-32385	15	11	launch	launch	VERB
ajst-32385	15	12	more	more	ADV
ajst-32385	15	13	competitive	competitive	ADJ
ajst-32385	15	14	products	product	NOUN
ajst-32385	15	15	that	that	PRON
ajst-32385	15	16	meet	meet	VERB
ajst-32385	15	17	consumer	consumer	NOUN
ajst-32385	15	18	demand	demand	NOUN
ajst-32385	15	19	for	for	ADP
ajst-32385	15	20	eco	eco	NOUN
ajst-32385	15	21	-	-	PUNCT
ajst-32385	15	22	friendly	friendly	ADJ
ajst-32385	15	23	,	,	PUNCT
ajst-32385	15	24	energy	energy	NOUN
ajst-32385	15	25	-	-	PUNCT
ajst-32385	15	26	efficient	efficient	ADJ
ajst-32385	15	27	,	,	PUNCT
ajst-32385	15	28	and	and	CCONJ
ajst-32385	15	29	high	high	ADJ
ajst-32385	15	30	-	-	PUNCT
ajst-32385	15	31	performance	performance	NOUN
ajst-32385	15	32	vehicles	vehicle	NOUN
ajst-32385	15	33	.	.	PUNCT
ajst-32385	16	1	simultaneously	simultaneously	ADV
ajst-32385	16	2	,	,	PUNCT
ajst-32385	16	3	lightweight	lightweight	ADJ
ajst-32385	16	4	technology	technology	NOUN
ajst-32385	16	5	development	development	NOUN
ajst-32385	16	6	drives	drive	VERB
ajst-32385	16	7	cross	cross	ADJ
ajst-32385	16	8	-	-	ADJ
ajst-32385	16	9	disciplinary	disciplinary	ADJ
ajst-32385	16	10	integration	integration	NOUN
ajst-32385	16	11	and	and	CCONJ
ajst-32385	16	12	innovation	innovation	NOUN
ajst-32385	16	13	in	in	ADP
ajst-32385	16	14	materials	material	NOUN
ajst-32385	16	15	science	science	NOUN
ajst-32385	16	16	,	,	PUNCT
ajst-32385	16	17	structural	structural	ADJ
ajst-32385	16	18	mechanics	mechanic	NOUN
ajst-32385	16	19	,	,	PUNCT
ajst-32385	16	20	and	and	CCONJ
ajst-32385	16	21	computer	computer	NOUN
ajst-32385	16	22	science	science	NOUN
ajst-32385	16	23	[	[	X
ajst-32385	16	24	2	2	NUM
ajst-32385	16	25	]	]	PUNCT
ajst-32385	16	26	.	.	PUNCT
ajst-32385	17	1	automotive	automotive	ADJ
ajst-32385	17	2	lightweight	lightweight	ADJ
ajst-32385	17	3	research	research	NOUN
ajst-32385	17	4	focuses	focus	VERB
ajst-32385	17	5	on	on	ADP
ajst-32385	17	6	material	material	ADJ
ajst-32385	17	7	development	development	NOUN
ajst-32385	17	8	,	,	PUNCT
ajst-32385	17	9	structural	structural	ADJ
ajst-32385	17	10	optimization	optimization	NOUN
ajst-32385	17	11	,	,	PUNCT
ajst-32385	17	12	and	and	CCONJ
ajst-32385	17	13	their	their	PRON
ajst-32385	17	14	synergistic	synergistic	ADJ
ajst-32385	17	15	design	design	NOUN
ajst-32385	17	16	.	.	PUNCT
ajst-32385	18	1	aluminum	aluminum	NOUN
ajst-32385	18	2	alloys	alloy	NOUN
ajst-32385	18	3	are	be	AUX
ajst-32385	18	4	used	use	VERB
ajst-32385	18	5	in	in	ADP
ajst-32385	18	6	body	body	NOUN
ajst-32385	18	7	panels	panel	NOUN
ajst-32385	18	8	and	and	CCONJ
ajst-32385	18	9	chassis	chassis	NOUN
ajst-32385	18	10	components	component	NOUN
ajst-32385	18	11	due	due	ADP
ajst-32385	18	12	to	to	ADP
ajst-32385	18	13	low	low	ADJ
ajst-32385	18	14	density	density	NOUN
ajst-32385	18	15	and	and	CCONJ
ajst-32385	18	16	high	high	ADJ
ajst-32385	18	17	specific	specific	ADJ
ajst-32385	18	18	strength	strength	NOUN
ajst-32385	18	19	.	.	PUNCT
ajst-32385	19	1	for	for	ADP
ajst-32385	19	2	instance	instance	NOUN
ajst-32385	19	3	,	,	PUNCT
ajst-32385	19	4	the	the	DET
ajst-32385	19	5	tesla	tesla	PROPN
ajst-32385	19	6	model	model	VERB
ajst-32385	19	7	y	y	PROPN
ajst-32385	19	8	's	's	PART
ajst-32385	19	9	one	one	NUM
ajst-32385	19	10	-	-	PUNCT
ajst-32385	19	11	piece	piece	NOUN
ajst-32385	19	12	die	die	NOUN
ajst-32385	19	13	-	-	PUNCT
ajst-32385	19	14	cast	cast	VERB
ajst-32385	19	15	rear	rear	ADJ
ajst-32385	19	16	body	body	NOUN
ajst-32385	19	17	(	(	PUNCT
ajst-32385	19	18	aluminum	aluminum	NOUN
ajst-32385	19	19	alloy	alloy	NOUN
ajst-32385	19	20	)	)	PUNCT
ajst-32385	19	21	replaces	replace	VERB
ajst-32385	19	22	over	over	ADP
ajst-32385	19	23	70	70	NUM
ajst-32385	19	24	parts	part	NOUN
ajst-32385	19	25	and	and	CCONJ
ajst-32385	19	26	reduces	reduce	VERB
ajst-32385	19	27	weight	weight	NOUN
ajst-32385	19	28	by	by	ADP
ajst-32385	19	29	10	10	NUM
ajst-32385	19	30	%	%	NOUN
ajst-32385	19	31	.	.	PUNCT
ajst-32385	20	1	despite	despite	SCONJ
ajst-32385	20	2	significant	significant	ADJ
ajst-32385	20	3	weight	weight	NOUN
ajst-32385	20	4	reduction	reduction	NOUN
ajst-32385	20	5	potential	potential	NOUN
ajst-32385	20	6	,	,	PUNCT
ajst-32385	20	7	magnesium	magnesium	NOUN
ajst-32385	20	8	alloys	alloy	NOUN
ajst-32385	20	9	face	face	VERB
ajst-32385	20	10	limited	limited	ADJ
ajst-32385	20	11	application	application	NOUN
ajst-32385	20	12	due	due	ADP
ajst-32385	20	13	to	to	ADP
ajst-32385	20	14	poor	poor	ADJ
ajst-32385	20	15	corrosion	corrosion	NOUN
ajst-32385	20	16	resistance	resistance	NOUN
ajst-32385	20	17	and	and	CCONJ
ajst-32385	20	18	defect	defect	VERB
ajst-32385	20	19	susceptibility	susceptibility	NOUN
ajst-32385	20	20	during	during	ADP
ajst-32385	20	21	machining	machine	VERB
ajst-32385	20	22	[	[	X
ajst-32385	20	23	3	3	NUM
ajst-32385	20	24	]	]	PUNCT
ajst-32385	20	25	.	.	PUNCT
ajst-32385	21	1	carbon	carbon	NOUN
ajst-32385	21	2	fiber	fiber	NOUN
ajst-32385	21	3	composites	composite	NOUN
ajst-32385	21	4	(	(	PUNCT
ajst-32385	21	5	bmw	bmw	PROPN
ajst-32385	21	6	i3	i3	PROPN
ajst-32385	21	7	's	's	PART
ajst-32385	21	8	carbon	carbon	NOUN
ajst-32385	21	9	fiber	fiber	NOUN
ajst-32385	21	10	frame	frame	NOUN
ajst-32385	21	11	reducing	reduce	VERB
ajst-32385	21	12	weight	weight	NOUN
ajst-32385	21	13	by	by	ADP
ajst-32385	21	14	>	>	X
ajst-32385	21	15	25	25	NUM
ajst-32385	21	16	%	%	NOUN
ajst-32385	21	17	)	)	PUNCT
ajst-32385	21	18	are	be	AUX
ajst-32385	21	19	gradually	gradually	ADV
ajst-32385	21	20	adopted	adopt	VERB
ajst-32385	21	21	in	in	ADP
ajst-32385	21	22	luxury	luxury	NOUN
ajst-32385	21	23	and	and	CCONJ
ajst-32385	21	24	racing	racing	NOUN
ajst-32385	21	25	vehicles	vehicle	NOUN
ajst-32385	21	26	for	for	ADP
ajst-32385	21	27	ultra	ultra	ADJ
ajst-32385	21	28	-	-	ADJ
ajst-32385	21	29	high	high	ADJ
ajst-32385	21	30	strength	strength	NOUN
ajst-32385	21	31	-	-	PUNCT
ajst-32385	21	32	to	to	ADP
ajst-32385	21	33	-	-	PUNCT
ajst-32385	21	34	weight	weight	NOUN
ajst-32385	21	35	ratios	ratio	NOUN
ajst-32385	21	36	,	,	PUNCT
ajst-32385	21	37	as	as	SCONJ
ajst-32385	21	38	shown	show	VERB
ajst-32385	21	39	in	in	ADP
ajst-32385	21	40	fig	fig	NOUN
ajst-32385	21	41	1	1	NUM
ajst-32385	21	42	,	,	PUNCT
ajst-32385	21	43	though	though	SCONJ
ajst-32385	21	44	high	high	ADJ
ajst-32385	21	45	costs	cost	NOUN
ajst-32385	21	46	restrict	restrict	VERB
ajst-32385	21	47	mass	mass	ADJ
ajst-32385	21	48	adoption	adoption	NOUN
ajst-32385	21	49	[	[	X
ajst-32385	21	50	4	4	NUM
ajst-32385	21	51	]	]	PUNCT
ajst-32385	21	52	.	.	PUNCT
ajst-32385	22	1	structural	structural	ADJ
ajst-32385	22	2	optimization	optimization	NOUN
ajst-32385	22	3	techniques	technique	NOUN
ajst-32385	22	4	(	(	PUNCT
ajst-32385	22	5	topology	topology	NOUN
ajst-32385	22	6	,	,	PUNCT
ajst-32385	22	7	size	size	NOUN
ajst-32385	22	8	,	,	PUNCT
ajst-32385	22	9	and	and	CCONJ
ajst-32385	22	10	shape	shape	VERB
ajst-32385	22	11	optimization	optimization	NOUN
ajst-32385	22	12	)	)	PUNCT
ajst-32385	22	13	are	be	AUX
ajst-32385	22	14	widely	widely	ADV
ajst-32385	22	15	applied	apply	VERB
ajst-32385	22	16	—	—	PUNCT
ajst-32385	22	17	audi	audi	PROPN
ajst-32385	22	18	a8	a8	PROPN
ajst-32385	22	19	's	's	PART
ajst-32385	22	20	topology	topology	NOUN
ajst-32385	22	21	-	-	PUNCT
ajst-32385	22	22	optimized	optimize	VERB
ajst-32385	22	23	frame	frame	NOUN
ajst-32385	22	24	balances	balance	VERB
ajst-32385	22	25	weight	weight	NOUN
ajst-32385	22	26	and	and	CCONJ
ajst-32385	22	27	strength	strength	NOUN
ajst-32385	22	28	.	.	PUNCT
ajst-32385	23	1	however	however	ADV
ajst-32385	23	2	,	,	PUNCT
ajst-32385	23	3	current	current	ADJ
ajst-32385	23	4	research	research	NOUN
ajst-32385	23	5	inadequately	inadequately	ADV
ajst-32385	23	6	addresses	address	VERB
ajst-32385	23	7	material	material	ADJ
ajst-32385	23	8	-	-	PUNCT
ajst-32385	23	9	structure	structure	NOUN
ajst-32385	23	10	synergy	synergy	NOUN
ajst-32385	23	11	,	,	PUNCT
ajst-32385	23	12	often	often	ADV
ajst-32385	23	13	optimizing	optimize	VERB
ajst-32385	23	14	materials	material	NOUN
ajst-32385	23	15	or	or	CCONJ
ajst-32385	23	16	structures	structure	NOUN
ajst-32385	23	17	in	in	ADP
ajst-32385	23	18	isolation	isolation	NOUN
ajst-32385	23	19	while	while	SCONJ
ajst-32385	23	20	neglecting	neglect	VERB
ajst-32385	23	21	their	their	PRON
ajst-32385	23	22	interactions	interaction	NOUN
ajst-32385	23	23	.	.	PUNCT
ajst-32385	24	1	performance	performance	NOUN
ajst-32385	24	2	prediction	prediction	NOUN
ajst-32385	24	3	also	also	ADV
ajst-32385	24	4	lacks	lack	VERB
ajst-32385	24	5	accuracy	accuracy	NOUN
ajst-32385	24	6	;	;	PUNCT
ajst-32385	24	7	though	though	SCONJ
ajst-32385	24	8	machine	machine	NOUN
ajst-32385	24	9	/	/	SYM
ajst-32385	24	10	deep	deep	ADJ
ajst-32385	24	11	learning	learning	NOUN
ajst-32385	24	12	offers	offer	VERB
ajst-32385	24	13	new	new	ADJ
ajst-32385	24	14	approaches	approach	NOUN
ajst-32385	24	15	,	,	PUNCT
ajst-32385	24	16	their	their	PRON
ajst-32385	24	17	automotive	automotive	ADJ
ajst-32385	24	18	lightweight	lightweight	ADJ
ajst-32385	24	19	applications	application	NOUN
ajst-32385	24	20	remain	remain	VERB
ajst-32385	24	21	immature	immature	ADJ
ajst-32385	24	22	due	due	ADP
ajst-32385	24	23	to	to	ADP
ajst-32385	24	24	algorithm	algorithm	NOUN
ajst-32385	24	25	adaptability	adaptability	NOUN
ajst-32385	24	26	,	,	PUNCT
ajst-32385	24	27	data	datum	NOUN
ajst-32385	24	28	quality	quality	NOUN
ajst-32385	24	29	,	,	PUNCT
ajst-32385	24	30	and	and	CCONJ
ajst-32385	24	31	model	model	NOUN
ajst-32385	24	32	generalizability	generalizability	NOUN
ajst-32385	24	33	issues	issue	NOUN
ajst-32385	24	34	.	.	PUNCT
ajst-32385	25	1	in	in	ADP
ajst-32385	25	2	summary	summary	NOUN
ajst-32385	25	3	,	,	PUNCT
ajst-32385	25	4	as	as	ADP
ajst-32385	25	5	a	a	DET
ajst-32385	25	6	key	key	ADJ
ajst-32385	25	7	technology	technology	NOUN
ajst-32385	25	8	for	for	ADP
ajst-32385	25	9	energy	energy	NOUN
ajst-32385	25	10	conservation	conservation	NOUN
ajst-32385	25	11	,	,	PUNCT
ajst-32385	25	12	emission	emission	NOUN
ajst-32385	25	13	reduction	reduction	NOUN
ajst-32385	25	14	and	and	CCONJ
ajst-32385	25	15	performance	performance	NOUN
ajst-32385	25	16	improvement	improvement	NOUN
ajst-32385	25	17	,	,	PUNCT
ajst-32385	25	18	automobile	automobile	NOUN
ajst-32385	25	19	lightweight	lightweight	NOUN
ajst-32385	25	20	has	have	AUX
ajst-32385	25	21	profoundly	profoundly	ADV
ajst-32385	25	22	affected	affect	VERB
ajst-32385	25	23	the	the	DET
ajst-32385	25	24	pattern	pattern	NOUN
ajst-32385	25	25	of	of	ADP
ajst-32385	25	26	the	the	DET
ajst-32385	25	27	automobile	automobile	NOUN
ajst-32385	25	28	industry	industry	NOUN
ajst-32385	25	29	.	.	PUNCT
ajst-32385	26	1	however	however	ADV
ajst-32385	26	2	,	,	PUNCT
ajst-32385	26	3	existing	exist	VERB
ajst-32385	26	4	studies	study	NOUN
ajst-32385	26	5	still	still	ADV
ajst-32385	26	6	have	have	VERB
ajst-32385	26	7	fragmentation	fragmentation	NOUN
ajst-32385	26	8	problems	problem	NOUN
ajst-32385	26	9	in	in	ADP
ajst-32385	26	10	the	the	DET
ajst-32385	26	11	synergy	synergy	NOUN
ajst-32385	26	12	of	of	ADP
ajst-32385	26	13	materials	material	NOUN
ajst-32385	26	14	,	,	PUNCT
ajst-32385	26	15	structures	structure	NOUN
ajst-32385	26	16	,	,	PUNCT
ajst-32385	26	17	and	and	CCONJ
ajst-32385	26	18	algorithms	algorithm	NOUN
ajst-32385	26	19	.	.	PUNCT
ajst-32385	27	1	this	this	DET
ajst-32385	27	2	paper	paper	NOUN
ajst-32385	27	3	systematically	systematically	ADV
ajst-32385	27	4	sorts	sort	VERB
ajst-32385	27	5	out	out	ADP
ajst-32385	27	6	the	the	DET
ajst-32385	27	7	research	research	NOUN
ajst-32385	27	8	status	status	NOUN
ajst-32385	27	9	in	in	ADP
ajst-32385	27	10	the	the	DET
ajst-32385	27	11	field	field	NOUN
ajst-32385	27	12	of	of	ADP
ajst-32385	27	13	automotive	automotive	ADJ
ajst-32385	27	14	lightweighting	lightweighting	NOUN
ajst-32385	27	15	,	,	PUNCT
ajst-32385	27	16	focusing	focus	VERB
ajst-32385	27	17	on	on	ADP
ajst-32385	27	18	three	three	NUM
ajst-32385	27	19	aspects	aspect	NOUN
ajst-32385	27	20	:	:	PUNCT
ajst-32385	27	21	first	first	ADV
ajst-32385	27	22	,	,	PUNCT
ajst-32385	27	23	the	the	DET
ajst-32385	27	24	performance	performance	NOUN
ajst-32385	27	25	characteristics	characteristic	NOUN
ajst-32385	27	26	and	and	CCONJ
ajst-32385	27	27	application	application	NOUN
ajst-32385	27	28	status	status	NOUN
ajst-32385	27	29	of	of	ADP
ajst-32385	27	30	lightweight	lightweight	ADJ
ajst-32385	27	31	materials	material	NOUN
ajst-32385	27	32	(	(	PUNCT
ajst-32385	27	33	such	such	ADJ
ajst-32385	27	34	as	as	ADP
ajst-32385	27	35	aluminum	aluminum	NOUN
ajst-32385	27	36	alloy	alloy	NOUN
ajst-32385	27	37	,	,	PUNCT
ajst-32385	27	38	magnesium	magnesium	NOUN
ajst-32385	27	39	alloy	alloy	NOUN
ajst-32385	27	40	,	,	PUNCT
ajst-32385	27	41	carbon	carbon	NOUN
ajst-32385	27	42	fiber	fiber	NOUN
ajst-32385	27	43	composite	composite	ADJ
ajst-32385	27	44	materials	material	NOUN
ajst-32385	27	45	)	)	PUNCT
ajst-32385	27	46	,	,	PUNCT
ajst-32385	27	47	and	and	CCONJ
ajst-32385	27	48	analyzes	analyze	VERB
ajst-32385	27	49	their	their	PRON
ajst-32385	27	50	advantages	advantage	NOUN
ajst-32385	27	51	and	and	CCONJ
ajst-32385	27	52	disadvantages	disadvantage	NOUN
ajst-32385	27	53	and	and	CCONJ
ajst-32385	27	54	their	their	PRON
ajst-32385	27	55	application	application	NOUN
ajst-32385	27	56	in	in	ADP
ajst-32385	27	57	typical	typical	ADJ
ajst-32385	27	58	models	model	NOUN
ajst-32385	27	59	;	;	PUNCT
ajst-32385	27	60	second	second	X
ajst-32385	27	61	,	,	PUNCT
ajst-32385	27	62	the	the	DET
ajst-32385	27	63	key	key	ADJ
ajst-32385	27	64	technologies	technology	NOUN
ajst-32385	27	65	of	of	ADP
ajst-32385	27	66	collaborative	collaborative	ADJ
ajst-32385	27	67	design	design	NOUN
ajst-32385	27	68	of	of	ADP
ajst-32385	27	69	materials	material	NOUN
ajst-32385	27	70	and	and	CCONJ
ajst-32385	27	71	structures	structure	NOUN
ajst-32385	27	72	,	,	PUNCT
ajst-32385	27	73	including	include	VERB
ajst-32385	27	74	innovative	innovative	ADJ
ajst-32385	27	75	methods	method	NOUN
ajst-32385	27	76	such	such	ADJ
ajst-32385	27	77	as	as	ADP
ajst-32385	27	78	topology	topology	NOUN
ajst-32385	27	79	optimization	optimization	NOUN
ajst-32385	27	80	,	,	PUNCT
ajst-32385	27	81	lattice	lattice	NOUN
ajst-32385	27	82	structure	structure	NOUN
ajst-32385	27	83	design	design	NOUN
ajst-32385	27	84	,	,	PUNCT
ajst-32385	27	85	and	and	CCONJ
ajst-32385	27	86	functional	functional	ADJ
ajst-32385	27	87	gradient	gradient	NOUN
ajst-32385	27	88	materials	material	NOUN
ajst-32385	27	89	and	and	CCONJ
ajst-32385	27	90	their	their	PRON
ajst-32385	27	91	mechanisms	mechanism	NOUN
ajst-32385	27	92	;	;	PUNCT
ajst-32385	27	93	the	the	DET
ajst-32385	27	94	third	third	NOUN
ajst-32385	27	95	is	be	AUX
ajst-32385	27	96	the	the	DET
ajst-32385	27	97	application	application	NOUN
ajst-32385	27	98	of	of	ADP
ajst-32385	27	99	algorithm	algorithm	NOUN
ajst-32385	27	100	technology	technology	NOUN
ajst-32385	27	101	in	in	ADP
ajst-32385	27	102	lightweighting	lightweighte	VERB
ajst-32385	27	103	,	,	PUNCT
ajst-32385	27	104	such	such	ADJ
ajst-32385	27	105	as	as	ADP
ajst-32385	27	106	the	the	DET
ajst-32385	27	107	implementation	implementation	NOUN
ajst-32385	27	108	path	path	NOUN
ajst-32385	27	109	of	of	ADP
ajst-32385	27	110	machine	machine	NOUN
ajst-32385	27	111	learning	learning	NOUN
ajst-32385	27	112	,	,	PUNCT
ajst-32385	27	113	topology	topology	NOUN
ajst-32385	27	114	optimization	optimization	NOUN
ajst-32385	27	115	algorithm	algorithm	NOUN
ajst-32385	27	116	and	and	CCONJ
ajst-32385	27	117	multi	multi	ADJ
ajst-32385	27	118	-	-	ADJ
ajst-32385	27	119	objective	objective	ADJ
ajst-32385	27	120	optimization	optimization	NOUN
ajst-32385	27	121	algorithm	algorithm	NOUN
ajst-32385	27	122	in	in	ADP
ajst-32385	27	123	performance	performance	NOUN
ajst-32385	27	124	prediction	prediction	NOUN
ajst-32385	27	125	,	,	PUNCT
ajst-32385	27	126	structural	structural	ADJ
ajst-32385	27	127	design	design	NOUN
ajst-32385	27	128	and	and	CCONJ
ajst-32385	27	129	multi	multi	ADJ
ajst-32385	27	130	-	-	ADJ
ajst-32385	27	131	objective	objective	ADJ
ajst-32385	27	132	trade	trade	NOUN
ajst-32385	27	133	-	-	PUNCT
ajst-32385	27	134	off	off	NOUN
ajst-32385	27	135	.	.	PUNCT
ajst-32385	28	1	fig	fig	NOUN
ajst-32385	28	2	.	.	PUNCT
ajst-32385	29	1	1	1	NUM
ajst-32385	29	2	bmw	bmw	PROPN
ajst-32385	29	3	i3	i3	PROPN
ajst-32385	29	4	carbon	carbon	NOUN
ajst-32385	29	5	fiber	fiber	NOUN
ajst-32385	29	6	body	body	NOUN
ajst-32385	29	7	frame	frame	NOUN
ajst-32385	29	8	[	[	X
ajst-32385	29	9	5	5	NUM
ajst-32385	29	10	]	]	SYM
ajst-32385	29	11	2	2	NUM
ajst-32385	29	12	.	.	NOUN
ajst-32385	29	13	material	material	NOUN
ajst-32385	29	14	and	and	CCONJ
ajst-32385	29	15	structural	structural	ADJ
ajst-32385	29	16	design	design	NOUN
ajst-32385	29	17	methods	method	NOUN
ajst-32385	29	18	for	for	ADP
ajst-32385	29	19	lightweight	lightweight	ADJ
ajst-32385	29	20	automobiles	automobile	NOUN
ajst-32385	29	21	2.1	2.1	NUM
ajst-32385	29	22	.	.	PUNCT
ajst-32385	30	1	properties	property	NOUN
ajst-32385	30	2	of	of	ADP
ajst-32385	30	3	common	common	ADJ
ajst-32385	30	4	lightweight	lightweight	ADJ
ajst-32385	30	5	materials	material	NOUN
ajst-32385	30	6	aluminum	aluminum	NOUN
ajst-32385	30	7	alloys	alloy	NOUN
ajst-32385	30	8	 	 	SPACE
ajst-32385	30	9	feature	feature	VERB
ajst-32385	30	10	low	low	ADJ
ajst-32385	30	11	density	density	NOUN
ajst-32385	30	12	(	(	PUNCT
ajst-32385	30	13	~1/3	~1/3	NUM
ajst-32385	30	14	of	of	ADP
ajst-32385	30	15	steel	steel	NOUN
ajst-32385	30	16	)	)	PUNCT
ajst-32385	30	17	,	,	PUNCT
ajst-32385	30	18	high	high	ADJ
ajst-32385	30	19	specific	specific	ADJ
ajst-32385	30	20	strength	strength	NOUN
ajst-32385	30	21	,	,	PUNCT
ajst-32385	30	22	good	good	ADJ
ajst-32385	30	23	formability	formability	NOUN
ajst-32385	30	24	,	,	PUNCT
ajst-32385	30	25	and	and	CCONJ
ajst-32385	30	26	corrosion	corrosion	NOUN
ajst-32385	30	27	resistance	resistance	NOUN
ajst-32385	30	28	.	.	PUNCT
ajst-32385	31	1	relevant	relevant	ADJ
ajst-32385	31	2	material	material	NOUN
ajst-32385	31	3	parameters	parameter	NOUN
ajst-32385	31	4	can	can	AUX
ajst-32385	31	5	be	be	AUX
ajst-32385	31	6	referenced	reference	VERB
ajst-32385	31	7	in	in	ADP
ajst-32385	31	8	table	table	NOUN
ajst-32385	31	9	1	1	NUM
ajst-32385	31	10	.	.	PUNCT
ajst-32385	32	1	they	they	PRON
ajst-32385	32	2	are	be	AUX
ajst-32385	32	3	widely	widely	ADV
ajst-32385	32	4	used	use	VERB
ajst-32385	32	5	in	in	ADP
ajst-32385	32	6	body	body	NOUN
ajst-32385	32	7	panels	panel	NOUN
ajst-32385	32	8	,	,	PUNCT
ajst-32385	32	9	engine	engine	NOUN
ajst-32385	32	10	blocks	block	NOUN
ajst-32385	32	11	,	,	PUNCT
ajst-32385	32	12	and	and	CCONJ
ajst-32385	32	13	wheels	wheel	NOUN
ajst-32385	32	14	[	[	X
ajst-32385	32	15	6	6	NUM
ajst-32385	32	16	]	]	PUNCT
ajst-32385	32	17	.	.	PUNCT
ajst-32385	33	1	for	for	ADP
ajst-32385	33	2	example	example	NOUN
ajst-32385	33	3	,	,	PUNCT
ajst-32385	33	4	aluminum	aluminum	NOUN
ajst-32385	33	5	sheets	sheet	NOUN
ajst-32385	33	6	reduce	reduce	VERB
ajst-32385	33	7	body	body	NOUN
ajst-32385	33	8	panel	panel	NOUN
ajst-32385	33	9	weight	weight	NOUN
ajst-32385	33	10	while	while	SCONJ
ajst-32385	33	11	maintaining	maintain	VERB
ajst-32385	33	12	strength	strength	NOUN
ajst-32385	33	13	/	/	SYM
ajst-32385	33	14	stiffness	stiffness	NOUN
ajst-32385	33	15	and	and	CCONJ
ajst-32385	33	16	enable	enable	ADJ
ajst-32385	33	17	complex	complex	ADJ
ajst-32385	33	18	geometries	geometry	NOUN
ajst-32385	33	19	via	via	ADP
ajst-32385	33	20	diverse	diverse	ADJ
ajst-32385	33	21	processes	process	NOUN
ajst-32385	33	22	.	.	PUNCT
ajst-32385	34	1	in	in	ADP
ajst-32385	34	2	premium	premium	ADJ
ajst-32385	34	3	vehicles	vehicle	NOUN
ajst-32385	34	4	,	,	PUNCT
ajst-32385	34	5	aluminum	aluminum	NOUN
ajst-32385	34	6	content	content	NOUN
ajst-32385	34	7	exceeds	exceed	VERB
ajst-32385	34	8	50	50	NUM
ajst-32385	34	9	%	%	NOUN
ajst-32385	34	10	,	,	PUNCT
ajst-32385	34	11	significantly	significantly	ADV
ajst-32385	34	12	lowering	lower	VERB
ajst-32385	34	13	weight	weight	NOUN
ajst-32385	34	14	while	while	SCONJ
ajst-32385	34	15	improving	improve	VERB
ajst-32385	34	16	fuel	fuel	NOUN
ajst-32385	34	17	economy	economy	NOUN
ajst-32385	34	18	and	and	CCONJ
ajst-32385	34	19	handling	handle	VERB
ajst-32385	34	20	[	[	X
ajst-32385	34	21	7	7	NUM
ajst-32385	34	22	]	]	SYM
ajst-32385	34	23	.	.	PUNCT
ajst-32385	35	1	magnesium	magnesium	NOUN
ajst-32385	35	2	alloys	alloy	NOUN
ajst-32385	35	3	 	 	SPACE
ajst-32385	35	4	are	be	AUX
ajst-32385	35	5	among	among	ADP
ajst-32385	35	6	the	the	DET
ajst-32385	35	7	lightest	light	ADJ
ajst-32385	35	8	metallic	metallic	ADJ
ajst-32385	35	9	structural	structural	ADJ
ajst-32385	35	10	materials	material	NOUN
ajst-32385	35	11	,	,	PUNCT
ajst-32385	35	12	with	with	ADP
ajst-32385	35	13	density	density	NOUN
ajst-32385	35	14	~2/3	~2/3	NUM
ajst-32385	35	15	of	of	ADP
ajst-32385	35	16	aluminum	aluminum	NOUN
ajst-32385	35	17	and	and	CCONJ
ajst-32385	35	18	higher	high	ADJ
ajst-32385	35	19	specific	specific	ADJ
ajst-32385	35	20	strength	strength	NOUN
ajst-32385	35	21	/	/	SYM
ajst-32385	35	22	stiffness	stiffness	NOUN
ajst-32385	35	23	.	.	PUNCT
ajst-32385	36	1	they	they	PRON
ajst-32385	36	2	can	can	AUX
ajst-32385	36	3	reduce	reduce	VERB
ajst-32385	36	4	body	body	NOUN
ajst-32385	36	5	weight	weight	NOUN
ajst-32385	36	6	by	by	ADP
ajst-32385	36	7	>	>	SYM
ajst-32385	36	8	20	20	NUM
ajst-32385	36	9	%	%	NOUN
ajst-32385	36	10	at	at	ADP
ajst-32385	36	11	equivalent	equivalent	ADJ
ajst-32385	36	12	strength	strength	NOUN
ajst-32385	36	13	,	,	PUNCT
ajst-32385	36	14	boosting	boost	VERB
ajst-32385	36	15	energy	energy	NOUN
ajst-32385	36	16	efficiency	efficiency	NOUN
ajst-32385	36	17	.	.	PUNCT
ajst-32385	37	1	however	however	ADV
ajst-32385	37	2	,	,	PUNCT
ajst-32385	37	3	poor	poor	ADJ
ajst-32385	37	4	corrosion	corrosion	NOUN
ajst-32385	37	5	resistance	resistance	NOUN
ajst-32385	37	6	and	and	CCONJ
ajst-32385	37	7	machining	machining	NOUN
ajst-32385	37	8	-	-	PUNCT
ajst-32385	37	9	induced	induce	VERB
ajst-32385	37	10	defects	defect	NOUN
ajst-32385	37	11	limit	limit	VERB
ajst-32385	37	12	broad	broad	ADJ
ajst-32385	37	13	adoption	adoption	NOUN
ajst-32385	37	14	.	.	PUNCT
ajst-32385	38	1	current	current	ADJ
ajst-32385	38	2	applications	application	NOUN
ajst-32385	38	3	include	include	VERB
ajst-32385	38	4	steering	steering	NOUN
ajst-32385	38	5	wheel	wheel	NOUN
ajst-32385	38	6	frames	frame	NOUN
ajst-32385	38	7	,	,	PUNCT
ajst-32385	38	8	seat	seat	NOUN
ajst-32385	38	9	skeletons	skeleton	NOUN
ajst-32385	38	10	,	,	PUNCT
ajst-32385	38	11	and	and	CCONJ
ajst-32385	38	12	transmission	transmission	NOUN
ajst-32385	38	13	housings	housing	NOUN
ajst-32385	38	14	.	.	PUNCT
ajst-32385	39	1	improved	improve	VERB
ajst-32385	39	2	surface	surface	NOUN
ajst-32385	39	3	treatments	treatment	NOUN
ajst-32385	39	4	and	and	CCONJ
ajst-32385	39	5	processing	processing	NOUN
ajst-32385	39	6	techniques	technique	NOUN
ajst-32385	39	7	promise	promise	VERB
ajst-32385	39	8	wider	wide	ADJ
ajst-32385	39	9	future	future	ADJ
ajst-32385	39	10	use	use	NOUN
ajst-32385	39	11	[	[	X
ajst-32385	39	12	8	8	NUM
ajst-32385	39	13	]	]	SYM
ajst-32385	39	14	.	.	PUNCT
ajst-32385	40	1	composite	composite	ADJ
ajst-32385	40	2	materials	material	NOUN
ajst-32385	40	3	 	 	SPACE
ajst-32385	40	4	combine	combine	VERB
ajst-32385	40	5	matrices	matrix	NOUN
ajst-32385	40	6	and	and	CCONJ
ajst-32385	40	7	reinforcements	reinforcement	NOUN
ajst-32385	40	8	.	.	PUNCT
ajst-32385	41	1	common	common	ADJ
ajst-32385	41	2	types	type	NOUN
ajst-32385	41	3	include	include	VERB
ajst-32385	41	4	carbon	carbon	NOUN
ajst-32385	41	5	fiber	fiber	NOUN
ajst-32385	41	6	-	-	PUNCT
ajst-32385	41	7	reinforced	reinforce	VERB
ajst-32385	41	8	polymers	polymer	NOUN
ajst-32385	41	9	(	(	PUNCT
ajst-32385	41	10	cfrp	cfrp	PROPN
ajst-32385	41	11	)	)	PUNCT
ajst-32385	41	12	and	and	CCONJ
ajst-32385	41	13	glass	glass	NOUN
ajst-32385	41	14	fiber	fiber	NOUN
ajst-32385	41	15	-	-	PUNCT
ajst-32385	41	16	reinforced	reinforce	VERB
ajst-32385	41	17	polymers	polymer	NOUN
ajst-32385	41	18	.	.	PUNCT
ajst-32385	42	1	cfrp	cfrp	PROPN
ajst-32385	42	2	offers	offer	VERB
ajst-32385	42	3	high	high	ADJ
ajst-32385	42	4	strength	strength	NOUN
ajst-32385	42	5	,	,	PUNCT
ajst-32385	42	6	low	low	ADJ
ajst-32385	42	7	density	density	NOUN
ajst-32385	42	8	(	(	PUNCT
ajst-32385	42	9	~1/5	~1/5	NUM
ajst-32385	42	10	of	of	ADP
ajst-32385	42	11	steel	steel	NOUN
ajst-32385	42	12	)	)	PUNCT
ajst-32385	42	13	,	,	PUNCT
ajst-32385	42	14	corrosion	corrosion	NOUN
ajst-32385	42	15	/	/	SYM
ajst-32385	42	16	fatigue	fatigue	NOUN
ajst-32385	42	17	resistance	resistance	NOUN
ajst-32385	42	18	,	,	PUNCT
ajst-32385	42	19	and	and	CCONJ
ajst-32385	42	20	is	be	AUX
ajst-32385	42	21	used	use	VERB
ajst-32385	42	22	in	in	ADP
ajst-32385	42	23	structural	structural	ADJ
ajst-32385	42	24	components	component	NOUN
ajst-32385	42	25	(	(	PUNCT
ajst-32385	42	26	bmw	bmw	PROPN
ajst-32385	42	27	i3	i3	PROPN
ajst-32385	42	28	's	's	PART
ajst-32385	42	29	cfrp	cfrp	NOUN
ajst-32385	42	30	frame	frame	NOUN
ajst-32385	42	31	achieving	achieve	VERB
ajst-32385	42	32	>	>	X
ajst-32385	42	33	25	25	NUM
ajst-32385	42	34	%	%	NOUN
ajst-32385	42	35	weight	weight	NOUN
ajst-32385	42	36	reduction	reduction	NOUN
ajst-32385	43	1	[	[	X
ajst-32385	43	2	9	9	NUM
ajst-32385	43	3	]	]	SYM
ajst-32385	43	4	)	)	PUNCT
ajst-32385	43	5	.	.	PUNCT
ajst-32385	44	1	carbon	carbon	NOUN
ajst-32385	44	2	fiber	fiber	NOUN
ajst-32385	44	3	reinforced	reinforce	VERB
ajst-32385	44	4	polymer	polymer	NOUN
ajst-32385	44	5	(	(	PUNCT
ajst-32385	44	6	cfrp	cfrp	NOUN
ajst-32385	44	7	)	)	PUNCT
ajst-32385	44	8	is	be	AUX
ajst-32385	44	9	recognized	recognize	VERB
ajst-32385	44	10	as	as	ADP
ajst-32385	44	11	a	a	DET
ajst-32385	44	12	pivotal	pivotal	ADJ
ajst-32385	44	13	material	material	NOUN
ajst-32385	44	14	in	in	ADP
ajst-32385	44	15	automotive	automotive	ADJ
ajst-32385	44	16	lightweighting	lightweighting	NOUN
ajst-32385	44	17	due	due	ADP
ajst-32385	44	18	to	to	ADP
ajst-32385	44	19	its	its	PRON
ajst-32385	44	20	exceptional	exceptional	ADJ
ajst-32385	44	21	specific	specific	ADJ
ajst-32385	44	22	strength	strength	NOUN
ajst-32385	44	23	and	and	CCONJ
ajst-32385	44	24	stiffness	stiffness	NOUN
ajst-32385	44	25	.	.	PUNCT
ajst-32385	45	1	a	a	DET
ajst-32385	45	2	seminal	seminal	ADJ
ajst-32385	45	3	application	application	NOUN
ajst-32385	45	4	of	of	ADP
ajst-32385	45	5	this	this	DET
ajst-32385	45	6	technology	technology	NOUN
ajst-32385	45	7	is	be	AUX
ajst-32385	45	8	exemplified	exemplify	VERB
ajst-32385	45	9	by	by	ADP
ajst-32385	45	10	the	the	DET
ajst-32385	45	11	bmw	bmw	PROPN
ajst-32385	45	12	i3	i3	PROPN
ajst-32385	45	13	,	,	PUNCT
ajst-32385	45	14	which	which	PRON
ajst-32385	45	15	features	feature	VERB
ajst-32385	45	16	a	a	DET
ajst-32385	45	17	passenger	passenger	NOUN
ajst-32385	45	18	cell	cell	NOUN
ajst-32385	45	19	constructed	construct	VERB
ajst-32385	45	20	entirely	entirely	ADV
ajst-32385	45	21	from	from	ADP
ajst-32385	45	22	cfrp	cfrp	NOUN
ajst-32385	45	23	—	—	PUNCT
ajst-32385	45	24	referred	refer	VERB
ajst-32385	45	25	to	to	ADP
ajst-32385	45	26	as	as	ADP
ajst-32385	45	27	the	the	DET
ajst-32385	45	28	'	'	PUNCT
ajst-32385	45	29	life	life	NOUN
ajst-32385	45	30	module	module	NOUN
ajst-32385	45	31	'	'	PUNCT
ajst-32385	45	32	within	within	ADP
ajst-32385	45	33	its	its	PRON
ajst-32385	45	34	innovative	innovative	ADJ
ajst-32385	45	35	life	life	NOUN
ajst-32385	45	36	drive	drive	NOUN
ajst-32385	45	37	architecture	architecture	NOUN
ajst-32385	45	38	.	.	PUNCT
ajst-32385	46	1	this	this	DET
ajst-32385	46	2	design	design	NOUN
ajst-32385	46	3	strategy	strategy	NOUN
ajst-32385	46	4	achieves	achieve	VERB
ajst-32385	46	5	a	a	DET
ajst-32385	46	6	significant	significant	ADJ
ajst-32385	46	7	reduction	reduction	NOUN
ajst-32385	46	8	in	in	ADP
ajst-32385	46	9	mass	mass	NOUN
ajst-32385	46	10	,	,	PUNCT
ajst-32385	46	11	as	as	SCONJ
ajst-32385	46	12	cfrp	cfrp	NOUN
ajst-32385	46	13	possesses	possess	VERB
ajst-32385	46	14	approximately	approximately	ADV
ajst-32385	46	15	one	one	NUM
ajst-32385	46	16	-	-	PUNCT
ajst-32385	46	17	fifth	fifth	NOUN
ajst-32385	46	18	the	the	DET
ajst-32385	46	19	density	density	NOUN
ajst-32385	46	20	of	of	ADP
ajst-32385	46	21	steel	steel	NOUN
ajst-32385	46	22	,	,	PUNCT
ajst-32385	46	23	thereby	thereby	ADV
ajst-32385	46	24	directly	directly	ADV
ajst-32385	46	25	enhancing	enhance	VERB
ajst-32385	46	26	the	the	DET
ajst-32385	46	27	electric	electric	ADJ
ajst-32385	46	28	vehicle	vehicle	NOUN
ajst-32385	46	29	's	's	PART
ajst-32385	46	30	driving	drive	VERB
ajst-32385	46	31	range	range	NOUN
ajst-32385	46	32	.	.	PUNCT
ajst-32385	47	1	furthermore	furthermore	ADV
ajst-32385	47	2	,	,	PUNCT
ajst-32385	47	3	the	the	DET
ajst-32385	47	4	quasi	quasi	NOUN
ajst-32385	47	5	-	-	ADJ
ajst-32385	47	6	monocoque	monocoque	ADJ
ajst-32385	47	7	,	,	PUNCT
ajst-32385	47	8	cocoon	cocoon	NOUN
ajst-32385	47	9	-	-	PUNCT
ajst-32385	47	10	like	like	ADJ
ajst-32385	47	11	structure	structure	NOUN
ajst-32385	47	12	offers	offer	VERB
ajst-32385	47	13	exceptionally	exceptionally	ADV
ajst-32385	47	14	high	high	ADJ
ajst-32385	47	15	tensile	tensile	NOUN
ajst-32385	47	16	strength	strength	NOUN
ajst-32385	47	17	,	,	PUNCT
ajst-32385	47	18	providing	provide	VERB
ajst-32385	47	19	superior	superior	ADJ
ajst-32385	47	20	occupant	occupant	ADJ
ajst-32385	47	21	protection	protection	NOUN
ajst-32385	47	22	and	and	CCONJ
ajst-32385	47	23	representing	represent	VERB
ajst-32385	47	24	a	a	DET
ajst-32385	47	25	transformative	transformative	ADJ
ajst-32385	47	26	approach	approach	NOUN
ajst-32385	47	27	to	to	ADP
ajst-32385	47	28	body	body	NOUN
ajst-32385	47	29	-	-	PUNCT
ajst-32385	47	30	in	in	ADP
ajst-32385	47	31	-	-	PUNCT
ajst-32385	47	32	white	white	ADJ
ajst-32385	47	33	engineering	engineering	NOUN
ajst-32385	47	34	and	and	CCONJ
ajst-32385	47	35	manufacturing	manufacturing	NOUN
ajst-32385	47	36	.	.	PUNCT
ajst-32385	48	1	glass	glass	NOUN
ajst-32385	48	2	fiber	fiber	NOUN
ajst-32385	48	3	composites	composite	NOUN
ajst-32385	48	4	provide	provide	VERB
ajst-32385	48	5	lower	low	ADJ
ajst-32385	48	6	cost	cost	NOUN
ajst-32385	48	7	and	and	CCONJ
ajst-32385	48	8	balanced	balanced	ADJ
ajst-32385	48	9	performance	performance	NOUN
ajst-32385	48	10	for	for	ADP
ajst-32385	48	11	interiors	interior	NOUN
ajst-32385	48	12	and	and	CCONJ
ajst-32385	48	13	bumpers	bumper	NOUN
ajst-32385	48	14	.	.	PUNCT
ajst-32385	49	1	table	table	NOUN
ajst-32385	49	2	1	1	NUM
ajst-32385	49	3	.	.	PUNCT
ajst-32385	49	4	comparison	comparison	NOUN
ajst-32385	49	5	of	of	ADP
ajst-32385	49	6	materials	material	NOUN
ajst-32385	49	7	material	material	NOUN
ajst-32385	49	8	type	type	NOUN
ajst-32385	49	9	density	density	NOUN
ajst-32385	49	10	(	(	PUNCT
ajst-32385	49	11	relative	relative	ADJ
ajst-32385	49	12	,	,	PUNCT
ajst-32385	49	13	about	about	ADV
ajst-32385	49	14	7.85	7.85	NUM
ajst-32385	49	15	g	g	NOUN
ajst-32385	49	16	/	/	SYM
ajst-32385	49	17	cm³	cm³	NOUN
ajst-32385	49	18	for	for	ADP
ajst-32385	49	19	steel	steel	NOUN
ajst-32385	49	20	)	)	PUNCT
ajst-32385	49	21	specific	specific	ADJ
ajst-32385	49	22	strength	strength	NOUN
ajst-32385	49	23	aluminum	aluminum	NOUN
ajst-32385	49	24	alloy	alloy	NOUN
ajst-32385	49	25	approximately	approximately	ADV
ajst-32385	49	26	2.7	2.7	NUM
ajst-32385	49	27	g	g	NOUN
ajst-32385	49	28	/	/	SYM
ajst-32385	49	29	cm³	cm³	NOUN
ajst-32385	49	30	,	,	PUNCT
ajst-32385	49	31	which	which	PRON
ajst-32385	49	32	is	be	AUX
ajst-32385	49	33	1/3	1/3	NUM
ajst-32385	49	34	of	of	ADP
ajst-32385	49	35	steel	steel	NOUN
ajst-32385	49	36	high	high	ADJ
ajst-32385	49	37	magnesium	magnesium	NOUN
ajst-32385	49	38	alloy	alloy	NOUN
ajst-32385	49	39	approximately	approximately	ADV
ajst-32385	49	40	1.8	1.8	NUM
ajst-32385	49	41	g	g	NOUN
ajst-32385	49	42	/	/	SYM
ajst-32385	49	43	cm³	cm³	NOUN
ajst-32385	49	44	,	,	PUNCT
ajst-32385	49	45	which	which	PRON
ajst-32385	49	46	is	be	AUX
ajst-32385	49	47	2/3	2/3	NUM
ajst-32385	49	48	of	of	ADP
ajst-32385	49	49	aluminum	aluminum	NOUN
ajst-32385	49	50	high	high	ADJ
ajst-32385	49	51	carbon	carbon	NOUN
ajst-32385	49	52	fiber	fiber	NOUN
ajst-32385	49	53	reinforced	reinforce	VERB
ajst-32385	49	54	polymer	polymer	NOUN
ajst-32385	49	55	about	about	ADP
ajst-32385	49	56	1.6	1.6	NUM
ajst-32385	49	57	g	g	NOUN
ajst-32385	49	58	/	/	SYM
ajst-32385	49	59	cm³	cm³	NOUN
ajst-32385	49	60	,	,	PUNCT
ajst-32385	49	61	which	which	PRON
ajst-32385	49	62	is	be	AUX
ajst-32385	49	63	1/5	1/5	NUM
ajst-32385	49	64	of	of	ADP
ajst-32385	49	65	steel	steel	NOUN
ajst-32385	49	66	extremely	extremely	ADV
ajst-32385	49	67	high	high	ADJ
ajst-32385	49	68	fiberglass	fiberglass	NOUN
ajst-32385	49	69	reinforced	reinforce	VERB
ajst-32385	49	70	polymer	polymer	NOUN
ajst-32385	49	71	about	about	ADP
ajst-32385	49	72	2.0	2.0	NUM
ajst-32385	49	73	g	g	NOUN
ajst-32385	49	74	/	/	SYM
ajst-32385	49	75	cm³	cm³	NOUN
ajst-32385	49	76	,	,	PUNCT
ajst-32385	49	77	which	which	PRON
ajst-32385	49	78	is	be	AUX
ajst-32385	49	79	1/4	1/4	NUM
ajst-32385	49	80	of	of	ADP
ajst-32385	49	81	steel	steel	NOUN
ajst-32385	49	82	medium	medium	NOUN
ajst-32385	49	83	2.2	2.2	NUM
ajst-32385	49	84	.	.	PUNCT
ajst-32385	50	1	synergistic	synergistic	ADJ
ajst-32385	50	2	material	material	NOUN
ajst-32385	50	3	-	-	PUNCT
ajst-32385	50	4	structure	structure	NOUN
ajst-32385	50	5	design	design	NOUN
ajst-32385	50	6	approaches	approach	VERB
ajst-32385	50	7	2.2.1	2.2.1	NUM
ajst-32385	50	8	.	.	PUNCT
ajst-32385	50	9	topology	topology	NOUN
ajst-32385	50	10	optimization	optimization	NOUN
ajst-32385	50	11	this	this	DET
ajst-32385	50	12	structural	structural	ADJ
ajst-32385	50	13	optimization	optimization	NOUN
ajst-32385	50	14	method	method	NOUN
ajst-32385	50	15	uses	use	VERB
ajst-32385	50	16	mathematical	mathematical	ADJ
ajst-32385	50	17	programming	programming	NOUN
ajst-32385	50	18	to	to	PART
ajst-32385	50	19	determine	determine	VERB
ajst-32385	50	20	optimal	optimal	ADJ
ajst-32385	50	21	material	material	NOUN
ajst-32385	50	22	distribution	distribution	NOUN
ajst-32385	50	23	within	within	ADP
ajst-32385	50	24	a	a	DET
ajst-32385	50	25	design	design	NOUN
ajst-32385	50	26	space	space	NOUN
ajst-32385	50	27	under	under	ADP
ajst-32385	50	28	given	give	VERB
ajst-32385	50	29	loads	load	NOUN
ajst-32385	50	30	and	and	CCONJ
ajst-32385	50	31	constraints	constraint	NOUN
ajst-32385	50	32	[	[	X
ajst-32385	50	33	10	10	NUM
ajst-32385	50	34	]	]	PUNCT
ajst-32385	50	35	.	.	PUNCT
ajst-32385	51	1	for	for	ADP
ajst-32385	51	2	automotive	automotive	ADJ
ajst-32385	51	3	lightweighting	lightweighting	NOUN
ajst-32385	51	4	,	,	PUNCT
ajst-32385	51	5	it	it	PRON
ajst-32385	51	6	identifies	identify	VERB
ajst-32385	51	7	efficient	efficient	ADJ
ajst-32385	51	8	load	load	NOUN
ajst-32385	51	9	paths	path	NOUN
ajst-32385	51	10	,	,	PUNCT
ajst-32385	51	11	removes	remove	VERB
ajst-32385	51	12	redundant	redundant	ADJ
ajst-32385	51	13	material	material	NOUN
ajst-32385	51	14	,	,	PUNCT
ajst-32385	51	15	and	and	CCONJ
ajst-32385	51	16	minimizes	minimize	VERB
ajst-32385	51	17	weight	weight	NOUN
ajst-32385	51	18	while	while	SCONJ
ajst-32385	51	19	ensuring	ensure	VERB
ajst-32385	51	20	structural	structural	ADJ
ajst-32385	51	21	integrity	integrity	NOUN
ajst-32385	51	22	[	[	X
ajst-32385	51	23	11	11	NUM
ajst-32385	51	24	]	]	PUNCT
ajst-32385	51	25	.	.	PUNCT
ajst-32385	52	1	for	for	ADP
ajst-32385	52	2	example	example	NOUN
ajst-32385	52	3	,	,	PUNCT
ajst-32385	52	4	the	the	DET
ajst-32385	52	5	audi	audi	PROPN
ajst-32385	52	6	a8	a8	PROPN
ajst-32385	52	7	's	's	PART
ajst-32385	52	8	frame	frame	NOUN
ajst-32385	52	9	is	be	AUX
ajst-32385	52	10	topology	topology	NOUN
ajst-32385	52	11	-	-	PUNCT
ajst-32385	52	12	optimized	optimize	VERB
ajst-32385	52	13	to	to	PART
ajst-32385	52	14	reinforce	reinforce	VERB
ajst-32385	52	15	high	high	ADJ
ajst-32385	52	16	-	-	PUNCT
ajst-32385	52	17	stress	stress	NOUN
ajst-32385	52	18	zones	zone	NOUN
ajst-32385	52	19	and	and	CCONJ
ajst-32385	52	20	hollow	hollow	ADJ
ajst-32385	52	21	non	non	ADJ
ajst-32385	52	22	-	-	ADJ
ajst-32385	52	23	critical	critical	ADJ
ajst-32385	52	24	areas	area	NOUN
ajst-32385	52	25	,	,	PUNCT
ajst-32385	52	26	achieving	achieve	VERB
ajst-32385	52	27	weight	weight	NOUN
ajst-32385	52	28	-	-	PUNCT
ajst-32385	52	29	strength	strength	NOUN
ajst-32385	52	30	equilibrium	equilibrium	NOUN
ajst-32385	52	31	.	.	PUNCT
ajst-32385	53	1	iterative	iterative	NOUN
ajst-32385	53	2	finite	finite	PROPN
ajst-32385	53	3	element	element	NOUN
ajst-32385	53	4	analysis	analysis	NOUN
ajst-32385	53	5	typically	typically	ADV
ajst-32385	53	6	refines	refine	VERB
ajst-32385	53	7	the	the	DET
ajst-32385	53	8	structural	structural	ADJ
ajst-32385	53	9	topology	topology	NOUN
ajst-32385	53	10	until	until	SCONJ
ajst-32385	53	11	requirements	requirement	NOUN
ajst-32385	53	12	are	be	AUX
ajst-32385	53	13	met	meet	VERB
ajst-32385	53	14	.	.	PUNCT
ajst-32385	54	1	2.2.2	2.2.2	X
ajst-32385	54	2	.	.	PUNCT
ajst-32385	54	3	lattice	lattice	PROPN
ajst-32385	54	4	structure	structure	PROPN
ajst-32385	54	5	design	design	NOUN
ajst-32385	54	6	lattice	lattice	PROPN
ajst-32385	54	7	structures	structure	NOUN
ajst-32385	54	8	offer	offer	VERB
ajst-32385	54	9	numerous	numerous	ADJ
ajst-32385	54	10	unique	unique	ADJ
ajst-32385	54	11	advantages	advantage	NOUN
ajst-32385	54	12	.	.	PUNCT
ajst-32385	55	1	as	as	ADP
ajst-32385	55	2	a	a	DET
ajst-32385	55	3	type	type	NOUN
ajst-32385	55	4	of	of	ADP
ajst-32385	55	5	periodic	periodic	ADJ
ajst-32385	55	6	microscopic	microscopic	ADJ
ajst-32385	55	7	architecture	architecture	NOUN
ajst-32385	55	8	,	,	PUNCT
ajst-32385	55	9	they	they	PRON
ajst-32385	55	10	exhibit	exhibit	VERB
ajst-32385	55	11	remarkable	remarkable	ADJ
ajst-32385	55	12	characteristics	characteristic	NOUN
ajst-32385	55	13	such	such	ADJ
ajst-32385	55	14	as	as	ADP
ajst-32385	55	15	light	light	ADJ
ajst-32385	55	16	weight	weight	NOUN
ajst-32385	55	17	,	,	PUNCT
ajst-32385	55	18	high	high	ADJ
ajst-32385	55	19	specific	specific	ADJ
ajst-32385	55	20	strength	strength	NOUN
ajst-32385	55	21	,	,	PUNCT
ajst-32385	55	22	and	and	CCONJ
ajst-32385	55	23	excellent	excellent	ADJ
ajst-32385	55	24	energy	energy	NOUN
ajst-32385	55	25	absorption	absorption	NOUN
ajst-32385	55	26	performance	performance	NOUN
ajst-32385	55	27	[	[	X
ajst-32385	55	28	12	12	NUM
ajst-32385	55	29	]	]	PUNCT
ajst-32385	55	30	.	.	PUNCT
ajst-32385	56	1	as	as	SCONJ
ajst-32385	56	2	shown	show	VERB
ajst-32385	56	3	in	in	ADP
ajst-32385	56	4	table	table	NOUN
ajst-32385	56	5	2	2	NUM
ajst-32385	56	6	,	,	PUNCT
ajst-32385	56	7	honeycomb	honeycomb	NOUN
ajst-32385	56	8	lattices	lattice	NOUN
ajst-32385	56	9	comprise	comprise	VERB
ajst-32385	56	10	various	various	ADJ
ajst-32385	56	11	structural	structural	ADJ
ajst-32385	56	12	configurations	configuration	NOUN
ajst-32385	56	13	:	:	PUNCT
ajst-32385	56	14	those	those	PRON
ajst-32385	56	15	consisting	consist	VERB
ajst-32385	56	16	of	of	ADP
ajst-32385	56	17	hexagonal	hexagonal	ADJ
ajst-32385	56	18	unit	unit	NOUN
ajst-32385	56	19	cells	cell	NOUN
ajst-32385	56	20	arranged	arrange	VERB
ajst-32385	56	21	in	in	ADP
ajst-32385	56	22	a	a	DET
ajst-32385	56	23	regular	regular	ADJ
ajst-32385	56	24	,	,	PUNCT
ajst-32385	56	25	tightly	tightly	ADV
ajst-32385	56	26	-	-	PUNCT
ajst-32385	56	27	packed	pack	VERB
ajst-32385	56	28	pattern	pattern	NOUN
ajst-32385	56	29	;	;	PUNCT
ajst-32385	56	30	rhombic	rhombic	ADJ
ajst-32385	56	31	lattices	lattice	NOUN
ajst-32385	56	32	composed	compose	VERB
ajst-32385	56	33	of	of	ADP
ajst-32385	56	34	diamond	diamond	NOUN
ajst-32385	56	35	-	-	PUNCT
ajst-32385	56	36	shaped	shape	VERB
ajst-32385	56	37	unit	unit	NOUN
ajst-32385	56	38	cells	cell	NOUN
ajst-32385	56	39	with	with	ADP
ajst-32385	56	40	an	an	DET
ajst-32385	56	41	ordered	order	VERB
ajst-32385	56	42	distribution	distribution	NOUN
ajst-32385	56	43	;	;	PUNCT
ajst-32385	56	44	and	and	CCONJ
ajst-32385	56	45	cubic	cubic	ADJ
ajst-32385	56	46	lattices	lattice	NOUN
ajst-32385	56	47	formed	form	VERB
ajst-32385	56	48	by	by	ADP
ajst-32385	56	49	the	the	DET
ajst-32385	56	50	orderly	orderly	ADJ
ajst-32385	56	51	stacking	stacking	NOUN
ajst-32385	56	52	of	of	ADP
ajst-32385	56	53	cubic	cubic	ADJ
ajst-32385	56	54	unit	unit	NOUN
ajst-32385	56	55	cells	cell	NOUN
ajst-32385	56	56	.	.	PUNCT
ajst-32385	57	1	these	these	DET
ajst-32385	57	2	lattice	lattice	PROPN
ajst-32385	57	3	structures	structure	NOUN
ajst-32385	57	4	hold	hold	VERB
ajst-32385	57	5	significant	significant	ADJ
ajst-32385	57	6	importance	importance	NOUN
ajst-32385	57	7	in	in	ADP
ajst-32385	57	8	materials	material	NOUN
ajst-32385	57	9	science	science	NOUN
ajst-32385	57	10	and	and	CCONJ
ajst-32385	57	11	engineering	engineering	NOUN
ajst-32385	57	12	applications	application	NOUN
ajst-32385	57	13	.	.	PUNCT
ajst-32385	58	1	due	due	ADP
ajst-32385	58	2	to	to	ADP
ajst-32385	58	3	their	their	PRON
ajst-32385	58	4	distinctive	distinctive	ADJ
ajst-32385	58	5	geometric	geometric	ADJ
ajst-32385	58	6	shapes	shape	NOUN
ajst-32385	58	7	and	and	CCONJ
ajst-32385	58	8	arrangement	arrangement	NOUN
ajst-32385	58	9	patterns	pattern	NOUN
ajst-32385	58	10	,	,	PUNCT
ajst-32385	58	11	they	they	PRON
ajst-32385	58	12	can	can	AUX
ajst-32385	58	13	endow	endow	VERB
ajst-32385	58	14	materials	material	NOUN
ajst-32385	58	15	with	with	ADP
ajst-32385	58	16	diverse	diverse	ADJ
ajst-32385	58	17	mechanical	mechanical	ADJ
ajst-32385	58	18	properties	property	NOUN
ajst-32385	58	19	and	and	CCONJ
ajst-32385	58	20	functional	functional	ADJ
ajst-32385	58	21	characteristics	characteristic	NOUN
ajst-32385	58	22	.	.	PUNCT
ajst-32385	59	1	for	for	ADP
ajst-32385	59	2	instance	instance	NOUN
ajst-32385	59	3	,	,	PUNCT
ajst-32385	59	4	honeycomb	honeycomb	PROPN
ajst-32385	59	5	lattice	lattice	NOUN
ajst-32385	59	6	structures	structure	NOUN
ajst-32385	59	7	are	be	AUX
ajst-32385	59	8	widely	widely	ADV
ajst-32385	59	9	used	use	VERB
ajst-32385	59	10	in	in	ADP
ajst-32385	59	11	automotive	automotive	ADJ
ajst-32385	59	12	body	body	NOUN
ajst-32385	59	13	frames	frame	NOUN
ajst-32385	59	14	.	.	PUNCT
ajst-32385	60	1	their	their	PRON
ajst-32385	60	2	unique	unique	ADJ
ajst-32385	60	3	hexagonal	hexagonal	ADJ
ajst-32385	60	4	grid	grid	NOUN
ajst-32385	60	5	layout	layout	NOUN
ajst-32385	60	6	ensures	ensure	VERB
ajst-32385	60	7	structural	structural	ADJ
ajst-32385	60	8	strength	strength	NOUN
ajst-32385	60	9	while	while	SCONJ
ajst-32385	60	10	substantially	substantially	ADV
ajst-32385	60	11	reducing	reduce	VERB
ajst-32385	60	12	weight	weight	NOUN
ajst-32385	60	13	.	.	PUNCT
ajst-32385	61	1	as	as	SCONJ
ajst-32385	61	2	illustrated	illustrate	VERB
ajst-32385	61	3	in	in	ADP
ajst-32385	61	4	fig	fig	NOUN
ajst-32385	61	5	.	.	PUNCT
ajst-32385	62	1	2	2	NUM
ajst-32385	62	2	,	,	PUNCT
ajst-32385	62	3	designers	designer	NOUN
ajst-32385	62	4	can	can	AUX
ajst-32385	62	5	flexibly	flexibly	ADV
ajst-32385	62	6	adjust	adjust	VERB
ajst-32385	62	7	the	the	DET
ajst-32385	62	8	geometry	geometry	NOUN
ajst-32385	62	9	and	and	CCONJ
ajst-32385	62	10	arrangement	arrangement	NOUN
ajst-32385	62	11	of	of	ADP
ajst-32385	62	12	unit	unit	NOUN
ajst-32385	62	13	cells	cell	NOUN
ajst-32385	62	14	based	base	VERB
ajst-32385	62	15	on	on	ADP
ajst-32385	62	16	the	the	DET
ajst-32385	62	17	specific	specific	ADJ
ajst-32385	62	18	load	load	NOUN
ajst-32385	62	19	-	-	PUNCT
ajst-32385	62	20	bearing	bear	VERB
ajst-32385	62	21	requirements	requirement	NOUN
ajst-32385	62	22	of	of	ADP
ajst-32385	62	23	components	component	NOUN
ajst-32385	62	24	,	,	PUNCT
ajst-32385	62	25	thereby	thereby	ADV
ajst-32385	62	26	precisely	precisely	ADV
ajst-32385	62	27	tailoring	tailor	VERB
ajst-32385	62	28	structural	structural	ADJ
ajst-32385	62	29	performance	performance	NOUN
ajst-32385	62	30	to	to	PART
ajst-32385	62	31	fully	fully	ADV
ajst-32385	62	32	meet	meet	VERB
ajst-32385	62	33	the	the	DET
ajst-32385	62	34	dual	dual	ADJ
ajst-32385	62	35	stringent	stringent	ADJ
ajst-32385	62	36	demands	demand	NOUN
ajst-32385	62	37	of	of	ADP
ajst-32385	62	38	automotive	automotive	ADJ
ajst-32385	62	39	lightweighting	lightweighting	NOUN
ajst-32385	62	40	and	and	CCONJ
ajst-32385	62	41	safety	safety	NOUN
ajst-32385	62	42	performance	performance	NOUN
ajst-32385	62	43	[	[	X
ajst-32385	62	44	13	13	NUM
ajst-32385	62	45	]	]	PUNCT
ajst-32385	62	46	.	.	PUNCT
ajst-32385	63	1	2.2.3	2.2.3	NUM
ajst-32385	63	2	.	.	PUNCT
ajst-32385	63	3	functionally	functionally	ADV
ajst-32385	63	4	graded	grade	VERB
ajst-32385	63	5	materials	material	NOUN
ajst-32385	63	6	(	(	PUNCT
ajst-32385	63	7	fgms	fgms	PROPN
ajst-32385	63	8	)	)	PUNCT
ajst-32385	63	9	fgms	fgm	NOUN
ajst-32385	63	10	exhibit	exhibit	VERB
ajst-32385	63	11	spatially	spatially	ADV
ajst-32385	63	12	continuous	continuous	ADJ
ajst-32385	63	13	gradients	gradient	NOUN
ajst-32385	63	14	in	in	ADP
ajst-32385	63	15	composition	composition	NOUN
ajst-32385	63	16	and	and	CCONJ
ajst-32385	63	17	properties	property	NOUN
ajst-32385	63	18	.	.	PUNCT
ajst-32385	64	1	in	in	ADP
ajst-32385	64	2	lightweight	lightweight	ADJ
ajst-32385	64	3	automotive	automotive	ADJ
ajst-32385	64	4	design	design	NOUN
ajst-32385	64	5	,	,	PUNCT
ajst-32385	64	6	they	they	PRON
ajst-32385	64	7	enable	enable	VERB
ajst-32385	64	8	location	location	NOUN
ajst-32385	64	9	-	-	PUNCT
ajst-32385	64	10	specific	specific	ADJ
ajst-32385	64	11	material	material	NOUN
ajst-32385	64	12	properties	property	NOUN
ajst-32385	64	13	aligned	align	VERB
ajst-32385	64	14	with	with	ADP
ajst-32385	64	15	structural	structural	ADJ
ajst-32385	64	16	stress	stress	NOUN
ajst-32385	64	17	demands	demand	NOUN
ajst-32385	64	18	[	[	X
ajst-32385	64	19	14	14	NUM
ajst-32385	64	20	]	]	PUNCT
ajst-32385	64	21	.	.	PUNCT
ajst-32385	65	1	for	for	ADP
ajst-32385	65	2	instance	instance	NOUN
ajst-32385	65	3	,	,	PUNCT
ajst-32385	65	4	engine	engine	NOUN
ajst-32385	65	5	pistons	piston	NOUN
ajst-32385	65	6	can	can	AUX
ajst-32385	65	7	use	use	VERB
ajst-32385	65	8	fgms	fgm	NOUN
ajst-32385	65	9	to	to	PART
ajst-32385	65	10	combine	combine	VERB
ajst-32385	65	11	high	high	ADJ
ajst-32385	65	12	-	-	PUNCT
ajst-32385	65	13	temperature	temperature	NOUN
ajst-32385	65	14	resistance	resistance	NOUN
ajst-32385	65	15	at	at	ADP
ajst-32385	65	16	the	the	DET
ajst-32385	65	17	crown	crown	NOUN
ajst-32385	65	18	with	with	ADP
ajst-32385	65	19	wear	wear	NOUN
ajst-32385	65	20	-	-	PUNCT
ajst-32385	65	21	resistant	resistant	ADJ
ajst-32385	65	22	skirts	skirt	NOUN
ajst-32385	65	23	.	.	PUNCT
ajst-32385	66	1	manufacturing	manufacturing	NOUN
ajst-32385	66	2	methods	method	NOUN
ajst-32385	66	3	include	include	VERB
ajst-32385	66	4	powder	powder	NOUN
ajst-32385	66	5	metallurgy	metallurgy	NOUN
ajst-32385	66	6	,	,	PUNCT
ajst-32385	66	7	physical	physical	ADJ
ajst-32385	66	8	/	/	SYM
ajst-32385	66	9	chemical	chemical	NOUN
ajst-32385	66	10	vapor	vapor	NOUN
ajst-32385	66	11	deposition	deposition	NOUN
ajst-32385	66	12	,	,	PUNCT
ajst-32385	66	13	where	where	SCONJ
ajst-32385	66	14	precise	precise	ADJ
ajst-32385	66	15	composition	composition	NOUN
ajst-32385	66	16	/	/	SYM
ajst-32385	66	17	process	process	NOUN
ajst-32385	66	18	control	control	NOUN
ajst-32385	66	19	achieves	achieve	VERB
ajst-32385	66	20	gradient	gradient	ADJ
ajst-32385	66	21	properties	property	NOUN
ajst-32385	66	22	.	.	PUNCT
ajst-32385	67	1	table	table	NOUN
ajst-32385	67	2	2	2	NUM
ajst-32385	67	3	.	.	PUNCT
ajst-32385	68	1	different	different	ADJ
ajst-32385	68	2	lattice	lattice	NOUN
ajst-32385	68	3	structures	structure	NOUN
ajst-32385	68	4	and	and	CCONJ
ajst-32385	68	5	their	their	PRON
ajst-32385	68	6	application	application	NOUN
ajst-32385	68	7	effects	effect	NOUN
ajst-32385	68	8	lattice	lattice	PROPN
ajst-32385	68	9	structure	structure	NOUN
ajst-32385	68	10	type	type	NOUN
ajst-32385	68	11	single	single	ADJ
ajst-32385	68	12	cell	cell	NOUN
ajst-32385	68	13	geometry	geometry	NOUN
ajst-32385	68	14	arrangement	arrangement	NOUN
ajst-32385	68	15	characteristics	characteristic	NOUN
ajst-32385	68	16	honeycomb	honeycomb	NOUN
ajst-32385	68	17	lattice	lattice	PROPN
ajst-32385	68	18	hexagon	hexagon	PROPN
ajst-32385	68	19	closely	closely	ADV
ajst-32385	68	20	arranged	arrange	VERB
ajst-32385	68	21	diamond	diamond	NOUN
ajst-32385	68	22	lattice	lattice	PROPN
ajst-32385	68	23	lozenge	lozenge	PROPN
ajst-32385	68	24	ordered	order	VERB
ajst-32385	68	25	distribution	distribution	NOUN
ajst-32385	68	26	cubic	cubic	ADJ
ajst-32385	68	27	lattice	lattice	PROPN
ajst-32385	68	28	cube	cube	NOUN
ajst-32385	68	29	stack	stack	NOUN
ajst-32385	68	30	neatly	neatly	ADV
ajst-32385	68	31	fig	fig	NOUN
ajst-32385	68	32	.	.	PUNCT
ajst-32385	69	1	2	2	NUM
ajst-32385	69	2	schematic	schematic	ADJ
ajst-32385	69	3	diagram	diagram	NOUN
ajst-32385	69	4	of	of	ADP
ajst-32385	69	5	the	the	DET
ajst-32385	69	6	lattice	lattice	NOUN
ajst-32385	69	7	structure	structure	NOUN
ajst-32385	69	8	[	[	X
ajst-32385	69	9	15	15	NUM
ajst-32385	69	10	]	]	SYM
ajst-32385	69	11	2.3	2.3	NUM
ajst-32385	69	12	.	.	PUNCT
ajst-32385	70	1	lightweight	lightweight	ADJ
ajst-32385	70	2	design	design	NOUN
ajst-32385	70	3	strategies	strategy	NOUN
ajst-32385	70	4	2.3.1	2.3.1	NUM
ajst-32385	70	5	.	.	PUNCT
ajst-32385	70	6	multi	multi	ADJ
ajst-32385	70	7	-	-	ADJ
ajst-32385	70	8	material	material	ADJ
ajst-32385	70	9	hybrid	hybrid	ADJ
ajst-32385	70	10	structures	structure	NOUN
ajst-32385	70	11	this	this	DET
ajst-32385	70	12	strategy	strategy	NOUN
ajst-32385	70	13	combines	combine	VERB
ajst-32385	70	14	lightweight	lightweight	ADJ
ajst-32385	70	15	materials	material	NOUN
ajst-32385	70	16	to	to	PART
ajst-32385	70	17	leverage	leverage	VERB
ajst-32385	70	18	their	their	PRON
ajst-32385	70	19	respective	respective	ADJ
ajst-32385	70	20	advantages	advantage	NOUN
ajst-32385	70	21	.	.	PUNCT
ajst-32385	71	1	examples	example	NOUN
ajst-32385	71	2	include	include	VERB
ajst-32385	71	3	:	:	PUNCT
ajst-32385	71	4	aluminum	aluminum	NOUN
ajst-32385	71	5	alloys	alloy	NOUN
ajst-32385	71	6	for	for	ADP
ajst-32385	71	7	body	body	NOUN
ajst-32385	71	8	panels	panel	NOUN
ajst-32385	71	9	(	(	PUNCT
ajst-32385	71	10	weight	weight	NOUN
ajst-32385	71	11	reduction	reduction	NOUN
ajst-32385	71	12	)	)	PUNCT
ajst-32385	71	13	,	,	PUNCT
ajst-32385	71	14	high	high	ADJ
ajst-32385	71	15	-	-	PUNCT
ajst-32385	71	16	strength	strength	NOUN
ajst-32385	71	17	steel	steel	NOUN
ajst-32385	71	18	in	in	ADP
ajst-32385	71	19	crash	crash	NOUN
ajst-32385	71	20	-	-	PUNCT
ajst-32385	71	21	critical	critical	ADJ
ajst-32385	71	22	zones	zone	NOUN
ajst-32385	71	23	(	(	PUNCT
ajst-32385	71	24	a	a	DET
ajst-32385	71	25	/	/	SYM
ajst-32385	71	26	b	b	NOUN
ajst-32385	71	27	-	-	PUNCT
ajst-32385	71	28	pillars	pillar	NOUN
ajst-32385	71	29	;	;	PUNCT
ajst-32385	71	30	safety	safety	NOUN
ajst-32385	71	31	assurance	assurance	NOUN
ajst-32385	71	32	)	)	PUNCT
ajst-32385	71	33	,	,	PUNCT
ajst-32385	71	34	composites	composite	NOUN
ajst-32385	71	35	in	in	ADP
ajst-32385	71	36	select	select	ADJ
ajst-32385	71	37	frame	frame	NOUN
ajst-32385	71	38	sections	section	NOUN
ajst-32385	71	39	(	(	PUNCT
ajst-32385	71	40	further	further	ADJ
ajst-32385	71	41	weight	weight	NOUN
ajst-32385	71	42	reduction	reduction	NOUN
ajst-32385	71	43	+	+	CCONJ
ajst-32385	71	44	performance	performance	NOUN
ajst-32385	71	45	gains	gain	NOUN
ajst-32385	71	46	)	)	PUNCT
ajst-32385	72	1	[	[	X
ajst-32385	72	2	16	16	NUM
ajst-32385	72	3	]	]	PUNCT
ajst-32385	72	4	.	.	PUNCT
ajst-32385	73	1	key	key	ADJ
ajst-32385	73	2	challenges	challenge	NOUN
ajst-32385	73	3	involve	involve	VERB
ajst-32385	73	4	joining	join	VERB
ajst-32385	73	5	dissimilar	dissimilar	ADJ
ajst-32385	73	6	materials	material	NOUN
ajst-32385	73	7	;	;	PUNCT
ajst-32385	73	8	solutions	solution	NOUN
ajst-32385	73	9	include	include	VERB
ajst-32385	73	10	riveting	riveting	ADJ
ajst-32385	73	11	,	,	PUNCT
ajst-32385	73	12	welding	welding	NOUN
ajst-32385	73	13	,	,	PUNCT
ajst-32385	73	14	and	and	CCONJ
ajst-32385	73	15	adhesive	adhesive	ADJ
ajst-32385	73	16	bonding	bonding	NOUN
ajst-32385	73	17	.	.	PUNCT
ajst-32385	74	1	2.3.2	2.3.2	X
ajst-32385	74	2	.	.	PUNCT
ajst-32385	74	3	hot	hot	ADV
ajst-32385	74	4	-	-	PUNCT
ajst-32385	74	5	formed	form	VERB
ajst-32385	74	6	structural	structural	ADJ
ajst-32385	74	7	components	component	NOUN
ajst-32385	74	8	hot	hot	ADJ
ajst-32385	74	9	forming	form	VERB
ajst-32385	74	10	(	(	PUNCT
ajst-32385	74	11	press	press	NOUN
ajst-32385	74	12	hardening	hardening	NOUN
ajst-32385	74	13	)	)	PUNCT
ajst-32385	74	14	heats	heat	VERB
ajst-32385	74	15	sheet	sheet	NOUN
ajst-32385	74	16	metal	metal	NOUN
ajst-32385	74	17	to	to	ADP
ajst-32385	74	18	austenitizing	austenitize	VERB
ajst-32385	74	19	temperatures	temperature	NOUN
ajst-32385	74	20	,	,	PUNCT
ajst-32385	74	21	followed	follow	VERB
ajst-32385	74	22	by	by	ADP
ajst-32385	74	23	simultaneous	simultaneous	ADJ
ajst-32385	74	24	forming	forming	NOUN
ajst-32385	74	25	/	/	SYM
ajst-32385	74	26	quenching	quenching	NOUN
ajst-32385	74	27	in	in	ADP
ajst-32385	74	28	cooled	cool	VERB
ajst-32385	74	29	dies	die	NOUN
ajst-32385	74	30	.	.	PUNCT
ajst-32385	75	1	it	it	PRON
ajst-32385	75	2	enables	enable	VERB
ajst-32385	75	3	thinner	thin	ADJ
ajst-32385	75	4	gauges	gauge	NOUN
ajst-32385	75	5	of	of	ADP
ajst-32385	75	6	ultra	ultra	ADJ
ajst-32385	75	7	-	-	ADJ
ajst-32385	75	8	high	high	ADJ
ajst-32385	75	9	-	-	PUNCT
ajst-32385	75	10	strength	strength	NOUN
ajst-32385	75	11	steel	steel	NOUN
ajst-32385	75	12	(	(	PUNCT
ajst-32385	75	13	uhss	uhss	PROPN
ajst-32385	75	14	)	)	PUNCT
ajst-32385	75	15	while	while	SCONJ
ajst-32385	75	16	achieving	achieve	VERB
ajst-32385	75	17	tensile	tensile	NOUN
ajst-32385	75	18	strengths	strength	NOUN
ajst-32385	75	19	≥1500	≥1500	ADJ
ajst-32385	75	20	mpa	mpa	PROPN
ajst-32385	75	21	[	[	X
ajst-32385	75	22	17	17	NUM
ajst-32385	75	23	]	]	PUNCT
ajst-32385	75	24	.	.	PUNCT
ajst-32385	76	1	resulting	result	VERB
ajst-32385	76	2	components	component	NOUN
ajst-32385	76	3	exhibit	exhibit	VERB
ajst-32385	76	4	fully	fully	ADV
ajst-32385	76	5	martensitic	martensitic	ADJ
ajst-32385	76	6	microstructures	microstructure	NOUN
ajst-32385	76	7	,	,	PUNCT
ajst-32385	76	8	ideal	ideal	NOUN
ajst-32385	76	9	for	for	ADP
ajst-32385	76	10	safety	safety	NOUN
ajst-32385	76	11	parts	part	NOUN
ajst-32385	76	12	like	like	ADP
ajst-32385	76	13	door	door	NOUN
ajst-32385	76	14	beams	beam	NOUN
ajst-32385	76	15	,	,	PUNCT
ajst-32385	76	16	b	b	X
ajst-32385	76	17	-	-	PUNCT
ajst-32385	76	18	pillar	pillar	NOUN
ajst-32385	76	19	reinforcements	reinforcement	NOUN
ajst-32385	76	20	,	,	PUNCT
ajst-32385	76	21	and	and	CCONJ
ajst-32385	76	22	floor	floor	NOUN
ajst-32385	76	23	rails	rail	NOUN
ajst-32385	76	24	—	—	PUNCT
ajst-32385	76	25	enhancing	enhance	VERB
ajst-32385	76	26	crash	crash	NOUN
ajst-32385	76	27	safety	safety	NOUN
ajst-32385	76	28	without	without	ADP
ajst-32385	76	29	weight	weight	NOUN
ajst-32385	76	30	penalty	penalty	NOUN
ajst-32385	76	31	.	.	PUNCT
ajst-32385	77	1	3	3	X
ajst-32385	77	2	.	.	X
ajst-32385	77	3	algorithm	algorithm	NOUN
ajst-32385	77	4	applications	application	NOUN
ajst-32385	77	5	in	in	ADP
ajst-32385	77	6	performance	performance	NOUN
ajst-32385	77	7	prediction	prediction	NOUN
ajst-32385	77	8	for	for	ADP
ajst-32385	77	9	automotive	automotive	ADJ
ajst-32385	77	10	lightweighting	lightweighte	VERB
ajst-32385	77	11	3.1	3.1	NUM
ajst-32385	77	12	.	.	PUNCT
ajst-32385	78	1	machine	machine	NOUN
ajst-32385	78	2	learning	learn	VERB
ajst-32385	78	3	algorithms	algorithm	NOUN
ajst-32385	78	4	machine	machine	NOUN
ajst-32385	78	5	learning	learn	VERB
ajst-32385	78	6	algorithms	algorithm	NOUN
ajst-32385	78	7	excel	excel	VERB
ajst-32385	78	8	in	in	ADP
ajst-32385	78	9	predicting	predict	VERB
ajst-32385	78	10	material	material	NOUN
ajst-32385	78	11	performance	performance	NOUN
ajst-32385	78	12	.	.	PUNCT
ajst-32385	79	1	by	by	ADP
ajst-32385	79	2	collecting	collect	VERB
ajst-32385	79	3	data	datum	NOUN
ajst-32385	79	4	on	on	ADP
ajst-32385	79	5	material	material	NOUN
ajst-32385	79	6	composition	composition	NOUN
ajst-32385	79	7	,	,	PUNCT
ajst-32385	79	8	processing	processing	NOUN
ajst-32385	79	9	parameters	parameter	NOUN
ajst-32385	79	10	,	,	PUNCT
ajst-32385	79	11	microstructure	microstructure	NOUN
ajst-32385	79	12	,	,	PUNCT
ajst-32385	79	13	and	and	CCONJ
ajst-32385	79	14	properties	property	NOUN
ajst-32385	79	15	,	,	PUNCT
ajst-32385	79	16	models	model	NOUN
ajst-32385	79	17	can	can	AUX
ajst-32385	79	18	be	be	AUX
ajst-32385	79	19	established	establish	VERB
ajst-32385	79	20	to	to	PART
ajst-32385	79	21	rapidly	rapidly	ADV
ajst-32385	79	22	and	and	CCONJ
ajst-32385	79	23	accurately	accurately	ADV
ajst-32385	79	24	predict	predict	VERB
ajst-32385	79	25	material	material	NOUN
ajst-32385	79	26	performance	performance	NOUN
ajst-32385	79	27	.	.	PUNCT
ajst-32385	80	1	for	for	ADP
ajst-32385	80	2	instance	instance	NOUN
ajst-32385	80	3	,	,	PUNCT
ajst-32385	80	4	support	support	VERB
ajst-32385	80	5	vector	vector	NOUN
ajst-32385	80	6	machines	machine	NOUN
ajst-32385	80	7	(	(	PUNCT
ajst-32385	80	8	svm	svm	PROPN
ajst-32385	80	9	)	)	PUNCT
ajst-32385	80	10	can	can	AUX
ajst-32385	80	11	be	be	AUX
ajst-32385	80	12	used	use	VERB
ajst-32385	80	13	to	to	PART
ajst-32385	80	14	predict	predict	VERB
ajst-32385	80	15	the	the	DET
ajst-32385	80	16	mechanical	mechanical	ADJ
ajst-32385	80	17	properties	property	NOUN
ajst-32385	80	18	of	of	ADP
ajst-32385	80	19	aluminum	aluminum	NOUN
ajst-32385	80	20	alloys	alloy	NOUN
ajst-32385	80	21	,	,	PUNCT
ajst-32385	80	22	while	while	SCONJ
ajst-32385	80	23	artificial	artificial	ADJ
ajst-32385	80	24	neural	neural	ADJ
ajst-32385	80	25	networks	network	NOUN
ajst-32385	80	26	(	(	PUNCT
ajst-32385	80	27	ann	ann	PROPN
ajst-32385	80	28	)	)	PUNCT
ajst-32385	80	29	can	can	AUX
ajst-32385	80	30	predict	predict	VERB
ajst-32385	80	31	the	the	DET
ajst-32385	80	32	performance	performance	NOUN
ajst-32385	80	33	of	of	ADP
ajst-32385	80	34	composite	composite	ADJ
ajst-32385	80	35	materials	material	NOUN
ajst-32385	80	36	.	.	PUNCT
ajst-32385	81	1	these	these	DET
ajst-32385	81	2	algorithms	algorithm	NOUN
ajst-32385	81	3	can	can	AUX
ajst-32385	81	4	handle	handle	VERB
ajst-32385	81	5	complex	complex	ADJ
ajst-32385	81	6	non	non	ADJ
ajst-32385	81	7	-	-	ADJ
ajst-32385	81	8	linear	linear	ADJ
ajst-32385	81	9	relationships	relationship	NOUN
ajst-32385	81	10	and	and	CCONJ
ajst-32385	81	11	offer	offer	VERB
ajst-32385	81	12	higher	high	ADJ
ajst-32385	81	13	accuracy	accuracy	NOUN
ajst-32385	81	14	and	and	CCONJ
ajst-32385	81	15	greater	great	ADJ
ajst-32385	81	16	adaptability	adaptability	NOUN
ajst-32385	81	17	compared	compare	VERB
ajst-32385	81	18	to	to	ADP
ajst-32385	81	19	traditional	traditional	ADJ
ajst-32385	81	20	methods	method	NOUN
ajst-32385	81	21	.	.	PUNCT
ajst-32385	82	1	rapid	rapid	ADJ
ajst-32385	82	2	surrogate	surrogate	ADJ
ajst-32385	82	3	models	model	NOUN
ajst-32385	82	4	 	 	SPACE
ajst-32385	82	5	utilize	utilize	VERB
ajst-32385	82	6	simpler	simple	ADJ
ajst-32385	82	7	models	model	NOUN
ajst-32385	82	8	to	to	PART
ajst-32385	82	9	replace	replace	VERB
ajst-32385	82	10	complex	complex	ADJ
ajst-32385	82	11	computational	computational	ADJ
ajst-32385	82	12	ones	one	NOUN
ajst-32385	82	13	for	for	ADP
ajst-32385	82	14	fast	fast	ADJ
ajst-32385	82	15	prediction	prediction	NOUN
ajst-32385	82	16	of	of	ADP
ajst-32385	82	17	structural	structural	ADJ
ajst-32385	82	18	performance	performance	NOUN
ajst-32385	82	19	.	.	PUNCT
ajst-32385	83	1	in	in	ADP
ajst-32385	83	2	automotive	automotive	ADJ
ajst-32385	83	3	lightweight	lightweight	ADJ
ajst-32385	83	4	design	design	NOUN
ajst-32385	83	5	,	,	PUNCT
ajst-32385	83	6	finite	finite	ADJ
ajst-32385	83	7	element	element	NOUN
ajst-32385	83	8	analysis	analysis	NOUN
ajst-32385	83	9	(	(	PUNCT
ajst-32385	83	10	fea	fea	NOUN
ajst-32385	83	11	)	)	PUNCT
ajst-32385	83	12	is	be	AUX
ajst-32385	83	13	often	often	ADV
ajst-32385	83	14	time	time	NOUN
ajst-32385	83	15	-	-	PUNCT
ajst-32385	83	16	consuming	consume	VERB
ajst-32385	83	17	.	.	PUNCT
ajst-32385	84	1	rapid	rapid	ADJ
ajst-32385	84	2	surrogate	surrogate	ADJ
ajst-32385	84	3	models	model	NOUN
ajst-32385	84	4	,	,	PUNCT
ajst-32385	84	5	such	such	ADJ
ajst-32385	84	6	as	as	ADP
ajst-32385	84	7	kriging	krige	VERB
ajst-32385	84	8	models	model	NOUN
ajst-32385	84	9	and	and	CCONJ
ajst-32385	84	10	response	response	NOUN
ajst-32385	84	11	surface	surface	NOUN
ajst-32385	84	12	models	model	NOUN
ajst-32385	84	13	(	(	PUNCT
ajst-32385	84	14	rsm	rsm	PROPN
ajst-32385	84	15	)	)	PUNCT
ajst-32385	84	16	,	,	PUNCT
ajst-32385	84	17	can	can	AUX
ajst-32385	84	18	provide	provide	VERB
ajst-32385	84	19	approximate	approximate	ADJ
ajst-32385	84	20	predictions	prediction	NOUN
ajst-32385	84	21	within	within	ADP
ajst-32385	84	22	a	a	DET
ajst-32385	84	23	short	short	ADJ
ajst-32385	84	24	timeframe	timeframe	NOUN
ajst-32385	84	25	,	,	PUNCT
ajst-32385	84	26	significantly	significantly	ADV
ajst-32385	84	27	enhancing	enhance	VERB
ajst-32385	84	28	optimization	optimization	NOUN
ajst-32385	84	29	efficiency	efficiency	NOUN
ajst-32385	84	30	.	.	PUNCT
ajst-32385	85	1	for	for	ADP
ajst-32385	85	2	example	example	NOUN
ajst-32385	85	3	,	,	PUNCT
ajst-32385	85	4	in	in	ADP
ajst-32385	85	5	the	the	DET
ajst-32385	85	6	topology	topology	NOUN
ajst-32385	85	7	optimization	optimization	NOUN
ajst-32385	85	8	of	of	ADP
ajst-32385	85	9	body	body	NOUN
ajst-32385	85	10	structures	structure	NOUN
ajst-32385	85	11	,	,	PUNCT
ajst-32385	85	12	kriging	krige	VERB
ajst-32385	85	13	models	model	NOUN
ajst-32385	85	14	can	can	AUX
ajst-32385	85	15	drastically	drastically	ADV
ajst-32385	85	16	reduce	reduce	VERB
ajst-32385	85	17	computation	computation	NOUN
ajst-32385	85	18	time	time	NOUN
ajst-32385	85	19	.	.	PUNCT
ajst-32385	86	1	constructing	construct	VERB
ajst-32385	86	2	rapid	rapid	ADJ
ajst-32385	86	3	surrogate	surrogate	ADJ
ajst-32385	86	4	models	model	NOUN
ajst-32385	86	5	requires	require	VERB
ajst-32385	86	6	building	build	VERB
ajst-32385	86	7	,	,	PUNCT
ajst-32385	86	8	validating	validate	VERB
ajst-32385	86	9	,	,	PUNCT
ajst-32385	86	10	and	and	CCONJ
ajst-32385	86	11	optimizing	optimize	VERB
ajst-32385	86	12	them	they	PRON
ajst-32385	86	13	based	base	VERB
ajst-32385	86	14	on	on	ADP
ajst-32385	86	15	fea	fea	PROPN
ajst-32385	86	16	or	or	CCONJ
ajst-32385	86	17	experimental	experimental	ADJ
ajst-32385	86	18	data	datum	NOUN
ajst-32385	86	19	.	.	PUNCT
ajst-32385	87	1	3.2	3.2	NUM
ajst-32385	87	2	.	.	PUNCT
ajst-32385	87	3	topology	topology	NOUN
ajst-32385	87	4	optimization	optimization	NOUN
ajst-32385	87	5	algorithms	algorithm	VERB
ajst-32385	87	6	the	the	DET
ajst-32385	87	7	fundamental	fundamental	ADJ
ajst-32385	87	8	principle	principle	NOUN
ajst-32385	87	9	of	of	ADP
ajst-32385	87	10	topology	topology	NOUN
ajst-32385	87	11	optimization	optimization	NOUN
ajst-32385	87	12	algorithms	algorithm	NOUN
ajst-32385	87	13	is	be	AUX
ajst-32385	87	14	to	to	PART
ajst-32385	87	15	optimize	optimize	VERB
ajst-32385	87	16	material	material	ADJ
ajst-32385	87	17	distribution	distribution	NOUN
ajst-32385	87	18	within	within	ADP
ajst-32385	87	19	a	a	DET
ajst-32385	87	20	given	give	VERB
ajst-32385	87	21	design	design	NOUN
ajst-32385	87	22	space	space	NOUN
ajst-32385	87	23	based	base	VERB
ajst-32385	87	24	on	on	ADP
ajst-32385	87	25	structural	structural	ADJ
ajst-32385	87	26	loading	loading	NOUN
ajst-32385	87	27	conditions	condition	NOUN
ajst-32385	87	28	and	and	CCONJ
ajst-32385	87	29	design	design	NOUN
ajst-32385	87	30	requirements	requirement	NOUN
ajst-32385	87	31	,	,	PUNCT
ajst-32385	87	32	using	use	VERB
ajst-32385	87	33	mathematical	mathematical	ADJ
ajst-32385	87	34	algorithms	algorithm	NOUN
ajst-32385	87	35	to	to	PART
ajst-32385	87	36	obtain	obtain	VERB
ajst-32385	87	37	the	the	DET
ajst-32385	87	38	optimal	optimal	ADJ
ajst-32385	87	39	structural	structural	ADJ
ajst-32385	87	40	topology	topology	NOUN
ajst-32385	87	41	.	.	PUNCT
ajst-32385	88	1	in	in	ADP
ajst-32385	88	2	automotive	automotive	ADJ
ajst-32385	88	3	lightweight	lightweight	ADJ
ajst-32385	88	4	design	design	NOUN
ajst-32385	88	5	,	,	PUNCT
ajst-32385	88	6	this	this	DET
ajst-32385	88	7	algorithm	algorithm	NOUN
ajst-32385	88	8	can	can	AUX
ajst-32385	88	9	determine	determine	VERB
ajst-32385	88	10	the	the	DET
ajst-32385	88	11	optimal	optimal	ADJ
ajst-32385	88	12	shape	shape	NOUN
ajst-32385	88	13	and	and	CCONJ
ajst-32385	88	14	material	material	NOUN
ajst-32385	88	15	distribution	distribution	NOUN
ajst-32385	88	16	for	for	ADP
ajst-32385	88	17	structures	structure	NOUN
ajst-32385	88	18	like	like	ADP
ajst-32385	88	19	body	body	NOUN
ajst-32385	88	20	frames	frame	NOUN
ajst-32385	88	21	and	and	CCONJ
ajst-32385	88	22	chassis	chassis	NOUN
ajst-32385	88	23	,	,	PUNCT
ajst-32385	88	24	removing	remove	VERB
ajst-32385	88	25	redundant	redundant	ADJ
ajst-32385	88	26	material	material	NOUN
ajst-32385	88	27	to	to	PART
ajst-32385	88	28	minimize	minimize	VERB
ajst-32385	88	29	structural	structural	ADJ
ajst-32385	88	30	weight	weight	NOUN
ajst-32385	88	31	.	.	PUNCT
ajst-32385	89	1	for	for	ADP
ajst-32385	89	2	instance	instance	NOUN
ajst-32385	89	3	,	,	PUNCT
ajst-32385	89	4	in	in	ADP
ajst-32385	89	5	the	the	DET
ajst-32385	89	6	topology	topology	NOUN
ajst-32385	89	7	optimization	optimization	NOUN
ajst-32385	89	8	of	of	ADP
ajst-32385	89	9	a	a	DET
ajst-32385	89	10	body	body	NOUN
ajst-32385	89	11	frame	frame	NOUN
ajst-32385	89	12	,	,	PUNCT
ajst-32385	89	13	using	use	VERB
ajst-32385	89	14	the	the	DET
ajst-32385	89	15	loads	load	NOUN
ajst-32385	89	16	acting	act	VERB
ajst-32385	89	17	on	on	ADP
ajst-32385	89	18	the	the	DET
ajst-32385	89	19	body	body	NOUN
ajst-32385	89	20	as	as	ADP
ajst-32385	89	21	input	input	NOUN
ajst-32385	89	22	and	and	CCONJ
ajst-32385	89	23	performance	performance	NOUN
ajst-32385	89	24	metrics	metric	NOUN
ajst-32385	89	25	like	like	ADP
ajst-32385	89	26	stiffness	stiffness	NOUN
ajst-32385	89	27	and	and	CCONJ
ajst-32385	89	28	strength	strength	NOUN
ajst-32385	89	29	as	as	ADP
ajst-32385	89	30	constraints	constraint	NOUN
ajst-32385	89	31	,	,	PUNCT
ajst-32385	89	32	the	the	DET
ajst-32385	89	33	algorithm	algorithm	NOUN
ajst-32385	89	34	calculates	calculate	VERB
ajst-32385	89	35	the	the	DET
ajst-32385	89	36	optimal	optimal	ADJ
ajst-32385	89	37	material	material	NOUN
ajst-32385	89	38	distribution	distribution	NOUN
ajst-32385	89	39	within	within	ADP
ajst-32385	89	40	the	the	DET
ajst-32385	89	41	design	design	NOUN
ajst-32385	89	42	space	space	NOUN
ajst-32385	89	43	.	.	PUNCT
ajst-32385	90	1	this	this	PRON
ajst-32385	90	2	enables	enable	VERB
ajst-32385	90	3	the	the	DET
ajst-32385	90	4	body	body	NOUN
ajst-32385	90	5	frame	frame	NOUN
ajst-32385	90	6	to	to	PART
ajst-32385	90	7	achieve	achieve	VERB
ajst-32385	90	8	the	the	DET
ajst-32385	90	9	lightest	light	ADJ
ajst-32385	90	10	possible	possible	ADJ
ajst-32385	90	11	weight	weight	NOUN
ajst-32385	90	12	while	while	SCONJ
ajst-32385	90	13	meeting	meet	VERB
ajst-32385	90	14	performance	performance	NOUN
ajst-32385	90	15	requirements	requirement	NOUN
ajst-32385	90	16	.	.	PUNCT
ajst-32385	91	1	topology	topology	NOUN
ajst-32385	91	2	optimization	optimization	NOUN
ajst-32385	91	3	algorithms	algorithm	NOUN
ajst-32385	91	4	typically	typically	ADV
ajst-32385	91	5	employ	employ	VERB
ajst-32385	91	6	methods	method	NOUN
ajst-32385	91	7	like	like	ADP
ajst-32385	91	8	the	the	DET
ajst-32385	91	9	solid	solid	ADJ
ajst-32385	91	10	isotropic	isotropic	ADJ
ajst-32385	91	11	material	material	NOUN
ajst-32385	91	12	with	with	ADP
ajst-32385	91	13	penalization	penalization	NOUN
ajst-32385	91	14	(	(	PUNCT
ajst-32385	91	15	simp	simp	ADJ
ajst-32385	91	16	)	)	PUNCT
ajst-32385	91	17	method	method	NOUN
ajst-32385	91	18	or	or	CCONJ
ajst-32385	91	19	the	the	DET
ajst-32385	91	20	level	level	NOUN
ajst-32385	91	21	set	set	NOUN
ajst-32385	91	22	method	method	NOUN
ajst-32385	91	23	to	to	PART
ajst-32385	91	24	describe	describe	VERB
ajst-32385	91	25	material	material	ADJ
ajst-32385	91	26	distribution	distribution	NOUN
ajst-32385	91	27	and	and	CCONJ
ajst-32385	91	28	iteratively	iteratively	ADV
ajst-32385	91	29	optimize	optimize	VERB
ajst-32385	91	30	the	the	DET
ajst-32385	91	31	structural	structural	ADJ
ajst-32385	91	32	topology	topology	NOUN
ajst-32385	91	33	through	through	ADP
ajst-32385	91	34	computational	computational	ADJ
ajst-32385	91	35	cycles	cycle	NOUN
ajst-32385	91	36	.	.	PUNCT
ajst-32385	92	1	3.3	3.3	NUM
ajst-32385	92	2	.	.	PUNCT
ajst-32385	93	1	multi	multi	ADJ
ajst-32385	93	2	-	-	ADJ
ajst-32385	93	3	objective	objective	ADJ
ajst-32385	93	4	optimization	optimization	NOUN
ajst-32385	93	5	algorithms	algorithm	VERB
ajst-32385	93	6	3.3.1	3.3.1	NUM
ajst-32385	93	7	.	.	PUNCT
ajst-32385	94	1	trade	trade	NOUN
ajst-32385	94	2	-	-	PUNCT
ajst-32385	94	3	offs	off	NOUN
ajst-32385	94	4	between	between	ADP
ajst-32385	94	5	stiffness	stiffness	NOUN
ajst-32385	94	6	,	,	PUNCT
ajst-32385	94	7	weight	weight	NOUN
ajst-32385	94	8	,	,	PUNCT
ajst-32385	94	9	and	and	CCONJ
ajst-32385	94	10	safety	safety	NOUN
ajst-32385	94	11	multi	multi	ADJ
ajst-32385	94	12	-	-	ADJ
ajst-32385	94	13	objective	objective	ADJ
ajst-32385	94	14	optimization	optimization	NOUN
ajst-32385	94	15	algorithms	algorithm	NOUN
ajst-32385	94	16	are	be	AUX
ajst-32385	94	17	employed	employ	VERB
ajst-32385	94	18	in	in	ADP
ajst-32385	94	19	automotive	automotive	ADJ
ajst-32385	94	20	lightweight	lightweight	ADJ
ajst-32385	94	21	design	design	NOUN
ajst-32385	94	22	to	to	PART
ajst-32385	94	23	balance	balance	VERB
ajst-32385	94	24	the	the	DET
ajst-32385	94	25	competing	compete	VERB
ajst-32385	94	26	demands	demand	NOUN
ajst-32385	94	27	of	of	ADP
ajst-32385	94	28	stiffness	stiffness	NOUN
ajst-32385	94	29	,	,	PUNCT
ajst-32385	94	30	weight	weight	NOUN
ajst-32385	94	31	,	,	PUNCT
ajst-32385	94	32	and	and	CCONJ
ajst-32385	94	33	safety	safety	NOUN
ajst-32385	94	34	.	.	PUNCT
ajst-32385	95	1	a	a	DET
ajst-32385	95	2	vehicle	vehicle	NOUN
ajst-32385	95	3	requires	require	VERB
ajst-32385	95	4	sufficient	sufficient	ADJ
ajst-32385	95	5	stiffness	stiffness	NOUN
ajst-32385	95	6	to	to	PART
ajst-32385	95	7	ensure	ensure	VERB
ajst-32385	95	8	driving	drive	VERB
ajst-32385	95	9	stability	stability	NOUN
ajst-32385	95	10	and	and	CCONJ
ajst-32385	95	11	comfort	comfort	NOUN
ajst-32385	95	12	,	,	PUNCT
ajst-32385	95	13	while	while	SCONJ
ajst-32385	95	14	simultaneously	simultaneously	ADV
ajst-32385	95	15	needing	need	VERB
ajst-32385	95	16	weight	weight	NOUN
ajst-32385	95	17	reduction	reduction	NOUN
ajst-32385	95	18	to	to	PART
ajst-32385	95	19	improve	improve	VERB
ajst-32385	95	20	fuel	fuel	NOUN
ajst-32385	95	21	economy	economy	NOUN
ajst-32385	95	22	and	and	CCONJ
ajst-32385	95	23	meet	meet	VERB
ajst-32385	95	24	stringent	stringent	ADJ
ajst-32385	95	25	safety	safety	NOUN
ajst-32385	95	26	standards	standard	NOUN
ajst-32385	95	27	[	[	X
ajst-32385	95	28	18	18	NUM
ajst-32385	95	29	]	]	PUNCT
ajst-32385	95	30	.	.	PUNCT
ajst-32385	96	1	multi	multi	ADJ
ajst-32385	96	2	-	-	ADJ
ajst-32385	96	3	objective	objective	ADJ
ajst-32385	96	4	optimization	optimization	NOUN
ajst-32385	96	5	algorithms	algorithm	NOUN
ajst-32385	96	6	(	(	PUNCT
ajst-32385	96	7	such	such	ADJ
ajst-32385	96	8	as	as	ADP
ajst-32385	96	9	the	the	DET
ajst-32385	96	10	non	non	ADJ
ajst-32385	96	11	-	-	ADJ
ajst-32385	96	12	dominated	dominated	ADJ
ajst-32385	96	13	sorting	sort	VERB
ajst-32385	96	14	genetic	genetic	ADJ
ajst-32385	96	15	algorithm	algorithm	NOUN
ajst-32385	96	16	ii	ii	PROPN
ajst-32385	96	17	(	(	PUNCT
ajst-32385	96	18	nsga	nsga	NOUN
ajst-32385	96	19	-	-	PUNCT
ajst-32385	96	20	ii	ii	NOUN
ajst-32385	96	21	)	)	PUNCT
ajst-32385	96	22	,	,	PUNCT
ajst-32385	96	23	and	and	CCONJ
ajst-32385	96	24	multi	multi	ADJ
ajst-32385	96	25	-	-	ADJ
ajst-32385	96	26	objective	objective	ADJ
ajst-32385	96	27	particle	particle	NOUN
ajst-32385	96	28	swarm	swarm	NOUN
ajst-32385	96	29	optimization	optimization	NOUN
ajst-32385	96	30	(	(	PUNCT
ajst-32385	96	31	mopso	mopso	NOUN
ajst-32385	96	32	)	)	PUNCT
ajst-32385	96	33	)	)	PUNCT
ajst-32385	96	34	can	can	AUX
ajst-32385	96	35	find	find	VERB
ajst-32385	96	36	a	a	DET
ajst-32385	96	37	set	set	NOUN
ajst-32385	96	38	of	of	ADP
ajst-32385	96	39	optimal	optimal	ADJ
ajst-32385	96	40	solutions	solution	NOUN
ajst-32385	96	41	,	,	PUNCT
ajst-32385	96	42	known	know	VERB
ajst-32385	96	43	as	as	ADP
ajst-32385	96	44	the	the	DET
ajst-32385	96	45	pareto	pareto	ADJ
ajst-32385	96	46	optimal	optimal	ADJ
ajst-32385	96	47	set	set	NOUN
ajst-32385	96	48	,	,	PUNCT
ajst-32385	96	49	under	under	ADP
ajst-32385	96	50	given	give	VERB
ajst-32385	96	51	constraints	constraint	NOUN
ajst-32385	96	52	.	.	PUNCT
ajst-32385	97	1	each	each	DET
ajst-32385	97	2	solution	solution	NOUN
ajst-32385	97	3	represents	represent	VERB
ajst-32385	97	4	a	a	DET
ajst-32385	97	5	different	different	ADJ
ajst-32385	97	6	balance	balance	NOUN
ajst-32385	97	7	point	point	NOUN
ajst-32385	97	8	,	,	PUNCT
ajst-32385	97	9	allowing	allow	VERB
ajst-32385	97	10	designers	designer	NOUN
ajst-32385	97	11	to	to	PART
ajst-32385	97	12	select	select	VERB
ajst-32385	97	13	the	the	DET
ajst-32385	97	14	most	most	ADV
ajst-32385	97	15	suitable	suitable	ADJ
ajst-32385	97	16	design	design	NOUN
ajst-32385	97	17	based	base	VERB
ajst-32385	97	18	on	on	ADP
ajst-32385	97	19	practical	practical	ADJ
ajst-32385	97	20	requirements	requirement	NOUN
ajst-32385	97	21	.	.	PUNCT
ajst-32385	98	1	3.3.2	3.3.2	X
ajst-32385	98	2	.	.	PUNCT
ajst-32385	98	3	algorithm	algorithm	NOUN
ajst-32385	98	4	implementation	implementation	NOUN
ajst-32385	98	5	process	process	NOUN
ajst-32385	98	6	taking	take	VERB
ajst-32385	98	7	the	the	DET
ajst-32385	98	8	nsga	nsga	NOUN
ajst-32385	98	9	-	-	PUNCT
ajst-32385	98	10	ii	ii	NOUN
ajst-32385	98	11	algorithm	algorithm	NOUN
ajst-32385	98	12	as	as	ADP
ajst-32385	98	13	an	an	DET
ajst-32385	98	14	example	example	NOUN
ajst-32385	98	15	,	,	PUNCT
ajst-32385	98	16	its	its	PRON
ajst-32385	98	17	implementation	implementation	NOUN
ajst-32385	98	18	process	process	NOUN
ajst-32385	98	19	for	for	ADP
ajst-32385	98	20	multi	multi	ADJ
ajst-32385	98	21	-	-	ADJ
ajst-32385	98	22	objective	objective	ADJ
ajst-32385	98	23	optimization	optimization	NOUN
ajst-32385	98	24	in	in	ADP
ajst-32385	98	25	automotive	automotive	ADJ
ajst-32385	98	26	lightweighting	lightweighting	NOUN
ajst-32385	98	27	is	be	AUX
ajst-32385	98	28	as	as	SCONJ
ajst-32385	98	29	follows	follow	VERB
ajst-32385	98	30	:	:	PUNCT
ajst-32385	98	31	first	first	ADV
ajst-32385	98	32	,	,	PUNCT
ajst-32385	98	33	an	an	DET
ajst-32385	98	34	initial	initial	ADJ
ajst-32385	98	35	population	population	NOUN
ajst-32385	98	36	is	be	AUX
ajst-32385	98	37	randomly	randomly	ADV
ajst-32385	98	38	generated	generate	VERB
ajst-32385	98	39	,	,	PUNCT
ajst-32385	98	40	where	where	SCONJ
ajst-32385	98	41	each	each	DET
ajst-32385	98	42	individual	individual	NOUN
ajst-32385	98	43	represents	represent	VERB
ajst-32385	98	44	a	a	DET
ajst-32385	98	45	potential	potential	ADJ
ajst-32385	98	46	body	body	NOUN
ajst-32385	98	47	structure	structure	NOUN
ajst-32385	98	48	design	design	NOUN
ajst-32385	98	49	scheme	scheme	NOUN
ajst-32385	98	50	,	,	PUNCT
ajst-32385	98	51	containing	contain	VERB
ajst-32385	98	52	information	information	NOUN
ajst-32385	98	53	such	such	ADJ
ajst-32385	98	54	as	as	ADP
ajst-32385	98	55	geometric	geometric	ADJ
ajst-32385	98	56	parameters	parameter	NOUN
ajst-32385	98	57	and	and	CCONJ
ajst-32385	98	58	material	material	ADJ
ajst-32385	98	59	distribution	distribution	NOUN
ajst-32385	98	60	.	.	PUNCT
ajst-32385	99	1	each	each	DET
ajst-32385	99	2	individual	individual	NOUN
ajst-32385	99	3	is	be	AUX
ajst-32385	99	4	then	then	ADV
ajst-32385	99	5	evaluated	evaluate	VERB
ajst-32385	99	6	using	use	VERB
ajst-32385	99	7	fea	fea	PROPN
ajst-32385	99	8	to	to	PART
ajst-32385	99	9	compute	compute	VERB
ajst-32385	99	10	objective	objective	ADJ
ajst-32385	99	11	function	function	NOUN
ajst-32385	99	12	values	value	NOUN
ajst-32385	99	13	like	like	ADP
ajst-32385	99	14	stiffness	stiffness	NOUN
ajst-32385	99	15	,	,	PUNCT
ajst-32385	99	16	weight	weight	NOUN
ajst-32385	99	17	,	,	PUNCT
ajst-32385	99	18	and	and	CCONJ
ajst-32385	99	19	safety	safety	NOUN
ajst-32385	99	20	performance	performance	NOUN
ajst-32385	99	21	.	.	PUNCT
ajst-32385	100	1	next	next	ADV
ajst-32385	100	2	,	,	PUNCT
ajst-32385	100	3	the	the	DET
ajst-32385	100	4	population	population	NOUN
ajst-32385	100	5	is	be	AUX
ajst-32385	100	6	ranked	rank	VERB
ajst-32385	100	7	and	and	CCONJ
ajst-32385	100	8	sorted	sort	VERB
ajst-32385	100	9	based	base	VERB
ajst-32385	100	10	on	on	ADP
ajst-32385	100	11	non	non	ADJ
ajst-32385	100	12	-	-	ADJ
ajst-32385	100	13	dominated	dominated	ADJ
ajst-32385	100	14	sorting	sorting	NOUN
ajst-32385	100	15	and	and	CCONJ
ajst-32385	100	16	crowding	crowd	VERB
ajst-32385	100	17	distance	distance	NOUN
ajst-32385	100	18	calculations	calculation	NOUN
ajst-32385	100	19	,	,	PUNCT
ajst-32385	100	20	selecting	select	VERB
ajst-32385	100	21	superior	superior	ADJ
ajst-32385	100	22	individuals	individual	NOUN
ajst-32385	100	23	to	to	PART
ajst-32385	100	24	proceed	proceed	VERB
ajst-32385	100	25	to	to	ADP
ajst-32385	100	26	the	the	DET
ajst-32385	100	27	next	next	ADJ
ajst-32385	100	28	generation	generation	NOUN
ajst-32385	100	29	.	.	PUNCT
ajst-32385	101	1	new	new	ADJ
ajst-32385	101	2	populations	population	NOUN
ajst-32385	101	3	are	be	AUX
ajst-32385	101	4	generated	generate	VERB
ajst-32385	101	5	through	through	ADP
ajst-32385	101	6	genetic	genetic	ADJ
ajst-32385	101	7	operations	operation	NOUN
ajst-32385	101	8	like	like	ADP
ajst-32385	101	9	crossover	crossover	NOUN
ajst-32385	101	10	and	and	CCONJ
ajst-32385	101	11	mutation	mutation	NOUN
ajst-32385	101	12	.	.	PUNCT
ajst-32385	102	1	this	this	DET
ajst-32385	102	2	process	process	NOUN
ajst-32385	102	3	is	be	AUX
ajst-32385	102	4	repeated	repeat	VERB
ajst-32385	102	5	over	over	ADP
ajst-32385	102	6	multiple	multiple	ADJ
ajst-32385	102	7	generations	generation	NOUN
ajst-32385	102	8	,	,	PUNCT
ajst-32385	102	9	gradually	gradually	ADV
ajst-32385	102	10	converging	converge	VERB
ajst-32385	102	11	towards	towards	ADP
ajst-32385	102	12	the	the	DET
ajst-32385	102	13	pareto	pareto	ADJ
ajst-32385	102	14	optimal	optimal	ADJ
ajst-32385	102	15	set	set	NOUN
ajst-32385	102	16	.	.	PUNCT
ajst-32385	103	1	in	in	ADP
ajst-32385	103	2	practical	practical	ADJ
ajst-32385	103	3	applications	application	NOUN
ajst-32385	103	4	,	,	PUNCT
ajst-32385	103	5	algorithm	algorithm	NOUN
ajst-32385	103	6	parameters	parameter	NOUN
ajst-32385	103	7	(	(	PUNCT
ajst-32385	103	8	such	such	ADJ
ajst-32385	103	9	as	as	ADP
ajst-32385	103	10	population	population	NOUN
ajst-32385	103	11	size	size	NOUN
ajst-32385	103	12	,	,	PUNCT
ajst-32385	103	13	crossover	crossover	ADP
ajst-32385	103	14	probability	probability	NOUN
ajst-32385	103	15	,	,	PUNCT
ajst-32385	103	16	mutation	mutation	NOUN
ajst-32385	103	17	probability	probability	NOUN
ajst-32385	103	18	)	)	PUNCT
ajst-32385	103	19	need	need	VERB
ajst-32385	103	20	to	to	PART
ajst-32385	103	21	be	be	AUX
ajst-32385	103	22	set	set	VERB
ajst-32385	103	23	appropriately	appropriately	ADV
ajst-32385	103	24	to	to	PART
ajst-32385	103	25	ensure	ensure	VERB
ajst-32385	103	26	convergence	convergence	NOUN
ajst-32385	103	27	and	and	CCONJ
ajst-32385	103	28	optimization	optimization	NOUN
ajst-32385	103	29	effectiveness	effectiveness	NOUN
ajst-32385	103	30	.	.	PUNCT
ajst-32385	104	1	4	4	X
ajst-32385	104	2	.	.	X
ajst-32385	104	3	comprehensive	comprehensive	ADJ
ajst-32385	104	4	performance	performance	NOUN
ajst-32385	104	5	evaluation	evaluation	NOUN
ajst-32385	104	6	and	and	CCONJ
ajst-32385	104	7	case	case	NOUN
ajst-32385	104	8	analysis	analysis	NOUN
ajst-32385	104	9	4.1	4.1	NUM
ajst-32385	104	10	.	.	PUNCT
ajst-32385	105	1	summary	summary	NOUN
ajst-32385	105	2	of	of	ADP
ajst-32385	105	3	typical	typical	ADJ
ajst-32385	105	4	cases	case	NOUN
ajst-32385	105	5	4.1.1	4.1.1	NUM
ajst-32385	105	6	.	.	PUNCT
ajst-32385	106	1	integrated	integrate	VERB
ajst-32385	106	2	die	die	NOUN
ajst-32385	106	3	-	-	PUNCT
ajst-32385	106	4	casting	cast	VERB
ajst-32385	106	5	and	and	CCONJ
ajst-32385	106	6	algorithm	algorithm	NOUN
ajst-32385	106	7	application	application	NOUN
ajst-32385	106	8	in	in	ADP
ajst-32385	106	9	tesla	tesla	PROPN
ajst-32385	106	10	model	model	PROPN
ajst-32385	106	11	series	series	PROPN
ajst-32385	106	12	tesla	tesla	PROPN
ajst-32385	106	13	extensively	extensively	ADV
ajst-32385	106	14	employs	employ	VERB
ajst-32385	106	15	integrated	integrated	ADJ
ajst-32385	106	16	die	die	NOUN
ajst-32385	106	17	-	-	PUNCT
ajst-32385	106	18	casting	cast	VERB
ajst-32385	106	19	technology	technology	NOUN
ajst-32385	106	20	and	and	CCONJ
ajst-32385	106	21	advanced	advanced	ADJ
ajst-32385	106	22	algorithms	algorithm	NOUN
ajst-32385	106	23	for	for	ADP
ajst-32385	106	24	lightweight	lightweight	ADJ
ajst-32385	106	25	design	design	NOUN
ajst-32385	106	26	in	in	ADP
ajst-32385	106	27	its	its	PRON
ajst-32385	106	28	model	model	NOUN
ajst-32385	106	29	series	series	NOUN
ajst-32385	106	30	vehicles	vehicle	NOUN
ajst-32385	106	31	.	.	PUNCT
ajst-32385	107	1	taking	take	VERB
ajst-32385	107	2	the	the	DET
ajst-32385	107	3	model	model	NOUN
ajst-32385	107	4	y	y	PROPN
ajst-32385	107	5	as	as	ADP
ajst-32385	107	6	an	an	DET
ajst-32385	107	7	example	example	NOUN
ajst-32385	107	8	,	,	PUNCT
ajst-32385	107	9	its	its	PRON
ajst-32385	107	10	rear	rear	ADJ
ajst-32385	107	11	underbody	underbody	NOUN
ajst-32385	107	12	utilizes	utilize	VERB
ajst-32385	107	13	an	an	DET
ajst-32385	107	14	integrated	integrate	VERB
ajst-32385	107	15	die	die	NOUN
ajst-32385	107	16	-	-	PUNCT
ajst-32385	107	17	cast	cast	VERB
ajst-32385	107	18	aluminum	aluminum	NOUN
ajst-32385	107	19	alloy	alloy	NOUN
ajst-32385	107	20	component	component	NOUN
ajst-32385	107	21	.	.	PUNCT
ajst-32385	108	1	topology	topology	NOUN
ajst-32385	108	2	optimization	optimization	NOUN
ajst-32385	108	3	algorithms	algorithm	NOUN
ajst-32385	108	4	were	be	AUX
ajst-32385	108	5	applied	apply	VERB
ajst-32385	108	6	to	to	PART
ajst-32385	108	7	design	design	VERB
ajst-32385	108	8	the	the	DET
ajst-32385	108	9	die	die	NOUN
ajst-32385	108	10	-	-	PUNCT
ajst-32385	108	11	cast	cast	VERB
ajst-32385	108	12	structure	structure	NOUN
ajst-32385	108	13	,	,	PUNCT
ajst-32385	108	14	achieving	achieve	VERB
ajst-32385	108	15	significant	significant	ADJ
ajst-32385	108	16	weight	weight	NOUN
ajst-32385	108	17	reduction	reduction	NOUN
ajst-32385	108	18	while	while	SCONJ
ajst-32385	108	19	ensuring	ensure	VERB
ajst-32385	108	20	structural	structural	ADJ
ajst-32385	108	21	strength	strength	NOUN
ajst-32385	108	22	and	and	CCONJ
ajst-32385	108	23	stiffness	stiffness	NOUN
ajst-32385	108	24	.	.	PUNCT
ajst-32385	109	1	tesla	tesla	PROPN
ajst-32385	109	2	combined	combine	VERB
ajst-32385	109	3	fea	fea	PROPN
ajst-32385	109	4	with	with	ADP
ajst-32385	109	5	machine	machine	NOUN
ajst-32385	109	6	learning	learn	VERB
ajst-32385	109	7	algorithms	algorithm	NOUN
ajst-32385	109	8	to	to	PART
ajst-32385	109	9	accurately	accurately	ADV
ajst-32385	109	10	predict	predict	VERB
ajst-32385	109	11	the	the	DET
ajst-32385	109	12	performance	performance	NOUN
ajst-32385	109	13	of	of	ADP
ajst-32385	109	14	aluminum	aluminum	NOUN
ajst-32385	109	15	alloy	alloy	NOUN
ajst-32385	109	16	components	component	NOUN
ajst-32385	109	17	under	under	ADP
ajst-32385	109	18	various	various	ADJ
ajst-32385	109	19	operating	operating	NOUN
ajst-32385	109	20	conditions	condition	NOUN
ajst-32385	109	21	,	,	PUNCT
ajst-32385	109	22	providing	provide	VERB
ajst-32385	109	23	precise	precise	ADJ
ajst-32385	109	24	boundary	boundary	ADJ
ajst-32385	109	25	conditions	condition	NOUN
ajst-32385	109	26	for	for	ADP
ajst-32385	109	27	topology	topology	NOUN
ajst-32385	109	28	optimization	optimization	NOUN
ajst-32385	109	29	.	.	PUNCT
ajst-32385	110	1	multi	multi	ADJ
ajst-32385	110	2	-	-	ADJ
ajst-32385	110	3	objective	objective	ADJ
ajst-32385	110	4	optimization	optimization	NOUN
ajst-32385	110	5	algorithms	algorithm	NOUN
ajst-32385	110	6	were	be	AUX
ajst-32385	110	7	used	use	VERB
ajst-32385	110	8	to	to	PART
ajst-32385	110	9	balance	balance	VERB
ajst-32385	110	10	the	the	DET
ajst-32385	110	11	weight	weight	NOUN
ajst-32385	110	12	,	,	PUNCT
ajst-32385	110	13	stiffness	stiffness	NOUN
ajst-32385	110	14	,	,	PUNCT
ajst-32385	110	15	and	and	CCONJ
ajst-32385	110	16	crash	crash	NOUN
ajst-32385	110	17	safety	safety	NOUN
ajst-32385	110	18	of	of	ADP
ajst-32385	110	19	the	the	DET
ajst-32385	110	20	body	body	NOUN
ajst-32385	110	21	structure	structure	NOUN
ajst-32385	110	22	.	.	PUNCT
ajst-32385	111	1	for	for	ADP
ajst-32385	111	2	instance	instance	NOUN
ajst-32385	111	3	,	,	PUNCT
ajst-32385	111	4	the	the	DET
ajst-32385	111	5	energy	energy	NOUN
ajst-32385	111	6	absorption	absorption	NOUN
ajst-32385	111	7	characteristics	characteristic	NOUN
ajst-32385	111	8	of	of	ADP
ajst-32385	111	9	the	the	DET
ajst-32385	111	10	structure	structure	NOUN
ajst-32385	111	11	were	be	AUX
ajst-32385	111	12	optimized	optimize	VERB
ajst-32385	111	13	to	to	PART
ajst-32385	111	14	protect	protect	VERB
ajst-32385	111	15	occupants	occupant	NOUN
ajst-32385	111	16	while	while	SCONJ
ajst-32385	111	17	ensuring	ensure	VERB
ajst-32385	111	18	body	body	NOUN
ajst-32385	111	19	stiffness	stiffness	NOUN
ajst-32385	111	20	met	meet	VERB
ajst-32385	111	21	handling	handling	NOUN
ajst-32385	111	22	and	and	CCONJ
ajst-32385	111	23	comfort	comfort	NOUN
ajst-32385	111	24	requirements	requirement	NOUN
ajst-32385	111	25	.	.	PUNCT
ajst-32385	112	1	this	this	DET
ajst-32385	112	2	design	design	NOUN
ajst-32385	112	3	approach	approach	NOUN
ajst-32385	112	4	not	not	PART
ajst-32385	112	5	only	only	ADV
ajst-32385	112	6	reduces	reduce	VERB
ajst-32385	112	7	the	the	DET
ajst-32385	112	8	number	number	NOUN
ajst-32385	112	9	of	of	ADP
ajst-32385	112	10	parts	part	NOUN
ajst-32385	112	11	and	and	CCONJ
ajst-32385	112	12	assembly	assembly	NOUN
ajst-32385	112	13	costs	cost	NOUN
ajst-32385	112	14	but	but	CCONJ
ajst-32385	112	15	also	also	ADV
ajst-32385	112	16	improves	improve	VERB
ajst-32385	112	17	production	production	NOUN
ajst-32385	112	18	efficiency	efficiency	NOUN
ajst-32385	112	19	.	.	PUNCT
ajst-32385	113	1	it	it	PRON
ajst-32385	113	2	aligns	align	VERB
ajst-32385	113	3	with	with	ADP
ajst-32385	113	4	the	the	DET
ajst-32385	113	5	multi	multi	ADJ
ajst-32385	113	6	-	-	ADJ
ajst-32385	113	7	objective	objective	ADJ
ajst-32385	113	8	requirements	requirement	NOUN
ajst-32385	113	9	of	of	ADP
ajst-32385	113	10	lightweight	lightweight	ADJ
ajst-32385	113	11	design	design	NOUN
ajst-32385	113	12	regarding	regard	VERB
ajst-32385	113	13	cost	cost	NOUN
ajst-32385	113	14	control	control	NOUN
ajst-32385	113	15	and	and	CCONJ
ajst-32385	113	16	sustainability	sustainability	NOUN
ajst-32385	113	17	,	,	PUNCT
ajst-32385	113	18	providing	provide	VERB
ajst-32385	113	19	innovative	innovative	ADJ
ajst-32385	113	20	ideas	idea	NOUN
ajst-32385	113	21	and	and	CCONJ
ajst-32385	113	22	a	a	DET
ajst-32385	113	23	successful	successful	ADJ
ajst-32385	113	24	paradigm	paradigm	NOUN
ajst-32385	113	25	for	for	ADP
ajst-32385	113	26	electric	electric	ADJ
ajst-32385	113	27	vehicle	vehicle	NOUN
ajst-32385	113	28	lightweighting	lightweighting	NOUN
ajst-32385	113	29	.	.	PUNCT
ajst-32385	114	1	4.1.2	4.1.2	X
ajst-32385	114	2	.	.	PUNCT
ajst-32385	114	3	synergistic	synergistic	ADJ
ajst-32385	114	4	carbon	carbon	NOUN
ajst-32385	114	5	fiber	fiber	NOUN
ajst-32385	114	6	composite	composite	ADJ
ajst-32385	114	7	structure	structure	NOUN
ajst-32385	114	8	and	and	CCONJ
ajst-32385	114	9	algorithm	algorithm	NOUN
ajst-32385	114	10	application	application	NOUN
ajst-32385	114	11	in	in	ADP
ajst-32385	114	12	bmw	bmw	PROPN
ajst-32385	114	13	i	i	PRON
ajst-32385	114	14	series	series	VERB
ajst-32385	114	15	the	the	DET
ajst-32385	114	16	bmw	bmw	PROPN
ajst-32385	114	17	i	i	PROPN
ajst-32385	114	18	series	series	PROPN
ajst-32385	114	19	(	(	PUNCT
ajst-32385	114	20	i3	i3	NOUN
ajst-32385	114	21	and	and	CCONJ
ajst-32385	114	22	i8	i8	NOUN
ajst-32385	114	23	)	)	PUNCT
ajst-32385	114	24	makes	make	VERB
ajst-32385	114	25	extensive	extensive	ADJ
ajst-32385	114	26	use	use	NOUN
ajst-32385	114	27	of	of	ADP
ajst-32385	114	28	carbon	carbon	NOUN
ajst-32385	114	29	fiber	fiber	NOUN
ajst-32385	114	30	reinforced	reinforce	VERB
ajst-32385	114	31	polymers	polymer	NOUN
ajst-32385	114	32	(	(	PUNCT
ajst-32385	114	33	cfrp	cfrp	PROPN
ajst-32385	114	34	)	)	PUNCT
ajst-32385	114	35	and	and	CCONJ
ajst-32385	114	36	employs	employ	VERB
ajst-32385	114	37	algorithms	algorithm	NOUN
ajst-32385	114	38	to	to	PART
ajst-32385	114	39	optimize	optimize	VERB
ajst-32385	114	40	the	the	DET
ajst-32385	114	41	synergistic	synergistic	ADJ
ajst-32385	114	42	design	design	NOUN
ajst-32385	114	43	of	of	ADP
ajst-32385	114	44	materials	material	NOUN
ajst-32385	114	45	and	and	CCONJ
ajst-32385	114	46	structures	structure	NOUN
ajst-32385	114	47	.	.	PUNCT
ajst-32385	115	1	in	in	ADP
ajst-32385	115	2	body	body	NOUN
ajst-32385	115	3	frame	frame	NOUN
ajst-32385	115	4	design	design	NOUN
ajst-32385	115	5	,	,	PUNCT
ajst-32385	115	6	bmw	bmw	PROPN
ajst-32385	115	7	applied	apply	VERB
ajst-32385	115	8	topology	topology	NOUN
ajst-32385	115	9	optimization	optimization	NOUN
ajst-32385	115	10	algorithms	algorithm	NOUN
ajst-32385	115	11	to	to	PART
ajst-32385	115	12	determine	determine	VERB
ajst-32385	115	13	the	the	DET
ajst-32385	115	14	optimal	optimal	ADJ
ajst-32385	115	15	material	material	NOUN
ajst-32385	115	16	distribution	distribution	NOUN
ajst-32385	115	17	based	base	VERB
ajst-32385	115	18	on	on	ADP
ajst-32385	115	19	material	material	NOUN
ajst-32385	115	20	properties	property	NOUN
ajst-32385	115	21	and	and	CCONJ
ajst-32385	115	22	load	load	NOUN
ajst-32385	115	23	conditions	condition	NOUN
ajst-32385	115	24	,	,	PUNCT
ajst-32385	115	25	minimizing	minimize	VERB
ajst-32385	115	26	waste	waste	NOUN
ajst-32385	115	27	and	and	CCONJ
ajst-32385	115	28	reducing	reduce	VERB
ajst-32385	115	29	costs	cost	NOUN
ajst-32385	115	30	.	.	PUNCT
ajst-32385	116	1	although	although	SCONJ
ajst-32385	116	2	cfrp	cfrp	NOUN
ajst-32385	116	3	offers	offer	VERB
ajst-32385	116	4	high	high	ADJ
ajst-32385	116	5	strength	strength	NOUN
ajst-32385	116	6	and	and	CCONJ
ajst-32385	116	7	low	low	ADJ
ajst-32385	116	8	density	density	NOUN
ajst-32385	116	9	,	,	PUNCT
ajst-32385	116	10	its	its	PRON
ajst-32385	116	11	high	high	ADJ
ajst-32385	116	12	cost	cost	NOUN
ajst-32385	116	13	makes	make	VERB
ajst-32385	116	14	precise	precise	ADJ
ajst-32385	116	15	material	material	NOUN
ajst-32385	116	16	usage	usage	NOUN
ajst-32385	116	17	planning	planning	NOUN
ajst-32385	116	18	crucial	crucial	ADJ
ajst-32385	116	19	.	.	PUNCT
ajst-32385	117	1	bmw	bmw	PROPN
ajst-32385	117	2	also	also	ADV
ajst-32385	117	3	utilized	utilize	VERB
ajst-32385	117	4	machine	machine	NOUN
ajst-32385	117	5	learning	learn	VERB
ajst-32385	117	6	algorithms	algorithm	NOUN
ajst-32385	117	7	to	to	PART
ajst-32385	117	8	build	build	VERB
ajst-32385	117	9	performance	performance	NOUN
ajst-32385	117	10	prediction	prediction	NOUN
ajst-32385	117	11	models	model	NOUN
ajst-32385	117	12	.	.	PUNCT
ajst-32385	118	1	these	these	DET
ajst-32385	118	2	models	model	NOUN
ajst-32385	118	3	comprehensively	comprehensively	ADV
ajst-32385	118	4	consider	consider	VERB
ajst-32385	118	5	factors	factor	NOUN
ajst-32385	118	6	such	such	ADJ
ajst-32385	118	7	as	as	ADP
ajst-32385	118	8	carbon	carbon	NOUN
ajst-32385	118	9	fiber	fiber	NOUN
ajst-32385	118	10	type	type	NOUN
ajst-32385	118	11	,	,	PUNCT
ajst-32385	118	12	content	content	NOUN
ajst-32385	118	13	,	,	PUNCT
ajst-32385	118	14	layup	layup	PROPN
ajst-32385	118	15	orientation	orientation	NOUN
ajst-32385	118	16	,	,	PUNCT
ajst-32385	118	17	and	and	CCONJ
ajst-32385	118	18	manufacturing	manufacturing	NOUN
ajst-32385	118	19	processes	process	NOUN
ajst-32385	118	20	to	to	PART
ajst-32385	118	21	accurately	accurately	ADV
ajst-32385	118	22	predict	predict	VERB
ajst-32385	118	23	the	the	DET
ajst-32385	118	24	strength	strength	NOUN
ajst-32385	118	25	,	,	PUNCT
ajst-32385	118	26	stiffness	stiffness	NOUN
ajst-32385	118	27	,	,	PUNCT
ajst-32385	118	28	and	and	CCONJ
ajst-32385	118	29	fatigue	fatigue	NOUN
ajst-32385	118	30	life	life	NOUN
ajst-32385	118	31	of	of	ADP
ajst-32385	118	32	the	the	DET
ajst-32385	118	33	body	body	NOUN
ajst-32385	118	34	structure	structure	NOUN
ajst-32385	118	35	under	under	ADP
ajst-32385	118	36	different	different	ADJ
ajst-32385	118	37	conditions	condition	NOUN
ajst-32385	118	38	.	.	PUNCT
ajst-32385	119	1	in	in	ADP
ajst-32385	119	2	multi	multi	ADJ
ajst-32385	119	3	-	-	ADJ
ajst-32385	119	4	objective	objective	ADJ
ajst-32385	119	5	optimization	optimization	NOUN
ajst-32385	119	6	,	,	PUNCT
ajst-32385	119	7	bmw	bmw	PROPN
ajst-32385	119	8	balanced	balanced	ADJ
ajst-32385	119	9	lightweighting	lightweighting	NOUN
ajst-32385	119	10	,	,	PUNCT
ajst-32385	119	11	safety	safety	NOUN
ajst-32385	119	12	,	,	PUNCT
ajst-32385	119	13	and	and	CCONJ
ajst-32385	119	14	comfort	comfort	NOUN
ajst-32385	119	15	:	:	PUNCT
ajst-32385	119	16	algorithms	algorithm	NOUN
ajst-32385	119	17	optimized	optimize	VERB
ajst-32385	119	18	crash	crash	NOUN
ajst-32385	119	19	safety	safety	NOUN
ajst-32385	119	20	design	design	NOUN
ajst-32385	119	21	,	,	PUNCT
ajst-32385	119	22	enabling	enable	VERB
ajst-32385	119	23	the	the	DET
ajst-32385	119	24	body	body	NOUN
ajst-32385	119	25	to	to	PART
ajst-32385	119	26	absorb	absorb	VERB
ajst-32385	119	27	energy	energy	NOUN
ajst-32385	119	28	effectively	effectively	ADV
ajst-32385	119	29	and	and	CCONJ
ajst-32385	119	30	meet	meet	VERB
ajst-32385	119	31	safety	safety	NOUN
ajst-32385	119	32	standards	standard	NOUN
ajst-32385	119	33	;	;	PUNCT
ajst-32385	119	34	simultaneously	simultaneously	ADV
ajst-32385	119	35	,	,	PUNCT
ajst-32385	119	36	body	body	NOUN
ajst-32385	119	37	stiffness	stiffness	NOUN
ajst-32385	119	38	was	be	AUX
ajst-32385	119	39	ensured	ensure	VERB
ajst-32385	119	40	to	to	PART
ajst-32385	119	41	reduce	reduce	VERB
ajst-32385	119	42	vibration	vibration	NOUN
ajst-32385	119	43	and	and	CCONJ
ajst-32385	119	44	noise	noise	NOUN
ajst-32385	119	45	transmission	transmission	NOUN
ajst-32385	119	46	.	.	PUNCT
ajst-32385	120	1	this	this	DET
ajst-32385	120	2	synergistic	synergistic	ADJ
ajst-32385	120	3	application	application	NOUN
ajst-32385	120	4	of	of	ADP
ajst-32385	120	5	algorithms	algorithm	NOUN
ajst-32385	120	6	and	and	CCONJ
ajst-32385	120	7	cfrp	cfrp	NOUN
ajst-32385	120	8	has	have	AUX
ajst-32385	120	9	yielded	yield	VERB
ajst-32385	120	10	significant	significant	ADJ
ajst-32385	120	11	results	result	NOUN
ajst-32385	120	12	for	for	ADP
ajst-32385	120	13	bmw	bmw	PROPN
ajst-32385	120	14	in	in	ADP
ajst-32385	120	15	the	the	DET
ajst-32385	120	16	lightweighting	lightweighting	NOUN
ajst-32385	120	17	of	of	ADP
ajst-32385	120	18	high	high	ADJ
ajst-32385	120	19	-	-	PUNCT
ajst-32385	120	20	end	end	NOUN
ajst-32385	120	21	electric	electric	ADJ
ajst-32385	120	22	vehicles	vehicle	NOUN
ajst-32385	120	23	,	,	PUNCT
ajst-32385	120	24	highlighting	highlight	VERB
ajst-32385	120	25	the	the	DET
ajst-32385	120	26	critical	critical	ADJ
ajst-32385	120	27	role	role	NOUN
ajst-32385	120	28	of	of	ADP
ajst-32385	120	29	algorithms	algorithm	NOUN
ajst-32385	120	30	in	in	ADP
ajst-32385	120	31	designing	design	VERB
ajst-32385	120	32	complex	complex	ADJ
ajst-32385	120	33	material	material	NOUN
ajst-32385	120	34	structures	structure	NOUN
ajst-32385	120	35	.	.	PUNCT
ajst-32385	121	1	4.2	4.2	NUM
ajst-32385	121	2	.	.	PUNCT
ajst-32385	122	1	comparative	comparative	ADJ
ajst-32385	122	2	analysis	analysis	NOUN
ajst-32385	122	3	of	of	ADP
ajst-32385	122	4	lightweight	lightweight	ADJ
ajst-32385	122	5	design	design	NOUN
ajst-32385	122	6	differences	difference	NOUN
ajst-32385	122	7	among	among	ADP
ajst-32385	122	8	manufacturers	manufacturer	NOUN
ajst-32385	122	9	different	different	ADJ
ajst-32385	122	10	automotive	automotive	ADJ
ajst-32385	122	11	manufacturers	manufacturer	NOUN
ajst-32385	122	12	exhibit	exhibit	VERB
ajst-32385	122	13	variations	variation	NOUN
ajst-32385	122	14	in	in	ADP
ajst-32385	122	15	their	their	PRON
ajst-32385	122	16	lightweight	lightweight	ADJ
ajst-32385	122	17	design	design	NOUN
ajst-32385	122	18	approaches	approach	NOUN
ajst-32385	122	19	.	.	PUNCT
ajst-32385	123	1	traditional	traditional	ADJ
ajst-32385	123	2	manufacturers	manufacturer	NOUN
ajst-32385	123	3	leverage	leverage	VERB
ajst-32385	123	4	accumulated	accumulate	VERB
ajst-32385	123	5	technology	technology	NOUN
ajst-32385	123	6	and	and	CCONJ
ajst-32385	123	7	process	process	NOUN
ajst-32385	123	8	expertise	expertise	NOUN
ajst-32385	123	9	,	,	PUNCT
ajst-32385	123	10	showing	show	VERB
ajst-32385	123	11	maturity	maturity	NOUN
ajst-32385	123	12	in	in	ADP
ajst-32385	123	13	the	the	DET
ajst-32385	123	14	application	application	NOUN
ajst-32385	123	15	of	of	ADP
ajst-32385	123	16	high	high	ADJ
ajst-32385	123	17	-	-	PUNCT
ajst-32385	123	18	strength	strength	NOUN
ajst-32385	123	19	steel	steel	NOUN
ajst-32385	123	20	and	and	CCONJ
ajst-32385	123	21	aluminum	aluminum	NOUN
ajst-32385	123	22	alloys	alloy	NOUN
ajst-32385	123	23	,	,	PUNCT
ajst-32385	123	24	as	as	ADV
ajst-32385	123	25	well	well	ADV
ajst-32385	123	26	as	as	ADP
ajst-32385	123	27	traditional	traditional	ADJ
ajst-32385	123	28	structural	structural	ADJ
ajst-32385	123	29	optimization	optimization	NOUN
ajst-32385	123	30	techniques	technique	NOUN
ajst-32385	123	31	.	.	PUNCT
ajst-32385	124	1	for	for	ADP
ajst-32385	124	2	example	example	NOUN
ajst-32385	124	3	,	,	PUNCT
ajst-32385	124	4	volkswagen	volkswagen	PROPN
ajst-32385	124	5	achieves	achieve	VERB
ajst-32385	124	6	lightweighting	lightweighte	VERB
ajst-32385	124	7	through	through	ADP
ajst-32385	124	8	optimized	optimize	VERB
ajst-32385	124	9	use	use	NOUN
ajst-32385	124	10	of	of	ADP
ajst-32385	124	11	high	high	ADJ
ajst-32385	124	12	-	-	PUNCT
ajst-32385	124	13	strength	strength	NOUN
ajst-32385	124	14	steel	steel	NOUN
ajst-32385	124	15	.	.	PUNCT
ajst-32385	125	1	emerging	emerge	VERB
ajst-32385	125	2	electric	electric	ADJ
ajst-32385	125	3	vehicle	vehicle	NOUN
ajst-32385	125	4	manufacturers	manufacturer	NOUN
ajst-32385	125	5	like	like	ADP
ajst-32385	125	6	tesla	tesla	PROPN
ajst-32385	125	7	and	and	CCONJ
ajst-32385	125	8	nio	nio	PROPN
ajst-32385	125	9	place	place	NOUN
ajst-32385	125	10	greater	great	ADJ
ajst-32385	125	11	emphasis	emphasis	NOUN
ajst-32385	125	12	on	on	ADP
ajst-32385	125	13	advanced	advanced	ADJ
ajst-32385	125	14	materials	material	NOUN
ajst-32385	125	15	and	and	CCONJ
ajst-32385	125	16	innovative	innovative	ADJ
ajst-32385	125	17	algorithmic	algorithmic	ADJ
ajst-32385	125	18	technologies	technology	NOUN
ajst-32385	125	19	.	.	PUNCT
ajst-32385	126	1	tesla	tesla	PROPN
ajst-32385	126	2	leads	lead	VERB
ajst-32385	126	3	in	in	ADP
ajst-32385	126	4	aluminum	aluminum	NOUN
ajst-32385	126	5	die	die	NOUN
ajst-32385	126	6	-	-	PUNCT
ajst-32385	126	7	casting	cast	VERB
ajst-32385	126	8	and	and	CCONJ
ajst-32385	126	9	algorithm	algorithm	NOUN
ajst-32385	126	10	application	application	NOUN
ajst-32385	126	11	,	,	PUNCT
ajst-32385	126	12	while	while	SCONJ
ajst-32385	126	13	nio	nio	PROPN
ajst-32385	126	14	actively	actively	ADV
ajst-32385	126	15	explores	explore	VERB
ajst-32385	126	16	cfrp	cfrp	PROPN
ajst-32385	126	17	and	and	CCONJ
ajst-32385	126	18	multi	multi	ADJ
ajst-32385	126	19	-	-	ADJ
ajst-32385	126	20	material	material	ADJ
ajst-32385	126	21	hybrid	hybrid	ADJ
ajst-32385	126	22	structural	structural	ADJ
ajst-32385	126	23	design	design	NOUN
ajst-32385	126	24	.	.	PUNCT
ajst-32385	127	1	these	these	DET
ajst-32385	127	2	differences	difference	NOUN
ajst-32385	127	3	stem	stem	VERB
ajst-32385	127	4	from	from	ADP
ajst-32385	127	5	manufacturers	manufacturer	NOUN
ajst-32385	127	6	'	'	PART
ajst-32385	127	7	varying	vary	VERB
ajst-32385	127	8	r&d	r&d	NOUN
ajst-32385	127	9	directions	direction	NOUN
ajst-32385	127	10	,	,	PUNCT
ajst-32385	127	11	market	market	NOUN
ajst-32385	127	12	positioning	positioning	NOUN
ajst-32385	127	13	,	,	PUNCT
ajst-32385	127	14	and	and	CCONJ
ajst-32385	127	15	cost	cost	NOUN
ajst-32385	127	16	-	-	PUNCT
ajst-32385	127	17	control	control	NOUN
ajst-32385	127	18	strategies	strategy	NOUN
ajst-32385	127	19	.	.	PUNCT
ajst-32385	128	1	traditional	traditional	ADJ
ajst-32385	128	2	manufacturers	manufacturer	NOUN
ajst-32385	128	3	tend	tend	VERB
ajst-32385	128	4	to	to	PART
ajst-32385	128	5	improve	improve	VERB
ajst-32385	128	6	existing	exist	VERB
ajst-32385	128	7	technologies	technology	NOUN
ajst-32385	128	8	to	to	PART
ajst-32385	128	9	reduce	reduce	VERB
ajst-32385	128	10	costs	cost	NOUN
ajst-32385	128	11	and	and	CCONJ
ajst-32385	128	12	risks	risk	NOUN
ajst-32385	128	13	,	,	PUNCT
ajst-32385	128	14	whereas	whereas	SCONJ
ajst-32385	128	15	new	new	ADJ
ajst-32385	128	16	entrants	entrant	NOUN
ajst-32385	128	17	are	be	AUX
ajst-32385	128	18	more	more	ADV
ajst-32385	128	19	willing	willing	ADJ
ajst-32385	128	20	to	to	PART
ajst-32385	128	21	adopt	adopt	VERB
ajst-32385	128	22	novel	novel	ADJ
ajst-32385	128	23	technologies	technology	NOUN
ajst-32385	128	24	to	to	PART
ajst-32385	128	25	create	create	VERB
ajst-32385	128	26	differentiated	differentiated	ADJ
ajst-32385	128	27	advantages	advantage	NOUN
ajst-32385	128	28	.	.	PUNCT
ajst-32385	129	1	furthermore	furthermore	ADV
ajst-32385	129	2	,	,	PUNCT
ajst-32385	129	3	disparities	disparity	NOUN
ajst-32385	129	4	in	in	ADP
ajst-32385	129	5	data	datum	NOUN
ajst-32385	129	6	accumulation	accumulation	NOUN
ajst-32385	129	7	and	and	CCONJ
ajst-32385	129	8	algorithm	algorithm	NOUN
ajst-32385	129	9	development	development	NOUN
ajst-32385	129	10	capabilities	capability	NOUN
ajst-32385	129	11	among	among	ADP
ajst-32385	129	12	manufacturers	manufacturer	NOUN
ajst-32385	129	13	also	also	ADV
ajst-32385	129	14	influence	influence	VERB
ajst-32385	129	15	the	the	DET
ajst-32385	129	16	level	level	NOUN
ajst-32385	129	17	and	and	CCONJ
ajst-32385	129	18	effectiveness	effectiveness	NOUN
ajst-32385	129	19	of	of	ADP
ajst-32385	129	20	algorithm	algorithm	NOUN
ajst-32385	129	21	application	application	NOUN
ajst-32385	129	22	in	in	ADP
ajst-32385	129	23	lightweight	lightweight	ADJ
ajst-32385	129	24	design	design	NOUN
ajst-32385	129	25	.	.	PUNCT
ajst-32385	130	1	5	5	X
ajst-32385	130	2	.	.	X
ajst-32385	130	3	conclusion	conclusion	NOUN
ajst-32385	130	4	this	this	DET
ajst-32385	130	5	paper	paper	NOUN
ajst-32385	130	6	comprehensively	comprehensively	ADV
ajst-32385	130	7	reviews	review	VERB
ajst-32385	130	8	lightweight	lightweight	ADJ
ajst-32385	130	9	automotive	automotive	ADJ
ajst-32385	130	10	material	material	NOUN
ajst-32385	130	11	/	/	SYM
ajst-32385	130	12	structure	structure	NOUN
ajst-32385	130	13	design	design	NOUN
ajst-32385	130	14	and	and	CCONJ
ajst-32385	130	15	performance	performance	NOUN
ajst-32385	130	16	prediction	prediction	NOUN
ajst-32385	130	17	based	base	VERB
ajst-32385	130	18	on	on	ADP
ajst-32385	130	19	fundamental	fundamental	ADJ
ajst-32385	130	20	algorithms	algorithm	NOUN
ajst-32385	130	21	.	.	PUNCT
ajst-32385	131	1	automotive	automotive	ADJ
ajst-32385	131	2	lightweighting	lightweighting	NOUN
ajst-32385	131	3	holds	hold	VERB
ajst-32385	131	4	significant	significant	ADJ
ajst-32385	131	5	importance	importance	NOUN
ajst-32385	131	6	for	for	ADP
ajst-32385	131	7	achieving	achieve	VERB
ajst-32385	131	8	energy	energy	NOUN
ajst-32385	131	9	savings	saving	NOUN
ajst-32385	131	10	,	,	PUNCT
ajst-32385	131	11	emission	emission	NOUN
ajst-32385	131	12	reduction	reduction	NOUN
ajst-32385	131	13	,	,	PUNCT
ajst-32385	131	14	and	and	CCONJ
ajst-32385	131	15	performance	performance	NOUN
ajst-32385	131	16	enhancement	enhancement	NOUN
ajst-32385	131	17	.	.	PUNCT
ajst-32385	132	1	in	in	ADP
ajst-32385	132	2	material	material	NOUN
ajst-32385	132	3	and	and	CCONJ
ajst-32385	132	4	structural	structural	ADJ
ajst-32385	132	5	design	design	NOUN
ajst-32385	132	6	,	,	PUNCT
ajst-32385	132	7	lightweight	lightweight	ADJ
ajst-32385	132	8	materials	material	NOUN
ajst-32385	132	9	such	such	ADJ
ajst-32385	132	10	as	as	ADP
ajst-32385	132	11	aluminum	aluminum	NOUN
ajst-32385	132	12	alloys	alloy	NOUN
ajst-32385	132	13	,	,	PUNCT
ajst-32385	132	14	magnesium	magnesium	NOUN
ajst-32385	132	15	alloys	alloy	NOUN
ajst-32385	132	16	,	,	PUNCT
ajst-32385	132	17	and	and	CCONJ
ajst-32385	132	18	composites	composite	VERB
ajst-32385	132	19	each	each	PRON
ajst-32385	132	20	offer	offer	VERB
ajst-32385	132	21	distinct	distinct	ADJ
ajst-32385	132	22	advantages	advantage	NOUN
ajst-32385	132	23	.	.	PUNCT
ajst-32385	133	1	synergistic	synergistic	ADJ
ajst-32385	133	2	design	design	NOUN
ajst-32385	133	3	approaches	approach	NOUN
ajst-32385	133	4	like	like	ADP
ajst-32385	133	5	topology	topology	NOUN
ajst-32385	133	6	optimization	optimization	NOUN
ajst-32385	133	7	,	,	PUNCT
ajst-32385	133	8	lattice	lattice	NOUN
ajst-32385	133	9	structure	structure	NOUN
ajst-32385	133	10	design	design	NOUN
ajst-32385	133	11	,	,	PUNCT
ajst-32385	133	12	and	and	CCONJ
ajst-32385	133	13	fgms	fgm	VERB
ajst-32385	133	14	,	,	PUNCT
ajst-32385	133	15	coupled	couple	VERB
ajst-32385	133	16	with	with	ADP
ajst-32385	133	17	strategies	strategy	NOUN
ajst-32385	133	18	such	such	ADJ
ajst-32385	133	19	as	as	ADP
ajst-32385	133	20	multi	multi	ADJ
ajst-32385	133	21	-	-	ADJ
ajst-32385	133	22	material	material	ADJ
ajst-32385	133	23	hybrid	hybrid	ADJ
ajst-32385	133	24	structures	structure	NOUN
ajst-32385	133	25	and	and	CCONJ
ajst-32385	133	26	hot	hot	ADV
ajst-32385	133	27	-	-	PUNCT
ajst-32385	133	28	formed	form	VERB
ajst-32385	133	29	structural	structural	ADJ
ajst-32385	133	30	components	component	NOUN
ajst-32385	133	31	,	,	PUNCT
ajst-32385	133	32	provide	provide	VERB
ajst-32385	133	33	effective	effective	ADJ
ajst-32385	133	34	pathways	pathway	NOUN
ajst-32385	133	35	for	for	ADP
ajst-32385	133	36	lightweighting	lightweighte	VERB
ajst-32385	133	37	.	.	PUNCT
ajst-32385	134	1	regarding	regard	VERB
ajst-32385	134	2	algorithm	algorithm	NOUN
ajst-32385	134	3	applications	application	NOUN
ajst-32385	134	4	,	,	PUNCT
ajst-32385	134	5	machine	machine	NOUN
ajst-32385	134	6	learning	learning	NOUN
ajst-32385	134	7	algorithms	algorithm	NOUN
ajst-32385	134	8	are	be	AUX
ajst-32385	134	9	useful	useful	ADJ
ajst-32385	134	10	for	for	ADP
ajst-32385	134	11	material	material	NOUN
ajst-32385	134	12	performance	performance	NOUN
ajst-32385	134	13	prediction	prediction	NOUN
ajst-32385	134	14	and	and	CCONJ
ajst-32385	134	15	building	build	VERB
ajst-32385	134	16	fast	fast	ADJ
ajst-32385	134	17	surrogate	surrogate	ADJ
ajst-32385	134	18	models	model	NOUN
ajst-32385	134	19	;	;	PUNCT
ajst-32385	134	20	topology	topology	NOUN
ajst-32385	134	21	optimization	optimization	NOUN
ajst-32385	134	22	algorithms	algorithm	NOUN
ajst-32385	134	23	aid	aid	VERB
ajst-32385	134	24	lightweight	lightweight	ADJ
ajst-32385	134	25	structural	structural	ADJ
ajst-32385	134	26	design	design	NOUN
ajst-32385	134	27	;	;	PUNCT
ajst-32385	134	28	and	and	CCONJ
ajst-32385	134	29	multi	multi	ADJ
ajst-32385	134	30	-	-	ADJ
ajst-32385	134	31	objective	objective	ADJ
ajst-32385	134	32	optimization	optimization	NOUN
ajst-32385	134	33	algorithms	algorithm	NOUN
ajst-32385	134	34	effectively	effectively	ADV
ajst-32385	134	35	balance	balance	VERB
ajst-32385	134	36	stiffness	stiffness	NOUN
ajst-32385	134	37	,	,	PUNCT
ajst-32385	134	38	weight	weight	NOUN
ajst-32385	134	39	,	,	PUNCT
ajst-32385	134	40	and	and	CCONJ
ajst-32385	134	41	safety	safety	NOUN
ajst-32385	134	42	.	.	PUNCT
ajst-32385	135	1	different	different	ADJ
ajst-32385	135	2	algorithms	algorithm	NOUN
ajst-32385	135	3	possess	possess	VERB
ajst-32385	135	4	their	their	PRON
ajst-32385	135	5	own	own	ADJ
ajst-32385	135	6	strengths	strength	NOUN
ajst-32385	135	7	,	,	PUNCT
ajst-32385	135	8	weaknesses	weakness	NOUN
ajst-32385	135	9	,	,	PUNCT
ajst-32385	135	10	and	and	CCONJ
ajst-32385	135	11	applicable	applicable	ADJ
ajst-32385	135	12	scopes	scope	NOUN
ajst-32385	135	13	.	.	PUNCT
ajst-32385	136	1	through	through	ADP
ajst-32385	136	2	the	the	DET
ajst-32385	136	3	analysis	analysis	NOUN
ajst-32385	136	4	of	of	ADP
ajst-32385	136	5	typical	typical	ADJ
ajst-32385	136	6	cases	case	NOUN
ajst-32385	136	7	,	,	PUNCT
ajst-32385	136	8	it	it	PRON
ajst-32385	136	9	is	be	AUX
ajst-32385	136	10	observed	observe	VERB
ajst-32385	136	11	that	that	SCONJ
ajst-32385	136	12	manufacturers	manufacturer	NOUN
ajst-32385	136	13	differ	differ	VERB
ajst-32385	136	14	in	in	ADP
ajst-32385	136	15	their	their	PRON
ajst-32385	136	16	lightweight	lightweight	ADJ
ajst-32385	136	17	design	design	NOUN
ajst-32385	136	18	implementations	implementation	NOUN
ajst-32385	136	19	.	.	PUNCT
ajst-32385	137	1	the	the	DET
ajst-32385	137	2	integrated	integrate	VERB
ajst-32385	137	3	application	application	NOUN
ajst-32385	137	4	of	of	ADP
ajst-32385	137	5	materials	material	NOUN
ajst-32385	137	6	,	,	PUNCT
ajst-32385	137	7	structural	structural	ADJ
ajst-32385	137	8	design	design	NOUN
ajst-32385	137	9	,	,	PUNCT
ajst-32385	137	10	and	and	CCONJ
ajst-32385	137	11	algorithmic	algorithmic	ADJ
ajst-32385	137	12	technologies	technology	NOUN
ajst-32385	137	13	enables	enable	VERB
ajst-32385	137	14	the	the	DET
ajst-32385	137	15	optimal	optimal	ADJ
ajst-32385	137	16	combination	combination	NOUN
ajst-32385	137	17	of	of	ADP
ajst-32385	137	18	vehicle	vehicle	NOUN
ajst-32385	137	19	lightweighting	lightweighting	NOUN
ajst-32385	137	20	and	and	CCONJ
ajst-32385	137	21	performance	performance	NOUN
ajst-32385	137	22	.	.	PUNCT
ajst-32385	138	1	this	this	DET
ajst-32385	138	2	review	review	NOUN
ajst-32385	138	3	systematically	systematically	ADV
ajst-32385	138	4	examines	examine	VERB
ajst-32385	138	5	the	the	DET
ajst-32385	138	6	application	application	NOUN
ajst-32385	138	7	of	of	ADP
ajst-32385	138	8	lightweight	lightweight	ADJ
ajst-32385	138	9	materials	material	NOUN
ajst-32385	138	10	(	(	PUNCT
ajst-32385	138	11	aluminum	aluminum	NOUN
ajst-32385	138	12	alloys	alloy	NOUN
ajst-32385	138	13	,	,	PUNCT
ajst-32385	138	14	magnesium	magnesium	NOUN
ajst-32385	138	15	alloys	alloy	NOUN
ajst-32385	138	16	,	,	PUNCT
ajst-32385	138	17	carbon	carbon	NOUN
ajst-32385	138	18	fiber	fiber	NOUN
ajst-32385	138	19	composites	composite	NOUN
ajst-32385	138	20	)	)	PUNCT
ajst-32385	138	21	,	,	PUNCT
ajst-32385	138	22	advanced	advanced	ADJ
ajst-32385	138	23	structural	structural	ADJ
ajst-32385	138	24	design	design	NOUN
ajst-32385	138	25	methods	method	NOUN
ajst-32385	138	26	(	(	PUNCT
ajst-32385	138	27	topology	topology	NOUN
ajst-32385	138	28	optimization	optimization	NOUN
ajst-32385	138	29	,	,	PUNCT
ajst-32385	138	30	lattice	lattice	NOUN
ajst-32385	138	31	structures	structure	NOUN
ajst-32385	138	32	,	,	PUNCT
ajst-32385	138	33	functionally	functionally	ADV
ajst-32385	138	34	graded	grade	VERB
ajst-32385	138	35	materials	material	NOUN
ajst-32385	138	36	)	)	PUNCT
ajst-32385	138	37	,	,	PUNCT
ajst-32385	138	38	and	and	CCONJ
ajst-32385	138	39	core	core	NOUN
ajst-32385	138	40	algorithms	algorithm	NOUN
ajst-32385	138	41	(	(	PUNCT
ajst-32385	138	42	including	include	VERB
ajst-32385	138	43	machine	machine	NOUN
ajst-32385	138	44	learning	learning	NOUN
ajst-32385	138	45	,	,	PUNCT
ajst-32385	138	46	topology	topology	NOUN
ajst-32385	138	47	optimization	optimization	NOUN
ajst-32385	138	48	,	,	PUNCT
ajst-32385	138	49	and	and	CCONJ
ajst-32385	138	50	multi	multi	ADJ
ajst-32385	138	51	-	-	ADJ
ajst-32385	138	52	objective	objective	ADJ
ajst-32385	138	53	optimization	optimization	NOUN
ajst-32385	138	54	)	)	PUNCT
ajst-32385	138	55	in	in	ADP
ajst-32385	138	56	automotive	automotive	ADJ
ajst-32385	138	57	lightweighting	lightweighting	NOUN
ajst-32385	138	58	.	.	PUNCT
ajst-32385	139	1	it	it	PRON
ajst-32385	139	2	concludes	conclude	VERB
ajst-32385	139	3	that	that	SCONJ
ajst-32385	139	4	the	the	DET
ajst-32385	139	5	critical	critical	ADJ
ajst-32385	139	6	factor	factor	NOUN
ajst-32385	139	7	for	for	ADP
ajst-32385	139	8	achieving	achieve	VERB
ajst-32385	139	9	efficient	efficient	ADJ
ajst-32385	139	10	vehicle	vehicle	NOUN
ajst-32385	139	11	lightweighting	lightweighte	VERB
ajst-32385	139	12	lies	lie	VERB
ajst-32385	139	13	in	in	ADP
ajst-32385	139	14	the	the	DET
ajst-32385	139	15	synergistic	synergistic	ADJ
ajst-32385	139	16	design	design	NOUN
ajst-32385	139	17	and	and	CCONJ
ajst-32385	139	18	deep	deep	ADJ
ajst-32385	139	19	integration	integration	NOUN
ajst-32385	139	20	of	of	ADP
ajst-32385	139	21	materials	material	NOUN
ajst-32385	139	22	,	,	PUNCT
ajst-32385	139	23	structures	structure	NOUN
ajst-32385	139	24	,	,	PUNCT
ajst-32385	139	25	and	and	CCONJ
ajst-32385	139	26	algorithms	algorithm	NOUN
ajst-32385	139	27	.	.	PUNCT
ajst-32385	140	1	case	case	NOUN
ajst-32385	140	2	studies	study	NOUN
ajst-32385	140	3	from	from	ADP
ajst-32385	140	4	tesla	tesla	PROPN
ajst-32385	140	5	's	's	PART
ajst-32385	140	6	integrated	integrate	VERB
ajst-32385	140	7	die	die	NOUN
ajst-32385	140	8	-	-	PUNCT
ajst-32385	140	9	casting	cast	VERB
ajst-32385	140	10	and	and	CCONJ
ajst-32385	140	11	bmw	bmw	PROPN
ajst-32385	140	12	's	's	PART
ajst-32385	140	13	carbon	carbon	NOUN
ajst-32385	140	14	fiber	fiber	NOUN
ajst-32385	140	15	body	body	NOUN
ajst-32385	140	16	structures	structure	NOUN
ajst-32385	140	17	demonstrate	demonstrate	VERB
ajst-32385	140	18	the	the	DET
ajst-32385	140	19	significant	significant	ADJ
ajst-32385	140	20	potential	potential	NOUN
ajst-32385	140	21	of	of	ADP
ajst-32385	140	22	this	this	DET
ajst-32385	140	23	integrated	integrate	VERB
ajst-32385	140	24	innovation	innovation	NOUN
ajst-32385	140	25	model	model	NOUN
ajst-32385	140	26	in	in	ADP
ajst-32385	140	27	weight	weight	NOUN
ajst-32385	140	28	reduction	reduction	NOUN
ajst-32385	140	29	,	,	PUNCT
ajst-32385	140	30	performance	performance	NOUN
ajst-32385	140	31	enhancement	enhancement	NOUN
ajst-32385	140	32	,	,	PUNCT
ajst-32385	140	33	and	and	CCONJ
ajst-32385	140	34	cost	cost	NOUN
ajst-32385	140	35	control	control	NOUN
ajst-32385	140	36	.	.	PUNCT
ajst-32385	141	1	although	although	SCONJ
ajst-32385	141	2	strategies	strategy	NOUN
ajst-32385	141	3	vary	vary	VERB
ajst-32385	141	4	among	among	ADP
ajst-32385	141	5	manufacturers	manufacturer	NOUN
ajst-32385	141	6	due	due	ADJ
ajst-32385	141	7	to	to	ADP
ajst-32385	141	8	differing	differ	VERB
ajst-32385	141	9	technological	technological	ADJ
ajst-32385	141	10	heritage	heritage	NOUN
ajst-32385	141	11	and	and	CCONJ
ajst-32385	141	12	market	market	NOUN
ajst-32385	141	13	focus	focus	NOUN
ajst-32385	141	14	,	,	PUNCT
ajst-32385	141	15	collaborative	collaborative	ADJ
ajst-32385	141	16	optimization	optimization	NOUN
ajst-32385	141	17	integrating	integrate	VERB
ajst-32385	141	18	multidisciplinary	multidisciplinary	ADJ
ajst-32385	141	19	technologies	technology	NOUN
ajst-32385	141	20	remains	remain	VERB
ajst-32385	141	21	the	the	DET
ajst-32385	141	22	central	central	ADJ
ajst-32385	141	23	development	development	NOUN
ajst-32385	141	24	direction	direction	NOUN
ajst-32385	141	25	.	.	PUNCT
ajst-32385	142	1	looking	look	VERB
ajst-32385	142	2	ahead	ahead	ADV
ajst-32385	142	3	,	,	PUNCT
ajst-32385	142	4	with	with	ADP
ajst-32385	142	5	continuous	continuous	ADJ
ajst-32385	142	6	advancements	advancement	NOUN
ajst-32385	142	7	in	in	ADP
ajst-32385	142	8	material	material	NOUN
ajst-32385	142	9	processes	process	NOUN
ajst-32385	142	10	,	,	PUNCT
ajst-32385	142	11	intelligent	intelligent	ADJ
ajst-32385	142	12	algorithms	algorithm	NOUN
ajst-32385	142	13	,	,	PUNCT
ajst-32385	142	14	and	and	CCONJ
ajst-32385	142	15	digital	digital	ADJ
ajst-32385	142	16	manufacturing	manufacturing	NOUN
ajst-32385	142	17	technologies	technology	NOUN
ajst-32385	142	18	,	,	PUNCT
ajst-32385	142	19	automotive	automotive	ADJ
ajst-32385	142	20	lightweighting	lightweighting	NOUN
ajst-32385	142	21	is	be	AUX
ajst-32385	142	22	poised	poise	VERB
ajst-32385	142	23	to	to	PART
ajst-32385	142	24	overcome	overcome	VERB
ajst-32385	142	25	current	current	ADJ
ajst-32385	142	26	limitations	limitation	NOUN
ajst-32385	142	27	.	.	PUNCT
ajst-32385	143	1	this	this	DET
ajst-32385	143	2	progress	progress	NOUN
ajst-32385	143	3	will	will	AUX
ajst-32385	143	4	not	not	PART
ajst-32385	143	5	only	only	ADV
ajst-32385	143	6	provide	provide	VERB
ajst-32385	143	7	core	core	NOUN
ajst-32385	143	8	solutions	solution	NOUN
ajst-32385	143	9	for	for	ADP
ajst-32385	143	10	developing	develop	VERB
ajst-32385	143	11	more	more	ADJ
ajst-32385	143	12	energy	energy	NOUN
ajst-32385	143	13	-	-	PUNCT
ajst-32385	143	14	efficient	efficient	ADJ
ajst-32385	143	15	,	,	PUNCT
ajst-32385	143	16	safer	safe	ADJ
ajst-32385	143	17	,	,	PUNCT
ajst-32385	143	18	and	and	CCONJ
ajst-32385	143	19	higher	high	ADJ
ajst-32385	143	20	-	-	PUNCT
ajst-32385	143	21	performance	performance	NOUN
ajst-32385	143	22	vehicles	vehicle	NOUN
ajst-32385	143	23	but	but	CCONJ
ajst-32385	143	24	will	will	AUX
ajst-32385	143	25	also	also	ADV
ajst-32385	143	26	profoundly	profoundly	ADV
ajst-32385	143	27	propel	propel	VERB
ajst-32385	143	28	the	the	DET
ajst-32385	143	29	automotive	automotive	ADJ
ajst-32385	143	30	industry	industry	NOUN
ajst-32385	143	31	's	's	PART
ajst-32385	143	32	transition	transition	NOUN
ajst-32385	143	33	towards	towards	ADP
ajst-32385	143	34	green	green	ADJ
ajst-32385	143	35	and	and	CCONJ
ajst-32385	143	36	low	low	ADJ
ajst-32385	143	37	-	-	PUNCT
ajst-32385	143	38	carbon	carbon	NOUN
ajst-32385	143	39	practices	practice	NOUN
ajst-32385	143	40	,	,	PUNCT
ajst-32385	143	41	making	make	VERB
ajst-32385	143	42	substantial	substantial	ADJ
ajst-32385	143	43	contributions	contribution	NOUN
ajst-32385	143	44	to	to	ADP
ajst-32385	143	45	global	global	ADJ
ajst-32385	143	46	energy	energy	NOUN
ajst-32385	143	47	sustainability	sustainability	NOUN
ajst-32385	143	48	and	and	CCONJ
ajst-32385	143	49	the	the	DET
ajst-32385	143	50	achievement	achievement	NOUN
ajst-32385	143	51	of	of	ADP
ajst-32385	143	52	carbon	carbon	NOUN
ajst-32385	143	53	neutrality	neutrality	NOUN
ajst-32385	143	54	goals	goal	NOUN
ajst-32385	143	55	.	.	PUNCT
ajst-32385	144	1	references	reference	NOUN
ajst-32385	144	2	[	[	X
ajst-32385	144	3	1	1	NUM
ajst-32385	144	4	]	]	X
ajst-32385	144	5	gupta	gupta	PROPN
ajst-32385	144	6	mk	mk	PROPN
ajst-32385	144	7	,	,	PUNCT
ajst-32385	144	8	singhal	singhal	PROPN
ajst-32385	144	9	v.	v.	ADP
ajst-32385	144	10	review	review	NOUN
ajst-32385	144	11	on	on	ADP
ajst-32385	144	12	materials	material	NOUN
ajst-32385	144	13	for	for	ADP
ajst-32385	144	14	making	make	VERB
ajst-32385	144	15	lightweight	lightweight	ADJ
ajst-32385	144	16	vehicles	vehicle	NOUN
ajst-32385	144	17	.	.	PUNCT
ajst-32385	145	1	materials	material	NOUN
ajst-32385	145	2	today	today	NOUN
ajst-32385	145	3	proceedings	proceeding	NOUN
ajst-32385	145	4	2022	2022	NUM
ajst-32385	145	5	jan	jan	PROPN
ajst-32385	145	6	1;56:868–72	1;56:868–72	NUM
ajst-32385	145	7	.	.	PUNCT
ajst-32385	146	1	[	[	X
ajst-32385	146	2	2	2	X
ajst-32385	146	3	]	]	X
ajst-32385	146	4	kim	kim	PROPN
ajst-32385	146	5	d	d	PROPN
ajst-32385	146	6	,	,	PUNCT
ajst-32385	146	7	ji	ji	PROPN
ajst-32385	146	8	y	y	PROPN
ajst-32385	146	9	,	,	PUNCT
ajst-32385	146	10	lee	lee	PROPN
ajst-32385	146	11	j	j	PROPN
ajst-32385	146	12	,	,	PUNCT
ajst-32385	146	13	yoo	yoo	PROPN
ajst-32385	146	14	j	j	PROPN
ajst-32385	146	15	,	,	PUNCT
ajst-32385	146	16	min	min	PROPN
ajst-32385	146	17	s	s	PROPN
ajst-32385	146	18	,	,	PUNCT
ajst-32385	146	19	jang	jang	PROPN
ajst-32385	146	20	ig	ig	PROPN
ajst-32385	146	21	.	.	PUNCT
ajst-32385	147	1	a	a	DET
ajst-32385	147	2	matlab	matlab	PROPN
ajst-32385	147	3	code	code	NOUN
ajst-32385	147	4	of	of	ADP
ajst-32385	147	5	node	node	NOUN
ajst-32385	147	6	-	-	PUNCT
ajst-32385	147	7	based	base	VERB
ajst-32385	147	8	topology	topology	NOUN
ajst-32385	147	9	optimization	optimization	NOUN
ajst-32385	147	10	in	in	ADP
ajst-32385	147	11	3d	3d	NUM
ajst-32385	147	12	arbitrary	arbitrary	ADJ
ajst-32385	147	13	domain	domain	NOUN
ajst-32385	147	14	for	for	ADP
ajst-32385	147	15	additive	additive	ADJ
ajst-32385	147	16	manufacturing	manufacturing	NOUN
ajst-32385	147	17	.	.	PUNCT
ajst-32385	148	1	structural	structural	ADJ
ajst-32385	148	2	and	and	CCONJ
ajst-32385	148	3	multidisciplinary	multidisciplinary	ADJ
ajst-32385	148	4	optimization	optimization	NOUN
ajst-32385	148	5	.	.	PUNCT
ajst-32385	149	1	2022	2022	NUM
ajst-32385	149	2	oct	oct	PROPN
ajst-32385	149	3	20;65(11	20;65(11	NUM
ajst-32385	149	4	)	)	PUNCT
ajst-32385	149	5	.	.	PUNCT
ajst-32385	150	1	[	[	X
ajst-32385	150	2	3	3	X
ajst-32385	150	3	]	]	X
ajst-32385	150	4	koç	koç	PROPN
ajst-32385	150	5	ç	ç	AUX
ajst-32385	150	6	,	,	PUNCT
ajst-32385	150	7	yayla	yayla	NOUN
ajst-32385	150	8	p.	p.	NOUN
ajst-32385	150	9	singleand	singleand	NOUN
ajst-32385	151	1	multi	multi	ADJ
ajst-32385	151	2	-	-	ADJ
ajst-32385	151	3	material	material	ADJ
ajst-32385	151	4	-	-	PUNCT
ajst-32385	151	5	based	base	VERB
ajst-32385	151	6	design	design	NOUN
ajst-32385	151	7	of	of	ADP
ajst-32385	151	8	lightweight	lightweight	ADJ
ajst-32385	151	9	vehicle	vehicle	NOUN
ajst-32385	151	10	body	body	NOUN
ajst-32385	151	11	.	.	PUNCT
ajst-32385	152	1	international	international	ADJ
ajst-32385	152	2	journal	journal	PROPN
ajst-32385	152	3	of	of	ADP
ajst-32385	152	4	automotive	automotive	ADJ
ajst-32385	152	5	technology	technology	NOUN
ajst-32385	152	6	.	.	PUNCT
ajst-32385	153	1	2024	2024	NUM
ajst-32385	153	2	jun	jun	PROPN
ajst-32385	153	3	26	26	NUM
ajst-32385	153	4	.	.	PUNCT
ajst-32385	154	1	[	[	X
ajst-32385	154	2	4	4	X
ajst-32385	154	3	]	]	X
ajst-32385	154	4	lian	lian	NOUN
ajst-32385	154	5	f	f	NOUN
ajst-32385	154	6	,	,	PUNCT
ajst-32385	154	7	wang	wang	PROPN
ajst-32385	154	8	d	d	PROPN
ajst-32385	154	9	,	,	PUNCT
ajst-32385	154	10	zhang	zhang	PROPN
ajst-32385	154	11	z	z	PROPN
ajst-32385	154	12	,	,	PUNCT
ajst-32385	154	13	chen	chen	PROPN
ajst-32385	154	14	h	h	PROPN
ajst-32385	154	15	,	,	PUNCT
ajst-32385	154	16	xu	xu	PROPN
ajst-32385	154	17	w.	w.	PROPN
ajst-32385	154	18	multi	multi	ADJ
ajst-32385	154	19	-	-	ADJ
ajst-32385	154	20	objective	objective	ADJ
ajst-32385	154	21	optimization	optimization	NOUN
ajst-32385	154	22	of	of	ADP
ajst-32385	154	23	lightweight	lightweight	NOUN
ajst-32385	154	24	and	and	CCONJ
ajst-32385	154	25	crashworthiness	crashworthiness	NOUN
ajst-32385	154	26	of	of	ADP
ajst-32385	154	27	automotive	automotive	ADJ
ajst-32385	154	28	front	front	ADJ
ajst-32385	154	29	-	-	PUNCT
ajst-32385	154	30	end	end	NOUN
ajst-32385	154	31	structures	structure	NOUN
ajst-32385	154	32	based	base	VERB
ajst-32385	154	33	on	on	ADP
ajst-32385	154	34	stacked	stack	VERB
ajst-32385	154	35	regression	regression	NOUN
ajst-32385	154	36	surrogate	surrogate	ADJ
ajst-32385	154	37	.	.	PUNCT
ajst-32385	155	1	engineering	engineering	NOUN
ajst-32385	155	2	applications	application	NOUN
ajst-32385	155	3	of	of	ADP
ajst-32385	155	4	artificial	artificial	ADJ
ajst-32385	155	5	intelligence	intelligence	NOUN
ajst-32385	155	6	.	.	PUNCT
ajst-32385	156	1	2025	2025	NUM
ajst-32385	156	2	may	may	AUX
ajst-32385	156	3	16;155:111138	16;155:111138	PROPN
ajst-32385	156	4	.	.	PUNCT
ajst-32385	157	1	[	[	X
ajst-32385	157	2	5	5	NUM
ajst-32385	157	3	]	]	X
ajst-32385	157	4	bmw	bmw	PROPN
ajst-32385	157	5	.	.	PUNCT
ajst-32385	157	6	https://www.bmw.com.cn/zh/index.html	https://www.bmw.com.cn/zh/index.html	PROPN
ajst-32385	158	1	[	[	X
ajst-32385	158	2	6	6	NUM
ajst-32385	158	3	]	]	X
ajst-32385	158	4	liu	liu	PROPN
ajst-32385	158	5	k	k	PROPN
ajst-32385	158	6	,	,	PUNCT
ajst-32385	158	7	liao	liao	PROPN
ajst-32385	158	8	y	y	PROPN
ajst-32385	158	9	,	,	PUNCT
ajst-32385	158	10	tong	tong	PROPN
ajst-32385	158	11	x	x	PROPN
ajst-32385	158	12	,	,	PUNCT
ajst-32385	158	13	zhang	zhang	PROPN
ajst-32385	158	14	l	l	PROPN
ajst-32385	158	15	,	,	PUNCT
ajst-32385	158	16	zhou	zhou	PROPN
ajst-32385	158	17	j.	j.	PROPN
ajst-32385	158	18	multi	multi	PROPN
ajst-32385	158	19	-	-	ADJ
ajst-32385	158	20	parameter	parameter	ADJ
ajst-32385	158	21	similarity	similarity	NOUN
ajst-32385	158	22	model	model	NOUN
ajst-32385	158	23	-	-	PUNCT
ajst-32385	158	24	based	base	VERB
ajst-32385	158	25	lightweight	lightweight	ADJ
ajst-32385	158	26	design	design	NOUN
ajst-32385	158	27	of	of	ADP
ajst-32385	158	28	battery	battery	NOUN
ajst-32385	158	29	electric	electric	PROPN
ajst-32385	158	30	vehicle	vehicle	NOUN
ajst-32385	158	31	body	body	NOUN
ajst-32385	158	32	-	-	PUNCT
ajst-32385	158	33	in	in	ADP
ajst-32385	158	34	-	-	PUNCT
ajst-32385	158	35	white	white	ADJ
ajst-32385	158	36	.	.	PUNCT
ajst-32385	159	1	proceedings	proceeding	NOUN
ajst-32385	159	2	of	of	ADP
ajst-32385	159	3	the	the	DET
ajst-32385	159	4	institution	institution	NOUN
ajst-32385	159	5	of	of	ADP
ajst-32385	159	6	mechanical	mechanical	ADJ
ajst-32385	159	7	engineers	engineer	NOUN
ajst-32385	159	8	part	part	NOUN
ajst-32385	159	9	d	d	PROPN
ajst-32385	159	10	journal	journal	NOUN
ajst-32385	159	11	of	of	ADP
ajst-32385	159	12	automobile	automobile	NOUN
ajst-32385	159	13	engineering	engineering	NOUN
ajst-32385	159	14	.	.	PUNCT
ajst-32385	160	1	2024	2024	NUM
ajst-32385	160	2	jun	jun	PROPN
ajst-32385	160	3	18	18	NUM
ajst-32385	160	4	.	.	PUNCT
ajst-32385	161	1	[	[	X
ajst-32385	161	2	7	7	NUM
ajst-32385	161	3	]	]	X
ajst-32385	161	4	sigmund	sigmund	NOUN
ajst-32385	162	1	o.	o.	NOUN
ajst-32385	162	2	a	a	DET
ajst-32385	162	3	99	99	NUM
ajst-32385	162	4	line	line	NOUN
ajst-32385	162	5	topology	topology	NOUN
ajst-32385	162	6	optimization	optimization	NOUN
ajst-32385	162	7	code	code	NOUN
ajst-32385	162	8	written	write	VERB
ajst-32385	162	9	in	in	ADP
ajst-32385	162	10	matlab	matlab	PROPN
ajst-32385	162	11	.	.	PUNCT
ajst-32385	163	1	structural	structural	ADJ
ajst-32385	163	2	and	and	CCONJ
ajst-32385	163	3	multidisciplinary	multidisciplinary	ADJ
ajst-32385	163	4	optimization	optimization	NOUN
ajst-32385	163	5	.	.	PUNCT
ajst-32385	164	1	2001	2001	NUM
ajst-32385	164	2	apr	apr	NOUN
ajst-32385	164	3	1;21(2):120–7	1;21(2):120–7	NUM
ajst-32385	164	4	.	.	PUNCT
ajst-32385	165	1	[	[	X
ajst-32385	165	2	8	8	NUM
ajst-32385	165	3	]	]	PUNCT
ajst-32385	165	4	wang	wang	PROPN
ajst-32385	165	5	t	t	PROPN
ajst-32385	165	6	,	,	PUNCT
ajst-32385	165	7	dong	dong	PROPN
ajst-32385	165	8	r	r	PROPN
ajst-32385	165	9	,	,	PUNCT
ajst-32385	165	10	zhang	zhang	PROPN
ajst-32385	165	11	s	s	PROPN
ajst-32385	165	12	,	,	PUNCT
ajst-32385	165	13	qin	qin	PROPN
ajst-32385	165	14	d.	d.	PROPN
ajst-32385	165	15	research	research	PROPN
ajst-32385	165	16	on	on	ADP
ajst-32385	165	17	lightweight	lightweight	ADJ
ajst-32385	165	18	design	design	NOUN
ajst-32385	165	19	of	of	ADP
ajst-32385	165	20	automobile	automobile	NOUN
ajst-32385	165	21	collision	collision	NOUN
ajst-32385	165	22	safety	safety	NOUN
ajst-32385	165	23	structure	structure	NOUN
ajst-32385	165	24	based	base	VERB
ajst-32385	165	25	on	on	ADP
ajst-32385	165	26	multiple	multiple	ADJ
ajst-32385	165	27	materials	material	NOUN
ajst-32385	165	28	.	.	PUNCT
ajst-32385	166	1	journal	journal	PROPN
ajst-32385	166	2	of	of	ADP
ajst-32385	166	3	physics	physics	PROPN
ajst-32385	166	4	conference	conference	NOUN
ajst-32385	166	5	series	series	NOUN
ajst-32385	166	6	.	.	PUNCT
ajst-32385	167	1	2020	2020	NUM
ajst-32385	167	2	nov	nov	PROPN
ajst-32385	167	3	1;1670(1):012004	1;1670(1):012004	NUM
ajst-32385	167	4	.	.	PUNCT
ajst-32385	168	1	[	[	X
ajst-32385	168	2	9	9	NUM
ajst-32385	168	3	]	]	X
ajst-32385	168	4	yang	yang	PROPN
ajst-32385	168	5	s	s	PROPN
ajst-32385	168	6	,	,	PUNCT
ajst-32385	168	7	qi	qi	PROPN
ajst-32385	168	8	c	c	PROPN
ajst-32385	168	9	,	,	PUNCT
ajst-32385	168	10	hu	hu	PROPN
ajst-32385	169	1	p	p	PROPN
ajst-32385	169	2	,	,	PUNCT
ajst-32385	169	3	wei	wei	PROPN
ajst-32385	169	4	zy	zy	PROPN
ajst-32385	169	5	,	,	PUNCT
ajst-32385	169	6	wang	wang	PROPN
ajst-32385	169	7	yl	yl	PROPN
ajst-32385	169	8	.	.	PUNCT
ajst-32385	170	1	topology	topology	NOUN
ajst-32385	170	2	optimization	optimization	NOUN
ajst-32385	170	3	of	of	ADP
ajst-32385	170	4	electric	electric	ADJ
ajst-32385	170	5	vehicle	vehicle	NOUN
ajst-32385	170	6	body	body	NOUN
ajst-32385	170	7	in	in	ADP
ajst-32385	170	8	white	white	PROPN
ajst-32385	170	9	based	base	VERB
ajst-32385	170	10	on	on	ADP
ajst-32385	170	11	simp	simp	ADJ
ajst-32385	170	12	method	method	NOUN
ajst-32385	170	13	.	.	PUNCT
ajst-32385	171	1	advanced	advanced	ADJ
ajst-32385	171	2	materials	material	NOUN
ajst-32385	171	3	research	research	NOUN
ajst-32385	171	4	.	.	PUNCT
ajst-32385	172	1	2011	2011	NUM
ajst-32385	172	2	aug	aug	PROPN
ajst-32385	172	3	16;308–310:606–9	16;308–310:606–9	X
ajst-32385	172	4	.	.	PUNCT
ajst-32385	173	1	[	[	X
ajst-32385	173	2	10	10	NUM
ajst-32385	173	3	]	]	X
ajst-32385	173	4	zhang	zhang	PROPN
ajst-32385	173	5	g	g	PROPN
ajst-32385	173	6	,	,	PUNCT
ajst-32385	173	7	li	li	PROPN
ajst-32385	173	8	x	x	PROPN
ajst-32385	173	9	,	,	PUNCT
ajst-32385	173	10	li	li	PROPN
ajst-32385	173	11	j	j	PROPN
ajst-32385	173	12	,	,	PUNCT
ajst-32385	173	13	zhou	zhou	PROPN
ajst-32385	173	14	x	x	PROPN
ajst-32385	173	15	,	,	PUNCT
ajst-32385	173	16	zhou	zhou	PROPN
ajst-32385	173	17	y.	y.	PROPN
ajst-32385	173	18	optimization	optimization	PROPN
ajst-32385	173	19	design	design	NOUN
ajst-32385	173	20	of	of	ADP
ajst-32385	173	21	battery	battery	NOUN
ajst-32385	173	22	bracket	bracket	NOUN
ajst-32385	173	23	for	for	ADP
ajst-32385	173	24	new	new	ADJ
ajst-32385	173	25	energy	energy	NOUN
ajst-32385	173	26	vehicles	vehicle	NOUN
ajst-32385	173	27	based	base	VERB
ajst-32385	173	28	on	on	ADP
ajst-32385	173	29	3d	3d	NUM
ajst-32385	173	30	printing	printing	NOUN
ajst-32385	173	31	technology	technology	NOUN
ajst-32385	173	32	.	.	PUNCT
ajst-32385	174	1	scientific	scientific	ADJ
ajst-32385	174	2	reports	report	NOUN
ajst-32385	174	3	.	.	PUNCT
ajst-32385	175	1	2024	2024	NUM
ajst-32385	175	2	jun	jun	PROPN
ajst-32385	175	3	12;14(1	12;14(1	NUM
ajst-32385	175	4	)	)	PUNCT
ajst-32385	175	5	.	.	PUNCT
ajst-32385	176	1	[	[	X
ajst-32385	176	2	11	11	NUM
ajst-32385	176	3	]	]	X
ajst-32385	176	4	zhang	zhang	PROPN
ajst-32385	176	5	h	h	PROPN
ajst-32385	176	6	,	,	PUNCT
ajst-32385	176	7	sun	sun	PROPN
ajst-32385	176	8	z	z	PROPN
ajst-32385	176	9	,	,	PUNCT
ajst-32385	176	10	zhi	zhi	PROPN
ajst-32385	176	11	p	p	PROPN
ajst-32385	176	12	,	,	PUNCT
ajst-32385	176	13	wang	wang	PROPN
ajst-32385	176	14	w	w	PROPN
ajst-32385	176	15	,	,	PUNCT
ajst-32385	176	16	wang	wang	PROPN
ajst-32385	176	17	z.	z.	PROPN
ajst-32385	176	18	material	material	NOUN
ajst-32385	176	19	-	-	PUNCT
ajst-32385	176	20	structure	structure	NOUN
ajst-32385	176	21	integrated	integrate	VERB
ajst-32385	176	22	design	design	NOUN
ajst-32385	176	23	and	and	CCONJ
ajst-32385	176	24	optimization	optimization	NOUN
ajst-32385	176	25	of	of	ADP
ajst-32385	176	26	a	a	DET
ajst-32385	176	27	carbon	carbon	NOUN
ajst-32385	176	28	-	-	PUNCT
ajst-32385	176	29	fiber	fiber	NOUN
ajst-32385	176	30	-	-	PUNCT
ajst-32385	176	31	reinforced	reinforce	VERB
ajst-32385	176	32	composite	composite	ADJ
ajst-32385	176	33	car	car	NOUN
ajst-32385	176	34	door	door	NOUN
ajst-32385	176	35	.	.	PUNCT
ajst-32385	177	1	applied	apply	VERB
ajst-32385	177	2	sciences	science	NOUN
ajst-32385	177	3	.	.	PUNCT
ajst-32385	178	1	2024	2024	NUM
ajst-32385	178	2	jan	jan	PROPN
ajst-32385	178	3	22;14(2):930	22;14(2):930	NUM
ajst-32385	178	4	.	.	PUNCT
ajst-32385	179	1	[	[	X
ajst-32385	179	2	12	12	NUM
ajst-32385	179	3	]	]	PUNCT
ajst-32385	179	4	topology	topology	NOUN
ajst-32385	179	5	optimization	optimization	NOUN
ajst-32385	179	6	:	:	PUNCT
ajst-32385	179	7	theory	theory	NOUN
ajst-32385	179	8	,	,	PUNCT
ajst-32385	179	9	methods	method	NOUN
ajst-32385	179	10	and	and	CCONJ
ajst-32385	179	11	applications	application	NOUN
ajst-32385	179	12	.	.	PUNCT
ajst-32385	180	1	2004	2004	NUM
ajst-32385	180	2	.	.	PUNCT
ajst-32385	181	1	[	[	X
ajst-32385	181	2	13	13	NUM
ajst-32385	181	3	]	]	X
ajst-32385	181	4	wang	wang	PROPN
ajst-32385	181	5	yan	yan	PROPN
ajst-32385	181	6	,	,	PUNCT
ajst-32385	181	7	qu	qu	PROPN
ajst-32385	181	8	dong	dong	PROPN
ajst-32385	181	9	,	,	PUNCT
ajst-32385	181	10	liu	liu	PROPN
ajst-32385	181	11	shifeng	shifeng	PROPN
ajst-32385	181	12	,	,	PUNCT
ajst-32385	181	13	et	et	PROPN
ajst-32385	181	14	al	al	PROPN
ajst-32385	181	15	.	.	PROPN
ajst-32385	181	16	research	research	NOUN
ajst-32385	181	17	status	status	NOUN
ajst-32385	181	18	and	and	CCONJ
ajst-32385	181	19	application	application	NOUN
ajst-32385	181	20	of	of	ADP
ajst-32385	181	21	additive	additive	ADJ
ajst-32385	181	22	manufacturing	manufacturing	NOUN
ajst-32385	181	23	metal	metal	NOUN
ajst-32385	181	24	lattice	lattice	NOUN
ajst-32385	181	25	interlayer	interlayer	NOUN
ajst-32385	181	26	structure	structure	NOUN
ajst-32385	181	27	.	.	PUNCT
ajst-32385	182	1	chinese	chinese	ADJ
ajst-32385	182	2	journal	journal	PROPN
ajst-32385	182	3	of	of	ADP
ajst-32385	182	4	nonferrous	nonferrous	ADJ
ajst-32385	182	5	metals,2024,34(4):1022	metals,2024,34(4):1022	NOUN
ajst-32385	182	6	-	-	PUNCT
ajst-32385	182	7	1051	1051	NUM
ajst-32385	182	8	.	.	PUNCT
ajst-32385	183	1	[	[	X
ajst-32385	183	2	14	14	NUM
ajst-32385	183	3	]	]	X
ajst-32385	183	4	zhang	zhang	PROPN
ajst-32385	183	5	zhenjie	zhenjie	PROPN
ajst-32385	183	6	,	,	PUNCT
ajst-32385	183	7	long	long	ADJ
ajst-32385	183	8	yuhong	yuhong	PROPN
ajst-32385	183	9	,	,	PUNCT
ajst-32385	183	10	xu	xu	PROPN
ajst-32385	183	11	rongwei	rongwei	PROPN
ajst-32385	183	12	,	,	PUNCT
ajst-32385	183	13	et	et	PROPN
ajst-32385	183	14	al	al	PROPN
ajst-32385	183	15	.	.	PUNCT
ajst-32385	183	16	research	research	NOUN
ajst-32385	183	17	progress	progress	NOUN
ajst-32385	183	18	and	and	CCONJ
ajst-32385	183	19	prospect	prospect	NOUN
ajst-32385	183	20	of	of	ADP
ajst-32385	183	21	metamaterials	metamaterial	NOUN
ajst-32385	183	22	for	for	ADP
ajst-32385	183	23	additive	additive	ADJ
ajst-32385	183	24	manufacturing	manufacturing	NOUN
ajst-32385	183	25	molding	mold	VERB
ajst-32385	183	26	machinery	machinery	NOUN
ajst-32385	183	27	.	.	PUNCT
ajst-32385	184	1	machine	machine	NOUN
ajst-32385	184	2	tool	tool	NOUN
ajst-32385	184	3	and	and	CCONJ
ajst-32385	184	4	hydraulics,2022,50(14):151	hydraulics,2022,50(14):151	NOUN
ajst-32385	184	5	-	-	SYM
ajst-32385	184	6	158	158	NUM
ajst-32385	184	7	.	.	PUNCT
ajst-32385	185	1	[	[	X
ajst-32385	185	2	15	15	NUM
ajst-32385	185	3	]	]	X
ajst-32385	185	4	https://image.baidu.com/	https://image.baidu.com/	NOUN
ajst-32385	185	5	[	[	X
ajst-32385	185	6	16	16	NUM
ajst-32385	185	7	]	]	X
ajst-32385	185	8	lu	lu	NOUN
ajst-32385	185	9	tiantong	tiantong	PROPN
ajst-32385	185	10	,	,	PUNCT
ajst-32385	185	11	wang	wang	PROPN
ajst-32385	185	12	dengfeng	dengfeng	PROPN
ajst-32385	185	13	,	,	PUNCT
ajst-32385	185	14	wang	wang	PROPN
ajst-32385	185	15	chuanqing	chuanqing	PROPN
ajst-32385	185	16	.	.	PUNCT
ajst-32385	186	1	multi	multi	ADJ
ajst-32385	186	2	-	-	ADJ
ajst-32385	186	3	objective	objective	ADJ
ajst-32385	186	4	optimization	optimization	NOUN
ajst-32385	186	5	of	of	ADP
ajst-32385	186	6	lightweight	lightweight	ADJ
ajst-32385	186	7	closed	close	VERB
ajst-32385	186	8	body	body	NOUN
ajst-32385	186	9	-	-	PUNCT
ajst-32385	186	10	in	in	ADP
ajst-32385	186	11	-	-	PUNCT
ajst-32385	186	12	white	white	NOUN
ajst-32385	186	13	based	base	VERB
ajst-32385	186	14	on	on	ADP
ajst-32385	186	15	analysis	analysis	NOUN
ajst-32385	186	16	-	-	PUNCT
ajst-32385	186	17	driven	drive	VERB
ajst-32385	186	18	design	design	NOUN
ajst-32385	186	19	.	.	PUNCT
ajst-32385	187	1	automotive	automotive	ADJ
ajst-32385	187	2	engineering,2018,40(8):912	engineering,2018,40(8):912	PROPN
ajst-32385	187	3	-	-	PUNCT
ajst-32385	187	4	917	917	NUM
ajst-32385	187	5	.	.	PUNCT
ajst-32385	188	1	[	[	X
ajst-32385	188	2	17	17	NUM
ajst-32385	188	3	]	]	PUNCT
ajst-32385	188	4	yin	yin	PROPN
ajst-32385	188	5	zhi'an	zhi'an	PROPN
ajst-32385	188	6	.	.	PUNCT
ajst-32385	189	1	analysis	analysis	NOUN
ajst-32385	189	2	of	of	ADP
ajst-32385	189	3	materials	material	NOUN
ajst-32385	189	4	and	and	CCONJ
ajst-32385	189	5	matching	match	VERB
ajst-32385	189	6	optimization	optimization	NOUN
ajst-32385	189	7	design	design	NOUN
ajst-32385	189	8	of	of	ADP
ajst-32385	189	9	safety	safety	NOUN
ajst-32385	189	10	components	component	NOUN
ajst-32385	189	11	of	of	ADP
ajst-32385	189	12	automobile	automobile	NOUN
ajst-32385	189	13	body	body	NOUN
ajst-32385	189	14	structure	structure	NOUN
ajst-32385	189	15	.	.	PUNCT
ajst-32385	190	1	corporate	corporate	ADJ
ajst-32385	190	2	culture	culture	NOUN
ajst-32385	190	3	,	,	PUNCT
ajst-32385	190	4	2016(4):250	2016(4):250	NUM
ajst-32385	190	5	.	.	PUNCT
ajst-32385	191	1	[	[	X
ajst-32385	191	2	18	18	NUM
ajst-32385	191	3	]	]	X
ajst-32385	191	4	wu	wu	PROPN
ajst-32385	191	5	wenkai	wenkai	PROPN
ajst-32385	191	6	,	,	PUNCT
ajst-32385	191	7	zhu	zhu	PROPN
ajst-32385	191	8	mingqing	mingqing	PROPN
ajst-32385	191	9	,	,	PUNCT
ajst-32385	191	10	wang	wang	PROPN
ajst-32385	191	11	yunlong	yunlong	PROPN
ajst-32385	191	12	,	,	PUNCT
ajst-32385	191	13	et	et	PROPN
ajst-32385	191	14	al	al	PROPN
ajst-32385	191	15	.	.	PROPN
ajst-32385	191	16	research	research	NOUN
ajst-32385	191	17	on	on	ADP
ajst-32385	191	18	hot	hot	ADJ
ajst-32385	191	19	stamping	stamping	NOUN
ajst-32385	191	20	forming	form	VERB
ajst-32385	191	21	technology	technology	NOUN
ajst-32385	191	22	and	and	CCONJ
ajst-32385	191	23	application	application	NOUN
ajst-32385	191	24	status	status	NOUN
ajst-32385	191	25	of	of	ADP
ajst-32385	191	26	automobile	automobile	NOUN
ajst-32385	191	27	lightweight	lightweight	NOUN
ajst-32385	191	28	.	.	PUNCT
ajst-32385	192	1	heilongjiang	heilongjiang	PROPN
ajst-32385	192	2	science,2019,10(18):4	science,2019,10(18):4	PROPN
ajst-32385	192	3	-	-	PUNCT
ajst-32385	192	4	7	7	NUM
ajst-32385	192	5	.	.	NOUN
ajst-32385	192	6	2	2	NUM
ajst-32385	192	7	image2.png	image2.png	NOUN
ajst-32385	192	8	image1.png	image1.png	PUNCT