id	sid	tid	token	lemma	pos
cana-4662	1	1	communications	communication	NOUN
cana-4662	1	2	on	on	ADP
cana-4662	1	3	applied	apply	VERB
cana-4662	1	4	nonlinear	nonlinear	ADJ
cana-4662	1	5	analysis	analysis	NOUN
cana-4662	1	6	issn	issn	NOUN
cana-4662	1	7	:	:	PUNCT
cana-4662	1	8	1074	1074	NUM
cana-4662	1	9	-	-	PUNCT
cana-4662	1	10	133x	133x	NUM
cana-4662	1	11	vol	vol	VERB
cana-4662	1	12	32	32	NUM
cana-4662	1	13	no	no	NOUN
cana-4662	1	14	.	.	PUNCT
cana-4662	2	1	10s	10	NOUN
cana-4662	2	2	(	(	PUNCT
cana-4662	2	3	2025	2025	NUM
cana-4662	2	4	)	)	PUNCT
cana-4662	2	5	40	40	NUM
cana-4662	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	2	7	machine	machine	NOUN
cana-4662	2	8	learning	learning	NOUN
cana-4662	2	9	-	-	PUNCT
cana-4662	2	10	based	base	VERB
cana-4662	2	11	data	data	NOUN
cana-4662	2	12	strategies	strategy	NOUN
cana-4662	2	13	in	in	ADP
cana-4662	2	14	automotive	automotive	ADJ
cana-4662	2	15	after	after	ADP
cana-4662	2	16	-	-	PUNCT
cana-4662	2	17	sales	sale	NOUN
cana-4662	2	18	services	service	NOUN
cana-4662	2	19	:	:	PUNCT
cana-4662	2	20	systematic	systematic	ADJ
cana-4662	2	21	literature	literature	PROPN
cana-4662	2	22	review	review	PROPN
cana-4662	2	23	yuly	yuly	ADV
cana-4662	2	24	kridiawan	kridiawan	PROPN
cana-4662	2	25	1	1	NUM
cana-4662	2	26	,	,	PUNCT
cana-4662	2	27	harco	harco	PROPN
cana-4662	2	28	leslie	leslie	PROPN
cana-4662	2	29	hendric	hendric	PROPN
cana-4662	2	30	spits	spit	VERB
cana-4662	2	31	warnars	warnar	NOUN
cana-4662	2	32	1	1	NUM
cana-4662	2	33	,	,	PUNCT
cana-4662	2	34	harjanto	harjanto	PROPN
cana-4662	2	35	prabowo	prabowo	NOUN
cana-4662	2	36	2	2	NUM
cana-4662	2	37	,	,	PUNCT
cana-4662	2	38	and	and	CCONJ
cana-4662	2	39	sfenrianto	sfenrianto	NOUN
cana-4662	2	40	3	3	NUM
cana-4662	2	41	1	1	NUM
cana-4662	2	42	computer	computer	NOUN
cana-4662	2	43	science	science	NOUN
cana-4662	2	44	department	department	PROPN
cana-4662	2	45	,	,	PUNCT
cana-4662	2	46	binus	binus	ADJ
cana-4662	2	47	graduate	graduate	NOUN
cana-4662	2	48	program	program	NOUN
cana-4662	2	49	doctor	doctor	NOUN
cana-4662	2	50	of	of	ADP
cana-4662	2	51	computer	computer	NOUN
cana-4662	2	52	science	science	NOUN
cana-4662	2	53	,	,	PUNCT
cana-4662	2	54	bina	bina	PROPN
cana-4662	2	55	nusantara	nusantara	PROPN
cana-4662	2	56	university	university	PROPN
cana-4662	2	57	,	,	PUNCT
cana-4662	2	58	jakarta	jakarta	PROPN
cana-4662	2	59	,	,	PUNCT
cana-4662	2	60	indonesia	indonesia	PROPN
cana-4662	2	61	.	.	PUNCT
cana-4662	3	1	{	{	PUNCT
cana-4662	3	2	yuly.kridiawan	yuly.kridiawan	NOUN
cana-4662	3	3	,	,	PUNCT
cana-4662	3	4	spits.hendric}@binus.ac.id	spits.hendric}@binus.ac.id	PROPN
cana-4662	3	5	2	2	NUM
cana-4662	3	6	management	management	NOUN
cana-4662	3	7	department	department	NOUN
cana-4662	3	8	,	,	PUNCT
cana-4662	3	9	binus	binus	NOUN
cana-4662	3	10	business	business	NOUN
cana-4662	3	11	school	school	NOUN
cana-4662	3	12	undergraduate	undergraduate	NOUN
cana-4662	3	13	program	program	NOUN
cana-4662	3	14	bina	bina	PROPN
cana-4662	3	15	nusantara	nusantara	PROPN
cana-4662	3	16	university	university	PROPN
cana-4662	3	17	,	,	PUNCT
cana-4662	3	18	jakarta	jakarta	PROPN
cana-4662	3	19	,	,	PUNCT
cana-4662	3	20	indonesia	indonesia	PROPN
cana-4662	3	21	.	.	PUNCT
cana-4662	4	1	harprabowo@binus.edu	harprabowo@binus.edu	PROPN
cana-4662	4	2	3	3	NUM
cana-4662	4	3	information	information	NOUN
cana-4662	4	4	systems	systems	PROPN
cana-4662	4	5	management	management	PROPN
cana-4662	4	6	department	department	PROPN
cana-4662	4	7	,	,	PUNCT
cana-4662	4	8	binus	binus	ADJ
cana-4662	4	9	graduate	graduate	NOUN
cana-4662	4	10	program	program	NOUN
cana-4662	4	11	–	–	PUNCT
cana-4662	4	12	master	master	NOUN
cana-4662	4	13	of	of	ADP
cana-4662	4	14	information	information	NOUN
cana-4662	4	15	systems	system	NOUN
cana-4662	4	16	management	management	NOUN
cana-4662	4	17	,	,	PUNCT
cana-4662	4	18	bina	bina	PROPN
cana-4662	4	19	nusantara	nusantara	PROPN
cana-4662	4	20	university	university	PROPN
cana-4662	4	21	,	,	PUNCT
cana-4662	4	22	jakarta	jakarta	PROPN
cana-4662	4	23	,	,	PUNCT
cana-4662	4	24	indonesia	indonesia	PROPN
cana-4662	4	25	.	.	PUNCT
cana-4662	5	1	sfenrianto@binus.edu	sfenrianto@binus.edu	PROPN
cana-4662	5	2	article	article	NOUN
cana-4662	5	3	history	history	NOUN
cana-4662	5	4	:	:	PUNCT
cana-4662	5	5	received	receive	VERB
cana-4662	5	6	:	:	PUNCT
cana-4662	5	7	12	12	NUM
cana-4662	5	8	-	-	SYM
cana-4662	5	9	01	01	NUM
cana-4662	5	10	-	-	PUNCT
cana-4662	5	11	2025	2025	NUM
cana-4662	5	12	revised	revise	VERB
cana-4662	5	13	:	:	PUNCT
cana-4662	5	14	15	15	NUM
cana-4662	5	15	-	-	NUM
cana-4662	5	16	02	02	NUM
cana-4662	5	17	-	-	PUNCT
cana-4662	5	18	2025	2025	NUM
cana-4662	5	19	accepted	accept	VERB
cana-4662	5	20	:	:	PUNCT
cana-4662	5	21	01	01	NUM
cana-4662	5	22	-	-	SYM
cana-4662	5	23	03	03	NUM
cana-4662	5	24	-	-	PUNCT
cana-4662	5	25	2025	2025	NUM
cana-4662	5	26	abstract	abstract	NOUN
cana-4662	5	27	:	:	PUNCT
cana-4662	5	28	this	this	DET
cana-4662	5	29	study	study	NOUN
cana-4662	5	30	presents	present	VERB
cana-4662	5	31	a	a	DET
cana-4662	5	32	systematic	systematic	ADJ
cana-4662	5	33	review	review	NOUN
cana-4662	5	34	on	on	ADP
cana-4662	5	35	machine	machine	NOUN
cana-4662	5	36	learning	learning	NOUN
cana-4662	5	37	-	-	PUNCT
cana-4662	5	38	based	base	VERB
cana-4662	5	39	data	data	NOUN
cana-4662	5	40	strategies	strategy	NOUN
cana-4662	5	41	available	available	ADJ
cana-4662	5	42	in	in	ADP
cana-4662	5	43	the	the	DET
cana-4662	5	44	automobile	automobile	NOUN
cana-4662	5	45	after	after	ADP
cana-4662	5	46	-	-	PUNCT
cana-4662	5	47	sales	sales	NOUN
cana-4662	5	48	service	service	NOUN
cana-4662	5	49	research	research	NOUN
cana-4662	5	50	area	area	NOUN
cana-4662	5	51	to	to	PART
cana-4662	5	52	offer	offer	VERB
cana-4662	5	53	insights	insight	NOUN
cana-4662	5	54	about	about	ADP
cana-4662	5	55	currently	currently	ADV
cana-4662	5	56	published	publish	VERB
cana-4662	5	57	studies	study	NOUN
cana-4662	5	58	,	,	PUNCT
cana-4662	5	59	their	their	PRON
cana-4662	5	60	predominant	predominant	ADJ
cana-4662	5	61	trends	trend	NOUN
cana-4662	5	62	,	,	PUNCT
cana-4662	5	63	related	related	ADJ
cana-4662	5	64	challenges	challenge	NOUN
cana-4662	5	65	and	and	CCONJ
cana-4662	5	66	their	their	PRON
cana-4662	5	67	future	future	ADJ
cana-4662	5	68	directions	direction	NOUN
cana-4662	5	69	.	.	PUNCT
cana-4662	6	1	using	use	VERB
cana-4662	6	2	systematic	systematic	ADJ
cana-4662	6	3	literature	literature	NOUN
cana-4662	6	4	review	review	NOUN
cana-4662	6	5	(	(	PUNCT
cana-4662	6	6	slr	slr	X
cana-4662	6	7	)	)	PUNCT
cana-4662	6	8	methodology	methodology	NOUN
cana-4662	6	9	,	,	PUNCT
cana-4662	6	10	508	508	NUM
cana-4662	6	11	articles	article	NOUN
cana-4662	6	12	were	be	AUX
cana-4662	6	13	initially	initially	ADV
cana-4662	6	14	sourced	source	VERB
cana-4662	6	15	from	from	ADP
cana-4662	6	16	scopus	scopus	PROPN
cana-4662	6	17	,	,	PUNCT
cana-4662	6	18	with	with	ADP
cana-4662	6	19	23	23	NUM
cana-4662	6	20	articles	article	NOUN
cana-4662	6	21	selected	select	VERB
cana-4662	6	22	as	as	ADP
cana-4662	6	23	meeting	meet	VERB
cana-4662	6	24	the	the	DET
cana-4662	6	25	inclusion	inclusion	NOUN
cana-4662	6	26	criteria	criterion	NOUN
cana-4662	6	27	for	for	ADP
cana-4662	6	28	deeper	deep	ADJ
cana-4662	6	29	analysis	analysis	NOUN
cana-4662	6	30	.	.	PUNCT
cana-4662	7	1	this	this	DET
cana-4662	7	2	paper	paper	NOUN
cana-4662	7	3	aims	aim	VERB
cana-4662	7	4	to	to	PART
cana-4662	7	5	look	look	VERB
cana-4662	7	6	into	into	ADP
cana-4662	7	7	machine	machine	NOUN
cana-4662	7	8	learning	learn	VERB
cana-4662	7	9	making	make	VERB
cana-4662	7	10	methods	method	NOUN
cana-4662	7	11	and	and	CCONJ
cana-4662	7	12	tools	tool	NOUN
cana-4662	7	13	,	,	PUNCT
cana-4662	7	14	datasets	dataset	NOUN
cana-4662	7	15	and	and	CCONJ
cana-4662	7	16	their	their	PRON
cana-4662	7	17	applicability	applicability	NOUN
cana-4662	7	18	in	in	ADP
cana-4662	7	19	fostering	foster	VERB
cana-4662	7	20	data	data	NOUN
cana-4662	7	21	strategies	strategy	NOUN
cana-4662	7	22	for	for	ADP
cana-4662	7	23	after	after	ADP
cana-4662	7	24	sales	sale	NOUN
cana-4662	7	25	service	service	NOUN
cana-4662	7	26	.	.	PUNCT
cana-4662	8	1	results	result	NOUN
cana-4662	8	2	show	show	VERB
cana-4662	8	3	that	that	SCONJ
cana-4662	8	4	supervised	supervise	VERB
cana-4662	8	5	learning	learning	NOUN
cana-4662	8	6	techniques	technique	NOUN
cana-4662	8	7	such	such	ADJ
cana-4662	8	8	as	as	ADP
cana-4662	8	9	support	support	NOUN
cana-4662	8	10	vector	vector	NOUN
cana-4662	8	11	machines	machine	NOUN
cana-4662	8	12	,	,	PUNCT
cana-4662	8	13	random	random	ADJ
cana-4662	8	14	forests	forest	NOUN
cana-4662	8	15	and	and	CCONJ
cana-4662	8	16	neural	neural	ADJ
cana-4662	8	17	networks	network	NOUN
cana-4662	8	18	are	be	AUX
cana-4662	8	19	especially	especially	ADV
cana-4662	8	20	useful	useful	ADJ
cana-4662	8	21	for	for	ADP
cana-4662	8	22	predictive	predictive	ADJ
cana-4662	8	23	maintenance	maintenance	NOUN
cana-4662	8	24	and	and	CCONJ
cana-4662	8	25	demand	demand	NOUN
cana-4662	8	26	forecasting	forecasting	NOUN
cana-4662	8	27	.	.	PUNCT
cana-4662	9	1	on	on	ADP
cana-4662	9	2	the	the	DET
cana-4662	9	3	other	other	ADJ
cana-4662	9	4	hand	hand	NOUN
cana-4662	9	5	,	,	PUNCT
cana-4662	9	6	it	it	PRON
cana-4662	9	7	is	be	AUX
cana-4662	9	8	utilized	utilize	VERB
cana-4662	9	9	on	on	ADP
cana-4662	9	10	data	datum	NOUN
cana-4662	9	11	without	without	ADP
cana-4662	9	12	labeled	label	VERB
cana-4662	9	13	output	output	NOUN
cana-4662	9	14	by	by	ADP
cana-4662	9	15	unsupervised	unsupervised	ADJ
cana-4662	9	16	and	and	CCONJ
cana-4662	9	17	reinforcement	reinforcement	NOUN
cana-4662	9	18	learning	learning	NOUN
cana-4662	9	19	for	for	ADP
cana-4662	9	20	anomaly	anomaly	NOUN
cana-4662	9	21	detection	detection	NOUN
cana-4662	9	22	and	and	CCONJ
cana-4662	9	23	decision	decision	NOUN
cana-4662	9	24	making	make	VERB
cana-4662	9	25	too	too	ADV
cana-4662	9	26	.	.	PUNCT
cana-4662	10	1	this	this	PRON
cana-4662	10	2	also	also	ADV
cana-4662	10	3	contributes	contribute	VERB
cana-4662	10	4	towards	towards	ADP
cana-4662	10	5	enhanced	enhanced	ADJ
cana-4662	10	6	efficiency	efficiency	NOUN
cana-4662	10	7	,	,	PUNCT
cana-4662	10	8	better	well	ADJ
cana-4662	10	9	utilization	utilization	NOUN
cana-4662	10	10	of	of	ADP
cana-4662	10	11	resources	resource	NOUN
cana-4662	10	12	,	,	PUNCT
cana-4662	10	13	and	and	CCONJ
cana-4662	10	14	higher	high	ADJ
cana-4662	10	15	overall	overall	ADJ
cana-4662	10	16	customer	customer	NOUN
cana-4662	10	17	satisfaction	satisfaction	NOUN
cana-4662	10	18	in	in	ADP
cana-4662	10	19	automotive	automotive	ADJ
cana-4662	10	20	after	after	ADP
cana-4662	10	21	-	-	PUNCT
cana-4662	10	22	sales	sale	NOUN
cana-4662	10	23	services	service	NOUN
cana-4662	10	24	through	through	ADP
cana-4662	10	25	deep	deep	ADJ
cana-4662	10	26	learning	learning	NOUN
cana-4662	10	27	via	via	ADP
cana-4662	10	28	tensorflow	tensorflow	NOUN
cana-4662	10	29	,	,	PUNCT
cana-4662	10	30	keras	keras	PROPN
cana-4662	10	31	,	,	PUNCT
cana-4662	10	32	and	and	CCONJ
cana-4662	10	33	matlab	matlab	PROPN
cana-4662	10	34	,	,	PUNCT
cana-4662	10	35	along	along	ADP
cana-4662	10	36	with	with	ADP
cana-4662	10	37	diverse	diverse	ADJ
cana-4662	10	38	data	datum	NOUN
cana-4662	10	39	sets	set	NOUN
cana-4662	10	40	.	.	PUNCT
cana-4662	11	1	the	the	DET
cana-4662	11	2	elevated	elevated	ADJ
cana-4662	11	3	application	application	NOUN
cana-4662	11	4	of	of	ADP
cana-4662	11	5	the	the	DET
cana-4662	11	6	ways	way	NOUN
cana-4662	11	7	to	to	PART
cana-4662	11	8	manipulate	manipulate	VERB
cana-4662	11	9	data	datum	NOUN
cana-4662	11	10	aspire	aspire	NOUN
cana-4662	11	11	for	for	ADP
cana-4662	11	12	a	a	DET
cana-4662	11	13	better	well	ADJ
cana-4662	11	14	approach	approach	NOUN
cana-4662	11	15	to	to	PART
cana-4662	11	16	achieve	achieve	VERB
cana-4662	11	17	increasing	increase	VERB
cana-4662	11	18	operational	operational	ADJ
cana-4662	11	19	efficiency	efficiency	NOUN
cana-4662	11	20	,	,	PUNCT
cana-4662	11	21	improved	improve	VERB
cana-4662	11	22	customer	customer	NOUN
cana-4662	11	23	satisfaction	satisfaction	NOUN
cana-4662	11	24	and	and	CCONJ
cana-4662	11	25	agile	agile	ADJ
cana-4662	11	26	solutions	solution	NOUN
cana-4662	11	27	in	in	ADP
cana-4662	11	28	real	real	ADJ
cana-4662	11	29	-	-	PUNCT
cana-4662	11	30	time	time	NOUN
cana-4662	11	31	.	.	PUNCT
cana-4662	12	1	variety	variety	NOUN
cana-4662	12	2	of	of	ADP
cana-4662	12	3	data	data	PROPN
cana-4662	12	4	,	,	PUNCT
cana-4662	12	5	privacy	privacy	NOUN
cana-4662	12	6	challenges	challenge	NOUN
cana-4662	12	7	and	and	CCONJ
cana-4662	12	8	a	a	DET
cana-4662	12	9	lack	lack	NOUN
cana-4662	12	10	of	of	ADP
cana-4662	12	11	better	well	ADJ
cana-4662	12	12	standards	standard	NOUN
cana-4662	12	13	,	,	PUNCT
cana-4662	12	14	however	however	ADV
cana-4662	12	15	,	,	PUNCT
cana-4662	12	16	are	be	AUX
cana-4662	12	17	limiting	limit	VERB
cana-4662	12	18	wider	wide	ADJ
cana-4662	12	19	usage	usage	NOUN
cana-4662	12	20	.	.	PUNCT
cana-4662	13	1	further	further	ADJ
cana-4662	13	2	studies	study	NOUN
cana-4662	13	3	in	in	ADP
cana-4662	13	4	particular	particular	ADJ
cana-4662	13	5	concerning	concern	VERB
cana-4662	13	6	real	real	ADJ
cana-4662	13	7	-	-	PUNCT
cana-4662	13	8	time	time	NOUN
cana-4662	13	9	data	datum	NOUN
cana-4662	13	10	and	and	CCONJ
cana-4662	13	11	holistic	holistic	ADJ
cana-4662	13	12	studies	study	NOUN
cana-4662	13	13	,	,	PUNCT
cana-4662	13	14	especially	especially	ADV
cana-4662	13	15	covering	cover	VERB
cana-4662	13	16	dealers	dealer	NOUN
cana-4662	13	17	as	as	ADP
cana-4662	13	18	representative	representative	NOUN
cana-4662	13	19	of	of	ADP
cana-4662	13	20	after	after	ADP
cana-4662	13	21	-	-	PUNCT
cana-4662	13	22	sales	sale	NOUN
cana-4662	13	23	service	service	NOUN
cana-4662	13	24	,	,	PUNCT
cana-4662	13	25	shall	shall	AUX
cana-4662	13	26	be	be	AUX
cana-4662	13	27	at	at	ADP
cana-4662	13	28	the	the	DET
cana-4662	13	29	forefront	forefront	NOUN
cana-4662	13	30	of	of	ADP
cana-4662	13	31	future	future	ADJ
cana-4662	13	32	studies	study	NOUN
cana-4662	13	33	.	.	PUNCT
cana-4662	14	1	this	this	DET
cana-4662	14	2	study	study	NOUN
cana-4662	14	3	bridges	bridge	VERB
cana-4662	14	4	the	the	DET
cana-4662	14	5	gap	gap	NOUN
cana-4662	14	6	by	by	ADP
cana-4662	14	7	synthesizing	synthesize	VERB
cana-4662	14	8	the	the	DET
cana-4662	14	9	machine	machine	NOUN
cana-4662	14	10	learning	learn	VERB
cana-4662	14	11	applications	application	NOUN
cana-4662	14	12	in	in	ADP
cana-4662	14	13	automotive	automotive	ADJ
cana-4662	14	14	after	after	ADP
cana-4662	14	15	-	-	PUNCT
cana-4662	14	16	sales	sale	NOUN
cana-4662	14	17	services	service	NOUN
cana-4662	14	18	to	to	ADP
cana-4662	14	19	establishing	establish	VERB
cana-4662	14	20	valuable	valuable	ADJ
cana-4662	14	21	insights	insight	NOUN
cana-4662	14	22	that	that	PRON
cana-4662	14	23	will	will	AUX
cana-4662	14	24	guide	guide	VERB
cana-4662	14	25	academia	academia	NOUN
cana-4662	14	26	and	and	CCONJ
cana-4662	14	27	praxis	praxis	NOUN
cana-4662	14	28	in	in	ADP
cana-4662	14	29	applying	apply	VERB
cana-4662	14	30	more	more	ADJ
cana-4662	14	31	practices	practice	NOUN
cana-4662	14	32	and	and	CCONJ
cana-4662	14	33	methods	method	NOUN
cana-4662	14	34	based	base	VERB
cana-4662	14	35	on	on	ADP
cana-4662	14	36	data	datum	NOUN
cana-4662	14	37	and	and	CCONJ
cana-4662	14	38	prediction	prediction	NOUN
cana-4662	14	39	of	of	ADP
cana-4662	14	40	customers	customer	NOUN
cana-4662	14	41	to	to	PART
cana-4662	14	42	boost	boost	VERB
cana-4662	14	43	the	the	DET
cana-4662	14	44	sustainability	sustainability	NOUN
cana-4662	14	45	of	of	ADP
cana-4662	14	46	after	after	ADP
cana-4662	14	47	-	-	PUNCT
cana-4662	14	48	sales	sale	NOUN
cana-4662	14	49	services	service	NOUN
cana-4662	14	50	in	in	ADP
cana-4662	14	51	the	the	DET
cana-4662	14	52	automotive	automotive	ADJ
cana-4662	14	53	sector	sector	NOUN
cana-4662	14	54	.	.	PUNCT
cana-4662	15	1	keywords	keyword	NOUN
cana-4662	15	2	:	:	PUNCT
cana-4662	15	3	automotive	automotive	ADJ
cana-4662	15	4	industry	industry	NOUN
cana-4662	15	5	,	,	PUNCT
cana-4662	15	6	after	after	ADP
cana-4662	15	7	-	-	PUNCT
cana-4662	15	8	sales	sale	NOUN
cana-4662	15	9	services	service	NOUN
cana-4662	15	10	,	,	PUNCT
cana-4662	15	11	machine	machine	NOUN
cana-4662	15	12	learning	learning	NOUN
cana-4662	15	13	,	,	PUNCT
cana-4662	15	14	data	datum	NOUN
cana-4662	15	15	strategies	strategy	NOUN
cana-4662	15	16	,	,	PUNCT
cana-4662	15	17	predictive	predictive	ADJ
cana-4662	15	18	maintenance	maintenance	NOUN
cana-4662	15	19	1	1	NUM
cana-4662	15	20	.	.	PUNCT
cana-4662	16	1	introduction	introduction	NOUN
cana-4662	16	2	the	the	DET
cana-4662	16	3	automotive	automotive	ADJ
cana-4662	16	4	sector	sector	NOUN
cana-4662	16	5	continues	continue	VERB
cana-4662	16	6	to	to	PART
cana-4662	16	7	be	be	AUX
cana-4662	16	8	a	a	DET
cana-4662	16	9	key	key	ADJ
cana-4662	16	10	contributor	contributor	NOUN
cana-4662	16	11	to	to	ADP
cana-4662	16	12	the	the	DET
cana-4662	16	13	global	global	ADJ
cana-4662	16	14	economy	economy	NOUN
cana-4662	16	15	,	,	PUNCT
cana-4662	16	16	adding	add	VERB
cana-4662	16	17	to	to	ADP
cana-4662	16	18	both	both	PRON
cana-4662	16	19	gross	gross	ADJ
cana-4662	16	20	domestic	domestic	ADJ
cana-4662	16	21	product	product	NOUN
cana-4662	16	22	and	and	CCONJ
cana-4662	16	23	jobs	job	NOUN
cana-4662	16	24	.	.	PUNCT
cana-4662	17	1	in	in	ADP
cana-4662	17	2	fact	fact	NOUN
cana-4662	17	3	,	,	PUNCT
cana-4662	17	4	over	over	ADP
cana-4662	17	5	the	the	DET
cana-4662	17	6	last	last	ADJ
cana-4662	17	7	few	few	ADJ
cana-4662	17	8	decades	decade	NOUN
cana-4662	17	9	,	,	PUNCT
cana-4662	17	10	the	the	DET
cana-4662	17	11	industry	industry	NOUN
cana-4662	17	12	has	have	AUX
cana-4662	17	13	seen	see	VERB
cana-4662	17	14	a	a	DET
cana-4662	17	15	metamorphosis	metamorphosis	NOUN
cana-4662	17	16	due	due	ADP
cana-4662	17	17	to	to	ADP
cana-4662	17	18	many	many	ADJ
cana-4662	17	19	factors	factor	NOUN
cana-4662	17	20	including	include	VERB
cana-4662	17	21	the	the	DET
cana-4662	17	22	covid-19	covid-19	PROPN
cana-4662	17	23	pandemic	pandemic	NOUN
cana-4662	17	24	and	and	CCONJ
cana-4662	17	25	the	the	DET
cana-4662	17	26	shift	shift	NOUN
cana-4662	17	27	towards	towards	ADP
cana-4662	17	28	electrification[1	electrification[1	PROPN
cana-4662	17	29	]	]	PUNCT
cana-4662	17	30	.	.	PUNCT
cana-4662	18	1	these	these	DET
cana-4662	18	2	changes	change	NOUN
cana-4662	18	3	create	create	VERB
cana-4662	18	4	new	new	ADJ
cana-4662	18	5	challenges	challenge	NOUN
cana-4662	18	6	to	to	ADP
cana-4662	18	7	automotive	automotive	ADJ
cana-4662	18	8	manufacturers	manufacturer	NOUN
cana-4662	18	9	from	from	ADP
cana-4662	18	10	all	all	ADV
cana-4662	18	11	around	around	ADP
cana-4662	18	12	the	the	DET
cana-4662	18	13	world	world	NOUN
cana-4662	18	14	,	,	PUNCT
cana-4662	18	15	not	not	PART
cana-4662	18	16	only	only	ADV
cana-4662	18	17	while	while	SCONJ
cana-4662	18	18	communications	communication	NOUN
cana-4662	18	19	on	on	ADP
cana-4662	18	20	applied	apply	VERB
cana-4662	18	21	nonlinear	nonlinear	ADJ
cana-4662	18	22	analysis	analysis	NOUN
cana-4662	18	23	issn	issn	NOUN
cana-4662	18	24	:	:	PUNCT
cana-4662	18	25	1074	1074	NUM
cana-4662	18	26	-	-	PUNCT
cana-4662	18	27	133x	133x	NUM
cana-4662	18	28	vol	vol	VERB
cana-4662	18	29	32	32	NUM
cana-4662	18	30	no	no	NOUN
cana-4662	18	31	.	.	PUNCT
cana-4662	19	1	10s	10	NOUN
cana-4662	19	2	(	(	PUNCT
cana-4662	19	3	2025	2025	NUM
cana-4662	19	4	)	)	PUNCT
cana-4662	19	5	41	41	NUM
cana-4662	19	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	19	7	dealing	deal	VERB
cana-4662	19	8	with	with	ADP
cana-4662	19	9	the	the	DET
cana-4662	19	10	volatility	volatility	NOUN
cana-4662	19	11	of	of	ADP
cana-4662	19	12	new	new	ADJ
cana-4662	19	13	vehicle	vehicle	NOUN
cana-4662	19	14	sales	sale	NOUN
cana-4662	19	15	while	while	SCONJ
cana-4662	19	16	having	have	VERB
cana-4662	19	17	to	to	PART
cana-4662	19	18	face	face	VERB
cana-4662	19	19	falling	fall	VERB
cana-4662	19	20	margins	margin	NOUN
cana-4662	19	21	,	,	PUNCT
cana-4662	19	22	but	but	CCONJ
cana-4662	19	23	also	also	ADV
cana-4662	19	24	while	while	SCONJ
cana-4662	19	25	having	have	VERB
cana-4662	19	26	to	to	PART
cana-4662	19	27	cope	cope	VERB
cana-4662	19	28	with	with	ADP
cana-4662	19	29	the	the	DET
cana-4662	19	30	growing	grow	VERB
cana-4662	19	31	complexity	complexity	NOUN
cana-4662	19	32	of	of	ADP
cana-4662	19	33	vehicles	vehicle	NOUN
cana-4662	19	34	and	and	CCONJ
cana-4662	19	35	changing	change	VERB
cana-4662	19	36	customer	customer	NOUN
cana-4662	19	37	expectations	expectation	NOUN
cana-4662	19	38	.	.	PUNCT
cana-4662	20	1	consequently	consequently	ADV
cana-4662	20	2	,	,	PUNCT
cana-4662	20	3	automobile	automobile	NOUN
cana-4662	20	4	manufacturers	manufacturer	NOUN
cana-4662	20	5	have	have	AUX
cana-4662	20	6	been	be	AUX
cana-4662	20	7	focusing	focus	VERB
cana-4662	20	8	on	on	ADP
cana-4662	20	9	the	the	DET
cana-4662	20	10	more	more	ADV
cana-4662	20	11	resilient	resilient	ADJ
cana-4662	20	12	and	and	CCONJ
cana-4662	20	13	a	a	DET
cana-4662	20	14	major	major	ADJ
cana-4662	20	15	revenue	revenue	NOUN
cana-4662	20	16	and	and	CCONJ
cana-4662	20	17	client	client	NOUN
cana-4662	20	18	retention	retention	NOUN
cana-4662	20	19	contributor	contributor	NOUN
cana-4662	20	20	avenue	avenue	PROPN
cana-4662	20	21	of	of	ADP
cana-4662	20	22	after	after	ADP
cana-4662	20	23	-	-	PUNCT
cana-4662	20	24	sales	sale	NOUN
cana-4662	20	25	services	service	NOUN
cana-4662	20	26	.	.	PUNCT
cana-4662	21	1	automotive	automotive	ADJ
cana-4662	21	2	after	after	ADP
cana-4662	21	3	-	-	PUNCT
cana-4662	21	4	sales	sale	NOUN
cana-4662	21	5	service	service	NOUN
cana-4662	21	6	has	have	AUX
cana-4662	21	7	seen	see	VERB
cana-4662	21	8	a	a	DET
cana-4662	21	9	transition	transition	NOUN
cana-4662	21	10	over	over	ADP
cana-4662	21	11	the	the	DET
cana-4662	21	12	years	year	NOUN
cana-4662	21	13	that	that	PRON
cana-4662	21	14	has	have	AUX
cana-4662	21	15	led	lead	VERB
cana-4662	21	16	to	to	ADP
cana-4662	21	17	the	the	DET
cana-4662	21	18	emergence	emergence	NOUN
cana-4662	21	19	of	of	ADP
cana-4662	21	20	several	several	ADJ
cana-4662	21	21	innovative	innovative	ADJ
cana-4662	21	22	data	data	NOUN
cana-4662	21	23	-	-	PUNCT
cana-4662	21	24	driven	drive	VERB
cana-4662	21	25	strategies	strategy	NOUN
cana-4662	21	26	to	to	PART
cana-4662	21	27	improve	improve	VERB
cana-4662	21	28	efficiency	efficiency	NOUN
cana-4662	21	29	and	and	CCONJ
cana-4662	21	30	customer	customer	NOUN
cana-4662	21	31	-	-	PUNCT
cana-4662	21	32	centeredness	centeredness	NOUN
cana-4662	21	33	.	.	PUNCT
cana-4662	22	1	faced	face	VERB
cana-4662	22	2	with	with	ADP
cana-4662	22	3	these	these	DET
cana-4662	22	4	challenges	challenge	NOUN
cana-4662	22	5	,	,	PUNCT
cana-4662	22	6	automotive	automotive	ADJ
cana-4662	22	7	manufacturers	manufacturer	NOUN
cana-4662	22	8	have	have	AUX
cana-4662	22	9	turned	turn	VERB
cana-4662	22	10	their	their	PRON
cana-4662	22	11	attention	attention	NOUN
cana-4662	22	12	to	to	ADP
cana-4662	22	13	after	after	ADP
cana-4662	22	14	-	-	PUNCT
cana-4662	22	15	sales	sale	NOUN
cana-4662	22	16	service	service	NOUN
cana-4662	22	17	,	,	PUNCT
cana-4662	22	18	which	which	PRON
cana-4662	22	19	has	have	AUX
cana-4662	22	20	proven	prove	VERB
cana-4662	22	21	to	to	PART
cana-4662	22	22	be	be	AUX
cana-4662	22	23	more	more	ADJ
cana-4662	22	24	recession	recession	NOUN
cana-4662	22	25	-	-	PUNCT
cana-4662	22	26	resistant	resistant	ADJ
cana-4662	22	27	and	and	CCONJ
cana-4662	22	28	a	a	DET
cana-4662	22	29	key	key	ADJ
cana-4662	22	30	contributor	contributor	NOUN
cana-4662	22	31	to	to	ADP
cana-4662	22	32	maintaining	maintain	VERB
cana-4662	22	33	customer	customer	NOUN
cana-4662	22	34	loyalty	loyalty	NOUN
cana-4662	22	35	.	.	PUNCT
cana-4662	23	1	data	data	NOUN
cana-4662	23	2	-	-	PUNCT
cana-4662	23	3	driven	drive	VERB
cana-4662	23	4	strategies	strategy	NOUN
cana-4662	23	5	and	and	CCONJ
cana-4662	23	6	the	the	DET
cana-4662	23	7	application	application	NOUN
cana-4662	23	8	of	of	ADP
cana-4662	23	9	technologies	technology	NOUN
cana-4662	23	10	such	such	ADJ
cana-4662	23	11	as	as	ADP
cana-4662	23	12	machine	machine	NOUN
cana-4662	23	13	learning	learning	NOUN
cana-4662	23	14	are	be	AUX
cana-4662	23	15	considered	consider	VERB
cana-4662	23	16	crucial	crucial	ADJ
cana-4662	23	17	in	in	ADP
cana-4662	23	18	improving	improve	VERB
cana-4662	23	19	the	the	DET
cana-4662	23	20	efficiency	efficiency	NOUN
cana-4662	23	21	and	and	CCONJ
cana-4662	23	22	quality	quality	NOUN
cana-4662	23	23	of	of	ADP
cana-4662	23	24	after	after	ADP
cana-4662	23	25	-	-	PUNCT
cana-4662	23	26	sales	sale	NOUN
cana-4662	23	27	services	service	NOUN
cana-4662	23	28	.	.	PUNCT
cana-4662	24	1	this	this	PRON
cana-4662	24	2	leads	lead	VERB
cana-4662	24	3	automotive	automotive	ADJ
cana-4662	24	4	manufacturers	manufacturer	NOUN
cana-4662	24	5	to	to	PART
cana-4662	24	6	turn	turn	VERB
cana-4662	24	7	to	to	ADP
cana-4662	24	8	after	after	ADP
cana-4662	24	9	-	-	PUNCT
cana-4662	24	10	sales	sale	NOUN
cana-4662	24	11	service	service	NOUN
cana-4662	24	12	that	that	PRON
cana-4662	24	13	has	have	AUX
cana-4662	24	14	become	become	VERB
cana-4662	24	15	a	a	DET
cana-4662	24	16	key	key	ADJ
cana-4662	24	17	contributor	contributor	NOUN
cana-4662	24	18	to	to	PART
cana-4662	24	19	improved	improve	VERB
cana-4662	24	20	loyalty	loyalty	NOUN
cana-4662	24	21	with	with	ADP
cana-4662	24	22	far	far	ADV
cana-4662	24	23	greater	great	ADJ
cana-4662	24	24	recession	recession	NOUN
cana-4662	24	25	resistance	resistance	NOUN
cana-4662	24	26	.	.	PUNCT
cana-4662	25	1	so	so	ADV
cana-4662	25	2	improving	improve	VERB
cana-4662	25	3	the	the	DET
cana-4662	25	4	efficiency	efficiency	NOUN
cana-4662	25	5	and	and	CCONJ
cana-4662	25	6	quality	quality	NOUN
cana-4662	25	7	of	of	ADP
cana-4662	25	8	after	after	SCONJ
cana-4662	25	9	sales	sale	NOUN
cana-4662	25	10	services	service	NOUN
cana-4662	25	11	is	be	AUX
cana-4662	25	12	regarded	regard	VERB
cana-4662	25	13	as	as	ADP
cana-4662	25	14	being	be	AUX
cana-4662	25	15	feasible	feasible	ADJ
cana-4662	25	16	with	with	ADP
cana-4662	25	17	data	data	NOUN
cana-4662	25	18	-	-	PUNCT
cana-4662	25	19	driven	drive	VERB
cana-4662	25	20	strategies	strategy	NOUN
cana-4662	25	21	and	and	CCONJ
cana-4662	25	22	application	application	NOUN
cana-4662	25	23	of	of	ADP
cana-4662	25	24	technologies	technology	NOUN
cana-4662	25	25	such	such	ADJ
cana-4662	25	26	as	as	ADP
cana-4662	25	27	machine	machine	NOUN
cana-4662	25	28	learning	learning	NOUN
cana-4662	25	29	.	.	PUNCT
cana-4662	26	1	serving	serve	VERB
cana-4662	26	2	this	this	PRON
cana-4662	26	3	up	up	ADP
cana-4662	26	4	is	be	AUX
cana-4662	26	5	not	not	PART
cana-4662	26	6	only	only	ADV
cana-4662	26	7	significant	significant	ADJ
cana-4662	26	8	for	for	ADP
cana-4662	26	9	customer	customer	NOUN
cana-4662	26	10	retention	retention	NOUN
cana-4662	26	11	in	in	ADP
cana-4662	26	12	order	order	NOUN
cana-4662	26	13	to	to	PART
cana-4662	26	14	produce	produce	VERB
cana-4662	26	15	profit	profit	NOUN
cana-4662	26	16	per	per	ADP
cana-4662	26	17	customer	customer	NOUN
cana-4662	26	18	,	,	PUNCT
cana-4662	26	19	it	it	PRON
cana-4662	26	20	is	be	AUX
cana-4662	26	21	also	also	ADV
cana-4662	26	22	an	an	DET
cana-4662	26	23	innate	innate	ADJ
cana-4662	26	24	requirement	requirement	NOUN
cana-4662	26	25	of	of	ADP
cana-4662	26	26	the	the	DET
cana-4662	26	27	automotive	automotive	ADJ
cana-4662	26	28	sector	sector	NOUN
cana-4662	26	29	,	,	PUNCT
cana-4662	26	30	as	as	SCONJ
cana-4662	26	31	most	most	ADJ
cana-4662	26	32	of	of	ADP
cana-4662	26	33	these	these	DET
cana-4662	26	34	after	after	ADP
cana-4662	26	35	-	-	PUNCT
cana-4662	26	36	sales	sale	NOUN
cana-4662	26	37	services	service	NOUN
cana-4662	26	38	,	,	PUNCT
cana-4662	26	39	such	such	ADJ
cana-4662	26	40	as	as	ADP
cana-4662	26	41	repairs	repair	NOUN
cana-4662	26	42	,	,	PUNCT
cana-4662	26	43	maintenance	maintenance	NOUN
cana-4662	26	44	,	,	PUNCT
cana-4662	26	45	parts	part	NOUN
cana-4662	26	46	sales	sale	NOUN
cana-4662	26	47	and	and	CCONJ
cana-4662	26	48	much	much	ADV
cana-4662	26	49	more	more	ADJ
cana-4662	26	50	,	,	PUNCT
cana-4662	26	51	can	can	AUX
cana-4662	26	52	only	only	ADV
cana-4662	26	53	be	be	AUX
cana-4662	26	54	handled	handle	VERB
cana-4662	26	55	by	by	ADP
cana-4662	26	56	willing	willing	ADJ
cana-4662	26	57	suppliers	supplier	NOUN
cana-4662	26	58	automotive	automotive	ADJ
cana-4662	26	59	manufactures	manufacture	NOUN
cana-4662	26	60	have	have	VERB
cana-4662	26	61	to	to	PART
cana-4662	26	62	rely	rely	VERB
cana-4662	26	63	on	on	ADP
cana-4662	26	64	.	.	PUNCT
cana-4662	27	1	according	accord	VERB
cana-4662	27	2	to	to	ADP
cana-4662	27	3	[	[	X
cana-4662	27	4	2	2	NUM
cana-4662	27	5	]	]	PUNCT
cana-4662	27	6	report	report	NOUN
cana-4662	27	7	from	from	ADP
cana-4662	27	8	allied	ally	VERB
cana-4662	27	9	market	market	NOUN
cana-4662	27	10	research	research	NOUN
cana-4662	27	11	the	the	DET
cana-4662	27	12	global	global	ADJ
cana-4662	27	13	automotive	automotive	ADJ
cana-4662	27	14	aftermarket	aftermarket	NOUN
cana-4662	27	15	was	be	AUX
cana-4662	27	16	valued	value	VERB
cana-4662	27	17	at	at	ADP
cana-4662	27	18	$	$	SYM
cana-4662	27	19	438.7	438.7	NUM
cana-4662	27	20	billion	billion	NUM
cana-4662	27	21	in	in	ADP
cana-4662	27	22	2021	2021	NUM
cana-4662	27	23	,	,	PUNCT
cana-4662	27	24	and	and	CCONJ
cana-4662	27	25	is	be	AUX
cana-4662	27	26	projected	project	VERB
cana-4662	27	27	to	to	PART
cana-4662	27	28	reach	reach	VERB
cana-4662	27	29	$	$	SYM
cana-4662	27	30	828.2	828.2	NUM
cana-4662	27	31	billion	billion	NUM
cana-4662	27	32	by	by	ADP
cana-4662	27	33	2031	2031	NUM
cana-4662	27	34	,	,	PUNCT
cana-4662	27	35	highlighting	highlight	VERB
cana-4662	27	36	the	the	DET
cana-4662	27	37	critical	critical	ADJ
cana-4662	27	38	importance	importance	NOUN
cana-4662	27	39	of	of	ADP
cana-4662	27	40	leveraging	leverage	VERB
cana-4662	27	41	advanced	advanced	ADJ
cana-4662	27	42	technologies	technology	NOUN
cana-4662	27	43	to	to	PART
cana-4662	27	44	optimize	optimize	VERB
cana-4662	27	45	service	service	NOUN
cana-4662	27	46	delivery	delivery	NOUN
cana-4662	27	47	,	,	PUNCT
cana-4662	27	48	reduce	reduce	VERB
cana-4662	27	49	costs	cost	NOUN
cana-4662	27	50	,	,	PUNCT
cana-4662	27	51	and	and	CCONJ
cana-4662	27	52	enhance	enhance	VERB
cana-4662	27	53	customer	customer	NOUN
cana-4662	27	54	satisfaction	satisfaction	NOUN
cana-4662	27	55	.	.	PUNCT
cana-4662	28	1	additionally	additionally	ADV
cana-4662	28	2	machine	machine	NOUN
cana-4662	28	3	learning	learning	NOUN
cana-4662	28	4	based	base	VERB
cana-4662	28	5	solutions	solution	NOUN
cana-4662	28	6	can	can	AUX
cana-4662	28	7	mitigate	mitigate	VERB
cana-4662	28	8	this	this	DET
cana-4662	28	9	challenge	challenge	NOUN
cana-4662	28	10	through	through	ADP
cana-4662	28	11	predictive	predictive	ADJ
cana-4662	28	12	analytics	analytic	NOUN
cana-4662	28	13	,	,	PUNCT
cana-4662	28	14	automating	automate	VERB
cana-4662	28	15	repetitive	repetitive	ADJ
cana-4662	28	16	tasks	task	NOUN
cana-4662	28	17	,	,	PUNCT
cana-4662	28	18	personalized	personalized	ADJ
cana-4662	28	19	service	service	NOUN
cana-4662	28	20	recommendations	recommendation	NOUN
cana-4662	28	21	etc	etc	X
cana-4662	28	22	.	.	X
cana-4662	28	23	machine	machine	NOUN
cana-4662	28	24	learning	learning	NOUN
cana-4662	28	25	offers	offer	VERB
cana-4662	28	26	several	several	ADJ
cana-4662	28	27	advantages	advantage	NOUN
cana-4662	28	28	,	,	PUNCT
cana-4662	28	29	but	but	CCONJ
cana-4662	28	30	its	its	PRON
cana-4662	28	31	implementation	implementation	NOUN
cana-4662	28	32	in	in	ADP
cana-4662	28	33	automotive	automotive	ADJ
cana-4662	28	34	after	after	ADP
cana-4662	28	35	-	-	PUNCT
cana-4662	28	36	sales	sale	NOUN
cana-4662	28	37	service	service	NOUN
cana-4662	28	38	is	be	AUX
cana-4662	28	39	not	not	PART
cana-4662	28	40	without	without	ADP
cana-4662	28	41	challenges	challenge	NOUN
cana-4662	28	42	.	.	PUNCT
cana-4662	29	1	the	the	DET
cana-4662	29	2	inability	inability	NOUN
cana-4662	29	3	to	to	PART
cana-4662	29	4	manage	manage	VERB
cana-4662	29	5	data	datum	NOUN
cana-4662	29	6	quality	quality	NOUN
cana-4662	29	7	and	and	CCONJ
cana-4662	29	8	integration	integration	NOUN
cana-4662	29	9	,	,	PUNCT
cana-4662	29	10	issues	issue	NOUN
cana-4662	29	11	around	around	ADP
cana-4662	29	12	privacy	privacy	NOUN
cana-4662	29	13	and	and	CCONJ
cana-4662	29	14	the	the	DET
cana-4662	29	15	need	need	NOUN
cana-4662	29	16	for	for	ADP
cana-4662	29	17	specialized	specialized	ADJ
cana-4662	29	18	skills	skill	NOUN
cana-4662	29	19	are	be	AUX
cana-4662	29	20	major	major	ADJ
cana-4662	29	21	impediments	impediment	NOUN
cana-4662	29	22	to	to	ADP
cana-4662	29	23	this	this	DET
cana-4662	29	24	technology	technology	NOUN
cana-4662	29	25	being	be	AUX
cana-4662	29	26	adopted	adopt	VERB
cana-4662	29	27	.	.	PUNCT
cana-4662	30	1	moreover	moreover	ADV
cana-4662	30	2	,	,	PUNCT
cana-4662	30	3	the	the	DET
cana-4662	30	4	fast	fast	ADJ
cana-4662	30	5	pace	pace	NOUN
cana-4662	30	6	of	of	ADP
cana-4662	30	7	technology	technology	NOUN
cana-4662	30	8	development	development	NOUN
cana-4662	30	9	across	across	ADP
cana-4662	30	10	a	a	DET
cana-4662	30	11	wide	wide	ADJ
cana-4662	30	12	range	range	NOUN
cana-4662	30	13	of	of	ADP
cana-4662	30	14	machine	machine	NOUN
cana-4662	30	15	learning	learn	VERB
cana-4662	30	16	applications	application	NOUN
cana-4662	30	17	has	have	AUX
cana-4662	30	18	proven	prove	VERB
cana-4662	30	19	to	to	PART
cana-4662	30	20	be	be	AUX
cana-4662	30	21	burdensome	burdensome	ADJ
cana-4662	30	22	for	for	SCONJ
cana-4662	30	23	stakeholders	stakeholder	NOUN
cana-4662	30	24	to	to	PART
cana-4662	30	25	pinpoint	pinpoint	VERB
cana-4662	30	26	the	the	DET
cana-4662	30	27	most	most	ADV
cana-4662	30	28	applicable	applicable	ADJ
cana-4662	30	29	and	and	CCONJ
cana-4662	30	30	useful	useful	ADJ
cana-4662	30	31	solutions	solution	NOUN
cana-4662	30	32	.	.	PUNCT
cana-4662	31	1	though	though	SCONJ
cana-4662	31	2	there	there	PRON
cana-4662	31	3	is	be	VERB
cana-4662	31	4	a	a	DET
cana-4662	31	5	growing	grow	VERB
cana-4662	31	6	interest	interest	NOUN
cana-4662	31	7	in	in	ADP
cana-4662	31	8	applying	apply	VERB
cana-4662	31	9	machine	machine	NOUN
cana-4662	31	10	learning	learning	NOUN
cana-4662	31	11	in	in	ADP
cana-4662	31	12	after	after	ADP
cana-4662	31	13	-	-	PUNCT
cana-4662	31	14	sales	sale	NOUN
cana-4662	31	15	service	service	NOUN
cana-4662	31	16	,	,	PUNCT
cana-4662	31	17	the	the	DET
cana-4662	31	18	existing	exist	VERB
cana-4662	31	19	literature	literature	NOUN
cana-4662	31	20	is	be	AUX
cana-4662	31	21	limited	limit	VERB
cana-4662	31	22	to	to	ADP
cana-4662	31	23	specific	specific	ADJ
cana-4662	31	24	applications	application	NOUN
cana-4662	31	25	with	with	ADP
cana-4662	31	26	relatively	relatively	ADV
cana-4662	31	27	few	few	ADJ
cana-4662	31	28	studies	study	NOUN
cana-4662	31	29	providing	provide	VERB
cana-4662	31	30	a	a	DET
cana-4662	31	31	comprehensive	comprehensive	ADJ
cana-4662	31	32	overview	overview	NOUN
cana-4662	31	33	.	.	PUNCT
cana-4662	32	1	this	this	PRON
cana-4662	32	2	leads	lead	VERB
cana-4662	32	3	to	to	ADP
cana-4662	32	4	gaps	gap	NOUN
cana-4662	32	5	in	in	ADP
cana-4662	32	6	knowledge	knowledge	NOUN
cana-4662	32	7	,	,	PUNCT
cana-4662	32	8	hampering	hamper	VERB
cana-4662	32	9	researchers	researcher	NOUN
cana-4662	32	10	,	,	PUNCT
cana-4662	32	11	practitioners	practitioner	NOUN
cana-4662	32	12	and	and	CCONJ
cana-4662	32	13	policymakers	policymaker	NOUN
cana-4662	32	14	to	to	PART
cana-4662	32	15	make	make	VERB
cana-4662	32	16	evidence	evidence	NOUN
cana-4662	32	17	-	-	PUNCT
cana-4662	32	18	based	base	VERB
cana-4662	32	19	decisions	decision	NOUN
cana-4662	32	20	when	when	SCONJ
cana-4662	32	21	developing	develop	VERB
cana-4662	32	22	and/or	and/or	CCONJ
cana-4662	32	23	implementing	implement	VERB
cana-4662	32	24	machine	machine	NOUN
cana-4662	32	25	learning	learning	NOUN
cana-4662	32	26	strategies	strategy	NOUN
cana-4662	32	27	within	within	ADP
cana-4662	32	28	the	the	DET
cana-4662	32	29	automotive	automotive	ADJ
cana-4662	32	30	after	after	ADP
cana-4662	32	31	-	-	PUNCT
cana-4662	32	32	sales	sale	NOUN
cana-4662	32	33	sector	sector	NOUN
cana-4662	32	34	.	.	PUNCT
cana-4662	33	1	to	to	PART
cana-4662	33	2	note	note	VERB
cana-4662	33	3	,	,	PUNCT
cana-4662	33	4	this	this	DET
cana-4662	33	5	systematic	systematic	ADJ
cana-4662	33	6	literature	literature	NOUN
cana-4662	33	7	review	review	NOUN
cana-4662	33	8	is	be	AUX
cana-4662	33	9	an	an	DET
cana-4662	33	10	attempt	attempt	NOUN
cana-4662	33	11	to	to	PART
cana-4662	33	12	overcome	overcome	VERB
cana-4662	33	13	this	this	DET
cana-4662	33	14	gap	gap	NOUN
cana-4662	33	15	by	by	ADP
cana-4662	33	16	providing	provide	VERB
cana-4662	33	17	a	a	DET
cana-4662	33	18	broad	broad	ADJ
cana-4662	33	19	perspective	perspective	NOUN
cana-4662	33	20	on	on	ADP
cana-4662	33	21	the	the	DET
cana-4662	33	22	existing	exist	VERB
cana-4662	33	23	machine	machine	NOUN
cana-4662	33	24	learning	learn	VERB
cana-4662	33	25	applications	application	NOUN
cana-4662	33	26	in	in	ADP
cana-4662	33	27	automotive	automotive	ADJ
cana-4662	33	28	after	after	ADP
cana-4662	33	29	-	-	PUNCT
cana-4662	33	30	sales	sale	NOUN
cana-4662	33	31	service	service	NOUN
cana-4662	33	32	.	.	PUNCT
cana-4662	34	1	it	it	PRON
cana-4662	34	2	aims	aim	VERB
cana-4662	34	3	to	to	PART
cana-4662	34	4	offer	offer	VERB
cana-4662	34	5	practical	practical	ADJ
cana-4662	34	6	utilities	utility	NOUN
cana-4662	34	7	for	for	ADP
cana-4662	34	8	researchers	researcher	NOUN
cana-4662	34	9	,	,	PUNCT
cana-4662	34	10	industry	industry	NOUN
cana-4662	34	11	executives	executive	NOUN
cana-4662	34	12	,	,	PUNCT
cana-4662	34	13	and	and	CCONJ
cana-4662	34	14	policymakers	policymaker	NOUN
cana-4662	34	15	by	by	ADP
cana-4662	34	16	synthesizing	synthesize	VERB
cana-4662	34	17	study	study	NOUN
cana-4662	34	18	results	result	NOUN
cana-4662	34	19	between	between	ADP
cana-4662	34	20	january	january	PROPN
cana-4662	34	21	2019	2019	NUM
cana-4662	34	22	and	and	CCONJ
cana-4662	34	23	october	october	PROPN
cana-4662	34	24	2024	2024	NUM
cana-4662	34	25	to	to	PART
cana-4662	34	26	foster	foster	VERB
cana-4662	34	27	data	data	NOUN
cana-4662	34	28	-	-	PUNCT
cana-4662	34	29	based	base	VERB
cana-4662	34	30	decision	decision	NOUN
cana-4662	34	31	-	-	PUNCT
cana-4662	34	32	making	making	NOUN
cana-4662	34	33	and	and	CCONJ
cana-4662	34	34	establish	establish	VERB
cana-4662	34	35	actionable	actionable	ADJ
cana-4662	34	36	policies	policy	NOUN
cana-4662	34	37	to	to	PART
cana-4662	34	38	improve	improve	VERB
cana-4662	34	39	the	the	DET
cana-4662	34	40	competitive	competitive	ADJ
cana-4662	34	41	advantage	advantage	NOUN
cana-4662	34	42	and	and	CCONJ
cana-4662	34	43	sustainability	sustainability	NOUN
cana-4662	34	44	of	of	ADP
cana-4662	34	45	the	the	DET
cana-4662	34	46	automotive	automotive	ADJ
cana-4662	34	47	aftersales	aftersales	PROPN
cana-4662	34	48	service	service	NOUN
cana-4662	34	49	industry	industry	NOUN
cana-4662	34	50	.	.	PUNCT
cana-4662	35	1	communications	communication	NOUN
cana-4662	35	2	on	on	ADP
cana-4662	35	3	applied	apply	VERB
cana-4662	35	4	nonlinear	nonlinear	ADJ
cana-4662	35	5	analysis	analysis	NOUN
cana-4662	35	6	issn	issn	NOUN
cana-4662	35	7	:	:	PUNCT
cana-4662	35	8	1074	1074	NUM
cana-4662	35	9	-	-	PUNCT
cana-4662	35	10	133x	133x	NUM
cana-4662	35	11	vol	vol	VERB
cana-4662	35	12	32	32	NUM
cana-4662	35	13	no	no	NOUN
cana-4662	35	14	.	.	PUNCT
cana-4662	36	1	10s	10	NOUN
cana-4662	36	2	(	(	PUNCT
cana-4662	36	3	2025	2025	NUM
cana-4662	36	4	)	)	PUNCT
cana-4662	36	5	42	42	NUM
cana-4662	36	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	36	7	to	to	PART
cana-4662	36	8	reach	reach	VERB
cana-4662	36	9	this	this	DET
cana-4662	36	10	goal	goal	NOUN
cana-4662	36	11	,	,	PUNCT
cana-4662	36	12	this	this	DET
cana-4662	36	13	systematic	systematic	ADJ
cana-4662	36	14	literature	literature	NOUN
cana-4662	36	15	review	review	NOUN
cana-4662	36	16	pursues	pursue	VERB
cana-4662	36	17	various	various	ADJ
cana-4662	36	18	essential	essential	ADJ
cana-4662	36	19	research	research	NOUN
cana-4662	36	20	questions	question	NOUN
cana-4662	36	21	.	.	PUNCT
cana-4662	37	1	the	the	DET
cana-4662	37	2	response	response	NOUN
cana-4662	37	3	will	will	AUX
cana-4662	37	4	be	be	AUX
cana-4662	37	5	based	base	VERB
cana-4662	37	6	on	on	ADP
cana-4662	37	7	findings	finding	NOUN
cana-4662	37	8	of	of	ADP
cana-4662	37	9	bibliometric	bibliometric	ADJ
cana-4662	37	10	studies	study	NOUN
cana-4662	37	11	which	which	PRON
cana-4662	37	12	,	,	PUNCT
cana-4662	37	13	in	in	ADP
cana-4662	37	14	turn	turn	NOUN
cana-4662	37	15	,	,	PUNCT
cana-4662	37	16	will	will	AUX
cana-4662	37	17	help	help	VERB
cana-4662	37	18	to	to	PART
cana-4662	37	19	deliver	deliver	VERB
cana-4662	37	20	an	an	DET
cana-4662	37	21	overview	overview	NOUN
cana-4662	37	22	of	of	ADP
cana-4662	37	23	the	the	DET
cana-4662	37	24	emerging	emerge	VERB
cana-4662	37	25	concepts	concept	NOUN
cana-4662	37	26	of	of	ADP
cana-4662	37	27	machine	machine	NOUN
cana-4662	37	28	learning	learning	NOUN
cana-4662	37	29	in	in	ADP
cana-4662	37	30	the	the	DET
cana-4662	37	31	field	field	NOUN
cana-4662	37	32	of	of	ADP
cana-4662	37	33	automotive	automotive	ADJ
cana-4662	37	34	after	after	ADP
cana-4662	37	35	-	-	PUNCT
cana-4662	37	36	sales	sale	NOUN
cana-4662	37	37	services	service	NOUN
cana-4662	37	38	,	,	PUNCT
cana-4662	37	39	providing	provide	VERB
cana-4662	37	40	the	the	DET
cana-4662	37	41	current	current	ADJ
cana-4662	37	42	trends	trend	NOUN
cana-4662	37	43	and	and	CCONJ
cana-4662	37	44	gaps	gap	NOUN
cana-4662	37	45	in	in	ADP
cana-4662	37	46	this	this	DET
cana-4662	37	47	domain	domain	NOUN
cana-4662	37	48	.	.	PUNCT
cana-4662	38	1	it	it	PRON
cana-4662	38	2	will	will	AUX
cana-4662	38	3	review	review	VERB
cana-4662	38	4	different	different	ADJ
cana-4662	38	5	types	type	NOUN
cana-4662	38	6	of	of	ADP
cana-4662	38	7	machine	machine	NOUN
cana-4662	38	8	learning	learning	NOUN
cana-4662	38	9	methods	method	NOUN
cana-4662	38	10	,	,	PUNCT
cana-4662	38	11	tools	tool	NOUN
cana-4662	38	12	and	and	CCONJ
cana-4662	38	13	datasets	dataset	NOUN
cana-4662	38	14	and	and	CCONJ
cana-4662	38	15	identify	identify	VERB
cana-4662	38	16	the	the	DET
cana-4662	38	17	most	most	ADV
cana-4662	38	18	commonly	commonly	ADV
cana-4662	38	19	applied	apply	VERB
cana-4662	38	20	algorithms	algorithm	NOUN
cana-4662	38	21	and	and	CCONJ
cana-4662	38	22	their	their	PRON
cana-4662	38	23	role	role	NOUN
cana-4662	38	24	in	in	ADP
cana-4662	38	25	improving	improve	VERB
cana-4662	38	26	the	the	DET
cana-4662	38	27	provision	provision	NOUN
cana-4662	38	28	of	of	ADP
cana-4662	38	29	after	after	ADP
cana-4662	38	30	sales	sale	NOUN
cana-4662	38	31	services	service	NOUN
cana-4662	38	32	.	.	PUNCT
cana-4662	39	1	further	far	ADV
cana-4662	39	2	in	in	ADP
cana-4662	39	3	the	the	DET
cana-4662	39	4	review	review	NOUN
cana-4662	39	5	,	,	PUNCT
cana-4662	39	6	we	we	PRON
cana-4662	39	7	analyze	analyze	VERB
cana-4662	39	8	the	the	DET
cana-4662	39	9	goals	goal	NOUN
cana-4662	39	10	of	of	ADP
cana-4662	39	11	employing	employ	VERB
cana-4662	39	12	machine	machine	NOUN
cana-4662	39	13	learning	learn	VERB
cana-4662	39	14	algorithms	algorithm	NOUN
cana-4662	39	15	that	that	PRON
cana-4662	39	16	enhance	enhance	VERB
cana-4662	39	17	data	data	NOUN
cana-4662	39	18	approaches	approach	NOUN
cana-4662	39	19	in	in	ADP
cana-4662	39	20	the	the	DET
cana-4662	39	21	automotive	automotive	ADJ
cana-4662	39	22	after	after	ADP
cana-4662	39	23	-	-	PUNCT
cana-4662	39	24	sales	sale	NOUN
cana-4662	39	25	field	field	NOUN
cana-4662	39	26	,	,	PUNCT
cana-4662	39	27	emphasizing	emphasize	VERB
cana-4662	39	28	its	its	PRON
cana-4662	39	29	potential	potential	NOUN
cana-4662	39	30	as	as	ADP
cana-4662	39	31	a	a	DET
cana-4662	39	32	tool	tool	NOUN
cana-4662	39	33	to	to	PART
cana-4662	39	34	make	make	VERB
cana-4662	39	35	processes	process	NOUN
cana-4662	39	36	more	more	ADV
cana-4662	39	37	efficient	efficient	ADJ
cana-4662	39	38	,	,	PUNCT
cana-4662	39	39	mitigate	mitigate	VERB
cana-4662	39	40	risks	risk	NOUN
cana-4662	39	41	,	,	PUNCT
cana-4662	39	42	and	and	CCONJ
cana-4662	39	43	generate	generate	VERB
cana-4662	39	44	practical	practical	ADJ
cana-4662	39	45	knowledge	knowledge	NOUN
cana-4662	39	46	.	.	PUNCT
cana-4662	40	1	moreover	moreover	ADV
cana-4662	40	2	,	,	PUNCT
cana-4662	40	3	this	this	DET
cana-4662	40	4	study	study	NOUN
cana-4662	40	5	will	will	AUX
cana-4662	40	6	provide	provide	VERB
cana-4662	40	7	key	key	ADJ
cana-4662	40	8	performance	performance	NOUN
cana-4662	40	9	indicators	indicator	NOUN
cana-4662	40	10	associated	associate	VERB
cana-4662	40	11	with	with	ADP
cana-4662	40	12	these	these	DET
cana-4662	40	13	type	type	NOUN
cana-4662	40	14	of	of	ADP
cana-4662	40	15	applications	application	NOUN
cana-4662	40	16	and	and	CCONJ
cana-4662	40	17	explore	explore	VERB
cana-4662	40	18	emerging	emerge	VERB
cana-4662	40	19	trends	trend	NOUN
cana-4662	40	20	and	and	CCONJ
cana-4662	40	21	future	future	ADJ
cana-4662	40	22	research	research	NOUN
cana-4662	40	23	directions	direction	NOUN
cana-4662	40	24	for	for	ADP
cana-4662	40	25	advancing	advance	VERB
cana-4662	40	26	automotive	automotive	ADJ
cana-4662	40	27	after	after	ADP
cana-4662	40	28	-	-	PUNCT
cana-4662	40	29	sales	sale	NOUN
cana-4662	40	30	machine	machine	NOUN
cana-4662	40	31	learning	learning	NOUN
cana-4662	40	32	-	-	PUNCT
cana-4662	40	33	based	base	VERB
cana-4662	40	34	data	datum	NOUN
cana-4662	40	35	strategies	strategy	NOUN
cana-4662	40	36	.	.	PUNCT
cana-4662	41	1	the	the	DET
cana-4662	41	2	goal	goal	NOUN
cana-4662	41	3	of	of	ADP
cana-4662	41	4	this	this	DET
cana-4662	41	5	systematic	systematic	ADJ
cana-4662	41	6	literature	literature	NOUN
cana-4662	41	7	review	review	NOUN
cana-4662	41	8	is	be	AUX
cana-4662	41	9	to	to	PART
cana-4662	41	10	give	give	VERB
cana-4662	41	11	an	an	DET
cana-4662	41	12	overall	overall	ADJ
cana-4662	41	13	perspective	perspective	NOUN
cana-4662	41	14	of	of	ADP
cana-4662	41	15	the	the	DET
cana-4662	41	16	impact	impact	NOUN
cana-4662	41	17	of	of	ADP
cana-4662	41	18	machine	machine	NOUN
cana-4662	41	19	learning	learn	VERB
cana-4662	41	20	in	in	ADP
cana-4662	41	21	automotive	automotive	ADJ
cana-4662	41	22	after	after	ADP
cana-4662	41	23	-	-	PUNCT
cana-4662	41	24	sales	sale	NOUN
cana-4662	41	25	service	service	NOUN
cana-4662	41	26	and	and	CCONJ
cana-4662	41	27	to	to	PART
cana-4662	41	28	identify	identify	VERB
cana-4662	41	29	gaps	gap	NOUN
cana-4662	41	30	in	in	ADP
cana-4662	41	31	the	the	DET
cana-4662	41	32	literature	literature	NOUN
cana-4662	41	33	and	and	CCONJ
cana-4662	41	34	paths	path	NOUN
cana-4662	41	35	for	for	ADP
cana-4662	41	36	future	future	ADJ
cana-4662	41	37	research	research	NOUN
cana-4662	41	38	on	on	ADP
cana-4662	41	39	such	such	DET
cana-4662	41	40	a	a	DET
cana-4662	41	41	dynamically	dynamically	ADV
cana-4662	41	42	growing	grow	VERB
cana-4662	41	43	field	field	NOUN
cana-4662	41	44	.	.	PUNCT
cana-4662	42	1	2	2	X
cana-4662	42	2	.	.	X
cana-4662	42	3	theoretical	theoretical	ADJ
cana-4662	42	4	foundations	foundation	NOUN
cana-4662	42	5	2.1	2.1	NUM
cana-4662	42	6	the	the	DET
cana-4662	42	7	automotive	automotive	ADJ
cana-4662	42	8	industry	industry	NOUN
cana-4662	42	9	the	the	DET
cana-4662	42	10	automotive	automotive	ADJ
cana-4662	42	11	industry	industry	NOUN
cana-4662	42	12	is	be	AUX
cana-4662	42	13	a	a	DET
cana-4662	42	14	key	key	ADJ
cana-4662	42	15	economic	economic	ADJ
cana-4662	42	16	aide	aide	NOUN
cana-4662	42	17	that	that	PRON
cana-4662	42	18	covers	cover	VERB
cana-4662	42	19	the	the	DET
cana-4662	42	20	engineering	engineering	NOUN
cana-4662	42	21	,	,	PUNCT
cana-4662	42	22	manufacturing	manufacturing	NOUN
cana-4662	42	23	,	,	PUNCT
cana-4662	42	24	distribution	distribution	NOUN
cana-4662	42	25	,	,	PUNCT
cana-4662	42	26	and	and	CCONJ
cana-4662	42	27	repair	repair	NOUN
cana-4662	42	28	of	of	ADP
cana-4662	42	29	personal	personal	ADJ
cana-4662	42	30	and	and	CCONJ
cana-4662	42	31	commercial	commercial	ADJ
cana-4662	42	32	automobiles[3	automobiles[3	PROPN
cana-4662	42	33	]	]	PUNCT
cana-4662	42	34	.	.	PUNCT
cana-4662	43	1	many	many	ADJ
cana-4662	43	2	changes	change	NOUN
cana-4662	43	3	have	have	AUX
cana-4662	43	4	gone	go	VERB
cana-4662	43	5	in	in	ADP
cana-4662	43	6	the	the	DET
cana-4662	43	7	industry	industry	NOUN
cana-4662	43	8	over	over	ADP
cana-4662	43	9	the	the	DET
cana-4662	43	10	last	last	ADJ
cana-4662	43	11	few	few	ADJ
cana-4662	43	12	decades	decade	NOUN
cana-4662	43	13	with	with	ADP
cana-4662	43	14	technology	technology	NOUN
cana-4662	43	15	improvements	improvement	NOUN
cana-4662	43	16	,	,	PUNCT
cana-4662	43	17	trend	trend	NOUN
cana-4662	43	18	variations	variation	NOUN
cana-4662	43	19	,	,	PUNCT
cana-4662	43	20	and	and	CCONJ
cana-4662	43	21	environmental	environmental	ADJ
cana-4662	43	22	constraints	constraint	NOUN
cana-4662	43	23	.	.	PUNCT
cana-4662	44	1	automobile	automobile	NOUN
cana-4662	44	2	industry	industry	NOUN
cana-4662	44	3	involves	involve	VERB
cana-4662	44	4	different	different	ADJ
cana-4662	44	5	stages	stage	NOUN
cana-4662	44	6	of	of	ADP
cana-4662	44	7	a	a	DET
cana-4662	44	8	complete	complete	ADJ
cana-4662	44	9	life	life	NOUN
cana-4662	44	10	cycle	cycle	NOUN
cana-4662	44	11	,	,	PUNCT
cana-4662	44	12	including	include	VERB
cana-4662	44	13	design	design	NOUN
cana-4662	44	14	&	&	CCONJ
cana-4662	44	15	production	production	NOUN
cana-4662	44	16	,	,	PUNCT
cana-4662	44	17	after	after	ADP
cana-4662	44	18	sales	sale	NOUN
cana-4662	44	19	services	service	NOUN
cana-4662	44	20	and	and	CCONJ
cana-4662	44	21	end	end	NOUN
cana-4662	44	22	-	-	PUNCT
cana-4662	44	23	of	of	ADP
cana-4662	44	24	-	-	PUNCT
cana-4662	44	25	life[4	life[4	NOUN
cana-4662	44	26	]	]	PUNCT
cana-4662	44	27	.	.	PUNCT
cana-4662	45	1	each	each	DET
cana-4662	45	2	stage	stage	NOUN
cana-4662	45	3	is	be	AUX
cana-4662	45	4	essential	essential	ADJ
cana-4662	45	5	to	to	ADP
cana-4662	45	6	maximizing	maximize	VERB
cana-4662	45	7	its	its	PRON
cana-4662	45	8	economic	economic	ADJ
cana-4662	45	9	,	,	PUNCT
cana-4662	45	10	social	social	ADJ
cana-4662	45	11	,	,	PUNCT
cana-4662	45	12	and	and	CCONJ
cana-4662	45	13	environmental	environmental	ADJ
cana-4662	45	14	value	value	NOUN
cana-4662	45	15	.	.	PUNCT
cana-4662	46	1	a	a	DET
cana-4662	46	2	framework	framework	NOUN
cana-4662	46	3	commonly	commonly	ADV
cana-4662	46	4	used	use	VERB
cana-4662	46	5	to	to	PART
cana-4662	46	6	measure	measure	VERB
cana-4662	46	7	the	the	DET
cana-4662	46	8	cumulative	cumulative	ADJ
cana-4662	46	9	impact	impact	NOUN
cana-4662	46	10	of	of	ADP
cana-4662	46	11	these	these	DET
cana-4662	46	12	stages	stage	NOUN
cana-4662	46	13	is	be	AUX
cana-4662	46	14	the	the	DET
cana-4662	46	15	life	life	NOUN
cana-4662	46	16	cycle	cycle	NOUN
cana-4662	46	17	assessment	assessment	NOUN
cana-4662	46	18	framework	framework	NOUN
cana-4662	46	19	,	,	PUNCT
cana-4662	46	20	which	which	PRON
cana-4662	46	21	enables	enable	VERB
cana-4662	46	22	the	the	DET
cana-4662	46	23	manufacturer	manufacturer	NOUN
cana-4662	46	24	to	to	PART
cana-4662	46	25	make	make	VERB
cana-4662	46	26	sustainable	sustainable	ADJ
cana-4662	46	27	decisions	decision	NOUN
cana-4662	46	28	.	.	PUNCT
cana-4662	47	1	•	•	NUM
cana-4662	47	2	design	design	NOUN
cana-4662	47	3	and	and	CCONJ
cana-4662	47	4	planning	planning	NOUN
cana-4662	47	5	:	:	PUNCT
cana-4662	47	6	the	the	DET
cana-4662	47	7	first	first	ADJ
cana-4662	47	8	phase	phase	NOUN
cana-4662	47	9	is	be	AUX
cana-4662	47	10	all	all	ADV
cana-4662	47	11	about	about	ADP
cana-4662	47	12	research	research	NOUN
cana-4662	47	13	of	of	ADP
cana-4662	47	14	the	the	DET
cana-4662	47	15	market	market	NOUN
cana-4662	47	16	,	,	PUNCT
cana-4662	47	17	designing	design	VERB
cana-4662	47	18	a	a	DET
cana-4662	47	19	concept	concept	NOUN
cana-4662	47	20	and	and	CCONJ
cana-4662	47	21	prototyping	prototyping	NOUN
cana-4662	47	22	.	.	PUNCT
cana-4662	48	1	it	it	PRON
cana-4662	48	2	also	also	ADV
cana-4662	48	3	employs	employ	VERB
cana-4662	48	4	eco	eco	NOUN
cana-4662	48	5	-	-	PUNCT
cana-4662	48	6	design	design	NOUN
cana-4662	48	7	strategies	strategy	NOUN
cana-4662	48	8	to	to	PART
cana-4662	48	9	maximize	maximize	VERB
cana-4662	48	10	energy	energy	NOUN
cana-4662	48	11	efficiency	efficiency	NOUN
cana-4662	48	12	and	and	CCONJ
cana-4662	48	13	use	use	VERB
cana-4662	48	14	recyclable	recyclable	ADJ
cana-4662	48	15	materials	material	NOUN
cana-4662	48	16	.	.	PUNCT
cana-4662	49	1	eco	eco	NOUN
cana-4662	49	2	-	-	PUNCT
cana-4662	49	3	design	design	NOUN
cana-4662	49	4	integrates	integrate	NOUN
cana-4662	49	5	sustainability	sustainability	NOUN
cana-4662	49	6	at	at	ADP
cana-4662	49	7	an	an	DET
cana-4662	49	8	early	early	ADJ
cana-4662	49	9	stage	stage	NOUN
cana-4662	49	10	for	for	ADP
cana-4662	49	11	the	the	DET
cana-4662	49	12	design	design	NOUN
cana-4662	49	13	of	of	ADP
cana-4662	49	14	products	product	NOUN
cana-4662	49	15	,	,	PUNCT
cana-4662	49	16	thus	thus	ADV
cana-4662	49	17	minimizing	minimize	VERB
cana-4662	49	18	their	their	PRON
cana-4662	49	19	impact	impact	NOUN
cana-4662	49	20	on	on	ADP
cana-4662	49	21	the	the	DET
cana-4662	49	22	planet	planet	NOUN
cana-4662	49	23	.	.	PUNCT
cana-4662	50	1	•	•	NUM
cana-4662	50	2	production	production	NOUN
cana-4662	50	3	and	and	CCONJ
cana-4662	50	4	manufacturing	manufacturing	NOUN
cana-4662	50	5	:	:	PUNCT
cana-4662	50	6	this	this	DET
cana-4662	50	7	stage	stage	NOUN
cana-4662	50	8	assembles	assemble	VERB
cana-4662	50	9	the	the	DET
cana-4662	50	10	vehicle	vehicle	NOUN
cana-4662	50	11	itself	itself	PRON
cana-4662	50	12	,	,	PUNCT
cana-4662	50	13	using	use	VERB
cana-4662	50	14	the	the	DET
cana-4662	50	15	latest	late	ADJ
cana-4662	50	16	technologies	technology	NOUN
cana-4662	50	17	.	.	PUNCT
cana-4662	51	1	the	the	DET
cana-4662	51	2	incorporation	incorporation	NOUN
cana-4662	51	3	of	of	ADP
cana-4662	51	4	both	both	DET
cana-4662	51	5	industrial	industrial	ADJ
cana-4662	51	6	internet	internet	NOUN
cana-4662	51	7	of	of	ADP
cana-4662	51	8	things	thing	NOUN
cana-4662	51	9	(	(	PUNCT
cana-4662	51	10	iiot	iiot	NOUN
cana-4662	51	11	)	)	PUNCT
cana-4662	51	12	and	and	CCONJ
cana-4662	51	13	machine	machine	NOUN
cana-4662	51	14	learning	learning	NOUN
cana-4662	51	15	improves	improve	VERB
cana-4662	51	16	the	the	DET
cana-4662	51	17	production	production	NOUN
cana-4662	51	18	efficiency	efficiency	NOUN
cana-4662	51	19	.	.	PUNCT
cana-4662	52	1	while	while	SCONJ
cana-4662	52	2	this	this	PRON
cana-4662	52	3	contributes	contribute	VERB
cana-4662	52	4	toward	toward	ADP
cana-4662	52	5	improving	improve	VERB
cana-4662	52	6	product	product	NOUN
cana-4662	52	7	quality	quality	NOUN
cana-4662	52	8	,	,	PUNCT
cana-4662	52	9	real	real	ADJ
cana-4662	52	10	-	-	PUNCT
cana-4662	52	11	time	time	NOUN
cana-4662	52	12	data	datum	NOUN
cana-4662	52	13	coming	come	VERB
cana-4662	52	14	from	from	ADP
cana-4662	52	15	sensors	sensor	NOUN
cana-4662	52	16	also	also	ADV
cana-4662	52	17	makes	make	VERB
cana-4662	52	18	predictive	predictive	ADJ
cana-4662	52	19	maintenance	maintenance	NOUN
cana-4662	52	20	and	and	CCONJ
cana-4662	52	21	early	early	ADJ
cana-4662	52	22	fault	fault	NOUN
cana-4662	52	23	detection	detection	NOUN
cana-4662	52	24	possible	possible	ADJ
cana-4662	52	25	and	and	CCONJ
cana-4662	52	26	minimizes	minimize	VERB
cana-4662	52	27	downtime	downtime	NOUN
cana-4662	52	28	.	.	PUNCT
cana-4662	53	1	•	•	NUM
cana-4662	53	2	usage	usage	NOUN
cana-4662	53	3	phase	phase	NOUN
cana-4662	53	4	:	:	PUNCT
cana-4662	53	5	in	in	ADP
cana-4662	53	6	the	the	DET
cana-4662	53	7	usage	usage	NOUN
cana-4662	53	8	phase	phase	NOUN
cana-4662	53	9	,	,	PUNCT
cana-4662	53	10	vehicles	vehicle	NOUN
cana-4662	53	11	are	be	AUX
cana-4662	53	12	being	be	AUX
cana-4662	53	13	used	use	VERB
cana-4662	53	14	by	by	ADP
cana-4662	53	15	customers	customer	NOUN
cana-4662	53	16	.	.	PUNCT
cana-4662	54	1	this	this	DET
cana-4662	54	2	stage	stage	NOUN
cana-4662	54	3	has	have	VERB
cana-4662	54	4	a	a	DET
cana-4662	54	5	major	major	ADJ
cana-4662	54	6	environmental	environmental	ADJ
cana-4662	54	7	impact	impact	NOUN
cana-4662	54	8	in	in	ADP
cana-4662	54	9	terms	term	NOUN
cana-4662	54	10	of	of	ADP
cana-4662	54	11	carbon	carbon	NOUN
cana-4662	54	12	emissions	emission	NOUN
cana-4662	54	13	and	and	CCONJ
cana-4662	54	14	fuel	fuel	NOUN
cana-4662	54	15	consumption	consumption	NOUN
cana-4662	54	16	.	.	PUNCT
cana-4662	55	1	to	to	PART
cana-4662	55	2	lessen	lessen	VERB
cana-4662	55	3	the	the	DET
cana-4662	55	4	impact	impact	NOUN
cana-4662	55	5	of	of	ADP
cana-4662	55	6	such	such	ADJ
cana-4662	55	7	technologies	technology	NOUN
cana-4662	55	8	,	,	PUNCT
cana-4662	55	9	we	we	PRON
cana-4662	55	10	promote	promote	VERB
cana-4662	55	11	the	the	DET
cana-4662	55	12	use	use	NOUN
cana-4662	55	13	of	of	ADP
cana-4662	55	14	electric	electric	ADJ
cana-4662	55	15	and	and	CCONJ
cana-4662	55	16	hybrid	hybrid	ADJ
cana-4662	55	17	vehicles	vehicle	NOUN
cana-4662	55	18	.	.	PUNCT
cana-4662	56	1	moreover	moreover	ADV
cana-4662	56	2	,	,	PUNCT
cana-4662	56	3	in	in	ADP
cana-4662	56	4	order	order	NOUN
cana-4662	56	5	to	to	PART
cana-4662	56	6	sustain	sustain	VERB
cana-4662	56	7	a	a	DET
cana-4662	56	8	vehicle	vehicle	NOUN
cana-4662	56	9	's	's	PART
cana-4662	56	10	performance	performance	NOUN
cana-4662	56	11	during	during	ADP
cana-4662	56	12	its	its	PRON
cana-4662	56	13	lifecycle	lifecycle	NOUN
cana-4662	56	14	,	,	PUNCT
cana-4662	56	15	the	the	DET
cana-4662	56	16	demand	demand	NOUN
cana-4662	56	17	for	for	ADP
cana-4662	56	18	predictive	predictive	ADJ
cana-4662	56	19	maintenance	maintenance	NOUN
cana-4662	56	20	services	service	NOUN
cana-4662	56	21	and	and	CCONJ
cana-4662	56	22	after	after	ADP
cana-4662	56	23	-	-	PUNCT
cana-4662	56	24	sales	sales	NOUN
cana-4662	56	25	technical	technical	ADJ
cana-4662	56	26	assistance	assistance	NOUN
cana-4662	56	27	by	by	ADP
cana-4662	56	28	manufacturers	manufacturer	NOUN
cana-4662	56	29	is	be	AUX
cana-4662	56	30	also	also	ADV
cana-4662	56	31	fuelling	fuel	VERB
cana-4662	56	32	the	the	DET
cana-4662	56	33	market	market	NOUN
cana-4662	56	34	growth	growth	NOUN
cana-4662	56	35	.	.	PUNCT
cana-4662	57	1	•	•	NOUN
cana-4662	57	2	end	end	NOUN
cana-4662	57	3	-	-	PUNCT
cana-4662	57	4	of	of	ADP
cana-4662	57	5	-	-	PUNCT
cana-4662	57	6	life	life	NOUN
cana-4662	57	7	vehicle	vehicle	NOUN
cana-4662	57	8	management	management	NOUN
cana-4662	57	9	:	:	PUNCT
cana-4662	57	10	this	this	PRON
cana-4662	57	11	is	be	AUX
cana-4662	57	12	the	the	DET
cana-4662	57	13	last	last	ADJ
cana-4662	57	14	step	step	NOUN
cana-4662	57	15	to	to	PART
cana-4662	57	16	guide	guide	VERB
cana-4662	57	17	through	through	ADP
cana-4662	57	18	the	the	DET
cana-4662	57	19	safe	safe	ADJ
cana-4662	57	20	recycling	recycling	NOUN
cana-4662	57	21	of	of	ADP
cana-4662	57	22	vehicles	vehicle	NOUN
cana-4662	57	23	once	once	SCONJ
cana-4662	57	24	they	they	PRON
cana-4662	57	25	are	be	AUX
cana-4662	57	26	out	out	ADP
cana-4662	57	27	of	of	ADP
cana-4662	57	28	action	action	NOUN
cana-4662	57	29	.	.	PUNCT
cana-4662	58	1	end	end	NOUN
cana-4662	58	2	-	-	PUNCT
cana-4662	58	3	of	of	ADP
cana-4662	58	4	-	-	PUNCT
cana-4662	58	5	life	life	NOUN
cana-4662	58	6	vehicle	vehicle	NOUN
cana-4662	58	7	rules	rule	NOUN
cana-4662	58	8	in	in	ADP
cana-4662	58	9	areas	area	NOUN
cana-4662	58	10	like	like	ADP
cana-4662	58	11	europe	europe	PROPN
cana-4662	58	12	encourage	encourage	VERB
cana-4662	58	13	communications	communication	NOUN
cana-4662	58	14	on	on	ADP
cana-4662	58	15	applied	apply	VERB
cana-4662	58	16	nonlinear	nonlinear	ADJ
cana-4662	58	17	analysis	analysis	NOUN
cana-4662	58	18	issn	issn	NOUN
cana-4662	58	19	:	:	PUNCT
cana-4662	58	20	1074	1074	NUM
cana-4662	58	21	-	-	PUNCT
cana-4662	58	22	133x	133x	NUM
cana-4662	58	23	vol	vol	VERB
cana-4662	58	24	32	32	NUM
cana-4662	58	25	no	no	NOUN
cana-4662	58	26	.	.	PUNCT
cana-4662	59	1	10s	10	NOUN
cana-4662	59	2	(	(	PUNCT
cana-4662	59	3	2025	2025	NUM
cana-4662	59	4	)	)	PUNCT
cana-4662	59	5	43	43	NUM
cana-4662	59	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	59	7	higher	high	ADJ
cana-4662	59	8	recycling	recycling	NOUN
cana-4662	59	9	percentages	percentage	NOUN
cana-4662	59	10	and	and	CCONJ
cana-4662	59	11	reduce	reduce	VERB
cana-4662	59	12	the	the	DET
cana-4662	59	13	need	need	NOUN
cana-4662	59	14	for	for	ADP
cana-4662	59	15	toxic	toxic	ADJ
cana-4662	59	16	materials	material	NOUN
cana-4662	59	17	,	,	PUNCT
cana-4662	59	18	aligning	align	VERB
cana-4662	59	19	with	with	ADP
cana-4662	59	20	worldwide	worldwide	ADJ
cana-4662	59	21	sustainability	sustainability	NOUN
cana-4662	59	22	goals	goal	NOUN
cana-4662	59	23	.	.	PUNCT
cana-4662	60	1	with	with	ADP
cana-4662	60	2	the	the	DET
cana-4662	60	3	industry	industry	NOUN
cana-4662	60	4	constantly	constantly	ADV
cana-4662	60	5	evolving	evolve	VERB
cana-4662	60	6	,	,	PUNCT
cana-4662	60	7	automotive	automotive	ADJ
cana-4662	60	8	manufacturers	manufacturer	NOUN
cana-4662	60	9	have	have	AUX
cana-4662	60	10	identified	identify	VERB
cana-4662	60	11	a	a	DET
cana-4662	60	12	strategic	strategic	ADJ
cana-4662	60	13	aftersales	aftersale	NOUN
cana-4662	60	14	service	service	NOUN
cana-4662	60	15	system	system	NOUN
cana-4662	60	16	as	as	ADP
cana-4662	60	17	being	be	AUX
cana-4662	60	18	instrumental	instrumental	ADJ
cana-4662	60	19	when	when	SCONJ
cana-4662	60	20	it	it	PRON
cana-4662	60	21	comes	come	VERB
cana-4662	60	22	to	to	ADP
cana-4662	60	23	customer	customer	NOUN
cana-4662	60	24	loyalty	loyalty	NOUN
cana-4662	60	25	,	,	PUNCT
cana-4662	60	26	market	market	NOUN
cana-4662	60	27	share	share	NOUN
cana-4662	60	28	and	and	CCONJ
cana-4662	60	29	competitive	competitive	ADJ
cana-4662	60	30	advantage	advantage	NOUN
cana-4662	60	31	.	.	PUNCT
cana-4662	61	1	in	in	ADP
cana-4662	61	2	[	[	X
cana-4662	61	3	5	5	NUM
cana-4662	61	4	]	]	PUNCT
cana-4662	61	5	,	,	PUNCT
cana-4662	61	6	gopalakrishnan	gopalakrishnan	NOUN
cana-4662	61	7	et	et	NOUN
cana-4662	61	8	al	al	PROPN
cana-4662	61	9	.	.	PROPN
cana-4662	62	1	through	through	ADP
cana-4662	62	2	new	new	ADJ
cana-4662	62	3	tech	tech	NOUN
cana-4662	62	4	's	's	PART
cana-4662	62	5	,	,	PUNCT
cana-4662	62	6	like	like	ADP
cana-4662	62	7	machine	machine	NOUN
cana-4662	62	8	learning	learning	NOUN
cana-4662	62	9	and	and	CCONJ
cana-4662	62	10	industrial	industrial	ADJ
cana-4662	62	11	internet	internet	NOUN
cana-4662	62	12	of	of	ADP
cana-4662	62	13	things	thing	NOUN
cana-4662	62	14	,	,	PUNCT
cana-4662	62	15	it	it	PRON
cana-4662	62	16	drives	drive	VERB
cana-4662	62	17	business	business	NOUN
cana-4662	62	18	outcome	outcome	NOUN
cana-4662	62	19	of	of	ADP
cana-4662	62	20	optimizing	optimize	VERB
cana-4662	62	21	both	both	DET
cana-4662	62	22	operational	operational	ADJ
cana-4662	62	23	efficiency	efficiency	NOUN
cana-4662	62	24	and	and	CCONJ
cana-4662	62	25	sustainability	sustainability	NOUN
cana-4662	62	26	.	.	PUNCT
cana-4662	63	1	by	by	ADP
cana-4662	63	2	leveraging	leverage	VERB
cana-4662	63	3	data	datum	NOUN
cana-4662	63	4	-	-	PUNCT
cana-4662	63	5	driven	drive	VERB
cana-4662	63	6	after	after	ADP
cana-4662	63	7	-	-	PUNCT
cana-4662	63	8	sales	sale	NOUN
cana-4662	63	9	services	service	NOUN
cana-4662	63	10	,	,	PUNCT
cana-4662	63	11	companies	company	NOUN
cana-4662	63	12	can	can	AUX
cana-4662	63	13	quickly	quickly	ADV
cana-4662	63	14	and	and	CCONJ
cana-4662	63	15	accurately	accurately	ADV
cana-4662	63	16	fulfill	fulfill	VERB
cana-4662	63	17	customer	customer	NOUN
cana-4662	63	18	requirements	requirement	NOUN
cana-4662	63	19	,	,	PUNCT
cana-4662	63	20	which	which	PRON
cana-4662	63	21	serves	serve	VERB
cana-4662	63	22	as	as	ADP
cana-4662	63	23	a	a	DET
cana-4662	63	24	competitive	competitive	ADJ
cana-4662	63	25	edge	edge	NOUN
cana-4662	63	26	in	in	ADP
cana-4662	63	27	the	the	DET
cana-4662	63	28	global	global	ADJ
cana-4662	63	29	marketplace	marketplace	NOUN
cana-4662	63	30	.	.	PUNCT
cana-4662	64	1	2.2	2.2	NUM
cana-4662	64	2	after	after	ADP
cana-4662	64	3	-	-	PUNCT
cana-4662	64	4	sales	sale	NOUN
cana-4662	64	5	services	service	NOUN
cana-4662	64	6	in	in	ADP
cana-4662	64	7	the	the	DET
cana-4662	64	8	automotive	automotive	ADJ
cana-4662	64	9	industry	industry	NOUN
cana-4662	64	10	after	after	ADP
cana-4662	64	11	-	-	PUNCT
cana-4662	64	12	sales	sale	NOUN
cana-4662	64	13	services	service	NOUN
cana-4662	64	14	in	in	ADP
cana-4662	64	15	the	the	DET
cana-4662	64	16	automotive	automotive	ADJ
cana-4662	64	17	sector	sector	NOUN
cana-4662	64	18	include	include	VERB
cana-4662	64	19	all	all	DET
cana-4662	64	20	activities	activity	NOUN
cana-4662	64	21	after	after	ADP
cana-4662	64	22	the	the	DET
cana-4662	64	23	sale	sale	NOUN
cana-4662	64	24	of	of	ADP
cana-4662	64	25	a	a	DET
cana-4662	64	26	vehicle	vehicle	NOUN
cana-4662	64	27	.	.	PUNCT
cana-4662	65	1	such	such	ADJ
cana-4662	65	2	providers	provider	NOUN
cana-4662	65	3	help	help	VERB
cana-4662	65	4	vehicle	vehicle	NOUN
cana-4662	65	5	operators	operator	NOUN
cana-4662	65	6	to	to	PART
cana-4662	65	7	run	run	VERB
cana-4662	65	8	vehicles	vehicle	NOUN
cana-4662	65	9	smoothly	smoothly	ADV
cana-4662	65	10	and	and	CCONJ
cana-4662	65	11	efficiently	efficiently	ADV
cana-4662	65	12	,	,	PUNCT
cana-4662	65	13	offer	offer	VERB
cana-4662	65	14	satisfaction	satisfaction	NOUN
cana-4662	65	15	to	to	ADP
cana-4662	65	16	users	user	NOUN
cana-4662	65	17	,	,	PUNCT
cana-4662	65	18	and	and	CCONJ
cana-4662	65	19	retain	retain	VERB
cana-4662	65	20	the	the	DET
cana-4662	65	21	loyalty	loyalty	NOUN
cana-4662	65	22	of	of	ADP
cana-4662	65	23	brand	brand	NOUN
cana-4662	65	24	.	.	PUNCT
cana-4662	66	1	after	after	ADP
cana-4662	66	2	-	-	PUNCT
cana-4662	66	3	sales	sale	NOUN
cana-4662	66	4	services	service	NOUN
cana-4662	66	5	form	form	VERB
cana-4662	66	6	a	a	DET
cana-4662	66	7	strategic	strategic	ADJ
cana-4662	66	8	element	element	NOUN
cana-4662	66	9	in	in	ADP
cana-4662	66	10	the	the	DET
cana-4662	66	11	value	value	NOUN
cana-4662	66	12	chain	chain	NOUN
cana-4662	66	13	of	of	ADP
cana-4662	66	14	the	the	DET
cana-4662	66	15	automotive	automotive	ADJ
cana-4662	66	16	market	market	NOUN
cana-4662	66	17	,	,	PUNCT
cana-4662	66	18	as	as	SCONJ
cana-4662	66	19	this	this	PRON
cana-4662	66	20	is	be	AUX
cana-4662	66	21	the	the	DET
cana-4662	66	22	main	main	ADJ
cana-4662	66	23	way	way	NOUN
cana-4662	66	24	a	a	DET
cana-4662	66	25	customer	customer	NOUN
cana-4662	66	26	will	will	AUX
cana-4662	66	27	be	be	AUX
cana-4662	66	28	supported	support	VERB
cana-4662	66	29	after	after	ADP
cana-4662	66	30	purchasing	purchase	VERB
cana-4662	66	31	a	a	DET
cana-4662	66	32	vehicle	vehicle	NOUN
cana-4662	66	33	.	.	PUNCT
cana-4662	67	1	according	accord	VERB
cana-4662	67	2	to	to	ADP
cana-4662	67	3	durugbo[6	durugbo[6	ADP
cana-4662	67	4	]	]	PUNCT
cana-4662	67	5	,	,	PUNCT
cana-4662	67	6	these	these	DET
cana-4662	67	7	services	service	NOUN
cana-4662	67	8	serve	serve	VERB
cana-4662	67	9	many	many	ADJ
cana-4662	67	10	functions	function	NOUN
cana-4662	67	11	designed	design	VERB
cana-4662	67	12	to	to	PART
cana-4662	67	13	ensure	ensure	VERB
cana-4662	67	14	the	the	DET
cana-4662	67	15	optimum	optimum	ADJ
cana-4662	67	16	operation	operation	NOUN
cana-4662	67	17	of	of	ADP
cana-4662	67	18	the	the	DET
cana-4662	67	19	vehicles	vehicle	NOUN
cana-4662	67	20	over	over	ADP
cana-4662	67	21	their	their	PRON
cana-4662	67	22	lifecycle	lifecycle	NOUN
cana-4662	67	23	and	and	CCONJ
cana-4662	67	24	improve	improve	VERB
cana-4662	67	25	the	the	DET
cana-4662	67	26	customer	customer	NOUN
cana-4662	67	27	experience	experience	NOUN
cana-4662	67	28	.	.	PUNCT
cana-4662	68	1	after	after	ADP
cana-4662	68	2	-	-	PUNCT
cana-4662	68	3	sales	sale	NOUN
cana-4662	68	4	services	service	NOUN
cana-4662	68	5	consist	consist	VERB
cana-4662	68	6	of	of	ADP
cana-4662	68	7	the	the	DET
cana-4662	68	8	following	follow	VERB
cana-4662	68	9	main	main	ADJ
cana-4662	68	10	activities	activity	NOUN
cana-4662	68	11	:	:	PUNCT
cana-4662	68	12	field	field	NOUN
cana-4662	68	13	technical	technical	ADJ
cana-4662	68	14	assistance	assistance	NOUN
cana-4662	68	15	,	,	PUNCT
cana-4662	68	16	spare	spare	ADJ
cana-4662	68	17	parts	part	NOUN
cana-4662	68	18	distribution	distribution	NOUN
cana-4662	68	19	,	,	PUNCT
cana-4662	68	20	customer	customer	NOUN
cana-4662	68	21	care	care	NOUN
cana-4662	68	22	,	,	PUNCT
cana-4662	68	23	and	and	CCONJ
cana-4662	68	24	accessory	accessory	NOUN
cana-4662	68	25	sales	sale	NOUN
cana-4662	68	26	.	.	PUNCT
cana-4662	69	1	these	these	DET
cana-4662	69	2	activities	activity	NOUN
cana-4662	69	3	ensure	ensure	VERB
cana-4662	69	4	that	that	SCONJ
cana-4662	69	5	customer	customer	NOUN
cana-4662	69	6	needs	need	NOUN
cana-4662	69	7	are	be	AUX
cana-4662	69	8	catered	cater	VERB
cana-4662	69	9	for	for	ADP
cana-4662	69	10	in	in	ADP
cana-4662	69	11	prompt	prompt	ADJ
cana-4662	69	12	and	and	CCONJ
cana-4662	69	13	effective	effective	ADJ
cana-4662	69	14	manner	manner	NOUN
cana-4662	69	15	and	and	CCONJ
cana-4662	69	16	are	be	AUX
cana-4662	69	17	essential	essential	ADJ
cana-4662	69	18	for	for	ADP
cana-4662	69	19	keeping	keep	VERB
cana-4662	69	20	the	the	DET
cana-4662	69	21	vehicle	vehicle	NOUN
cana-4662	69	22	performing	perform	VERB
cana-4662	69	23	and	and	CCONJ
cana-4662	69	24	creating	create	VERB
cana-4662	69	25	further	further	ADJ
cana-4662	69	26	revenue	revenue	NOUN
cana-4662	69	27	stream	stream	NOUN
cana-4662	69	28	.	.	PUNCT
cana-4662	70	1	•	•	NUM
cana-4662	70	2	field	field	NOUN
cana-4662	70	3	technical	technical	ADJ
cana-4662	70	4	assistance	assistance	NOUN
cana-4662	70	5	:	:	PUNCT
cana-4662	70	6	field	field	NOUN
cana-4662	70	7	technical	technical	ADJ
cana-4662	70	8	assistance	assistance	NOUN
cana-4662	70	9	helps	help	VERB
cana-4662	70	10	to	to	PART
cana-4662	70	11	resolve	resolve	VERB
cana-4662	70	12	vehicle	vehicle	NOUN
cana-4662	70	13	problems	problem	NOUN
cana-4662	70	14	on	on	ADP
cana-4662	70	15	site	site	NOUN
cana-4662	70	16	at	at	ADP
cana-4662	70	17	the	the	DET
cana-4662	70	18	customer	customer	NOUN
cana-4662	70	19	.	.	PUNCT
cana-4662	71	1	this	this	PRON
cana-4662	71	2	includes	include	VERB
cana-4662	71	3	checks	check	NOUN
cana-4662	71	4	,	,	PUNCT
cana-4662	71	5	diagnosis	diagnosis	NOUN
cana-4662	71	6	of	of	ADP
cana-4662	71	7	technical	technical	ADJ
cana-4662	71	8	difficulties	difficulty	NOUN
cana-4662	71	9	,	,	PUNCT
cana-4662	71	10	and	and	CCONJ
cana-4662	71	11	on	on	ADP
cana-4662	71	12	-	-	PUNCT
cana-4662	71	13	site	site	NOUN
cana-4662	71	14	repairs	repair	NOUN
cana-4662	71	15	.	.	PUNCT
cana-4662	72	1	it	it	PRON
cana-4662	72	2	plays	play	VERB
cana-4662	72	3	the	the	DET
cana-4662	72	4	critical	critical	ADJ
cana-4662	72	5	role	role	NOUN
cana-4662	72	6	of	of	ADP
cana-4662	72	7	minimizing	minimize	VERB
cana-4662	72	8	operational	operational	ADJ
cana-4662	72	9	disruption	disruption	NOUN
cana-4662	72	10	and	and	CCONJ
cana-4662	72	11	enhancing	enhance	VERB
cana-4662	72	12	customer	customer	NOUN
cana-4662	72	13	experience	experience	NOUN
cana-4662	72	14	.	.	PUNCT
cana-4662	73	1	•	•	NUM
cana-4662	73	2	spare	spare	ADJ
cana-4662	73	3	parts	part	NOUN
cana-4662	73	4	distribution	distribution	NOUN
cana-4662	73	5	:	:	PUNCT
cana-4662	73	6	availability	availability	NOUN
cana-4662	73	7	of	of	ADP
cana-4662	73	8	authentic	authentic	ADJ
cana-4662	73	9	spare	spare	ADJ
cana-4662	73	10	parts	part	NOUN
cana-4662	73	11	is	be	AUX
cana-4662	73	12	an	an	DET
cana-4662	73	13	essential	essential	ADJ
cana-4662	73	14	component	component	NOUN
cana-4662	73	15	of	of	ADP
cana-4662	73	16	after	after	ADP
cana-4662	73	17	-	-	PUNCT
cana-4662	73	18	sales	sale	NOUN
cana-4662	73	19	services	service	NOUN
cana-4662	73	20	.	.	PUNCT
cana-4662	74	1	efficient	efficient	ADJ
cana-4662	74	2	distribution	distribution	NOUN
cana-4662	74	3	can	can	AUX
cana-4662	74	4	help	help	VERB
cana-4662	74	5	to	to	PART
cana-4662	74	6	ensure	ensure	VERB
cana-4662	74	7	repairs	repair	NOUN
cana-4662	74	8	and	and	CCONJ
cana-4662	74	9	maintenance	maintenance	NOUN
cana-4662	74	10	are	be	AUX
cana-4662	74	11	done	do	VERB
cana-4662	74	12	on	on	ADP
cana-4662	74	13	time	time	NOUN
cana-4662	74	14	.	.	PUNCT
cana-4662	75	1	state	state	NOUN
cana-4662	75	2	-	-	PUNCT
cana-4662	75	3	of	of	ADP
cana-4662	75	4	-	-	PUNCT
cana-4662	75	5	the	the	DET
cana-4662	75	6	-	-	PUNCT
cana-4662	75	7	art	art	NOUN
cana-4662	75	8	inventory	inventory	NOUN
cana-4662	75	9	management	management	NOUN
cana-4662	75	10	systems	system	NOUN
cana-4662	75	11	,	,	PUNCT
cana-4662	75	12	powered	power	VERB
cana-4662	75	13	frequently	frequently	ADV
cana-4662	75	14	by	by	ADP
cana-4662	75	15	machine	machine	NOUN
cana-4662	75	16	learning	learning	NOUN
cana-4662	75	17	,	,	PUNCT
cana-4662	75	18	optimize	optimize	VERB
cana-4662	75	19	spare	spare	ADJ
cana-4662	75	20	part	part	NOUN
cana-4662	75	21	availability	availability	NOUN
cana-4662	75	22	and	and	CCONJ
cana-4662	75	23	minimize	minimize	VERB
cana-4662	75	24	customer	customer	NOUN
cana-4662	75	25	wait	wait	NOUN
cana-4662	75	26	times	time	NOUN
cana-4662	75	27	.	.	PUNCT
cana-4662	76	1	•	•	NUM
cana-4662	76	2	customer	customer	NOUN
cana-4662	76	3	care	care	NOUN
cana-4662	76	4	:	:	PUNCT
cana-4662	76	5	where	where	SCONJ
cana-4662	76	6	customer	customer	NOUN
cana-4662	76	7	care	care	NOUN
cana-4662	76	8	deals	deal	NOUN
cana-4662	76	9	with	with	ADP
cana-4662	76	10	inquiries	inquiry	NOUN
cana-4662	76	11	,	,	PUNCT
cana-4662	76	12	complaints	complaint	NOUN
cana-4662	76	13	,	,	PUNCT
cana-4662	76	14	and	and	CCONJ
cana-4662	76	15	information	information	NOUN
cana-4662	76	16	requests	request	NOUN
cana-4662	76	17	.	.	PUNCT
cana-4662	77	1	these	these	PRON
cana-4662	77	2	include	include	VERB
cana-4662	77	3	hotlines	hotline	NOUN
cana-4662	77	4	,	,	PUNCT
cana-4662	77	5	apps	app	NOUN
cana-4662	77	6	for	for	ADP
cana-4662	77	7	feedback	feedback	NOUN
cana-4662	77	8	,	,	PUNCT
cana-4662	77	9	and	and	CCONJ
cana-4662	77	10	loyalty	loyalty	NOUN
cana-4662	77	11	programs	program	NOUN
cana-4662	77	12	.	.	PUNCT
cana-4662	78	1	good	good	ADJ
cana-4662	78	2	customer	customer	NOUN
cana-4662	78	3	support	support	NOUN
cana-4662	78	4	builds	build	VERB
cana-4662	78	5	good	good	ADJ
cana-4662	78	6	relationships	relationship	NOUN
cana-4662	78	7	between	between	ADP
cana-4662	78	8	organizations	organization	NOUN
cana-4662	78	9	and	and	CCONJ
cana-4662	78	10	customers	customer	NOUN
cana-4662	78	11	,	,	PUNCT
cana-4662	78	12	building	build	VERB
cana-4662	78	13	trust	trust	NOUN
cana-4662	78	14	in	in	ADP
cana-4662	78	15	a	a	DET
cana-4662	78	16	brand	brand	NOUN
cana-4662	78	17	.	.	PUNCT
cana-4662	79	1	•	•	ADJ
cana-4662	79	2	accessory	accessory	NOUN
cana-4662	79	3	sales	sale	NOUN
cana-4662	79	4	:	:	PUNCT
cana-4662	79	5	companies	company	NOUN
cana-4662	79	6	also	also	ADV
cana-4662	79	7	sell	sell	VERB
cana-4662	79	8	vehicle	vehicle	NOUN
cana-4662	79	9	accessories	accessory	NOUN
cana-4662	79	10	that	that	PRON
cana-4662	79	11	improve	improve	VERB
cana-4662	79	12	functionality	functionality	NOUN
cana-4662	79	13	or	or	CCONJ
cana-4662	79	14	visual	visual	ADJ
cana-4662	79	15	appeal	appeal	NOUN
cana-4662	79	16	.	.	PUNCT
cana-4662	80	1	selling	sell	VERB
cana-4662	80	2	accessories	accessory	NOUN
cana-4662	80	3	is	be	AUX
cana-4662	80	4	a	a	DET
cana-4662	80	5	great	great	ADJ
cana-4662	80	6	way	way	NOUN
cana-4662	80	7	to	to	PART
cana-4662	80	8	boost	boost	VERB
cana-4662	80	9	revenue	revenue	NOUN
cana-4662	80	10	at	at	ADP
cana-4662	80	11	the	the	DET
cana-4662	80	12	same	same	ADJ
cana-4662	80	13	time	time	NOUN
cana-4662	80	14	as	as	ADP
cana-4662	80	15	offering	offer	VERB
cana-4662	80	16	value	value	NOUN
cana-4662	80	17	to	to	ADP
cana-4662	80	18	the	the	DET
cana-4662	80	19	customer	customer	NOUN
cana-4662	80	20	.	.	PUNCT
cana-4662	81	1	availability	availability	NOUN
cana-4662	81	2	of	of	ADP
cana-4662	81	3	aftersales	aftersale	NOUN
cana-4662	81	4	services	service	NOUN
cana-4662	81	5	also	also	ADV
cana-4662	81	6	serves	serve	VERB
cana-4662	81	7	as	as	SCONJ
cana-4662	81	8	you	you	PRON
cana-4662	81	9	très	très	X
cana-4662	81	10	effective	effective	ADJ
cana-4662	81	11	way	way	NOUN
cana-4662	81	12	of	of	ADP
cana-4662	81	13	maintaining	maintain	VERB
cana-4662	81	14	and	and	CCONJ
cana-4662	81	15	increasing	increase	VERB
cana-4662	81	16	brand	brand	NOUN
cana-4662	81	17	and	and	CCONJ
cana-4662	81	18	customer	customer	NOUN
cana-4662	81	19	loyalty	loyalty	NOUN
cana-4662	81	20	and	and	CCONJ
cana-4662	81	21	a	a	DET
cana-4662	81	22	sustainable	sustainable	ADJ
cana-4662	81	23	competitive	competitive	ADJ
cana-4662	81	24	advantage	advantage	NOUN
cana-4662	81	25	.	.	PUNCT
cana-4662	82	1	with	with	ADP
cana-4662	82	2	new	new	ADJ
cana-4662	82	3	technologies	technology	NOUN
cana-4662	82	4	like	like	ADP
cana-4662	82	5	data	datum	NOUN
cana-4662	82	6	analytics	analytic	NOUN
cana-4662	82	7	and	and	CCONJ
cana-4662	82	8	machine	machine	NOUN
cana-4662	82	9	learning	learning	NOUN
cana-4662	82	10	,	,	PUNCT
cana-4662	82	11	companies	company	NOUN
cana-4662	82	12	can	can	AUX
cana-4662	82	13	now	now	ADV
cana-4662	82	14	provide	provide	VERB
cana-4662	82	15	increasingly	increasingly	ADV
cana-4662	82	16	proactive	proactive	ADJ
cana-4662	82	17	and	and	CCONJ
cana-4662	82	18	personalized	personalized	ADJ
cana-4662	82	19	services	service	NOUN
cana-4662	82	20	2.3	2.3	NUM
cana-4662	82	21	machine	machine	NOUN
cana-4662	82	22	learning	learning	NOUN
cana-4662	82	23	-	-	PUNCT
cana-4662	82	24	based	base	VERB
cana-4662	82	25	data	datum	NOUN
cana-4662	82	26	strategies	strategy	NOUN
cana-4662	82	27	machine	machine	NOUN
cana-4662	82	28	learning	learning	NOUN
cana-4662	82	29	(	(	PUNCT
cana-4662	82	30	ml	ml	NOUN
cana-4662	82	31	)	)	PUNCT
cana-4662	82	32	stands	stand	VERB
cana-4662	82	33	for	for	ADP
cana-4662	82	34	machine	machine	NOUN
cana-4662	82	35	leaning	lean	VERB
cana-4662	82	36	,	,	PUNCT
cana-4662	82	37	which	which	PRON
cana-4662	82	38	is	be	AUX
cana-4662	82	39	part	part	NOUN
cana-4662	82	40	of	of	ADP
cana-4662	82	41	artificial	artificial	ADJ
cana-4662	82	42	intelligence	intelligence	NOUN
cana-4662	82	43	(	(	PUNCT
cana-4662	82	44	ai	ai	NOUN
cana-4662	82	45	)	)	PUNCT
cana-4662	82	46	in	in	ADP
cana-4662	82	47	giving	give	VERB
cana-4662	82	48	computer	computer	NOUN
cana-4662	82	49	systems	system	NOUN
cana-4662	82	50	the	the	DET
cana-4662	82	51	ability	ability	NOUN
cana-4662	82	52	to	to	PART
cana-4662	82	53	automatically	automatically	ADV
cana-4662	82	54	learn	learn	VERB
cana-4662	82	55	and	and	CCONJ
cana-4662	82	56	integrate	integrate	VERB
cana-4662	82	57	without	without	ADP
cana-4662	82	58	human	human	ADJ
cana-4662	82	59	communications	communication	NOUN
cana-4662	82	60	on	on	ADP
cana-4662	82	61	applied	apply	VERB
cana-4662	82	62	nonlinear	nonlinear	ADJ
cana-4662	82	63	analysis	analysis	NOUN
cana-4662	82	64	issn	issn	NOUN
cana-4662	82	65	:	:	PUNCT
cana-4662	82	66	1074	1074	NUM
cana-4662	82	67	-	-	PUNCT
cana-4662	82	68	133x	133x	NUM
cana-4662	82	69	vol	vol	VERB
cana-4662	82	70	32	32	NUM
cana-4662	82	71	no	no	NOUN
cana-4662	82	72	.	.	PUNCT
cana-4662	83	1	10s	10	NOUN
cana-4662	83	2	(	(	PUNCT
cana-4662	83	3	2025	2025	NUM
cana-4662	83	4	)	)	PUNCT
cana-4662	83	5	44	44	NUM
cana-4662	83	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	83	7	interference[7	interference[7	X
cana-4662	83	8	]	]	PUNCT
cana-4662	83	9	.	.	PUNCT
cana-4662	84	1	it	it	PRON
cana-4662	84	2	also	also	ADV
cana-4662	84	3	uses	use	VERB
cana-4662	84	4	data	datum	NOUN
cana-4662	84	5	or	or	CCONJ
cana-4662	84	6	observations	observation	NOUN
cana-4662	84	7	to	to	PART
cana-4662	84	8	create	create	VERB
cana-4662	84	9	computer	computer	NOUN
cana-4662	84	10	“	"	PUNCT
cana-4662	84	11	models	model	NOUN
cana-4662	84	12	”	"	PUNCT
cana-4662	84	13	that	that	PRON
cana-4662	84	14	analyze	analyze	VERB
cana-4662	84	15	and	and	CCONJ
cana-4662	84	16	pattern	pattern	NOUN
cana-4662	84	17	data	datum	NOUN
cana-4662	84	18	with	with	ADP
cana-4662	84	19	the	the	DET
cana-4662	84	20	goal	goal	NOUN
cana-4662	84	21	of	of	ADP
cana-4662	84	22	improving	improve	VERB
cana-4662	84	23	operations	operation	NOUN
cana-4662	84	24	in	in	ADP
cana-4662	84	25	technology	technology	NOUN
cana-4662	84	26	.	.	PUNCT
cana-4662	85	1	machine	machine	NOUN
cana-4662	85	2	learning	learning	NOUN
cana-4662	85	3	is	be	AUX
cana-4662	85	4	mainly	mainly	ADV
cana-4662	85	5	aimed	aim	VERB
cana-4662	85	6	at	at	ADP
cana-4662	85	7	improving	improve	VERB
cana-4662	85	8	results	result	NOUN
cana-4662	85	9	in	in	ADP
cana-4662	85	10	certain	certain	ADJ
cana-4662	85	11	(	(	PUNCT
cana-4662	85	12	known	known	ADJ
cana-4662	85	13	)	)	PUNCT
cana-4662	85	14	tasks	task	NOUN
cana-4662	85	15	or	or	CCONJ
cana-4662	85	16	rendering	render	VERB
cana-4662	85	17	correct	correct	ADJ
cana-4662	85	18	predictions	prediction	NOUN
cana-4662	85	19	based	base	VERB
cana-4662	85	20	on	on	ADP
cana-4662	85	21	existing	exist	VERB
cana-4662	85	22	data	datum	NOUN
cana-4662	85	23	.	.	PUNCT
cana-4662	86	1	this	this	DET
cana-4662	86	2	type	type	NOUN
cana-4662	86	3	of	of	ADP
cana-4662	86	4	learning	learning	NOUN
cana-4662	86	5	is	be	AUX
cana-4662	86	6	based	base	VERB
cana-4662	86	7	on	on	ADP
cana-4662	86	8	so	so	ADV
cana-4662	86	9	-	-	PUNCT
cana-4662	86	10	called	call	VERB
cana-4662	86	11	“	"	PUNCT
cana-4662	86	12	experience	experience	NOUN
cana-4662	86	13	,	,	PUNCT
cana-4662	86	14	”	"	PUNCT
cana-4662	86	15	which	which	PRON
cana-4662	86	16	in	in	ADP
cana-4662	86	17	the	the	DET
cana-4662	86	18	context	context	NOUN
cana-4662	86	19	of	of	ADP
cana-4662	86	20	machine	machine	NOUN
cana-4662	86	21	learning	learning	NOUN
cana-4662	86	22	refers	refer	VERB
cana-4662	86	23	to	to	ADP
cana-4662	86	24	the	the	DET
cana-4662	86	25	past	past	ADJ
cana-4662	86	26	data	datum	NOUN
cana-4662	86	27	used	use	VERB
cana-4662	86	28	to	to	PART
cana-4662	86	29	build	build	VERB
cana-4662	86	30	predictive	predictive	ADJ
cana-4662	86	31	models	model	NOUN
cana-4662	86	32	.	.	PUNCT
cana-4662	87	1	machine	machine	NOUN
cana-4662	87	2	learning	learning	NOUN
cana-4662	87	3	is	be	AUX
cana-4662	87	4	one	one	NUM
cana-4662	87	5	of	of	ADP
cana-4662	87	6	the	the	DET
cana-4662	87	7	most	most	ADV
cana-4662	87	8	growing	grow	VERB
cana-4662	87	9	domain	domain	NOUN
cana-4662	87	10	of	of	ADP
cana-4662	87	11	computer	computer	NOUN
cana-4662	87	12	science	science	NOUN
cana-4662	87	13	with	with	ADP
cana-4662	87	14	widespread	widespread	ADJ
cana-4662	87	15	implementation	implementation	NOUN
cana-4662	87	16	across	across	ADP
cana-4662	87	17	disciplines	discipline	NOUN
cana-4662	87	18	and	and	CCONJ
cana-4662	87	19	research	research	NOUN
cana-4662	87	20	areas	area	NOUN
cana-4662	87	21	.	.	PUNCT
cana-4662	88	1	depending	depend	VERB
cana-4662	88	2	on	on	ADP
cana-4662	88	3	how	how	SCONJ
cana-4662	88	4	data	datum	NOUN
cana-4662	88	5	is	be	AUX
cana-4662	88	6	used	use	VERB
cana-4662	88	7	in	in	ADP
cana-4662	88	8	the	the	DET
cana-4662	88	9	learning	learning	NOUN
cana-4662	88	10	process	process	NOUN
cana-4662	88	11	,	,	PUNCT
cana-4662	88	12	ml	ml	ADP
cana-4662	88	13	approaches	approach	NOUN
cana-4662	88	14	are	be	AUX
cana-4662	88	15	classified	classify	VERB
cana-4662	88	16	into	into	ADP
cana-4662	88	17	the	the	DET
cana-4662	88	18	following	follow	VERB
cana-4662	88	19	types	type	NOUN
cana-4662	88	20	:	:	PUNCT
cana-4662	88	21	•	•	NUM
cana-4662	88	22	supervised	supervised	ADJ
cana-4662	88	23	learning	learning	NOUN
cana-4662	88	24	:	:	PUNCT
cana-4662	88	25	in	in	ADP
cana-4662	88	26	this	this	DET
cana-4662	88	27	type	type	NOUN
cana-4662	88	28	of	of	ADP
cana-4662	88	29	learning	learning	NOUN
cana-4662	88	30	,	,	PUNCT
cana-4662	88	31	models	model	NOUN
cana-4662	88	32	are	be	AUX
cana-4662	88	33	trained	train	VERB
cana-4662	88	34	on	on	ADP
cana-4662	88	35	labelled	label	VERB
cana-4662	88	36	data	datum	NOUN
cana-4662	88	37	where	where	SCONJ
cana-4662	88	38	the	the	DET
cana-4662	88	39	output	output	NOUN
cana-4662	88	40	is	be	AUX
cana-4662	88	41	already	already	ADV
cana-4662	88	42	known	know	VERB
cana-4662	88	43	.	.	PUNCT
cana-4662	89	1	the	the	DET
cana-4662	89	2	goal	goal	NOUN
cana-4662	89	3	is	be	AUX
cana-4662	89	4	to	to	PART
cana-4662	89	5	learn	learn	VERB
cana-4662	89	6	a	a	DET
cana-4662	89	7	function	function	NOUN
cana-4662	89	8	from	from	ADP
cana-4662	89	9	input	input	NOUN
cana-4662	89	10	to	to	ADP
cana-4662	89	11	output	output	NOUN
cana-4662	89	12	,	,	PUNCT
cana-4662	89	13	so	so	SCONJ
cana-4662	89	14	that	that	SCONJ
cana-4662	89	15	you	you	PRON
cana-4662	89	16	can	can	AUX
cana-4662	89	17	predict	predict	VERB
cana-4662	89	18	the	the	DET
cana-4662	89	19	right	right	ADJ
cana-4662	89	20	output	output	NOUN
cana-4662	89	21	for	for	ADP
cana-4662	89	22	new	new	ADJ
cana-4662	89	23	input	input	NOUN
cana-4662	89	24	data	datum	NOUN
cana-4662	89	25	.	.	PUNCT
cana-4662	90	1	•	•	NUM
cana-4662	90	2	unsupervised	unsupervised	ADJ
cana-4662	90	3	learning	learning	NOUN
cana-4662	90	4	:	:	PUNCT
cana-4662	90	5	in	in	ADP
cana-4662	90	6	this	this	DET
cana-4662	90	7	approach	approach	NOUN
cana-4662	90	8	,	,	PUNCT
cana-4662	90	9	a	a	DET
cana-4662	90	10	model	model	NOUN
cana-4662	90	11	is	be	AUX
cana-4662	90	12	applied	apply	VERB
cana-4662	90	13	to	to	ADP
cana-4662	90	14	unlabeled	unlabeled	ADJ
cana-4662	90	15	data	datum	NOUN
cana-4662	90	16	,	,	PUNCT
cana-4662	90	17	and	and	CCONJ
cana-4662	90	18	there	there	PRON
cana-4662	90	19	is	be	VERB
cana-4662	90	20	a	a	DET
cana-4662	90	21	discovery	discovery	NOUN
cana-4662	90	22	of	of	ADP
cana-4662	90	23	hidden	hide	VERB
cana-4662	90	24	structures	structure	NOUN
cana-4662	90	25	of	of	ADP
cana-4662	90	26	fit	fit	NOUN
cana-4662	90	27	within	within	ADP
cana-4662	90	28	the	the	DET
cana-4662	90	29	data	datum	NOUN
cana-4662	90	30	.	.	PUNCT
cana-4662	91	1	algorithms	algorithm	NOUN
cana-4662	91	2	are	be	AUX
cana-4662	91	3	clustering	cluster	VERB
cana-4662	91	4	association	association	NOUN
cana-4662	91	5	rule	rule	NOUN
cana-4662	91	6	mining	mining	NOUN
cana-4662	91	7	.	.	PUNCT
cana-4662	92	1	•	•	NUM
cana-4662	92	2	reinforcement	reinforcement	NOUN
cana-4662	92	3	learning	learning	NOUN
cana-4662	92	4	:	:	PUNCT
cana-4662	92	5	where	where	SCONJ
cana-4662	92	6	models	model	NOUN
cana-4662	92	7	learn	learn	VERB
cana-4662	92	8	by	by	ADP
cana-4662	92	9	interacting	interact	VERB
cana-4662	92	10	with	with	ADP
cana-4662	92	11	an	an	DET
cana-4662	92	12	environment	environment	NOUN
cana-4662	92	13	and	and	CCONJ
cana-4662	92	14	being	be	AUX
cana-4662	92	15	rewarded	reward	VERB
cana-4662	92	16	or	or	CCONJ
cana-4662	92	17	punished	punish	VERB
cana-4662	92	18	.	.	PUNCT
cana-4662	93	1	the	the	DET
cana-4662	93	2	objective	objective	NOUN
cana-4662	93	3	is	be	AUX
cana-4662	93	4	to	to	PART
cana-4662	93	5	figure	figure	VERB
cana-4662	93	6	out	out	ADP
cana-4662	93	7	strategies	strategy	NOUN
cana-4662	93	8	that	that	PRON
cana-4662	93	9	return	return	VERB
cana-4662	93	10	maximum	maximum	ADJ
cana-4662	93	11	rewards	reward	NOUN
cana-4662	93	12	over	over	ADP
cana-4662	93	13	time	time	NOUN
cana-4662	93	14	.	.	PUNCT
cana-4662	94	1	the	the	DET
cana-4662	94	2	machine	machine	NOUN
cana-4662	94	3	learning	learning	NOUN
cana-4662	94	4	(	(	PUNCT
cana-4662	94	5	ml	ml	NOUN
cana-4662	94	6	)	)	PUNCT
cana-4662	94	7	algorithms	algorithm	NOUN
cana-4662	94	8	play	play	VERB
cana-4662	94	9	a	a	DET
cana-4662	94	10	significant	significant	ADJ
cana-4662	94	11	role	role	NOUN
cana-4662	94	12	in	in	ADP
cana-4662	94	13	a	a	DET
cana-4662	94	14	wide	wide	ADJ
cana-4662	94	15	range	range	NOUN
cana-4662	94	16	of	of	ADP
cana-4662	94	17	applications	application	NOUN
cana-4662	94	18	.	.	PUNCT
cana-4662	95	1	some	some	PRON
cana-4662	95	2	of	of	ADP
cana-4662	95	3	the	the	DET
cana-4662	95	4	key	key	ADJ
cana-4662	95	5	algorithms	algorithms	NOUN
cana-4662	95	6	in	in	ADP
cana-4662	95	7	supervised	supervised	ADJ
cana-4662	95	8	learning	learning	NOUN
cana-4662	95	9	include	include	VERB
cana-4662	95	10	regression	regression	NOUN
cana-4662	95	11	analysis	analysis	NOUN
cana-4662	95	12	used	use	VERB
cana-4662	95	13	for	for	ADP
cana-4662	95	14	predicting	predict	VERB
cana-4662	95	15	certain	certain	ADJ
cana-4662	95	16	numeric	numeric	ADJ
cana-4662	95	17	values	value	NOUN
cana-4662	95	18	,	,	PUNCT
cana-4662	95	19	classification	classification	NOUN
cana-4662	95	20	algorithms	algorithm	NOUN
cana-4662	95	21	such	such	ADJ
cana-4662	95	22	as	as	ADP
cana-4662	95	23	k	k	NOUN
cana-4662	95	24	-	-	PUNCT
cana-4662	95	25	nearest	near	ADJ
cana-4662	95	26	neighbors	neighbor	NOUN
cana-4662	95	27	(	(	PUNCT
cana-4662	95	28	knn	knn	PROPN
cana-4662	95	29	)	)	PUNCT
cana-4662	95	30	and	and	CCONJ
cana-4662	95	31	decision	decision	NOUN
cana-4662	95	32	trees	tree	NOUN
cana-4662	95	33	which	which	PRON
cana-4662	95	34	are	be	AUX
cana-4662	95	35	responsible	responsible	ADJ
cana-4662	95	36	for	for	ADP
cana-4662	95	37	categorizing	categorize	VERB
cana-4662	95	38	data	datum	NOUN
cana-4662	95	39	,	,	PUNCT
cana-4662	95	40	and	and	CCONJ
cana-4662	95	41	last	last	ADJ
cana-4662	95	42	but	but	CCONJ
cana-4662	95	43	not	not	PART
cana-4662	95	44	least	least	ADJ
cana-4662	95	45	the	the	DET
cana-4662	95	46	clustering	clustering	ADJ
cana-4662	95	47	techniques	technique	NOUN
cana-4662	95	48	such	such	ADJ
cana-4662	95	49	as	as	ADP
cana-4662	95	50	the	the	DET
cana-4662	95	51	k	k	NOUN
cana-4662	95	52	-	-	PUNCT
cana-4662	95	53	means	mean	NOUN
cana-4662	95	54	.	.	PUNCT
cana-4662	96	1	artificial	artificial	ADJ
cana-4662	96	2	neural	neural	ADJ
cana-4662	96	3	networks	network	NOUN
cana-4662	96	4	(	(	PUNCT
cana-4662	96	5	anns	anns	PROPN
cana-4662	96	6	)	)	PUNCT
cana-4662	96	7	mimic	mimic	VERB
cana-4662	96	8	the	the	DET
cana-4662	96	9	workings	working	NOUN
cana-4662	96	10	of	of	ADP
cana-4662	96	11	the	the	DET
cana-4662	96	12	brain	brain	NOUN
cana-4662	96	13	and	and	CCONJ
cana-4662	96	14	can	can	AUX
cana-4662	96	15	carry	carry	VERB
cana-4662	96	16	out	out	ADP
cana-4662	96	17	classification	classification	NOUN
cana-4662	96	18	as	as	ADV
cana-4662	96	19	well	well	ADV
cana-4662	96	20	as	as	ADP
cana-4662	96	21	regression	regression	NOUN
cana-4662	96	22	tasks	task	NOUN
cana-4662	96	23	.	.	PUNCT
cana-4662	97	1	it	it	PRON
cana-4662	97	2	is	be	AUX
cana-4662	97	3	one	one	NUM
cana-4662	97	4	of	of	ADP
cana-4662	97	5	the	the	DET
cana-4662	97	6	advanced	advanced	ADJ
cana-4662	97	7	topics	topic	NOUN
cana-4662	97	8	and	and	CCONJ
cana-4662	97	9	one	one	NUM
cana-4662	97	10	of	of	ADP
cana-4662	97	11	the	the	DET
cana-4662	97	12	subfields	subfield	NOUN
cana-4662	97	13	of	of	ADP
cana-4662	97	14	artificial	artificial	ADJ
cana-4662	97	15	intelligence	intelligence	NOUN
cana-4662	97	16	that	that	PRON
cana-4662	97	17	use	use	VERB
cana-4662	97	18	deep	deep	ADJ
cana-4662	97	19	neural	neural	ADJ
cana-4662	97	20	networks	network	NOUN
cana-4662	97	21	and	and	CCONJ
cana-4662	97	22	it	it	PRON
cana-4662	97	23	is	be	AUX
cana-4662	97	24	the	the	DET
cana-4662	97	25	basic	basic	ADJ
cana-4662	97	26	technology	technology	NOUN
cana-4662	97	27	to	to	PART
cana-4662	97	28	solve	solve	VERB
cana-4662	97	29	complex	complex	ADJ
cana-4662	97	30	problems	problem	NOUN
cana-4662	97	31	such	such	ADJ
cana-4662	97	32	as	as	ADP
cana-4662	97	33	image	image	NOUN
cana-4662	97	34	recognition	recognition	NOUN
cana-4662	97	35	and	and	CCONJ
cana-4662	97	36	language	language	NOUN
cana-4662	97	37	processing	processing	NOUN
cana-4662	97	38	which	which	PRON
cana-4662	97	39	is	be	AUX
cana-4662	97	40	called	call	VERB
cana-4662	97	41	deep	deep	ADJ
cana-4662	97	42	learning	learning	NOUN
cana-4662	97	43	(	(	PUNCT
cana-4662	97	44	dl	dl	PROPN
cana-4662	97	45	)	)	PUNCT
cana-4662	97	46	which	which	PRON
cana-4662	97	47	is	be	AUX
cana-4662	97	48	defined	define	VERB
cana-4662	97	49	as	as	ADP
cana-4662	97	50	supervised	supervised	ADJ
cana-4662	97	51	and	and	CCONJ
cana-4662	97	52	unsupervised	unsupervised	ADJ
cana-4662	97	53	learning	learning	NOUN
cana-4662	97	54	.	.	PUNCT
cana-4662	98	1	technology	technology	NOUN
cana-4662	98	2	advancement	advancement	NOUN
cana-4662	98	3	,	,	PUNCT
cana-4662	98	4	especially	especially	ADV
cana-4662	98	5	machine	machine	NOUN
cana-4662	98	6	learning(ml	learning(ml	PROPN
cana-4662	98	7	)	)	PUNCT
cana-4662	98	8	,	,	PUNCT
cana-4662	98	9	have	have	AUX
cana-4662	98	10	been	be	AUX
cana-4662	98	11	the	the	DET
cana-4662	98	12	main	main	ADJ
cana-4662	98	13	drive	drive	NOUN
cana-4662	98	14	of	of	ADP
cana-4662	98	15	a	a	DET
cana-4662	98	16	seismic	seismic	ADJ
cana-4662	98	17	shift	shift	NOUN
cana-4662	98	18	in	in	ADP
cana-4662	98	19	automotive	automotive	ADJ
cana-4662	98	20	industry	industry	NOUN
cana-4662	98	21	.	.	PUNCT
cana-4662	99	1	by	by	ADP
cana-4662	99	2	leveraging	leverage	VERB
cana-4662	99	3	machine	machine	NOUN
cana-4662	99	4	learning	learning	NOUN
cana-4662	99	5	-	-	PUNCT
cana-4662	99	6	based	base	VERB
cana-4662	99	7	data	data	NOUN
cana-4662	99	8	strategies	strategy	NOUN
cana-4662	99	9	,	,	PUNCT
cana-4662	99	10	after	after	ADP
cana-4662	99	11	-	-	PUNCT
cana-4662	99	12	sales	sale	NOUN
cana-4662	99	13	services	service	NOUN
cana-4662	99	14	can	can	AUX
cana-4662	99	15	improve	improve	VERB
cana-4662	99	16	customer	customer	NOUN
cana-4662	99	17	satisfaction	satisfaction	NOUN
cana-4662	99	18	,	,	PUNCT
cana-4662	99	19	optimize	optimize	NOUN
cana-4662	99	20	operations	operation	NOUN
cana-4662	99	21	&	&	CCONJ
cana-4662	99	22	profitability	profitability	NOUN
cana-4662	99	23	,	,	PUNCT
cana-4662	99	24	etc	etc	X
cana-4662	99	25	.	.	X
cana-4662	100	1	this	this	DET
cana-4662	100	2	write	write	NOUN
cana-4662	100	3	-	-	PUNCT
cana-4662	100	4	up	up	NOUN
cana-4662	100	5	describes	describe	VERB
cana-4662	100	6	different	different	ADJ
cana-4662	100	7	machine	machine	NOUN
cana-4662	100	8	learning	learn	VERB
cana-4662	100	9	applications	application	NOUN
cana-4662	100	10	in	in	ADP
cana-4662	100	11	automotive	automotive	ADJ
cana-4662	100	12	after	after	ADP
cana-4662	100	13	-	-	PUNCT
cana-4662	100	14	sales	sale	NOUN
cana-4662	100	15	services	service	NOUN
cana-4662	100	16	&	&	CCONJ
cana-4662	100	17	the	the	DET
cana-4662	100	18	approaches	approach	NOUN
cana-4662	100	19	companies	company	NOUN
cana-4662	100	20	are	be	AUX
cana-4662	100	21	taking	take	VERB
cana-4662	100	22	[	[	PUNCT
cana-4662	100	23	8	8	NUM
cana-4662	100	24	]	]	PUNCT
cana-4662	100	25	,	,	PUNCT
cana-4662	101	1	[	[	X
cana-4662	101	2	9	9	NUM
cana-4662	101	3	]	]	PUNCT
cana-4662	101	4	,	,	PUNCT
cana-4662	101	5	[	[	X
cana-4662	101	6	10	10	NUM
cana-4662	101	7	]	]	PUNCT
cana-4662	101	8	,	,	PUNCT
cana-4662	102	1	[	[	X
cana-4662	102	2	11	11	NUM
cana-4662	102	3	]	]	PUNCT
cana-4662	102	4	,	,	PUNCT
cana-4662	102	5	[	[	X
cana-4662	102	6	12	12	NUM
cana-4662	102	7	]	]	PUNCT
cana-4662	102	8	,	,	PUNCT
cana-4662	102	9	[	[	X
cana-4662	102	10	13	13	NUM
cana-4662	102	11	]	]	SYM
cana-4662	102	12	:	:	PUNCT
cana-4662	102	13	•	•	NUM
cana-4662	102	14	predictive	predictive	ADJ
cana-4662	102	15	maintenance	maintenance	NOUN
cana-4662	102	16	:	:	PUNCT
cana-4662	102	17	machine	machine	NOUN
cana-4662	102	18	learning	learning	NOUN
cana-4662	102	19	has	have	AUX
cana-4662	102	20	became	become	VERB
cana-4662	102	21	a	a	DET
cana-4662	102	22	strong	strong	ADJ
cana-4662	102	23	weapon	weapon	NOUN
cana-4662	102	24	in	in	ADP
cana-4662	102	25	implementing	implement	VERB
cana-4662	102	26	the	the	DET
cana-4662	102	27	intelligent	intelligent	ADJ
cana-4662	102	28	algorithms	algorithm	NOUN
cana-4662	102	29	for	for	ADP
cana-4662	102	30	prediction	prediction	NOUN
cana-4662	102	31	.	.	PUNCT
cana-4662	103	1	machine	machine	NOUN
cana-4662	103	2	learning	learning	NOUN
cana-4662	103	3	-	-	PUNCT
cana-4662	103	4	based	base	VERB
cana-4662	103	5	predictive	predictive	ADJ
cana-4662	103	6	maintenance	maintenance	NOUN
cana-4662	103	7	is	be	AUX
cana-4662	103	8	a	a	DET
cana-4662	103	9	system	system	NOUN
cana-4662	103	10	that	that	PRON
cana-4662	103	11	analyzes	analyze	VERB
cana-4662	103	12	real	real	ADJ
cana-4662	103	13	-	-	PUNCT
cana-4662	103	14	time	time	NOUN
cana-4662	103	15	sensor	sensor	NOUN
cana-4662	103	16	and	and	CCONJ
cana-4662	103	17	equipment	equipment	NOUN
cana-4662	103	18	data	datum	NOUN
cana-4662	103	19	to	to	PART
cana-4662	103	20	identify	identify	VERB
cana-4662	103	21	patterns	pattern	NOUN
cana-4662	103	22	and	and	CCONJ
cana-4662	103	23	anticipate	anticipate	VERB
cana-4662	103	24	potential	potential	ADJ
cana-4662	103	25	problems	problem	NOUN
cana-4662	103	26	.	.	PUNCT
cana-4662	104	1	by	by	ADP
cana-4662	104	2	being	be	AUX
cana-4662	104	3	proactive	proactive	ADJ
cana-4662	104	4	,	,	PUNCT
cana-4662	104	5	companies	company	NOUN
cana-4662	104	6	can	can	AUX
cana-4662	104	7	plan	plan	VERB
cana-4662	104	8	maintenance	maintenance	NOUN
cana-4662	104	9	activities	activity	NOUN
cana-4662	104	10	in	in	ADP
cana-4662	104	11	advance	advance	NOUN
cana-4662	104	12	of	of	ADP
cana-4662	104	13	failures	failure	NOUN
cana-4662	104	14	,	,	PUNCT
cana-4662	104	15	thus	thus	ADV
cana-4662	104	16	avoiding	avoid	VERB
cana-4662	104	17	unexpected	unexpected	ADJ
cana-4662	104	18	downtime	downtime	NOUN
cana-4662	104	19	and	and	CCONJ
cana-4662	104	20	lowering	lower	VERB
cana-4662	104	21	operational	operational	ADJ
cana-4662	104	22	expense	expense	NOUN
cana-4662	104	23	.	.	PUNCT
cana-4662	105	1	•	•	NUM
cana-4662	105	2	resource	resource	NOUN
cana-4662	105	3	utilization	utilization	NOUN
cana-4662	105	4	optimization	optimization	NOUN
cana-4662	105	5	:	:	PUNCT
cana-4662	105	6	data	data	NOUN
cana-4662	105	7	strategies	strategy	NOUN
cana-4662	105	8	based	base	VERB
cana-4662	105	9	on	on	ADP
cana-4662	105	10	machine	machine	NOUN
cana-4662	105	11	learning	learning	NOUN
cana-4662	105	12	can	can	AUX
cana-4662	105	13	optimize	optimize	VERB
cana-4662	105	14	the	the	DET
cana-4662	105	15	utilization	utilization	NOUN
cana-4662	105	16	of	of	ADP
cana-4662	105	17	resources	resource	NOUN
cana-4662	105	18	,	,	PUNCT
cana-4662	105	19	such	such	ADJ
cana-4662	105	20	as	as	ADP
cana-4662	105	21	spare	spare	ADJ
cana-4662	105	22	parts	part	NOUN
cana-4662	105	23	inventory	inventory	NOUN
cana-4662	105	24	,	,	PUNCT
cana-4662	105	25	technician	technician	ADJ
cana-4662	105	26	schedules	schedule	NOUN
cana-4662	105	27	,	,	PUNCT
cana-4662	105	28	and	and	CCONJ
cana-4662	105	29	logistics	logistic	NOUN
cana-4662	105	30	.	.	PUNCT
cana-4662	106	1	predictive	predictive	ADJ
cana-4662	106	2	analytics	analytic	NOUN
cana-4662	106	3	enable	enable	VERB
cana-4662	106	4	companies	company	NOUN
cana-4662	106	5	to	to	PART
cana-4662	106	6	forecast	forecast	VERB
cana-4662	106	7	demand	demand	NOUN
cana-4662	106	8	for	for	ADP
cana-4662	106	9	certain	certain	ADJ
cana-4662	106	10	parts	part	NOUN
cana-4662	106	11	and	and	CCONJ
cana-4662	106	12	keep	keep	VERB
cana-4662	106	13	them	they	PRON
cana-4662	106	14	in	in	ADP
cana-4662	106	15	stock	stock	NOUN
cana-4662	106	16	to	to	ADP
cana-4662	106	17	optimal	optimal	ADJ
cana-4662	106	18	levels	level	NOUN
cana-4662	106	19	while	while	SCONJ
cana-4662	106	20	avoiding	avoid	VERB
cana-4662	106	21	inventory	inventory	NOUN
cana-4662	106	22	obsolescence	obsolescence	NOUN
cana-4662	106	23	.	.	PUNCT
cana-4662	107	1	likewise	likewise	ADV
cana-4662	107	2	,	,	PUNCT
cana-4662	107	3	machine	machine	NOUN
cana-4662	107	4	learning	learn	VERB
cana-4662	107	5	communications	communication	NOUN
cana-4662	107	6	on	on	ADP
cana-4662	107	7	applied	apply	VERB
cana-4662	107	8	nonlinear	nonlinear	ADJ
cana-4662	107	9	analysis	analysis	NOUN
cana-4662	107	10	issn	issn	NOUN
cana-4662	107	11	:	:	PUNCT
cana-4662	107	12	1074	1074	NUM
cana-4662	107	13	-	-	PUNCT
cana-4662	107	14	133x	133x	NUM
cana-4662	107	15	vol	vol	VERB
cana-4662	107	16	32	32	NUM
cana-4662	107	17	no	no	NOUN
cana-4662	107	18	.	.	PUNCT
cana-4662	108	1	10s	10	NOUN
cana-4662	108	2	(	(	PUNCT
cana-4662	108	3	2025	2025	NUM
cana-4662	108	4	)	)	PUNCT
cana-4662	108	5	45	45	NUM
cana-4662	108	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	108	7	algorithms	algorithm	NOUN
cana-4662	108	8	can	can	AUX
cana-4662	108	9	enhance	enhance	VERB
cana-4662	108	10	technician	technician	ADJ
cana-4662	108	11	scheduling	scheduling	NOUN
cana-4662	108	12	and	and	CCONJ
cana-4662	108	13	routing	routing	NOUN
cana-4662	108	14	to	to	PART
cana-4662	108	15	increase	increase	VERB
cana-4662	108	16	both	both	DET
cana-4662	108	17	productivity	productivity	NOUN
cana-4662	108	18	and	and	CCONJ
cana-4662	108	19	responsiveness	responsiveness	NOUN
cana-4662	108	20	to	to	ADP
cana-4662	108	21	customer	customer	NOUN
cana-4662	108	22	demand	demand	NOUN
cana-4662	108	23	.	.	PUNCT
cana-4662	109	1	•	•	NUM
cana-4662	109	2	service	service	NOUN
cana-4662	109	3	logistics	logistic	NOUN
cana-4662	109	4	optimization	optimization	NOUN
cana-4662	109	5	:	:	PUNCT
cana-4662	109	6	routing	routing	NOUN
cana-4662	109	7	,	,	PUNCT
cana-4662	109	8	scheduling	scheduling	NOUN
cana-4662	109	9	,	,	PUNCT
cana-4662	109	10	and	and	CCONJ
cana-4662	109	11	resource	resource	NOUN
cana-4662	109	12	allocation	allocation	NOUN
cana-4662	109	13	can	can	AUX
cana-4662	109	14	be	be	AUX
cana-4662	109	15	optimised	optimise	VERB
cana-4662	109	16	with	with	ADP
cana-4662	109	17	the	the	DET
cana-4662	109	18	help	help	NOUN
cana-4662	109	19	of	of	ADP
cana-4662	109	20	machine	machine	NOUN
cana-4662	109	21	learning	learning	NOUN
cana-4662	109	22	-	-	PUNCT
cana-4662	109	23	based	base	VERB
cana-4662	109	24	data	datum	NOUN
cana-4662	109	25	strategies	strategy	NOUN
cana-4662	109	26	to	to	PART
cana-4662	109	27	improve	improve	VERB
cana-4662	109	28	the	the	DET
cana-4662	109	29	efficiency	efficiency	NOUN
cana-4662	109	30	of	of	ADP
cana-4662	109	31	service	service	NOUN
cana-4662	109	32	logistics	logistic	NOUN
cana-4662	109	33	.	.	PUNCT
cana-4662	110	1	for	for	ADP
cana-4662	110	2	instance	instance	NOUN
cana-4662	110	3	,	,	PUNCT
cana-4662	110	4	when	when	SCONJ
cana-4662	110	5	machine	machine	NOUN
cana-4662	110	6	learning	learning	NOUN
cana-4662	110	7	is	be	AUX
cana-4662	110	8	injected	inject	VERB
cana-4662	110	9	into	into	ADP
cana-4662	110	10	industrial	industrial	ADJ
cana-4662	110	11	internet	internet	NOUN
cana-4662	110	12	of	of	ADP
cana-4662	110	13	things	thing	NOUN
cana-4662	110	14	frameworks	framework	NOUN
cana-4662	110	15	,	,	PUNCT
cana-4662	110	16	it	it	PRON
cana-4662	110	17	allows	allow	VERB
cana-4662	110	18	for	for	ADP
cana-4662	110	19	real	real	ADJ
cana-4662	110	20	-	-	PUNCT
cana-4662	110	21	time	time	NOUN
cana-4662	110	22	monitoring	monitoring	NOUN
cana-4662	110	23	of	of	ADP
cana-4662	110	24	machinery	machinery	NOUN
cana-4662	110	25	which	which	PRON
cana-4662	110	26	in	in	ADP
cana-4662	110	27	turn	turn	NOUN
cana-4662	110	28	informs	inform	VERB
cana-4662	110	29	predictive	predictive	ADJ
cana-4662	110	30	analytics	analytic	NOUN
cana-4662	110	31	to	to	PART
cana-4662	110	32	enhance	enhance	VERB
cana-4662	110	33	operational	operational	ADJ
cana-4662	110	34	efficiency	efficiency	NOUN
cana-4662	110	35	•	•	NOUN
cana-4662	110	36	anomaly	anomaly	NOUN
cana-4662	110	37	detection	detection	NOUN
cana-4662	110	38	:	:	PUNCT
cana-4662	110	39	machine	machine	NOUN
cana-4662	110	40	learning	learn	VERB
cana-4662	110	41	algorithms	algorithm	NOUN
cana-4662	110	42	can	can	AUX
cana-4662	110	43	be	be	AUX
cana-4662	110	44	employed	employ	VERB
cana-4662	110	45	to	to	PART
cana-4662	110	46	identify	identify	VERB
cana-4662	110	47	anomalies	anomaly	NOUN
cana-4662	110	48	in	in	ADP
cana-4662	110	49	equipment	equipment	NOUN
cana-4662	110	50	performance	performance	NOUN
cana-4662	110	51	,	,	PUNCT
cana-4662	110	52	supply	supply	NOUN
cana-4662	110	53	chain	chain	NOUN
cana-4662	110	54	data	datum	NOUN
cana-4662	110	55	,	,	PUNCT
cana-4662	110	56	and	and	CCONJ
cana-4662	110	57	customer	customer	NOUN
cana-4662	110	58	behavior	behavior	NOUN
cana-4662	110	59	.	.	PUNCT
cana-4662	111	1	within	within	ADP
cana-4662	111	2	their	their	PRON
cana-4662	111	3	data	datum	NOUN
cana-4662	111	4	,	,	PUNCT
cana-4662	111	5	detecting	detect	VERB
cana-4662	111	6	unusual	unusual	ADJ
cana-4662	111	7	patterns	pattern	NOUN
cana-4662	111	8	allows	allow	VERB
cana-4662	111	9	companies	company	NOUN
cana-4662	111	10	to	to	PART
cana-4662	111	11	take	take	VERB
cana-4662	111	12	action	action	NOUN
cana-4662	111	13	before	before	SCONJ
cana-4662	111	14	a	a	DET
cana-4662	111	15	problem	problem	NOUN
cana-4662	111	16	occurs	occur	VERB
cana-4662	111	17	,	,	PUNCT
cana-4662	111	18	fixing	fix	VERB
cana-4662	111	19	failures	failure	NOUN
cana-4662	111	20	before	before	SCONJ
cana-4662	111	21	they	they	PRON
cana-4662	111	22	happen	happen	VERB
cana-4662	111	23	or	or	CCONJ
cana-4662	111	24	improving	improve	VERB
cana-4662	111	25	the	the	DET
cana-4662	111	26	customer	customer	NOUN
cana-4662	111	27	experience	experience	NOUN
cana-4662	111	28	.	.	PUNCT
cana-4662	112	1	•	•	NOUN
cana-4662	112	2	demand	demand	NOUN
cana-4662	112	3	forecasting	forecasting	NOUN
cana-4662	112	4	:	:	PUNCT
cana-4662	112	5	accurate	accurate	ADJ
cana-4662	112	6	demand	demand	NOUN
cana-4662	112	7	forecasting	forecasting	NOUN
cana-4662	112	8	is	be	AUX
cana-4662	112	9	very	very	ADV
cana-4662	112	10	important	important	ADJ
cana-4662	112	11	for	for	ADP
cana-4662	112	12	after	after	ADP
cana-4662	112	13	-	-	PUNCT
cana-4662	112	14	sales	sale	NOUN
cana-4662	112	15	services	service	NOUN
cana-4662	112	16	,	,	PUNCT
cana-4662	112	17	as	as	SCONJ
cana-4662	112	18	it	it	PRON
cana-4662	112	19	enables	enable	VERB
cana-4662	112	20	the	the	DET
cana-4662	112	21	firms	firm	NOUN
cana-4662	112	22	to	to	PART
cana-4662	112	23	prepare	prepare	VERB
cana-4662	112	24	their	their	PRON
cana-4662	112	25	stock	stock	NOUN
cana-4662	112	26	,	,	PUNCT
cana-4662	112	27	labor	labor	NOUN
cana-4662	112	28	,	,	PUNCT
cana-4662	112	29	and	and	CCONJ
cana-4662	112	30	logistics	logistic	NOUN
cana-4662	112	31	efficiently	efficiently	ADV
cana-4662	112	32	.	.	PUNCT
cana-4662	113	1	time	time	NOUN
cana-4662	113	2	-	-	PUNCT
cana-4662	113	3	series	series	NOUN
cana-4662	113	4	analysis	analysis	NOUN
cana-4662	113	5	,	,	PUNCT
cana-4662	113	6	neural	neural	ADJ
cana-4662	113	7	networks	network	NOUN
cana-4662	113	8	,	,	PUNCT
cana-4662	113	9	and	and	CCONJ
cana-4662	113	10	other	other	ADJ
cana-4662	113	11	machine	machine	NOUN
cana-4662	113	12	learning	learn	VERB
cana-4662	113	13	techniques	technique	NOUN
cana-4662	113	14	can	can	AUX
cana-4662	113	15	be	be	AUX
cana-4662	113	16	utilized	utilize	VERB
cana-4662	113	17	to	to	PART
cana-4662	113	18	predict	predict	VERB
cana-4662	113	19	demand	demand	NOUN
cana-4662	113	20	more	more	ADV
cana-4662	113	21	accurately	accurately	ADV
cana-4662	113	22	,	,	PUNCT
cana-4662	113	23	which	which	PRON
cana-4662	113	24	yields	yield	VERB
cana-4662	113	25	better	well	ADJ
cana-4662	113	26	decisions	decision	NOUN
cana-4662	113	27	and	and	CCONJ
cana-4662	113	28	optimal	optimal	ADJ
cana-4662	113	29	resource	resource	NOUN
cana-4662	113	30	allocation	allocation	NOUN
cana-4662	113	31	.	.	PUNCT
cana-4662	114	1	•	•	NUM
cana-4662	114	2	supply	supply	NOUN
cana-4662	114	3	chain	chain	NOUN
cana-4662	114	4	optimization	optimization	NOUN
cana-4662	114	5	:	:	PUNCT
cana-4662	114	6	machine	machine	NOUN
cana-4662	114	7	learning	learning	NOUN
cana-4662	114	8	-	-	PUNCT
cana-4662	114	9	driven	drive	VERB
cana-4662	114	10	data	data	NOUN
cana-4662	114	11	strategies	strategy	NOUN
cana-4662	114	12	can	can	AUX
cana-4662	114	13	help	help	VERB
cana-4662	114	14	optimize	optimize	VERB
cana-4662	114	15	several	several	ADJ
cana-4662	114	16	parts	part	NOUN
cana-4662	114	17	of	of	ADP
cana-4662	114	18	the	the	DET
cana-4662	114	19	automotive	automotive	ADJ
cana-4662	114	20	supply	supply	NOUN
cana-4662	114	21	chain	chain	NOUN
cana-4662	114	22	,	,	PUNCT
cana-4662	114	23	including	include	VERB
cana-4662	114	24	supplier	supplier	NOUN
cana-4662	114	25	risk	risk	NOUN
cana-4662	114	26	assessment	assessment	NOUN
cana-4662	114	27	,	,	PUNCT
cana-4662	114	28	inventory	inventory	NOUN
cana-4662	114	29	management	management	NOUN
cana-4662	114	30	,	,	PUNCT
cana-4662	114	31	and	and	CCONJ
cana-4662	114	32	logistics	logistic	NOUN
cana-4662	114	33	planning	planning	NOUN
cana-4662	114	34	.	.	PUNCT
cana-4662	115	1	predictive	predictive	ADJ
cana-4662	115	2	analytics	analytic	NOUN
cana-4662	115	3	helps	help	VERB
cana-4662	115	4	to	to	PART
cana-4662	115	5	predict	predict	VERB
cana-4662	115	6	supply	supply	NOUN
cana-4662	115	7	chain	chain	NOUN
cana-4662	115	8	disruptions	disruption	NOUN
cana-4662	115	9	so	so	SCONJ
cana-4662	115	10	that	that	SCONJ
cana-4662	115	11	proactive	proactive	ADJ
cana-4662	115	12	steps	step	NOUN
cana-4662	115	13	can	can	AUX
cana-4662	115	14	be	be	AUX
cana-4662	115	15	taken	take	VERB
cana-4662	115	16	to	to	PART
cana-4662	115	17	eliminate	eliminate	VERB
cana-4662	115	18	risks	risk	NOUN
cana-4662	115	19	.	.	PUNCT
cana-4662	116	1	•	•	NUM
cana-4662	116	2	customer	customer	NOUN
cana-4662	116	3	behavior	behavior	NOUN
cana-4662	116	4	modeling	modeling	NOUN
cana-4662	116	5	:	:	PUNCT
cana-4662	116	6	it	it	PRON
cana-4662	116	7	is	be	AUX
cana-4662	116	8	very	very	ADV
cana-4662	116	9	crucial	crucial	ADJ
cana-4662	116	10	to	to	PART
cana-4662	116	11	know	know	VERB
cana-4662	116	12	how	how	SCONJ
cana-4662	116	13	the	the	DET
cana-4662	116	14	customer	customer	NOUN
cana-4662	116	15	behaves	behave	VERB
cana-4662	116	16	and	and	CCONJ
cana-4662	116	17	what	what	PRON
cana-4662	116	18	are	be	AUX
cana-4662	116	19	their	their	PRON
cana-4662	116	20	preferences	preference	NOUN
cana-4662	116	21	in	in	ADP
cana-4662	116	22	order	order	NOUN
cana-4662	116	23	to	to	PART
cana-4662	116	24	provide	provide	VERB
cana-4662	116	25	personalized	personalized	ADJ
cana-4662	116	26	services	service	NOUN
cana-4662	116	27	and	and	CCONJ
cana-4662	116	28	targeted	target	VERB
cana-4662	116	29	marketing	marketing	NOUN
cana-4662	116	30	.	.	PUNCT
cana-4662	117	1	datadriven	datadriven	ADJ
cana-4662	117	2	focused	focused	ADJ
cana-4662	117	3	machine	machine	NOUN
cana-4662	117	4	learning	learning	NOUN
cana-4662	117	5	models	model	NOUN
cana-4662	117	6	,	,	PUNCT
cana-4662	117	7	which	which	PRON
cana-4662	117	8	are	be	AUX
cana-4662	117	9	capable	capable	ADJ
cana-4662	117	10	of	of	ADP
cana-4662	117	11	segmenting	segment	VERB
cana-4662	117	12	the	the	DET
cana-4662	117	13	customers	customer	NOUN
cana-4662	117	14	based	base	VERB
cana-4662	117	15	on	on	ADP
cana-4662	117	16	the	the	DET
cana-4662	117	17	service	service	NOUN
cana-4662	117	18	interaction	interaction	NOUN
cana-4662	117	19	data	datum	NOUN
cana-4662	117	20	and	and	CCONJ
cana-4662	117	21	feedback	feedback	NOUN
cana-4662	117	22	can	can	AUX
cana-4662	117	23	analyze	analyze	VERB
cana-4662	117	24	the	the	DET
cana-4662	117	25	customer	customer	NOUN
cana-4662	117	26	data	datum	NOUN
cana-4662	117	27	around	around	ADP
cana-4662	117	28	purchase	purchase	NOUN
cana-4662	117	29	history	history	NOUN
cana-4662	117	30	,	,	PUNCT
cana-4662	117	31	their	their	PRON
cana-4662	117	32	needs	need	NOUN
cana-4662	117	33	,	,	PUNCT
cana-4662	117	34	pain	pain	NOUN
cana-4662	117	35	points	point	NOUN
cana-4662	117	36	,	,	PUNCT
cana-4662	117	37	goals	goal	NOUN
cana-4662	117	38	,	,	PUNCT
cana-4662	117	39	etc	etc	X
cana-4662	117	40	which	which	PRON
cana-4662	117	41	helps	help	VERB
cana-4662	117	42	organizations	organization	NOUN
cana-4662	117	43	in	in	ADP
cana-4662	117	44	making	make	VERB
cana-4662	117	45	personalized	personalized	ADJ
cana-4662	117	46	offerings	offering	NOUN
cana-4662	117	47	that	that	PRON
cana-4662	117	48	can	can	AUX
cana-4662	117	49	lead	lead	VERB
cana-4662	117	50	to	to	ADP
cana-4662	117	51	better	well	ADJ
cana-4662	117	52	customer	customer	NOUN
cana-4662	117	53	satisfaction	satisfaction	NOUN
cana-4662	117	54	and	and	CCONJ
cana-4662	117	55	loyalty	loyalty	NOUN
cana-4662	117	56	.	.	PUNCT
cana-4662	118	1	•	•	NUM
cana-4662	118	2	spare	spare	ADJ
cana-4662	118	3	parts	part	NOUN
cana-4662	118	4	optimization	optimization	NOUN
cana-4662	118	5	:	:	PUNCT
cana-4662	118	6	spare	spare	ADJ
cana-4662	118	7	parts	part	NOUN
cana-4662	118	8	management	management	NOUN
cana-4662	118	9	can	can	AUX
cana-4662	118	10	create	create	VERB
cana-4662	118	11	challenges	challenge	NOUN
cana-4662	118	12	for	for	ADP
cana-4662	118	13	after	after	ADP
cana-4662	118	14	-	-	PUNCT
cana-4662	118	15	sales	sale	NOUN
cana-4662	118	16	,	,	PUNCT
cana-4662	118	17	with	with	ADP
cana-4662	118	18	implications	implication	NOUN
cana-4662	118	19	for	for	ADP
cana-4662	118	20	both	both	PRON
cana-4662	118	21	customer	customer	NOUN
cana-4662	118	22	satisfaction	satisfaction	NOUN
cana-4662	118	23	and	and	CCONJ
cana-4662	118	24	operational	operational	ADJ
cana-4662	118	25	expense	expense	NOUN
cana-4662	118	26	,	,	PUNCT
cana-4662	118	27	and	and	CCONJ
cana-4662	118	28	developing	develop	VERB
cana-4662	118	29	a	a	DET
cana-4662	118	30	strategy	strategy	NOUN
cana-4662	118	31	to	to	PART
cana-4662	118	32	optimize	optimize	VERB
cana-4662	118	33	spare	spare	ADJ
cana-4662	118	34	parts	part	NOUN
cana-4662	118	35	availability	availability	NOUN
cana-4662	118	36	is	be	AUX
cana-4662	118	37	therefore	therefore	ADV
cana-4662	118	38	critical	critical	ADJ
cana-4662	118	39	if	if	SCONJ
cana-4662	118	40	excessive	excessive	ADJ
cana-4662	118	41	cost	cost	NOUN
cana-4662	118	42	is	be	AUX
cana-4662	118	43	to	to	PART
cana-4662	118	44	be	be	AUX
cana-4662	118	45	avoided	avoid	VERB
cana-4662	118	46	.	.	PUNCT
cana-4662	119	1	machine	machine	NOUN
cana-4662	119	2	learning	learning	NOUN
cana-4662	119	3	-	-	PUNCT
cana-4662	119	4	based	base	VERB
cana-4662	119	5	data	data	NOUN
cana-4662	119	6	strategies	strategy	NOUN
cana-4662	119	7	can	can	AUX
cana-4662	119	8	not	not	PART
cana-4662	119	9	only	only	ADV
cana-4662	119	10	identify	identify	VERB
cana-4662	119	11	and	and	CCONJ
cana-4662	119	12	forecast	forecast	VERB
cana-4662	119	13	when	when	SCONJ
cana-4662	119	14	demand	demand	NOUN
cana-4662	119	15	exists	exist	VERB
cana-4662	119	16	for	for	ADP
cana-4662	119	17	certain	certain	ADJ
cana-4662	119	18	parts	part	NOUN
cana-4662	119	19	,	,	PUNCT
cana-4662	119	20	but	but	CCONJ
cana-4662	119	21	also	also	ADV
cana-4662	119	22	determine	determine	VERB
cana-4662	119	23	the	the	DET
cana-4662	119	24	right	right	ADJ
cana-4662	119	25	levels	level	NOUN
cana-4662	119	26	of	of	ADP
cana-4662	119	27	inventory	inventory	NOUN
cana-4662	119	28	to	to	PART
cana-4662	119	29	ensure	ensure	VERB
cana-4662	119	30	availability	availability	NOUN
cana-4662	119	31	,	,	PUNCT
cana-4662	119	32	and	and	CCONJ
cana-4662	119	33	improve	improve	VERB
cana-4662	119	34	parts	part	NOUN
cana-4662	119	35	procurement	procurement	NOUN
cana-4662	119	36	and	and	CCONJ
cana-4662	119	37	distribution	distribution	NOUN
cana-4662	119	38	practices	practice	NOUN
cana-4662	119	39	to	to	PART
cana-4662	119	40	ensure	ensure	VERB
cana-4662	119	41	that	that	SCONJ
cana-4662	119	42	those	those	DET
cana-4662	119	43	parts	part	NOUN
cana-4662	119	44	are	be	AUX
cana-4662	119	45	available	available	ADJ
cana-4662	119	46	while	while	SCONJ
cana-4662	119	47	also	also	ADV
cana-4662	119	48	minimizing	minimize	VERB
cana-4662	119	49	excess	excess	ADJ
cana-4662	119	50	inventory	inventory	NOUN
cana-4662	119	51	.	.	PUNCT
cana-4662	120	1	to	to	PART
cana-4662	120	2	summarize	summarize	VERB
cana-4662	120	3	,	,	PUNCT
cana-4662	120	4	implementation	implementation	NOUN
cana-4662	120	5	of	of	ADP
cana-4662	120	6	machine	machine	NOUN
cana-4662	120	7	learning	learn	VERB
cana-4662	120	8	driven	drive	VERB
cana-4662	120	9	data	datum	NOUN
cana-4662	120	10	strategies	strategy	NOUN
cana-4662	120	11	in	in	ADP
cana-4662	120	12	automotive	automotive	ADJ
cana-4662	120	13	after	after	ADP
cana-4662	120	14	-	-	PUNCT
cana-4662	120	15	sales	sale	NOUN
cana-4662	120	16	service	service	NOUN
cana-4662	120	17	can	can	AUX
cana-4662	120	18	bring	bring	VERB
cana-4662	120	19	a	a	DET
cana-4662	120	20	significant	significant	ADJ
cana-4662	120	21	boost	boost	NOUN
cana-4662	120	22	to	to	ADP
cana-4662	120	23	operational	operational	ADJ
cana-4662	120	24	efficiency	efficiency	NOUN
cana-4662	120	25	,	,	PUNCT
cana-4662	120	26	customer	customer	NOUN
cana-4662	120	27	satisfaction	satisfaction	NOUN
cana-4662	120	28	,	,	PUNCT
cana-4662	120	29	and	and	CCONJ
cana-4662	120	30	profitability	profitability	NOUN
cana-4662	120	31	.	.	PUNCT
cana-4662	121	1	companies	company	NOUN
cana-4662	121	2	can	can	AUX
cana-4662	121	3	enhance	enhance	VERB
cana-4662	121	4	their	their	PRON
cana-4662	121	5	competitiveness	competitiveness	NOUN
cana-4662	121	6	and	and	CCONJ
cana-4662	121	7	ensure	ensure	VERB
cana-4662	121	8	that	that	SCONJ
cana-4662	121	9	their	their	PRON
cana-4662	121	10	products	product	NOUN
cana-4662	121	11	deliver	deliver	VERB
cana-4662	121	12	significant	significant	ADJ
cana-4662	121	13	value	value	NOUN
cana-4662	121	14	to	to	ADP
cana-4662	121	15	consumers	consumer	NOUN
cana-4662	121	16	by	by	ADP
cana-4662	121	17	making	make	VERB
cana-4662	121	18	the	the	DET
cana-4662	121	19	best	good	ADJ
cana-4662	121	20	use	use	NOUN
cana-4662	121	21	of	of	ADP
cana-4662	121	22	these	these	DET
cana-4662	121	23	advanced	advanced	ADJ
cana-4662	121	24	analytics	analytic	NOUN
cana-4662	121	25	tools	tool	NOUN
cana-4662	121	26	.	.	PUNCT
cana-4662	122	1	3	3	X
cana-4662	122	2	.	.	X
cana-4662	122	3	methods	method	NOUN
cana-4662	122	4	in	in	ADP
cana-4662	122	5	this	this	DET
cana-4662	122	6	paper	paper	NOUN
cana-4662	122	7	,	,	PUNCT
cana-4662	122	8	a	a	DET
cana-4662	122	9	systematic	systematic	ADJ
cana-4662	122	10	literature	literature	NOUN
cana-4662	122	11	review	review	NOUN
cana-4662	122	12	(	(	PUNCT
cana-4662	122	13	slr	slr	X
cana-4662	122	14	)	)	PUNCT
cana-4662	122	15	approach	approach	NOUN
cana-4662	122	16	with	with	ADP
cana-4662	122	17	strict	strict	ADJ
cana-4662	122	18	methods	method	NOUN
cana-4662	122	19	is	be	AUX
cana-4662	122	20	adopted	adopt	VERB
cana-4662	122	21	to	to	PART
cana-4662	122	22	review	review	VERB
cana-4662	122	23	the	the	DET
cana-4662	122	24	current	current	ADJ
cana-4662	122	25	status	status	NOUN
cana-4662	122	26	of	of	ADP
cana-4662	122	27	machine	machine	NOUN
cana-4662	122	28	learning	learning	NOUN
cana-4662	122	29	-	-	PUNCT
cana-4662	122	30	based	base	VERB
cana-4662	122	31	data	data	NOUN
cana-4662	122	32	strategies	strategy	NOUN
cana-4662	122	33	in	in	ADP
cana-4662	122	34	automotive	automotive	ADJ
cana-4662	122	35	after	after	ADP
cana-4662	122	36	-	-	PUNCT
cana-4662	122	37	sales	sale	NOUN
cana-4662	122	38	services	service	NOUN
cana-4662	122	39	.	.	PUNCT
cana-4662	123	1	the	the	DET
cana-4662	123	2	communications	communication	NOUN
cana-4662	123	3	on	on	ADP
cana-4662	123	4	applied	apply	VERB
cana-4662	123	5	nonlinear	nonlinear	ADJ
cana-4662	123	6	analysis	analysis	NOUN
cana-4662	123	7	issn	issn	NOUN
cana-4662	123	8	:	:	PUNCT
cana-4662	123	9	1074	1074	NUM
cana-4662	123	10	-	-	PUNCT
cana-4662	123	11	133x	133x	NUM
cana-4662	123	12	vol	vol	VERB
cana-4662	123	13	32	32	NUM
cana-4662	123	14	no	no	NOUN
cana-4662	123	15	.	.	PUNCT
cana-4662	124	1	10s	10	NOUN
cana-4662	124	2	(	(	PUNCT
cana-4662	124	3	2025	2025	NUM
cana-4662	124	4	)	)	PUNCT
cana-4662	124	5	46	46	NUM
cana-4662	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	124	7	slr	slr	NOUN
cana-4662	124	8	method	method	NOUN
cana-4662	124	9	was	be	AUX
cana-4662	124	10	selected	select	VERB
cana-4662	124	11	due	due	ADP
cana-4662	124	12	to	to	ADP
cana-4662	124	13	its	its	PRON
cana-4662	124	14	capacity	capacity	NOUN
cana-4662	124	15	to	to	PART
cana-4662	124	16	contribute	contribute	VERB
cana-4662	124	17	a	a	DET
cana-4662	124	18	repeatable	repeatable	ADJ
cana-4662	124	19	and	and	CCONJ
cana-4662	124	20	impartial	impartial	ADJ
cana-4662	124	21	evaluation	evaluation	NOUN
cana-4662	124	22	of	of	ADP
cana-4662	124	23	the	the	DET
cana-4662	124	24	existing	exist	VERB
cana-4662	124	25	knowledge	knowledge	NOUN
cana-4662	124	26	landscape	landscape	NOUN
cana-4662	124	27	in	in	ADP
cana-4662	124	28	the	the	DET
cana-4662	124	29	area	area	NOUN
cana-4662	124	30	of	of	ADP
cana-4662	124	31	automotive	automotive	ADJ
cana-4662	124	32	industry	industry	NOUN
cana-4662	124	33	,	,	PUNCT
cana-4662	124	34	including	include	VERB
cana-4662	124	35	a	a	DET
cana-4662	124	36	systematic	systematic	ADJ
cana-4662	124	37	identification	identification	NOUN
cana-4662	124	38	of	of	ADP
cana-4662	124	39	knowledge	knowledge	NOUN
cana-4662	124	40	gaps	gap	NOUN
cana-4662	124	41	and	and	CCONJ
cana-4662	124	42	potential	potential	ADJ
cana-4662	124	43	avenues	avenue	NOUN
cana-4662	124	44	for	for	ADP
cana-4662	124	45	future	future	ADJ
cana-4662	124	46	research	research	NOUN
cana-4662	124	47	.	.	PUNCT
cana-4662	125	1	in	in	ADP
cana-4662	125	2	accordance	accordance	NOUN
cana-4662	125	3	with	with	ADP
cana-4662	125	4	the	the	DET
cana-4662	125	5	guidelines	guideline	NOUN
cana-4662	125	6	proposed	propose	VERB
cana-4662	125	7	by	by	ADP
cana-4662	125	8	kitchenham	kitchenham	PROPN
cana-4662	125	9	and	and	CCONJ
cana-4662	125	10	charters[14	charters[14	NOUN
cana-4662	125	11	]	]	PUNCT
cana-4662	125	12	,	,	PUNCT
cana-4662	125	13	sleep	sleep	NOUN
cana-4662	125	14	is	be	AUX
cana-4662	125	15	divided	divide	VERB
cana-4662	125	16	into	into	ADP
cana-4662	125	17	three	three	NUM
cana-4662	125	18	stages	stage	NOUN
cana-4662	125	19	:	:	PUNCT
cana-4662	125	20	planning	planning	NOUN
cana-4662	125	21	,	,	PUNCT
cana-4662	125	22	conducting	conducting	NOUN
cana-4662	125	23	,	,	PUNCT
cana-4662	125	24	and	and	CCONJ
cana-4662	125	25	reporting	reporting	NOUN
cana-4662	125	26	,	,	PUNCT
cana-4662	125	27	and	and	CCONJ
cana-4662	125	28	each	each	PRON
cana-4662	125	29	is	be	AUX
cana-4662	125	30	divided	divide	VERB
cana-4662	125	31	into	into	ADP
cana-4662	125	32	detailed	detailed	ADJ
cana-4662	125	33	steps	step	NOUN
cana-4662	125	34	for	for	ADP
cana-4662	125	35	a	a	DET
cana-4662	125	36	rigorous	rigorous	ADJ
cana-4662	125	37	review	review	NOUN
cana-4662	125	38	process	process	NOUN
cana-4662	125	39	.	.	PUNCT
cana-4662	126	1	fig	fig	NOUN
cana-4662	126	2	.	.	PUNCT
cana-4662	127	1	1	1	NUM
cana-4662	127	2	shows	show	VERB
cana-4662	127	3	the	the	DET
cana-4662	127	4	systematic	systematic	ADJ
cana-4662	127	5	workflow	workflow	NOUN
cana-4662	127	6	applied	apply	VERB
cana-4662	127	7	in	in	ADP
cana-4662	127	8	this	this	DET
cana-4662	127	9	study	study	NOUN
cana-4662	127	10	.	.	PUNCT
cana-4662	128	1	fig	fig	NOUN
cana-4662	128	2	.	.	PUNCT
cana-4662	129	1	1	1	X
cana-4662	129	2	.	.	X
cana-4662	129	3	workflow	workflow	NOUN
cana-4662	129	4	systematic	systematic	ADJ
cana-4662	129	5	literature	literature	NOUN
cana-4662	129	6	review	review	VERB
cana-4662	129	7	3.1	3.1	NUM
cana-4662	129	8	planning	planning	NOUN
cana-4662	129	9	stage	stage	NOUN
cana-4662	129	10	the	the	DET
cana-4662	129	11	planning	planning	NOUN
cana-4662	129	12	stage	stage	NOUN
cana-4662	129	13	sets	set	VERB
cana-4662	129	14	the	the	DET
cana-4662	129	15	preliminary	preliminary	ADJ
cana-4662	129	16	roadmap	roadmap	NOUN
cana-4662	129	17	for	for	ADP
cana-4662	129	18	the	the	DET
cana-4662	129	19	review	review	NOUN
cana-4662	129	20	process	process	NOUN
cana-4662	129	21	and	and	CCONJ
cana-4662	129	22	other	other	ADJ
cana-4662	129	23	steps	step	NOUN
cana-4662	129	24	,	,	PUNCT
cana-4662	129	25	including	include	VERB
cana-4662	129	26	consensus	consensus	NOUN
cana-4662	129	27	process	process	NOUN
cana-4662	129	28	,	,	PUNCT
cana-4662	129	29	etc	etc	X
cana-4662	129	30	.	.	X
cana-4662	130	1	the	the	DET
cana-4662	130	2	following	follow	VERB
cana-4662	130	3	measures	measure	NOUN
cana-4662	130	4	were	be	AUX
cana-4662	130	5	carried	carry	VERB
cana-4662	130	6	out	out	ADP
cana-4662	130	7	:	:	PUNCT
cana-4662	130	8	•	•	ADV
cana-4662	130	9	identifying	identify	VERB
cana-4662	130	10	the	the	DET
cana-4662	130	11	need	need	NOUN
cana-4662	130	12	for	for	ADP
cana-4662	130	13	an	an	DET
cana-4662	130	14	slr	slr	NOUN
cana-4662	130	15	:	:	PUNCT
cana-4662	130	16	machine	machine	NOUN
cana-4662	130	17	learning	learn	VERB
cana-4662	130	18	applications	application	NOUN
cana-4662	130	19	in	in	ADP
cana-4662	130	20	automotive	automotive	ADJ
cana-4662	130	21	after	after	ADP
cana-4662	130	22	-	-	PUNCT
cana-4662	130	23	sales	sale	NOUN
cana-4662	130	24	services	service	NOUN
cana-4662	130	25	solutions	solution	NOUN
cana-4662	130	26	were	be	AUX
cana-4662	130	27	identified	identify	VERB
cana-4662	130	28	as	as	ADP
cana-4662	130	29	paramount	paramount	NOUN
cana-4662	130	30	to	to	ADP
cana-4662	130	31	improving	improve	VERB
cana-4662	130	32	operations	operation	NOUN
cana-4662	130	33	and	and	CCONJ
cana-4662	130	34	customer	customer	NOUN
cana-4662	130	35	retention	retention	NOUN
cana-4662	130	36	strategies	strategy	NOUN
cana-4662	130	37	in	in	ADP
cana-4662	130	38	automotive	automotive	ADJ
cana-4662	130	39	industries	industry	NOUN
cana-4662	130	40	.	.	PUNCT
cana-4662	131	1	a	a	DET
cana-4662	131	2	systematic	systematic	ADJ
cana-4662	131	3	literature	literature	NOUN
cana-4662	131	4	review	review	NOUN
cana-4662	131	5	(	(	PUNCT
cana-4662	131	6	slr	slr	NOUN
cana-4662	131	7	)	)	PUNCT
cana-4662	131	8	was	be	AUX
cana-4662	131	9	performed	perform	VERB
cana-4662	131	10	to	to	PART
cana-4662	131	11	aggregate	aggregate	VERB
cana-4662	131	12	insights	insight	NOUN
cana-4662	131	13	from	from	ADP
cana-4662	131	14	the	the	DET
cana-4662	131	15	available	available	ADJ
cana-4662	131	16	research	research	NOUN
cana-4662	131	17	on	on	ADP
cana-4662	131	18	this	this	DET
cana-4662	131	19	topic	topic	NOUN
cana-4662	131	20	.	.	PUNCT
cana-4662	132	1	•	•	NOUN
cana-4662	132	2	developing	develop	VERB
cana-4662	132	3	and	and	CCONJ
cana-4662	132	4	reviewing	review	VERB
cana-4662	132	5	the	the	DET
cana-4662	132	6	protocol	protocol	NOUN
cana-4662	132	7	:	:	PUNCT
cana-4662	132	8	a	a	DET
cana-4662	132	9	comprehensive	comprehensive	ADJ
cana-4662	132	10	review	review	NOUN
cana-4662	132	11	protocol	protocol	NOUN
cana-4662	132	12	was	be	AUX
cana-4662	132	13	developed	develop	VERB
cana-4662	132	14	to	to	PART
cana-4662	132	15	delineate	delineate	VERB
cana-4662	132	16	the	the	DET
cana-4662	132	17	scope	scope	NOUN
cana-4662	132	18	,	,	PUNCT
cana-4662	132	19	inclusion	inclusion	NOUN
cana-4662	132	20	/	/	SYM
cana-4662	132	21	exclusion	exclusion	NOUN
cana-4662	132	22	criteria	criterion	NOUN
cana-4662	132	23	,	,	PUNCT
cana-4662	132	24	and	and	CCONJ
cana-4662	132	25	research	research	NOUN
cana-4662	132	26	questions	question	NOUN
cana-4662	132	27	of	of	ADP
cana-4662	132	28	this	this	DET
cana-4662	132	29	review	review	NOUN
cana-4662	132	30	study	study	NOUN
cana-4662	132	31	.	.	PUNCT
cana-4662	133	1	to	to	PART
cana-4662	133	2	improve	improve	VERB
cana-4662	133	3	its	its	PRON
cana-4662	133	4	methodological	methodological	ADJ
cana-4662	133	5	validity	validity	NOUN
cana-4662	133	6	,	,	PUNCT
cana-4662	133	7	the	the	DET
cana-4662	133	8	protocol	protocol	NOUN
cana-4662	133	9	was	be	AUX
cana-4662	133	10	subjected	subject	VERB
cana-4662	133	11	to	to	PART
cana-4662	133	12	stringent	stringent	ADJ
cana-4662	133	13	peer	peer	NOUN
cana-4662	133	14	review	review	NOUN
cana-4662	133	15	by	by	ADP
cana-4662	133	16	subject	subject	ADJ
cana-4662	133	17	matter	matter	NOUN
cana-4662	133	18	experts	expert	NOUN
cana-4662	133	19	.	.	PUNCT
cana-4662	134	1	•	•	NUM
cana-4662	134	2	defining	define	VERB
cana-4662	134	3	research	research	NOUN
cana-4662	134	4	questions	question	NOUN
cana-4662	134	5	:	:	PUNCT
cana-4662	134	6	questions	question	NOUN
cana-4662	134	7	were	be	AUX
cana-4662	134	8	created	create	VERB
cana-4662	134	9	on	on	ADP
cana-4662	134	10	the	the	DET
cana-4662	134	11	functionalities	functionality	NOUN
cana-4662	134	12	,	,	PUNCT
cana-4662	134	13	difficulties	difficulty	NOUN
cana-4662	134	14	,	,	PUNCT
cana-4662	134	15	effects	effect	NOUN
cana-4662	134	16	,	,	PUNCT
cana-4662	134	17	and	and	CCONJ
cana-4662	134	18	tendencies	tendency	NOUN
cana-4662	134	19	of	of	ADP
cana-4662	134	20	machine	machine	NOUN
cana-4662	134	21	learning	learn	VERB
cana-4662	134	22	in	in	ADP
cana-4662	134	23	automotive	automotive	ADJ
cana-4662	134	24	after	after	ADP
cana-4662	134	25	-	-	PUNCT
cana-4662	134	26	sale	sale	NOUN
cana-4662	134	27	services	service	NOUN
cana-4662	134	28	.	.	PUNCT
cana-4662	135	1	these	these	DET
cana-4662	135	2	questions	question	NOUN
cana-4662	135	3	helped	helped	AUX
cana-4662	135	4	direct	direct	VERB
cana-4662	135	5	the	the	DET
cana-4662	135	6	data	data	NOUN
cana-4662	135	7	collection	collection	NOUN
cana-4662	135	8	and	and	CCONJ
cana-4662	135	9	synthesis	synthesis	NOUN
cana-4662	135	10	phases	phase	NOUN
cana-4662	135	11	.	.	PUNCT
cana-4662	136	1	•	•	ADP
cana-4662	136	2	determining	determine	VERB
cana-4662	136	3	research	research	NOUN
cana-4662	136	4	sources	source	NOUN
cana-4662	136	5	:	:	PUNCT
cana-4662	136	6	scopus	scopus	PROPN
cana-4662	136	7	was	be	AUX
cana-4662	136	8	chosen	choose	VERB
cana-4662	136	9	for	for	ADP
cana-4662	136	10	use	use	NOUN
cana-4662	136	11	as	as	ADP
cana-4662	136	12	a	a	DET
cana-4662	136	13	database	database	NOUN
cana-4662	136	14	due	due	ADP
cana-4662	136	15	to	to	ADP
cana-4662	136	16	its	its	PRON
cana-4662	136	17	extensive	extensive	ADJ
cana-4662	136	18	coverage	coverage	NOUN
cana-4662	136	19	of	of	ADP
cana-4662	136	20	peer	peer	NOUN
cana-4662	136	21	-	-	PUNCT
cana-4662	136	22	reviewed	review	VERB
cana-4662	136	23	literature	literature	NOUN
cana-4662	136	24	in	in	ADP
cana-4662	136	25	pertinent	pertinent	ADJ
cana-4662	136	26	areas	area	NOUN
cana-4662	136	27	.	.	PUNCT
cana-4662	137	1	to	to	PART
cana-4662	137	2	include	include	VERB
cana-4662	137	3	high	high	ADJ
cana-4662	137	4	-	-	PUNCT
cana-4662	137	5	quality	quality	NOUN
cana-4662	137	6	studies	study	NOUN
cana-4662	137	7	,	,	PUNCT
cana-4662	137	8	a	a	DET
cana-4662	137	9	comprehensive	comprehensive	ADJ
cana-4662	137	10	search	search	NOUN
cana-4662	137	11	strategy	strategy	NOUN
cana-4662	137	12	was	be	AUX
cana-4662	137	13	developed	develop	VERB
cana-4662	137	14	.	.	PUNCT
cana-4662	138	1	the	the	DET
cana-4662	138	2	literature	literature	PROPN
cana-4662	138	3	review	review	NOUN
cana-4662	138	4	is	be	AUX
cana-4662	138	5	grounded	ground	VERB
cana-4662	138	6	on	on	ADP
cana-4662	138	7	the	the	DET
cana-4662	138	8	following	follow	VERB
cana-4662	138	9	research	research	NOUN
cana-4662	138	10	questions	question	NOUN
cana-4662	138	11	,	,	PUNCT
cana-4662	138	12	as	as	SCONJ
cana-4662	138	13	presented	present	VERB
cana-4662	138	14	in	in	ADP
cana-4662	138	15	table	table	NOUN
cana-4662	138	16	1	1	NUM
cana-4662	138	17	.	.	PUNCT
cana-4662	139	1	communications	communication	NOUN
cana-4662	139	2	on	on	ADP
cana-4662	139	3	applied	apply	VERB
cana-4662	139	4	nonlinear	nonlinear	ADJ
cana-4662	139	5	analysis	analysis	NOUN
cana-4662	139	6	issn	issn	NOUN
cana-4662	139	7	:	:	PUNCT
cana-4662	139	8	1074	1074	NUM
cana-4662	139	9	-	-	PUNCT
cana-4662	139	10	133x	133x	NUM
cana-4662	139	11	vol	vol	VERB
cana-4662	139	12	32	32	NUM
cana-4662	139	13	no	no	NOUN
cana-4662	139	14	.	.	PUNCT
cana-4662	140	1	10s	10	NOUN
cana-4662	140	2	(	(	PUNCT
cana-4662	140	3	2025	2025	NUM
cana-4662	140	4	)	)	PUNCT
cana-4662	140	5	47	47	NUM
cana-4662	140	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-4662	140	7	table	table	NOUN
cana-4662	140	8	i.	i.	PROPN
cana-4662	140	9	research	research	PROPN
cana-4662	140	10	questions	question	NOUN
cana-4662	140	11	i	i	PROPN
cana-4662	140	12	d	d	PROPN
cana-4662	140	13	research	research	NOUN
cana-4662	140	14	question	question	NOUN
cana-4662	140	15	rq1	rq1	NOUN
cana-4662	140	16	what	what	PRON
cana-4662	140	17	is	be	AUX
cana-4662	140	18	the	the	DET
cana-4662	140	19	overview	overview	NOUN
cana-4662	140	20	of	of	ADP
cana-4662	140	21	the	the	DET
cana-4662	140	22	included	include	VERB
cana-4662	140	23	studies	study	NOUN
cana-4662	140	24	and	and	CCONJ
cana-4662	140	25	the	the	DET
cana-4662	140	26	bibliometric	bibliometric	ADJ
cana-4662	140	27	analysis	analysis	NOUN
cana-4662	140	28	?	?	PUNCT
cana-4662	141	1	rq2	rq2	NOUN
cana-4662	142	1	what	what	DET
cana-4662	142	2	machine	machine	NOUN
cana-4662	142	3	learning	learn	VERB
cana-4662	142	4	approaches	approach	NOUN
cana-4662	142	5	,	,	PUNCT
cana-4662	142	6	software	software	NOUN
cana-4662	142	7	,	,	PUNCT
cana-4662	142	8	and	and	CCONJ
cana-4662	142	9	datasets	dataset	NOUN
cana-4662	142	10	are	be	AUX
cana-4662	142	11	discussed	discuss	VERB
cana-4662	142	12	in	in	ADP
cana-4662	142	13	the	the	DET
cana-4662	142	14	literature	literature	NOUN
cana-4662	142	15	related	relate	VERB
cana-4662	142	16	to	to	ADP
cana-4662	142	17	automotive	automotive	ADJ
cana-4662	142	18	after	after	ADP
cana-4662	142	19	-	-	PUNCT
cana-4662	142	20	sales	sale	NOUN
cana-4662	142	21	service	service	NOUN
cana-4662	142	22	?	?	PUNCT
cana-4662	143	1	rq3	rq3	VERB
cana-4662	143	2	what	what	PRON
cana-4662	143	3	are	be	AUX
cana-4662	143	4	the	the	DET
cana-4662	143	5	objectives	objective	NOUN
cana-4662	143	6	of	of	ADP
cana-4662	143	7	employing	employ	VERB
cana-4662	143	8	machine	machine	NOUN
cana-4662	143	9	learning	learn	VERB
cana-4662	143	10	algorithms	algorithm	NOUN
cana-4662	143	11	in	in	ADP
cana-4662	143	12	the	the	DET
cana-4662	143	13	literature	literature	NOUN
cana-4662	143	14	to	to	PART
cana-4662	143	15	enhance	enhance	VERB
cana-4662	143	16	data	data	NOUN
cana-4662	143	17	strategies	strategy	NOUN
cana-4662	143	18	for	for	ADP
cana-4662	143	19	automotive	automotive	ADJ
cana-4662	143	20	after	after	ADP
cana-4662	143	21	-	-	PUNCT
cana-4662	143	22	sales	sale	NOUN
cana-4662	143	23	services	service	NOUN
cana-4662	143	24	?	?	PUNCT
cana-4662	144	1	3.2	3.2	NUM
cana-4662	144	2	conducting	conduct	VERB
cana-4662	144	3	stage	stage	NOUN
cana-4662	144	4	the	the	DET
cana-4662	144	5	conducting	conducting	NOUN
cana-4662	144	6	phase	phase	NOUN
cana-4662	144	7	of	of	ADP
cana-4662	144	8	this	this	DET
cana-4662	144	9	systematic	systematic	ADJ
cana-4662	144	10	literature	literature	NOUN
cana-4662	144	11	review	review	NOUN
cana-4662	144	12	(	(	PUNCT
cana-4662	144	13	slr	slr	X
cana-4662	144	14	)	)	PUNCT
cana-4662	144	15	followed	follow	VERB
cana-4662	144	16	a	a	DET
cana-4662	144	17	comprehensive	comprehensive	ADJ
cana-4662	144	18	and	and	CCONJ
cana-4662	144	19	methodical	methodical	ADJ
cana-4662	144	20	approach	approach	NOUN
cana-4662	144	21	in	in	ADP
cana-4662	144	22	identifying	identify	VERB
cana-4662	144	23	,	,	PUNCT
cana-4662	144	24	screening	screening	NOUN
cana-4662	144	25	,	,	PUNCT
cana-4662	144	26	and	and	CCONJ
cana-4662	144	27	analyzing	analyze	VERB
cana-4662	144	28	all	all	DET
cana-4662	144	29	relevant	relevant	ADJ
cana-4662	144	30	literature	literature	NOUN
cana-4662	144	31	available	available	ADJ
cana-4662	144	32	on	on	ADP
cana-4662	144	33	the	the	DET
cana-4662	144	34	subject	subject	NOUN
cana-4662	144	35	.	.	PUNCT
cana-4662	145	1	the	the	DET
cana-4662	145	2	search	search	NOUN
cana-4662	145	3	and	and	CCONJ
cana-4662	145	4	selection	selection	NOUN
cana-4662	145	5	of	of	ADP
cana-4662	145	6	relevant	relevant	ADJ
cana-4662	145	7	documents	document	NOUN
cana-4662	145	8	is	be	AUX
cana-4662	145	9	succinctly	succinctly	ADV
cana-4662	145	10	shown	show	VERB
cana-4662	145	11	on	on	ADP
cana-4662	145	12	figure	figure	NOUN
cana-4662	145	13	2	2	NUM
cana-4662	145	14	that	that	PRON
cana-4662	145	15	gives	give	VERB
cana-4662	145	16	an	an	DET
cana-4662	145	17	overall	overall	ADJ
cana-4662	145	18	but	but	CCONJ
cana-4662	145	19	detailed	detailed	ADJ
cana-4662	145	20	overview	overview	NOUN
cana-4662	145	21	of	of	ADP
cana-4662	145	22	the	the	DET
cana-4662	145	23	methodological	methodological	ADJ
cana-4662	145	24	framework	framework	NOUN
cana-4662	145	25	used	use	VERB
cana-4662	145	26	in	in	ADP
cana-4662	145	27	this	this	DET
cana-4662	145	28	paper	paper	NOUN
cana-4662	145	29	.	.	PUNCT
cana-4662	146	1	several	several	ADJ
cana-4662	146	2	critical	critical	ADJ
cana-4662	146	3	steps	step	NOUN
cana-4662	146	4	were	be	AUX
cana-4662	146	5	closely	closely	ADV
cana-4662	146	6	followed	follow	VERB
cana-4662	146	7	in	in	ADP
cana-4662	146	8	this	this	DET
cana-4662	146	9	phase	phase	NOUN
cana-4662	146	10	.	.	PUNCT
cana-4662	147	1	by	by	ADP
cana-4662	147	2	following	follow	VERB
cana-4662	147	3	these	these	DET
cana-4662	147	4	steps	step	NOUN
cana-4662	147	5	,	,	PUNCT
cana-4662	147	6	the	the	DET
cana-4662	147	7	research	research	NOUN
cana-4662	147	8	team	team	NOUN
cana-4662	147	9	was	be	AUX
cana-4662	147	10	able	able	ADJ
cana-4662	147	11	to	to	PART
cana-4662	147	12	systematically	systematically	ADV
cana-4662	147	13	evaluate	evaluate	VERB
cana-4662	147	14	the	the	DET
cana-4662	147	15	literature	literature	NOUN
cana-4662	147	16	available	available	ADJ
cana-4662	147	17	and	and	CCONJ
cana-4662	147	18	select	select	VERB
cana-4662	147	19	the	the	DET
cana-4662	147	20	most	most	ADV
cana-4662	147	21	relevant	relevant	ADJ
cana-4662	147	22	and	and	CCONJ
cana-4662	147	23	significant	significant	ADJ
cana-4662	147	24	studies	study	NOUN
cana-4662	147	25	for	for	ADP
cana-4662	147	26	inclusion	inclusion	NOUN
cana-4662	147	27	in	in	ADP
cana-4662	147	28	the	the	DET
cana-4662	147	29	analysis	analysis	NOUN
cana-4662	147	30	.	.	PUNCT
cana-4662	148	1	fig	fig	NOUN
cana-4662	148	2	.	.	PUNCT
cana-4662	149	1	2	2	X
cana-4662	149	2	.	.	X
cana-4662	149	3	search	search	NOUN
cana-4662	149	4	and	and	CCONJ
cana-4662	149	5	selection	selection	NOUN
cana-4662	149	6	process	process	NOUN
cana-4662	149	7	research	research	NOUN
cana-4662	149	8	documents	document	NOUN
cana-4662	149	9	this	this	DET
cana-4662	149	10	phase	phase	NOUN
cana-4662	149	11	included	include	VERB
cana-4662	149	12	the	the	DET
cana-4662	149	13	following	follow	VERB
cana-4662	149	14	key	key	ADJ
cana-4662	149	15	steps	step	NOUN
cana-4662	149	16	:	:	PUNCT
cana-4662	149	17	•	•	NUM
cana-4662	149	18	document	document	NOUN
cana-4662	149	19	search	search	NOUN
cana-4662	149	20	:	:	PUNCT
cana-4662	149	21	a	a	DET
cana-4662	149	22	search	search	NOUN
cana-4662	149	23	string	string	NOUN
cana-4662	149	24	(	(	PUNCT
cana-4662	149	25	"	"	PUNCT
cana-4662	149	26	machine	machine	NOUN
cana-4662	149	27	learning	learning	NOUN
cana-4662	149	28	"	"	PUNCT
cana-4662	149	29	or	or	CCONJ
cana-4662	149	30	"	"	PUNCT
cana-4662	149	31	artificial	artificial	ADJ
cana-4662	149	32	intelligence	intelligence	NOUN
cana-4662	149	33	"	"	PUNCT
cana-4662	149	34	or	or	CCONJ
cana-4662	149	35	"	"	PUNCT
cana-4662	149	36	data	datum	NOUN
cana-4662	149	37	analytics	analytic	NOUN
cana-4662	149	38	"	"	PUNCT
cana-4662	149	39	)	)	PUNCT
cana-4662	149	40	and	and	CCONJ
cana-4662	149	41	(	(	PUNCT
cana-4662	149	42	"	"	PUNCT
cana-4662	149	43	automotive	automotive	ADJ
cana-4662	149	44	"	"	PUNCT
cana-4662	149	45	or	or	CCONJ
cana-4662	149	46	"	"	PUNCT
cana-4662	149	47	vehicle	vehicle	NOUN
cana-4662	149	48	"	"	PUNCT
cana-4662	149	49	or	or	CCONJ
cana-4662	149	50	"	"	PUNCT
cana-4662	149	51	car	car	NOUN
cana-4662	149	52	"	"	PUNCT
cana-4662	149	53	)	)	PUNCT
cana-4662	149	54	and	and	CCONJ
cana-4662	149	55	(	(	PUNCT
cana-4662	149	56	"	"	PUNCT
cana-4662	149	57	after	after	ADP
cana-4662	149	58	-	-	PUNCT
cana-4662	149	59	sales	sale	NOUN
cana-4662	149	60	"	"	PUNCT
cana-4662	149	61	or	or	CCONJ
cana-4662	149	62	"	"	PUNCT
cana-4662	149	63	aftermarket	aftermarket	NOUN
cana-4662	149	64	"	"	PUNCT
cana-4662	149	65	or	or	CCONJ
cana-4662	149	66	"	"	PUNCT
cana-4662	149	67	service	service	NOUN
cana-4662	149	68	"	"	PUNCT
cana-4662	149	69	or	or	CCONJ
cana-4662	149	70	"	"	PUNCT
cana-4662	149	71	maintenance	maintenance	NOUN
cana-4662	149	72	"	"	PUNCT
cana-4662	149	73	)	)	PUNCT
cana-4662	149	74	and	and	CCONJ
cana-4662	149	75	(	(	PUNCT
cana-4662	149	76	"	"	PUNCT
cana-4662	149	77	data	data	NOUN
cana-4662	149	78	strategy	strategy	NOUN
cana-4662	149	79	"	"	PUNCT
cana-4662	149	80	or	or	CCONJ
cana-4662	149	81	"	"	PUNCT
cana-4662	149	82	data	data	NOUN
cana-4662	149	83	-	-	PUNCT
cana-4662	149	84	driven	drive	VERB
cana-4662	149	85	"	"	PUNCT
cana-4662	149	86	or	or	CCONJ
cana-4662	149	87	"	"	PUNCT
cana-4662	149	88	data	datum	NOUN
cana-4662	149	89	analysis	analysis	NOUN
cana-4662	149	90	"	"	PUNCT
cana-4662	149	91	)	)	PUNCT
cana-4662	149	92	was	be	AUX
cana-4662	149	93	used	use	VERB
cana-4662	149	94	to	to	PART
cana-4662	149	95	retrieve	retrieve	VERB
cana-4662	149	96	508	508	NUM
cana-4662	149	97	articles	article	NOUN
cana-4662	149	98	from	from	ADP
cana-4662	149	99	scopus	scopus	PROPN
cana-4662	149	100	.	.	PUNCT
cana-4662	150	1	•	•	NOUN
cana-4662	150	2	applying	apply	VERB
cana-4662	150	3	inclusion	inclusion	NOUN
cana-4662	150	4	criteria	criterion	NOUN
cana-4662	150	5	:	:	PUNCT
cana-4662	150	6	articles	article	NOUN
cana-4662	150	7	meeting	meet	VERB
cana-4662	150	8	the	the	DET
cana-4662	150	9	following	follow	VERB
cana-4662	150	10	criteria	criterion	NOUN
cana-4662	150	11	were	be	AUX
cana-4662	150	12	included	include	VERB
cana-4662	150	13	:	:	PUNCT
cana-4662	150	14	published	publish	VERB
cana-4662	150	15	between	between	ADP
cana-4662	150	16	2019	2019	NUM
cana-4662	150	17	and	and	CCONJ
cana-4662	150	18	2024	2024	NUM
cana-4662	150	19	,	,	PUNCT
cana-4662	150	20	written	write	VERB
cana-4662	150	21	in	in	ADP
cana-4662	150	22	english	english	PROPN
cana-4662	150	23	,	,	PUNCT
cana-4662	150	24	peer	peer	NOUN
cana-4662	150	25	-	-	PUNCT
cana-4662	150	26	reviewed	review	VERB
cana-4662	150	27	journal	journal	NOUN
cana-4662	150	28	articles	article	NOUN
cana-4662	150	29	,	,	PUNCT
cana-4662	150	30	focused	focus	VERB
cana-4662	150	31	on	on	ADP
cana-4662	150	32	machine	machine	NOUN
cana-4662	150	33	learning	learn	VERB
cana-4662	150	34	applications	application	NOUN
cana-4662	150	35	in	in	ADP
cana-4662	150	36	automotive	automotive	ADJ
cana-4662	150	37	after	after	ADP
cana-4662	150	38	-	-	PUNCT
cana-4662	150	39	sales	sale	NOUN
cana-4662	150	40	services	service	NOUN
cana-4662	150	41	,	,	PUNCT
cana-4662	150	42	and	and	CCONJ
cana-4662	150	43	at	at	ADP
cana-4662	150	44	the	the	DET
cana-4662	150	45	final	final	ADJ
cana-4662	150	46	publication	publication	NOUN
cana-4662	150	47	stage	stage	NOUN
cana-4662	150	48	.	.	PUNCT
cana-4662	151	1	this	this	PRON
cana-4662	151	2	reduced	reduce	VERB
cana-4662	151	3	the	the	DET
cana-4662	151	4	dataset	dataset	NOUN
cana-4662	151	5	to	to	ADP
cana-4662	151	6	85	85	NUM
cana-4662	151	7	articles	article	NOUN
cana-4662	151	8	.	.	PUNCT
cana-4662	152	1	communications	communication	NOUN
cana-4662	152	2	on	on	ADP
cana-4662	152	3	applied	apply	VERB
cana-4662	152	4	nonlinear	nonlinear	ADJ
cana-4662	152	5	analysis	analysis	NOUN
cana-4662	152	6	issn	issn	NOUN
cana-4662	152	7	:	:	PUNCT
cana-4662	152	8	1074	1074	NUM
cana-4662	152	9	-	-	PUNCT
cana-4662	152	10	133x	133x	NUM
cana-4662	152	11	vol	vol	VERB
cana-4662	152	12	32	32	NUM
cana-4662	152	13	no	no	NOUN
cana-4662	152	14	.	.	PUNCT
cana-4662	153	1	10s	10	NOUN
cana-4662	153	2	(	(	PUNCT
cana-4662	153	3	2025	2025	NUM
cana-4662	153	4	)	)	PUNCT
cana-4662	153	5	48	48	NUM
cana-4662	153	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4662	153	7	•	•	ADV
cana-4662	153	8	applying	apply	VERB
cana-4662	153	9	exclusion	exclusion	NOUN
cana-4662	153	10	criteria	criterion	NOUN
cana-4662	153	11	:	:	PUNCT
cana-4662	153	12	articles	article	NOUN
cana-4662	153	13	were	be	AUX
cana-4662	153	14	eliminated	eliminate	VERB
cana-4662	153	15	if	if	SCONJ
cana-4662	153	16	they	they	PRON
cana-4662	153	17	lacked	lack	VERB
cana-4662	153	18	relevance	relevance	NOUN
cana-4662	153	19	to	to	ADP
cana-4662	153	20	the	the	DET
cana-4662	153	21	automotive	automotive	ADJ
cana-4662	153	22	sector	sector	NOUN
cana-4662	153	23	,	,	PUNCT
cana-4662	153	24	did	do	AUX
cana-4662	153	25	not	not	PART
cana-4662	153	26	concentrate	concentrate	VERB
cana-4662	153	27	on	on	ADP
cana-4662	153	28	aftersales	aftersale	NOUN
cana-4662	153	29	services	service	NOUN
cana-4662	153	30	,	,	PUNCT
cana-4662	153	31	failed	fail	VERB
cana-4662	153	32	to	to	PART
cana-4662	153	33	incorporate	incorporate	VERB
cana-4662	153	34	machine	machine	NOUN
cana-4662	153	35	learning	learning	NOUN
cana-4662	153	36	methodologies	methodology	NOUN
cana-4662	153	37	,	,	PUNCT
cana-4662	153	38	or	or	CCONJ
cana-4662	153	39	were	be	AUX
cana-4662	153	40	unrelated	unrelated	ADJ
cana-4662	153	41	to	to	ADP
cana-4662	153	42	data	datum	NOUN
cana-4662	153	43	strategies	strategy	NOUN
cana-4662	153	44	.	.	PUNCT
cana-4662	154	1	this	this	PRON
cana-4662	154	2	subsequently	subsequently	ADV
cana-4662	154	3	refined	refine	VERB
cana-4662	154	4	the	the	DET
cana-4662	154	5	dataset	dataset	NOUN
cana-4662	154	6	to	to	ADP
cana-4662	154	7	23	23	NUM
cana-4662	154	8	articles	article	NOUN
cana-4662	154	9	.	.	PUNCT
cana-4662	155	1	•	•	NUM
cana-4662	155	2	data	datum	NOUN
cana-4662	155	3	extraction	extraction	NOUN
cana-4662	155	4	:	:	PUNCT
cana-4662	155	5	essential	essential	ADJ
cana-4662	155	6	information	information	NOUN
cana-4662	155	7	,	,	PUNCT
cana-4662	155	8	encompassing	encompass	VERB
cana-4662	155	9	publication	publication	NOUN
cana-4662	155	10	year	year	NOUN
cana-4662	155	11	,	,	PUNCT
cana-4662	155	12	authors	author	NOUN
cana-4662	155	13	,	,	PUNCT
cana-4662	155	14	journal	journal	NOUN
cana-4662	155	15	,	,	PUNCT
cana-4662	155	16	objectives	objective	NOUN
cana-4662	155	17	,	,	PUNCT
cana-4662	155	18	methodology	methodology	NOUN
cana-4662	155	19	,	,	PUNCT
cana-4662	155	20	machine	machine	NOUN
cana-4662	155	21	learning	learn	VERB
cana-4662	155	22	techniques	technique	NOUN
cana-4662	155	23	,	,	PUNCT
cana-4662	155	24	application	application	NOUN
cana-4662	155	25	domains	domain	NOUN
cana-4662	155	26	,	,	PUNCT
cana-4662	155	27	datasets	dataset	NOUN
cana-4662	155	28	,	,	PUNCT
cana-4662	155	29	and	and	CCONJ
cana-4662	155	30	findings	finding	NOUN
cana-4662	155	31	,	,	PUNCT
cana-4662	155	32	was	be	AUX
cana-4662	155	33	extracted	extract	VERB
cana-4662	155	34	.	.	PUNCT
cana-4662	156	1	•	•	NUM
cana-4662	156	2	analyzing	analyze	VERB
cana-4662	156	3	and	and	CCONJ
cana-4662	156	4	screening	screen	VERB
cana-4662	156	5	documents	document	NOUN
cana-4662	156	6	:	:	PUNCT
cana-4662	156	7	each	each	DET
cana-4662	156	8	document	document	NOUN
cana-4662	156	9	was	be	AUX
cana-4662	156	10	assessed	assess	VERB
cana-4662	156	11	to	to	PART
cana-4662	156	12	verify	verify	VERB
cana-4662	156	13	its	its	PRON
cana-4662	156	14	relevance	relevance	NOUN
cana-4662	156	15	and	and	CCONJ
cana-4662	156	16	conformity	conformity	NOUN
cana-4662	156	17	with	with	ADP
cana-4662	156	18	the	the	DET
cana-4662	156	19	study	study	NOUN
cana-4662	156	20	objectives	objective	NOUN
cana-4662	156	21	.	.	PUNCT
cana-4662	157	1	•	•	NUM
cana-4662	157	2	synthesizing	synthesize	VERB
cana-4662	157	3	data	datum	NOUN
cana-4662	157	4	:	:	PUNCT
cana-4662	157	5	we	we	PRON
cana-4662	157	6	conducted	conduct	VERB
cana-4662	157	7	a	a	DET
cana-4662	157	8	narrative	narrative	ADJ
cana-4662	157	9	synthesis	synthesis	NOUN
cana-4662	157	10	and	and	CCONJ
cana-4662	157	11	theme	theme	NOUN
cana-4662	157	12	analysis	analysis	NOUN
cana-4662	157	13	to	to	PART
cana-4662	157	14	amalgamate	amalgamate	VERB
cana-4662	157	15	findings	finding	NOUN
cana-4662	157	16	,	,	PUNCT
cana-4662	157	17	identifying	identify	VERB
cana-4662	157	18	patterns	pattern	NOUN
cana-4662	157	19	,	,	PUNCT
cana-4662	157	20	trends	trend	NOUN
cana-4662	157	21	,	,	PUNCT
cana-4662	157	22	and	and	CCONJ
cana-4662	157	23	deficiencies	deficiency	NOUN
cana-4662	157	24	.	.	PUNCT
cana-4662	158	1	the	the	DET
cana-4662	158	2	synthesis	synthesis	NOUN
cana-4662	158	3	was	be	AUX
cana-4662	158	4	structured	structure	VERB
cana-4662	158	5	in	in	ADP
cana-4662	158	6	accordance	accordance	NOUN
cana-4662	158	7	with	with	ADP
cana-4662	158	8	the	the	DET
cana-4662	158	9	research	research	NOUN
cana-4662	158	10	questions	question	NOUN
cana-4662	158	11	and	and	CCONJ
cana-4662	158	12	presented	present	VERB
cana-4662	158	13	the	the	DET
cana-4662	158	14	cutting	cutting	NOUN
cana-4662	158	15	-	-	PUNCT
cana-4662	158	16	edge	edge	NOUN
cana-4662	158	17	developments	development	NOUN
cana-4662	158	18	in	in	ADP
cana-4662	158	19	machine	machine	NOUN
cana-4662	158	20	learning	learning	NOUN
cana-4662	158	21	pertaining	pertain	VERB
cana-4662	158	22	to	to	ADP
cana-4662	158	23	car	car	NOUN
cana-4662	158	24	after	after	ADP
cana-4662	158	25	-	-	PUNCT
cana-4662	158	26	sales	sale	NOUN
cana-4662	158	27	services	service	NOUN
cana-4662	158	28	.	.	PUNCT
cana-4662	159	1	table	table	PROPN
cana-4662	159	2	ii	ii	PROPN
cana-4662	159	3	.	.	PROPN
cana-4662	160	1	selected	select	VERB
cana-4662	160	2	paper	paper	NOUN
cana-4662	160	3	title	title	NOUN
cana-4662	160	4	research	research	NOUN
cana-4662	160	5	studies	study	NOUN
cana-4662	160	6	reinforcement	reinforcement	NOUN
cana-4662	160	7	learning	learning	NOUN
cana-4662	160	8	based	base	VERB
cana-4662	160	9	optimal	optimal	ADJ
cana-4662	160	10	decision	decision	NOUN
cana-4662	160	11	making	making	NOUN
cana-4662	160	12	towards	towards	ADP
cana-4662	160	13	product	product	NOUN
cana-4662	160	14	lifecycle	lifecycle	NOUN
cana-4662	160	15	sustainability	sustainability	NOUN
cana-4662	160	16	liu	liu	PROPN
cana-4662	160	17	et	et	PROPN
cana-4662	160	18	al	al	PROPN
cana-4662	160	19	.	.	PUNCT
cana-4662	161	1	[	[	X
cana-4662	161	2	15	15	NUM
cana-4662	161	3	]	]	X
cana-4662	161	4	machine	machine	NOUN
cana-4662	161	5	learning	learning	NOUN
cana-4662	161	6	-	-	PUNCT
cana-4662	161	7	based	base	VERB
cana-4662	161	8	fault	fault	NOUN
cana-4662	161	9	detection	detection	NOUN
cana-4662	161	10	and	and	CCONJ
cana-4662	161	11	diagnosis	diagnosis	NOUN
cana-4662	161	12	of	of	ADP
cana-4662	161	13	faulty	faulty	ADJ
cana-4662	161	14	power	power	NOUN
cana-4662	161	15	connections	connection	NOUN
cana-4662	161	16	of	of	ADP
cana-4662	161	17	induction	induction	NOUN
cana-4662	161	18	machines	machine	NOUN
cana-4662	161	19	gonzalez	gonzalez	PROPN
cana-4662	161	20	-	-	PUNCT
cana-4662	161	21	jimenez	jimenez	PROPN
cana-4662	161	22	et	et	PROPN
cana-4662	161	23	al	al	PROPN
cana-4662	161	24	.	.	PUNCT
cana-4662	162	1	[	[	X
cana-4662	162	2	16	16	NUM
cana-4662	162	3	]	]	X
cana-4662	162	4	predictive	predictive	ADJ
cana-4662	162	5	maintenance	maintenance	NOUN
cana-4662	162	6	enabled	enable	VERB
cana-4662	162	7	by	by	ADP
cana-4662	162	8	machine	machine	NOUN
cana-4662	162	9	learning	learning	NOUN
cana-4662	162	10	:	:	PUNCT
cana-4662	162	11	use	use	VERB
cana-4662	162	12	cases	case	NOUN
cana-4662	162	13	and	and	CCONJ
cana-4662	162	14	challenges	challenge	NOUN
cana-4662	162	15	in	in	ADP
cana-4662	162	16	the	the	DET
cana-4662	162	17	automotive	automotive	ADJ
cana-4662	162	18	industry	industry	NOUN
cana-4662	162	19	theissler	theissler	NOUN
cana-4662	162	20	et	et	PROPN
cana-4662	162	21	al	al	PROPN
cana-4662	162	22	.	.	PUNCT
cana-4662	163	1	[	[	X
cana-4662	163	2	17	17	NUM
cana-4662	163	3	]	]	PUNCT
cana-4662	163	4	schedulable	schedulable	ADJ
cana-4662	163	5	capacity	capacity	NOUN
cana-4662	163	6	forecasting	forecasting	NOUN
cana-4662	163	7	for	for	ADP
cana-4662	163	8	electric	electric	ADJ
cana-4662	163	9	vehicles	vehicle	NOUN
cana-4662	163	10	based	base	VERB
cana-4662	163	11	on	on	ADP
cana-4662	163	12	big	big	ADJ
cana-4662	163	13	data	datum	NOUN
cana-4662	163	14	analysis	analysis	NOUN
cana-4662	163	15	mao	mao	X
cana-4662	163	16	et	et	PROPN
cana-4662	163	17	al	al	PROPN
cana-4662	163	18	.	.	PUNCT
cana-4662	164	1	[	[	X
cana-4662	164	2	18	18	NUM
cana-4662	164	3	]	]	PUNCT
cana-4662	164	4	svr	svr	PROPN
cana-4662	164	5	approach	approach	NOUN
cana-4662	164	6	for	for	ADP
cana-4662	164	7	predicting	predict	VERB
cana-4662	164	8	vehicle	vehicle	NOUN
cana-4662	164	9	velocity	velocity	NOUN
cana-4662	164	10	for	for	ADP
cana-4662	164	11	comfortable	comfortable	ADJ
cana-4662	164	12	ride	ride	NOUN
cana-4662	164	13	while	while	SCONJ
cana-4662	164	14	crossing	cross	VERB
cana-4662	164	15	speed	speed	NOUN
cana-4662	164	16	humps	hump	NOUN
cana-4662	164	17	darwiche	darwiche	PROPN
cana-4662	164	18	et	et	PROPN
cana-4662	164	19	al	al	PROPN
cana-4662	164	20	.	.	PUNCT
cana-4662	165	1	[	[	X
cana-4662	165	2	19	19	NUM
cana-4662	165	3	]	]	PUNCT
cana-4662	165	4	optimally	optimally	ADV
cana-4662	165	5	tuned	tune	VERB
cana-4662	165	6	gated	gate	VERB
cana-4662	165	7	recurrent	recurrent	ADJ
cana-4662	165	8	unit	unit	NOUN
cana-4662	165	9	neural	neural	ADJ
cana-4662	165	10	network	network	NOUN
cana-4662	165	11	-	-	PUNCT
cana-4662	165	12	based	base	VERB
cana-4662	165	13	state	state	NOUN
cana-4662	165	14	of	of	ADP
cana-4662	165	15	health	health	NOUN
cana-4662	165	16	estimation	estimation	NOUN
cana-4662	165	17	scheme	scheme	NOUN
cana-4662	165	18	for	for	ADP
cana-4662	165	19	lithium	lithium	NOUN
cana-4662	165	20	ion	ion	NOUN
cana-4662	165	21	batteries	battery	NOUN
cana-4662	165	22	rao	rao	PROPN
cana-4662	165	23	et	et	PROPN
cana-4662	165	24	al	al	PROPN
cana-4662	165	25	.	.	PUNCT
cana-4662	166	1	[	[	X
cana-4662	166	2	20	20	NUM
cana-4662	166	3	]	]	X
cana-4662	166	4	machine	machine	NOUN
cana-4662	166	5	learning	learn	VERB
cana-4662	166	6	framework	framework	NOUN
cana-4662	166	7	for	for	ADP
cana-4662	166	8	real	real	ADJ
cana-4662	166	9	-	-	PUNCT
cana-4662	166	10	time	time	NOUN
cana-4662	166	11	assessment	assessment	NOUN
cana-4662	166	12	of	of	ADP
cana-4662	166	13	traffic	traffic	NOUN
cana-4662	166	14	safety	safety	NOUN
cana-4662	166	15	utilizing	utilize	VERB
cana-4662	166	16	connected	connect	VERB
cana-4662	166	17	vehicle	vehicle	NOUN
cana-4662	166	18	data	datum	NOUN
cana-4662	166	19	mussah	mussah	PROPN
cana-4662	166	20	et	et	PROPN
cana-4662	166	21	al	al	PROPN
cana-4662	166	22	.	.	PUNCT
cana-4662	167	1	[	[	X
cana-4662	167	2	21	21	NUM
cana-4662	167	3	]	]	AUX
cana-4662	167	4	predicting	predict	VERB
cana-4662	167	5	the	the	DET
cana-4662	167	6	rul	rul	NOUN
cana-4662	167	7	of	of	ADP
cana-4662	167	8	li	li	PROPN
cana-4662	167	9	-	-	PUNCT
cana-4662	167	10	ion	ion	NOUN
cana-4662	167	11	batteries	battery	NOUN
cana-4662	167	12	in	in	ADP
cana-4662	167	13	uavs	uavs	NOUN
cana-4662	167	14	using	use	VERB
cana-4662	167	15	machine	machine	NOUN
cana-4662	167	16	learning	learning	NOUN
cana-4662	167	17	techniques	technique	NOUN
cana-4662	167	18	andrioaia	andrioaia	NOUN
cana-4662	167	19	et	et	PROPN
cana-4662	167	20	al	al	PROPN
cana-4662	167	21	.	.	PUNCT
cana-4662	168	1	[	[	X
cana-4662	168	2	22	22	NUM
cana-4662	168	3	]	]	PUNCT
cana-4662	168	4	improving	improve	VERB
cana-4662	168	5	lead	lead	ADJ
cana-4662	168	6	time	time	NOUN
cana-4662	168	7	forecasting	forecasting	NOUN
cana-4662	168	8	and	and	CCONJ
cana-4662	168	9	anomaly	anomaly	NOUN
cana-4662	168	10	detection	detection	NOUN
cana-4662	168	11	for	for	ADP
cana-4662	168	12	automotive	automotive	ADJ
cana-4662	168	13	spare	spare	ADJ
cana-4662	168	14	parts	part	NOUN
cana-4662	168	15	with	with	ADP
cana-4662	168	16	a	a	DET
cana-4662	168	17	combined	combined	ADJ
cana-4662	168	18	cnn	cnn	PROPN
cana-4662	168	19	-	-	PUNCT
cana-4662	168	20	lstm	lstm	PROPN
cana-4662	168	21	approach	approach	NOUN
cana-4662	168	22	amellal	amellal	PROPN
cana-4662	168	23	et	et	PROPN
cana-4662	168	24	al	al	PROPN
cana-4662	168	25	.	.	PUNCT
cana-4662	169	1	[	[	X
cana-4662	169	2	23	23	NUM
cana-4662	169	3	]	]	PUNCT
cana-4662	169	4	title	title	NOUN
cana-4662	169	5	research	research	NOUN
cana-4662	169	6	studies	study	NOUN
cana-4662	169	7	machine	machine	NOUN
cana-4662	169	8	learning	learn	VERB
cana-4662	169	9	approaches	approach	NOUN
cana-4662	169	10	for	for	ADP
cana-4662	169	11	auto	auto	NOUN
cana-4662	169	12	insurance	insurance	NOUN
cana-4662	169	13	big	big	ADJ
cana-4662	169	14	data	datum	NOUN
cana-4662	169	15	hanafy	hanafy	NOUN
cana-4662	169	16	et	et	PROPN
cana-4662	169	17	al	al	PROPN
cana-4662	169	18	.	.	PUNCT
cana-4662	170	1	[	[	X
cana-4662	170	2	24	24	NUM
cana-4662	170	3	]	]	X
cana-4662	170	4	data	data	NOUN
cana-4662	170	5	-	-	PUNCT
cana-4662	170	6	driven	drive	VERB
cana-4662	170	7	fault	fault	NOUN
cana-4662	170	8	early	early	ADJ
cana-4662	170	9	warning	warning	NOUN
cana-4662	170	10	model	model	NOUN
cana-4662	170	11	of	of	ADP
cana-4662	170	12	automobile	automobile	NOUN
cana-4662	170	13	engines	engine	NOUN
cana-4662	170	14	based	base	VERB
cana-4662	170	15	on	on	ADP
cana-4662	170	16	soft	soft	ADJ
cana-4662	170	17	classification	classification	NOUN
cana-4662	170	18	li	li	PROPN
cana-4662	170	19	et	et	PROPN
cana-4662	170	20	al	al	PROPN
cana-4662	170	21	.	.	PUNCT
cana-4662	171	1	[	[	X
cana-4662	171	2	25	25	NUM
cana-4662	171	3	]	]	SYM
cana-4662	171	4	on	on	ADP
cana-4662	171	5	-	-	PUNCT
cana-4662	171	6	board	board	NOUN
cana-4662	171	7	data	data	NOUN
cana-4662	171	8	management	management	NOUN
cana-4662	171	9	layer	layer	NOUN
cana-4662	171	10	:	:	PUNCT
cana-4662	171	11	connected	connected	ADJ
cana-4662	171	12	vehicle	vehicle	NOUN
cana-4662	171	13	as	as	ADP
cana-4662	171	14	data	data	NOUN
cana-4662	171	15	platform	platform	NOUN
cana-4662	171	16	benaissa	benaissa	NOUN
cana-4662	171	17	et	et	PROPN
cana-4662	171	18	al	al	PROPN
cana-4662	171	19	.	.	PUNCT
cana-4662	172	1	[	[	X
cana-4662	172	2	26	26	NUM
cana-4662	172	3	]	]	PUNCT
cana-4662	172	4	iiot	iiot	NOUN
cana-4662	172	5	framework	framework	NOUN
cana-4662	172	6	based	base	VERB
cana-4662	172	7	ml	ml	NOUN
cana-4662	172	8	model	model	NOUN
cana-4662	172	9	to	to	PART
cana-4662	172	10	improve	improve	VERB
cana-4662	172	11	automobile	automobile	NOUN
cana-4662	172	12	industry	industry	NOUN
cana-4662	172	13	product	product	NOUN
cana-4662	172	14	gopalakrishnan	gopalakrishnan	NOUN
cana-4662	172	15	et	et	NOUN
cana-4662	172	16	al	al	PROPN
cana-4662	172	17	.	.	PUNCT
cana-4662	173	1	[	[	X
cana-4662	173	2	27	27	NUM
cana-4662	173	3	]	]	PUNCT
cana-4662	173	4	application	application	NOUN
cana-4662	173	5	of	of	ADP
cana-4662	173	6	machine	machine	NOUN
cana-4662	173	7	learning	learn	VERB
cana-4662	173	8	techniques	technique	NOUN
cana-4662	173	9	to	to	PART
cana-4662	173	10	predict	predict	VERB
cana-4662	173	11	the	the	DET
cana-4662	173	12	price	price	NOUN
cana-4662	173	13	of	of	ADP
cana-4662	173	14	pre	pre	ADJ
cana-4662	173	15	-	-	ADJ
cana-4662	173	16	owned	own	VERB
cana-4662	173	17	cars	car	NOUN
cana-4662	173	18	in	in	ADP
cana-4662	173	19	bangladesh	bangladesh	NOUN
cana-4662	173	20	amik	amik	NOUN
cana-4662	173	21	et	et	PROPN
cana-4662	173	22	al	al	PROPN
cana-4662	173	23	.	.	PUNCT
cana-4662	174	1	[	[	X
cana-4662	174	2	28	28	NUM
cana-4662	174	3	]	]	X
cana-4662	174	4	data	data	NOUN
cana-4662	174	5	-	-	PUNCT
cana-4662	174	6	driven	drive	VERB
cana-4662	174	7	optimization	optimization	NOUN
cana-4662	174	8	for	for	ADP
cana-4662	174	9	last	last	ADJ
cana-4662	174	10	-	-	PUNCT
cana-4662	174	11	mile	mile	NOUN
cana-4662	174	12	delivery	delivery	NOUN
cana-4662	174	13	chu	chu	PROPN
cana-4662	174	14	et	et	PROPN
cana-4662	174	15	al	al	PROPN
cana-4662	174	16	.	.	PUNCT
cana-4662	175	1	[	[	X
cana-4662	175	2	29	29	NUM
cana-4662	175	3	]	]	X
cana-4662	175	4	artificial	artificial	ADJ
cana-4662	175	5	intelligence	intelligence	NOUN
cana-4662	175	6	based	base	VERB
cana-4662	175	7	prediction	prediction	NOUN
cana-4662	175	8	models	model	NOUN
cana-4662	175	9	:	:	PUNCT
cana-4662	175	10	sales	sale	NOUN
cana-4662	175	11	forecasting	forecasting	NOUN
cana-4662	175	12	application	application	NOUN
cana-4662	175	13	in	in	ADP
cana-4662	175	14	automotive	automotive	ADJ
cana-4662	175	15	aftermarket	aftermarket	NOUN
cana-4662	175	16	türkbayraǧí	türkbayraǧí	PROPN
cana-4662	175	17	et	et	PROPN
cana-4662	175	18	al	al	PROPN
cana-4662	175	19	.	.	PUNCT
cana-4662	176	1	[	[	X
cana-4662	176	2	30	30	NUM
cana-4662	176	3	]	]	X
cana-4662	176	4	communications	communication	NOUN
cana-4662	176	5	on	on	ADP
cana-4662	176	6	applied	apply	VERB
cana-4662	176	7	nonlinear	nonlinear	ADJ
cana-4662	176	8	analysis	analysis	NOUN
cana-4662	176	9	issn	issn	NOUN
cana-4662	176	10	:	:	PUNCT
cana-4662	176	11	1074	1074	NUM
cana-4662	176	12	-	-	PUNCT
cana-4662	176	13	133x	133x	NUM
cana-4662	176	14	vol	vol	VERB
cana-4662	176	15	32	32	NUM
cana-4662	176	16	no	no	NOUN
cana-4662	176	17	.	.	PUNCT
cana-4662	177	1	10s	10	NOUN
cana-4662	177	2	(	(	PUNCT
cana-4662	177	3	2025	2025	NUM
cana-4662	177	4	)	)	PUNCT
cana-4662	177	5	49	49	NUM
cana-4662	178	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	178	2	a	a	DET
cana-4662	178	3	review	review	NOUN
cana-4662	178	4	of	of	ADP
cana-4662	178	5	the	the	DET
cana-4662	178	6	data	data	NOUN
cana-4662	178	7	-	-	PUNCT
cana-4662	178	8	driven	drive	VERB
cana-4662	178	9	prediction	prediction	NOUN
cana-4662	178	10	method	method	NOUN
cana-4662	178	11	of	of	ADP
cana-4662	178	12	vehicle	vehicle	NOUN
cana-4662	178	13	fuel	fuel	NOUN
cana-4662	178	14	consumption	consumption	NOUN
cana-4662	178	15	zhao	zhao	PROPN
cana-4662	178	16	et	et	PROPN
cana-4662	178	17	al	al	PROPN
cana-4662	178	18	.	.	PUNCT
cana-4662	179	1	[	[	X
cana-4662	179	2	31	31	NUM
cana-4662	179	3	]	]	PUNCT
cana-4662	179	4	a	a	DET
cana-4662	179	5	predictive	predictive	ADJ
cana-4662	179	6	analytics	analytic	NOUN
cana-4662	179	7	approach	approach	VERB
cana-4662	179	8	to	to	PART
cana-4662	179	9	improve	improve	VERB
cana-4662	179	10	the	the	DET
cana-4662	179	11	dealers	dealer	NOUN
cana-4662	179	12	-	-	PUNCT
cana-4662	179	13	manufacturer	manufacturer	NOUN
cana-4662	179	14	relationship	relationship	NOUN
cana-4662	179	15	in	in	ADP
cana-4662	179	16	the	the	DET
cana-4662	179	17	after	after	ADP
cana-4662	179	18	-	-	PUNCT
cana-4662	179	19	sales	sales	NOUN
cana-4662	179	20	service	service	NOUN
cana-4662	179	21	network	network	NOUN
cana-4662	179	22	;	;	PUNCT
cana-4662	179	23	case	case	NOUN
cana-4662	179	24	study	study	NOUN
cana-4662	179	25	in	in	ADP
cana-4662	179	26	the	the	DET
cana-4662	179	27	automotive	automotive	ADJ
cana-4662	179	28	industry	industry	NOUN
cana-4662	179	29	ebrahimi	ebrahimi	X
cana-4662	179	30	et	et	PROPN
cana-4662	179	31	al	al	PROPN
cana-4662	179	32	.	.	PUNCT
cana-4662	180	1	[	[	X
cana-4662	180	2	32	32	NUM
cana-4662	180	3	]	]	PUNCT
cana-4662	180	4	a	a	DET
cana-4662	180	5	combined	combine	VERB
cana-4662	180	6	forecasting	forecasting	NOUN
cana-4662	180	7	method	method	NOUN
cana-4662	180	8	for	for	ADP
cana-4662	180	9	intermittent	intermittent	ADJ
cana-4662	180	10	demand	demand	NOUN
cana-4662	180	11	using	use	VERB
cana-4662	180	12	the	the	DET
cana-4662	180	13	automotive	automotive	ADJ
cana-4662	180	14	aftermarket	aftermarket	NOUN
cana-4662	180	15	data	datum	NOUN
cana-4662	180	16	zhuang	zhuang	PROPN
cana-4662	180	17	et	et	PROPN
cana-4662	180	18	al	al	PROPN
cana-4662	180	19	.	.	PUNCT
cana-4662	181	1	[	[	X
cana-4662	181	2	33	33	NUM
cana-4662	181	3	]	]	PUNCT
cana-4662	181	4	a	a	DET
cana-4662	181	5	machine	machine	NOUN
cana-4662	181	6	learning	learning	NOUN
cana-4662	181	7	-	-	PUNCT
cana-4662	181	8	based	base	VERB
cana-4662	181	9	robust	robust	ADJ
cana-4662	181	10	state	state	NOUN
cana-4662	181	11	of	of	ADP
cana-4662	181	12	health	health	NOUN
cana-4662	181	13	(	(	PUNCT
cana-4662	181	14	soh	soh	NOUN
cana-4662	181	15	)	)	PUNCT
cana-4662	181	16	prediction	prediction	NOUN
cana-4662	181	17	model	model	NOUN
cana-4662	181	18	for	for	ADP
cana-4662	181	19	electric	electric	ADJ
cana-4662	181	20	vehicle	vehicle	NOUN
cana-4662	181	21	batteries	battery	NOUN
cana-4662	181	22	akbar	akbar	VERB
cana-4662	181	23	et	et	PROPN
cana-4662	181	24	al	al	PROPN
cana-4662	181	25	.	.	PUNCT
cana-4662	182	1	[	[	X
cana-4662	182	2	34	34	NUM
cana-4662	182	3	]	]	X
cana-4662	182	4	a	a	DET
cana-4662	182	5	natural	natural	ADJ
cana-4662	182	6	language	language	NOUN
cana-4662	182	7	processing	processing	NOUN
cana-4662	182	8	and	and	CCONJ
cana-4662	182	9	deep	deep	ADJ
cana-4662	182	10	learning	learning	NOUN
cana-4662	182	11	based	base	VERB
cana-4662	182	12	model	model	NOUN
cana-4662	182	13	for	for	ADP
cana-4662	182	14	automated	automate	VERB
cana-4662	182	15	vehicle	vehicle	NOUN
cana-4662	182	16	diagnostics	diagnostic	NOUN
cana-4662	182	17	using	use	VERB
cana-4662	182	18	free	free	ADJ
cana-4662	182	19	-	-	PUNCT
cana-4662	182	20	text	text	NOUN
cana-4662	182	21	customer	customer	NOUN
cana-4662	182	22	service	service	NOUN
cana-4662	182	23	reports	report	NOUN
cana-4662	182	24	khodadadi	khodadadi	VERB
cana-4662	182	25	et	et	PROPN
cana-4662	182	26	al	al	PROPN
cana-4662	182	27	.	.	PUNCT
cana-4662	183	1	[	[	X
cana-4662	183	2	35	35	NUM
cana-4662	183	3	]	]	PUNCT
cana-4662	183	4	a	a	DET
cana-4662	183	5	framework	framework	NOUN
cana-4662	183	6	for	for	ADP
cana-4662	183	7	vehicle	vehicle	NOUN
cana-4662	183	8	quality	quality	NOUN
cana-4662	183	9	evaluation	evaluation	NOUN
cana-4662	183	10	based	base	VERB
cana-4662	183	11	on	on	ADP
cana-4662	183	12	interpretable	interpretable	ADJ
cana-4662	183	13	machine	machine	NOUN
cana-4662	183	14	learning	learning	NOUN
cana-4662	183	15	alwadi	alwadi	NOUN
cana-4662	183	16	et	et	PROPN
cana-4662	183	17	al	al	PROPN
cana-4662	183	18	.	.	PUNCT
cana-4662	184	1	[	[	X
cana-4662	184	2	36	36	NUM
cana-4662	184	3	]	]	PUNCT
cana-4662	184	4	application	application	NOUN
cana-4662	184	5	of	of	ADP
cana-4662	184	6	machine	machine	NOUN
cana-4662	184	7	learning	learn	VERB
cana-4662	184	8	algorithms	algorithm	NOUN
cana-4662	184	9	in	in	ADP
cana-4662	184	10	the	the	DET
cana-4662	184	11	development	development	NOUN
cana-4662	184	12	and	and	CCONJ
cana-4662	184	13	consumption	consumption	NOUN
cana-4662	184	14	trend	trend	NOUN
cana-4662	184	15	of	of	ADP
cana-4662	184	16	green	green	ADJ
cana-4662	184	17	and	and	CCONJ
cana-4662	184	18	intelligent	intelligent	ADJ
cana-4662	184	19	vehicles	vehicle	NOUN
cana-4662	184	20	under	under	ADP
cana-4662	184	21	the	the	DET
cana-4662	184	22	background	background	NOUN
cana-4662	184	23	of	of	ADP
cana-4662	184	24	big	big	ADJ
cana-4662	184	25	data	datum	NOUN
cana-4662	184	26	liang	liang	PROPN
cana-4662	184	27	et	et	PROPN
cana-4662	184	28	al	al	PROPN
cana-4662	184	29	.	.	PUNCT
cana-4662	185	1	[	[	X
cana-4662	185	2	37	37	NUM
cana-4662	185	3	]	]	SYM
cana-4662	185	4	3.3	3.3	NUM
cana-4662	185	5	reporting	reporting	NOUN
cana-4662	185	6	stage	stage	NOUN
cana-4662	185	7	the	the	DET
cana-4662	185	8	last	last	ADJ
cana-4662	185	9	phase	phase	NOUN
cana-4662	185	10	of	of	ADP
cana-4662	185	11	this	this	DET
cana-4662	185	12	study	study	NOUN
cana-4662	185	13	was	be	AUX
cana-4662	185	14	organizing	organize	VERB
cana-4662	185	15	and	and	CCONJ
cana-4662	185	16	presenting	present	VERB
cana-4662	185	17	the	the	DET
cana-4662	185	18	findings	finding	NOUN
cana-4662	185	19	in	in	ADP
cana-4662	185	20	the	the	DET
cana-4662	185	21	most	most	ADV
cana-4662	185	22	clear	clear	ADJ
cana-4662	185	23	,	,	PUNCT
cana-4662	185	24	aligned	aligned	ADJ
cana-4662	185	25	,	,	PUNCT
cana-4662	185	26	and	and	CCONJ
cana-4662	185	27	accessible	accessible	ADJ
cana-4662	185	28	way	way	NOUN
cana-4662	185	29	possible	possible	ADJ
cana-4662	185	30	.	.	PUNCT
cana-4662	186	1	therefore	therefore	ADV
cana-4662	186	2	,	,	PUNCT
cana-4662	186	3	the	the	DET
cana-4662	186	4	results	result	NOUN
cana-4662	186	5	were	be	AUX
cana-4662	186	6	grouped	group	VERB
cana-4662	186	7	by	by	ADP
cana-4662	186	8	themes	theme	NOUN
cana-4662	186	9	,	,	PUNCT
cana-4662	186	10	which	which	PRON
cana-4662	186	11	are	be	AUX
cana-4662	186	12	directly	directly	ADV
cana-4662	186	13	related	relate	VERB
cana-4662	186	14	to	to	ADP
cana-4662	186	15	the	the	DET
cana-4662	186	16	research	research	NOUN
cana-4662	186	17	questions	question	NOUN
cana-4662	186	18	,	,	PUNCT
cana-4662	186	19	namely	namely	ADV
cana-4662	186	20	the	the	DET
cana-4662	186	21	machine	machine	NOUN
cana-4662	186	22	learning	learn	VERB
cana-4662	186	23	approaches	approach	NOUN
cana-4662	186	24	,	,	PUNCT
cana-4662	186	25	the	the	DET
cana-4662	186	26	data	data	NOUN
cana-4662	186	27	strategies	strategy	NOUN
cana-4662	186	28	and	and	CCONJ
cana-4662	186	29	the	the	DET
cana-4662	186	30	applicability	applicability	NOUN
cana-4662	186	31	in	in	ADP
cana-4662	186	32	automotive	automotive	ADJ
cana-4662	186	33	after	after	ADP
cana-4662	186	34	-	-	PUNCT
cana-4662	186	35	sales	sale	NOUN
cana-4662	186	36	services	service	NOUN
cana-4662	186	37	.	.	PUNCT
cana-4662	187	1	results	result	NOUN
cana-4662	187	2	associated	associate	VERB
cana-4662	187	3	with	with	ADP
cana-4662	187	4	profits	profit	NOUN
cana-4662	187	5	effectively	effectively	ADV
cana-4662	187	6	showed	show	VERB
cana-4662	187	7	how	how	SCONJ
cana-4662	187	8	machine	machine	NOUN
cana-4662	187	9	learning	learning	NOUN
cana-4662	187	10	-	-	PUNCT
cana-4662	187	11	based	base	VERB
cana-4662	187	12	data	datum	NOUN
cana-4662	187	13	methods	method	NOUN
cana-4662	187	14	help	help	VERB
cana-4662	187	15	in	in	ADP
cana-4662	187	16	improving	improve	VERB
cana-4662	187	17	after	after	ADP
cana-4662	187	18	-	-	PUNCT
cana-4662	187	19	sales	sale	NOUN
cana-4662	187	20	service	service	NOUN
cana-4662	187	21	,	,	PUNCT
cana-4662	187	22	solution	solution	NOUN
cana-4662	187	23	taking	take	VERB
cana-4662	187	24	privacy	privacy	NOUN
cana-4662	187	25	and	and	CCONJ
cana-4662	187	26	data	datum	NOUN
cana-4662	187	27	administration	administration	NOUN
cana-4662	187	28	issues	issue	NOUN
cana-4662	187	29	into	into	ADP
cana-4662	187	30	consideration	consideration	NOUN
cana-4662	187	31	with	with	ADP
cana-4662	187	32	practical	practical	ADJ
cana-4662	187	33	significance	significance	NOUN
cana-4662	187	34	achieved	achieve	VERB
cana-4662	187	35	in	in	ADP
cana-4662	187	36	this	this	DET
cana-4662	187	37	essential	essential	ADJ
cana-4662	187	38	component	component	NOUN
cana-4662	187	39	.	.	PUNCT
cana-4662	188	1	so	so	ADV
cana-4662	188	2	,	,	PUNCT
cana-4662	188	3	this	this	DET
cana-4662	188	4	research	research	NOUN
cana-4662	188	5	shows	show	VERB
cana-4662	188	6	practical	practical	ADJ
cana-4662	188	7	implications	implication	NOUN
cana-4662	188	8	by	by	ADP
cana-4662	188	9	providing	provide	VERB
cana-4662	188	10	scalable	scalable	ADJ
cana-4662	188	11	real	real	ADJ
cana-4662	188	12	-	-	PUNCT
cana-4662	188	13	time	time	NOUN
cana-4662	188	14	solutions	solution	NOUN
cana-4662	188	15	leading	lead	VERB
cana-4662	188	16	to	to	ADP
cana-4662	188	17	operational	operational	ADJ
cana-4662	188	18	efficiency	efficiency	NOUN
cana-4662	188	19	and	and	CCONJ
cana-4662	188	20	customer	customer	NOUN
cana-4662	188	21	delight	delight	VERB
cana-4662	188	22	by	by	ADP
cana-4662	188	23	connecting	connect	VERB
cana-4662	188	24	the	the	DET
cana-4662	188	25	dots	dot	NOUN
cana-4662	188	26	between	between	ADP
cana-4662	188	27	theoretical	theoretical	ADJ
cana-4662	188	28	elements	element	NOUN
cana-4662	188	29	and	and	CCONJ
cana-4662	188	30	their	their	PRON
cana-4662	188	31	real	real	ADJ
cana-4662	188	32	life	life	NOUN
cana-4662	188	33	applications	application	NOUN
cana-4662	188	34	in	in	ADP
cana-4662	188	35	the	the	DET
cana-4662	188	36	automobile	automobile	NOUN
cana-4662	188	37	domain	domain	NOUN
cana-4662	188	38	.	.	PUNCT
cana-4662	189	1	3.4	3.4	NUM
cana-4662	189	2	selected	select	VERB
cana-4662	189	3	paper	paper	NOUN
cana-4662	189	4	table	table	NOUN
cana-4662	189	5	2	2	NUM
cana-4662	189	6	provides	provide	VERB
cana-4662	189	7	a	a	DET
cana-4662	189	8	summary	summary	NOUN
cana-4662	189	9	of	of	ADP
cana-4662	189	10	the	the	DET
cana-4662	189	11	23	23	NUM
cana-4662	189	12	selected	select	VERB
cana-4662	189	13	papers	paper	NOUN
cana-4662	189	14	that	that	PRON
cana-4662	189	15	form	form	VERB
cana-4662	189	16	the	the	DET
cana-4662	189	17	foundation	foundation	NOUN
cana-4662	189	18	of	of	ADP
cana-4662	189	19	this	this	DET
cana-4662	189	20	systematic	systematic	ADJ
cana-4662	189	21	literature	literature	PROPN
cana-4662	189	22	review	review	NOUN
cana-4662	189	23	,	,	PUNCT
cana-4662	189	24	drawn	draw	VERB
cana-4662	189	25	from	from	ADP
cana-4662	189	26	an	an	DET
cana-4662	189	27	initial	initial	ADJ
cana-4662	189	28	pool	pool	NOUN
cana-4662	189	29	of	of	ADP
cana-4662	189	30	508	508	NUM
cana-4662	189	31	articles	article	NOUN
cana-4662	189	32	sourced	source	VERB
cana-4662	189	33	from	from	ADP
cana-4662	189	34	scopus	scopus	PROPN
cana-4662	189	35	.	.	PUNCT
cana-4662	190	1	the	the	DET
cana-4662	190	2	table	table	NOUN
cana-4662	190	3	summarizes	summarize	VERB
cana-4662	190	4	the	the	DET
cana-4662	190	5	important	important	ADJ
cana-4662	190	6	characteristics	characteristic	NOUN
cana-4662	190	7	,	,	PUNCT
cana-4662	190	8	such	such	ADJ
cana-4662	190	9	as	as	ADP
cana-4662	190	10	titles	title	NOUN
cana-4662	190	11	and	and	CCONJ
cana-4662	190	12	citation	citation	NOUN
cana-4662	190	13	identifiers	identifier	NOUN
cana-4662	190	14	.	.	PUNCT
cana-4662	191	1	the	the	DET
cana-4662	191	2	selected	select	VERB
cana-4662	191	3	papers	paper	NOUN
cana-4662	191	4	show	show	VERB
cana-4662	191	5	the	the	DET
cana-4662	191	6	diversity	diversity	NOUN
cana-4662	191	7	of	of	ADP
cana-4662	191	8	research	research	NOUN
cana-4662	191	9	in	in	ADP
cana-4662	191	10	strategies	strategy	NOUN
cana-4662	191	11	of	of	ADP
cana-4662	191	12	automotive	automotive	ADJ
cana-4662	191	13	after	after	ADP
cana-4662	191	14	-	-	PUNCT
cana-4662	191	15	sales	sale	NOUN
cana-4662	191	16	services	service	NOUN
cana-4662	191	17	based	base	VERB
cana-4662	191	18	on	on	ADP
cana-4662	191	19	machine	machine	NOUN
cana-4662	191	20	learning	learning	NOUN
cana-4662	191	21	.	.	PUNCT
cana-4662	192	1	3.5	3.5	NUM
cana-4662	192	2	abbreviation	abbreviation	NOUN
cana-4662	192	3	of	of	ADP
cana-4662	192	4	this	this	DET
cana-4662	192	5	studies	study	NOUN
cana-4662	192	6	the	the	DET
cana-4662	192	7	commonly	commonly	ADV
cana-4662	192	8	used	use	VERB
cana-4662	192	9	abbreviation	abbreviation	NOUN
cana-4662	192	10	are	be	AUX
cana-4662	192	11	listed	list	VERB
cana-4662	192	12	in	in	ADP
cana-4662	192	13	tabel	tabel	NOUN
cana-4662	192	14	3	3	NUM
cana-4662	192	15	.	.	PUNCT
cana-4662	192	16	table	table	PROPN
cana-4662	192	17	iii	iii	PROPN
cana-4662	192	18	.	.	PUNCT
cana-4662	192	19	abbreviation	abbreviation	NOUN
cana-4662	192	20	used	use	VERB
cana-4662	192	21	in	in	ADP
cana-4662	192	22	the	the	DET
cana-4662	192	23	paper	paper	NOUN
cana-4662	192	24	abbrev	abbrev	NOUN
cana-4662	192	25	.	.	PUNCT
cana-4662	193	1	explanation	explanation	NOUN
cana-4662	193	2	abbrev	abbrev	NOUN
cana-4662	193	3	.	.	PUNCT
cana-4662	194	1	explanation	explanation	NOUN
cana-4662	194	2	pdm	pdm	PROPN
cana-4662	194	3	predictive	predictive	ADJ
cana-4662	194	4	maintenance	maintenance	NOUN
cana-4662	194	5	ml	ml	ADP
cana-4662	194	6	machine	machine	NOUN
cana-4662	194	7	learning	learn	VERB
cana-4662	194	8	ruo	ruo	PROPN
cana-4662	194	9	resource	resource	NOUN
cana-4662	194	10	utilization	utilization	NOUN
cana-4662	194	11	optimization	optimization	NOUN
cana-4662	194	12	ai	ai	VERB
cana-4662	194	13	artificial	artificial	ADJ
cana-4662	194	14	intelligence	intelligence	NOUN
cana-4662	194	15	slo	slo	PROPN
cana-4662	194	16	service	service	PROPN
cana-4662	194	17	logistics	logistic	NOUN
cana-4662	194	18	optimization	optimization	NOUN
cana-4662	194	19	gan	gin	VERB
cana-4662	194	20	generative	generative	ADJ
cana-4662	194	21	adversarial	adversarial	ADJ
cana-4662	194	22	networks	network	NOUN
cana-4662	194	23	ad	ad	NOUN
cana-4662	194	24	anomaly	anomaly	NOUN
cana-4662	194	25	detection	detection	NOUN
cana-4662	194	26	gru	gru	NOUN
cana-4662	194	27	gated	gate	VERB
cana-4662	194	28	recurrent	recurrent	ADJ
cana-4662	194	29	unit	unit	NOUN
cana-4662	194	30	df	df	NOUN
cana-4662	194	31	demand	demand	NOUN
cana-4662	194	32	forecasting	forecast	VERB
cana-4662	194	33	gtb	gtb	NOUN
cana-4662	194	34	gradient	gradient	NOUN
cana-4662	194	35	tree	tree	NOUN
cana-4662	194	36	boosting	boost	VERB
cana-4662	194	37	sco	sco	PROPN
cana-4662	194	38	supply	supply	NOUN
cana-4662	194	39	chain	chain	NOUN
cana-4662	194	40	optimization	optimization	NOUN
cana-4662	194	41	gnb	gnb	PROPN
cana-4662	194	42	gaussian	gaussian	PROPN
cana-4662	194	43	naïve	naïve	PROPN
cana-4662	194	44	bayes	bayes	PROPN
cana-4662	194	45	cbm	cbm	PROPN
cana-4662	194	46	customer	customer	PROPN
cana-4662	194	47	behavior	behavior	NOUN
cana-4662	194	48	modeling	model	VERB
cana-4662	194	49	hca	hca	PROPN
cana-4662	194	50	hierarchical	hierarchical	ADJ
cana-4662	194	51	cluster	cluster	NOUN
cana-4662	194	52	analysis	analysis	NOUN
cana-4662	194	53	spo	spo	X
cana-4662	194	54	spare	spare	ADJ
cana-4662	194	55	parts	part	NOUN
cana-4662	194	56	optimization	optimization	NOUN
cana-4662	194	57	lgbm	lgbm	ADJ
cana-4662	194	58	light	light	ADJ
cana-4662	194	59	gradient	gradient	NOUN
cana-4662	194	60	boosting	boost	VERB
cana-4662	194	61	machine	machine	NOUN
cana-4662	194	62	ac	ac	PROPN
cana-4662	194	63	agglomerative	agglomerative	ADJ
cana-4662	194	64	clustering	clustering	PROPN
cana-4662	194	65	knn	knn	PROPN
cana-4662	195	1	k	k	PROPN
cana-4662	195	2	-	-	PUNCT
cana-4662	195	3	nearest	near	ADJ
cana-4662	195	4	neighbors	neighbor	NOUN
cana-4662	195	5	ann	ann	PROPN
cana-4662	195	6	artificial	artificial	ADJ
cana-4662	195	7	neural	neural	ADJ
cana-4662	195	8	network	network	NOUN
cana-4662	195	9	lda	lda	PROPN
cana-4662	195	10	linear	linear	PROPN
cana-4662	195	11	discriminant	discriminant	ADJ
cana-4662	195	12	analysis	analysis	NOUN
cana-4662	195	13	communications	communication	NOUN
cana-4662	195	14	on	on	ADP
cana-4662	195	15	applied	apply	VERB
cana-4662	195	16	nonlinear	nonlinear	ADJ
cana-4662	195	17	analysis	analysis	NOUN
cana-4662	195	18	issn	issn	NOUN
cana-4662	195	19	:	:	PUNCT
cana-4662	195	20	1074	1074	NUM
cana-4662	195	21	-	-	PUNCT
cana-4662	195	22	133x	133x	NUM
cana-4662	195	23	vol	vol	VERB
cana-4662	195	24	32	32	NUM
cana-4662	195	25	no	no	NOUN
cana-4662	195	26	.	.	PUNCT
cana-4662	196	1	10s	10	NOUN
cana-4662	196	2	(	(	PUNCT
cana-4662	196	3	2025	2025	NUM
cana-4662	196	4	)	)	PUNCT
cana-4662	196	5	50	50	NUM
cana-4662	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	196	7	bilstm	bilstm	NOUN
cana-4662	196	8	bidirectional	bidirectional	NOUN
cana-4662	196	9	long	long	ADJ
cana-4662	196	10	short	short	ADJ
cana-4662	196	11	-	-	PUNCT
cana-4662	196	12	term	term	NOUN
cana-4662	196	13	memory	memory	NOUN
cana-4662	196	14	hdbscan	hdbscan	PROPN
cana-4662	196	15	hierarchical	hierarchical	ADJ
cana-4662	196	16	density	density	NOUN
cana-4662	196	17	-	-	PUNCT
cana-4662	196	18	based	base	VERB
cana-4662	196	19	spatial	spatial	ADJ
cana-4662	196	20	clustering	clustering	NOUN
cana-4662	196	21	of	of	ADP
cana-4662	196	22	applications	application	NOUN
cana-4662	196	23	with	with	ADP
cana-4662	196	24	noise	noise	NOUN
cana-4662	196	25	bm	bm	PROPN
cana-4662	196	26	boosting	boost	VERB
cana-4662	196	27	method	method	NOUN
cana-4662	196	28	lr	lr	X
cana-4662	196	29	linear	linear	PROPN
cana-4662	196	30	regression	regression	PROPN
cana-4662	196	31	bnb	bnb	PROPN
cana-4662	196	32	bernoulli	bernoulli	PROPN
cana-4662	196	33	naïve	naïve	PROPN
cana-4662	196	34	bayes	bayes	PROPN
cana-4662	197	1	ls	ls	ADJ
cana-4662	197	2	-	-	PUNCT
cana-4662	197	3	svm	svm	ADJ
cana-4662	197	4	least	least	ADJ
cana-4662	197	5	squares	square	NOUN
cana-4662	197	6	support	support	VERB
cana-4662	197	7	vector	vector	NOUN
cana-4662	197	8	machine	machine	NOUN
cana-4662	197	9	cart	cart	NOUN
cana-4662	197	10	classification	classification	NOUN
cana-4662	197	11	and	and	CCONJ
cana-4662	197	12	regression	regression	NOUN
cana-4662	197	13	trees	tree	NOUN
cana-4662	197	14	lstm	lstm	ADJ
cana-4662	197	15	long	long	ADJ
cana-4662	197	16	short	short	ADJ
cana-4662	197	17	-	-	PUNCT
cana-4662	197	18	term	term	NOUN
cana-4662	197	19	memory	memory	NOUN
cana-4662	197	20	cnn	cnn	PROPN
cana-4662	197	21	convolutional	convolutional	ADJ
cana-4662	197	22	neural	neural	ADJ
cana-4662	197	23	network	network	NOUN
cana-4662	197	24	mlr	mlr	NOUN
cana-4662	197	25	multiple	multiple	ADJ
cana-4662	197	26	linear	linear	PROPN
cana-4662	197	27	regression	regression	NOUN
cana-4662	197	28	dbscan	dbscan	NOUN
cana-4662	197	29	density	density	NOUN
cana-4662	197	30	-	-	PUNCT
cana-4662	197	31	based	base	VERB
cana-4662	197	32	spatial	spatial	ADJ
cana-4662	197	33	clustering	clustering	NOUN
cana-4662	197	34	of	of	ADP
cana-4662	197	35	applications	application	NOUN
cana-4662	197	36	with	with	ADP
cana-4662	197	37	noise	noise	NOUN
cana-4662	197	38	smotetomek	smotetomek	PROPN
cana-4662	197	39	synthetic	synthetic	ADJ
cana-4662	197	40	minority	minority	NOUN
cana-4662	197	41	oversampling	oversample	VERB
cana-4662	197	42	technique	technique	NOUN
cana-4662	197	43	-	-	PUNCT
cana-4662	197	44	tomek	tomek	NOUN
cana-4662	197	45	links	link	NOUN
cana-4662	197	46	dl	dl	PROPN
cana-4662	197	47	deep	deep	ADV
cana-4662	197	48	learning	learn	VERB
cana-4662	197	49	nlp	nlp	ADJ
cana-4662	197	50	natural	natural	ADJ
cana-4662	197	51	language	language	NOUN
cana-4662	197	52	processing	processing	NOUN
cana-4662	197	53	dnn	dnn	PROPN
cana-4662	197	54	deep	deep	ADJ
cana-4662	197	55	neural	neural	ADJ
cana-4662	197	56	networks	network	NOUN
cana-4662	197	57	rf	rf	VERB
cana-4662	197	58	random	random	ADJ
cana-4662	197	59	forest	forest	NOUN
cana-4662	197	60	dt	dt	NOUN
cana-4662	197	61	decision	decision	NOUN
cana-4662	197	62	tree	tree	NOUN
cana-4662	197	63	rnn	rnn	VERB
cana-4662	197	64	simulated	simulate	VERB
cana-4662	197	65	annealing	anneal	VERB
cana-4662	197	66	dt	dt	PROPN
cana-4662	197	67	-	-	PUNCT
cana-4662	197	68	gs	gs	ADJ
cana-4662	197	69	decision	decision	NOUN
cana-4662	197	70	tree	tree	NOUN
cana-4662	197	71	with	with	ADP
cana-4662	197	72	gradient	gradient	ADJ
cana-4662	197	73	search	search	NOUN
cana-4662	197	74	sa	sa	PROPN
cana-4662	197	75	recurrent	recurrent	ADJ
cana-4662	197	76	neural	neural	ADJ
cana-4662	197	77	network	network	NOUN
cana-4662	197	78	dtr	dtr	NOUN
cana-4662	197	79	decision	decision	NOUN
cana-4662	197	80	tree	tree	NOUN
cana-4662	197	81	regress	regress	ADJ
cana-4662	197	82	sgd	sgd	PROPN
cana-4662	197	83	stochastic	stochastic	PROPN
cana-4662	197	84	gradient	gradient	ADJ
cana-4662	197	85	descent	descent	NOUN
cana-4662	198	1	el	el	PROPN
cana-4662	198	2	ensemble	ensemble	ADJ
cana-4662	198	3	learning	learn	VERB
cana-4662	198	4	nbc	nbc	PROPN
cana-4662	198	5	naïve	naïve	PROPN
cana-4662	198	6	bayes	bayes	PROPN
cana-4662	198	7	classifiers	classifier	NOUN
cana-4662	198	8	et	et	PRON
cana-4662	198	9	extra	extra	ADJ
cana-4662	198	10	trees	tree	NOUN
cana-4662	198	11	svm	svm	VERB
cana-4662	198	12	support	support	NOUN
cana-4662	198	13	vector	vector	NOUN
cana-4662	198	14	machine	machine	NOUN
cana-4662	198	15	fcm	fcm	VERB
cana-4662	198	16	fuzzy	fuzzy	ADJ
cana-4662	198	17	c	c	NOUN
cana-4662	198	18	-	-	PUNCT
cana-4662	198	19	means	means	NOUN
cana-4662	198	20	svmr	svmr	VERB
cana-4662	198	21	support	support	NOUN
cana-4662	198	22	vector	vector	NOUN
cana-4662	198	23	machine	machine	NOUN
cana-4662	198	24	for	for	ADP
cana-4662	198	25	regression	regression	NOUN
cana-4662	198	26	xgboost	xgboost	ADP
cana-4662	199	1	extreme	extreme	ADJ
cana-4662	199	2	gradient	gradient	NOUN
cana-4662	199	3	boosting	boost	VERB
cana-4662	199	4	svr	svr	PROPN
cana-4662	199	5	support	support	NOUN
cana-4662	199	6	vector	vector	NOUN
cana-4662	199	7	regression	regression	NOUN
cana-4662	199	8	vae	vae	PROPN
cana-4662	199	9	variational	variational	ADJ
cana-4662	199	10	autoencoders	autoencoder	NOUN
cana-4662	199	11	tl	tl	PROPN
cana-4662	199	12	transfer	transfer	NOUN
cana-4662	199	13	learning	learn	VERB
cana-4662	199	14	4	4	NUM
cana-4662	199	15	.	.	PUNCT
cana-4662	199	16	results	result	VERB
cana-4662	199	17	4.1	4.1	NUM
cana-4662	199	18	overview	overview	NOUN
cana-4662	199	19	of	of	ADP
cana-4662	199	20	included	include	VERB
cana-4662	199	21	studies	study	NOUN
cana-4662	199	22	&	&	CCONJ
cana-4662	199	23	bibliometric	bibliometric	ADJ
cana-4662	199	24	analysis	analysis	NOUN
cana-4662	199	25	a	a	DET
cana-4662	199	26	systematic	systematic	ADJ
cana-4662	199	27	literature	literature	NOUN
cana-4662	199	28	review	review	NOUN
cana-4662	199	29	identified	identify	VERB
cana-4662	199	30	23	23	NUM
cana-4662	199	31	studies	study	NOUN
cana-4662	199	32	from	from	ADP
cana-4662	199	33	2019	2019	NUM
cana-4662	199	34	through	through	ADP
cana-4662	199	35	2024	2024	NUM
cana-4662	199	36	in	in	ADP
cana-4662	199	37	the	the	DET
cana-4662	199	38	field	field	NOUN
cana-4662	199	39	of	of	ADP
cana-4662	199	40	automotive	automotive	ADJ
cana-4662	199	41	after	after	ADP
cana-4662	199	42	-	-	PUNCT
cana-4662	199	43	sales	sale	NOUN
cana-4662	199	44	services	service	NOUN
cana-4662	199	45	that	that	PRON
cana-4662	199	46	used	use	VERB
cana-4662	199	47	machine	machine	NOUN
cana-4662	199	48	learning	learning	NOUN
cana-4662	199	49	(	(	PUNCT
cana-4662	199	50	ml)-based	ml)-base	VERB
cana-4662	199	51	data	data	NOUN
cana-4662	199	52	methods	method	NOUN
cana-4662	199	53	.	.	PUNCT
cana-4662	200	1	studies	study	NOUN
cana-4662	200	2	meeting	meet	VERB
cana-4662	200	3	strict	strict	ADJ
cana-4662	200	4	inclusion	inclusion	NOUN
cana-4662	200	5	criteria	criterion	NOUN
cana-4662	200	6	were	be	AUX
cana-4662	200	7	selected	select	VERB
cana-4662	200	8	for	for	ADP
cana-4662	200	9	review	review	NOUN
cana-4662	200	10	based	base	VERB
cana-4662	200	11	on	on	ADP
cana-4662	200	12	relevance	relevance	NOUN
cana-4662	200	13	,	,	PUNCT
cana-4662	200	14	rigor	rigor	NOUN
cana-4662	200	15	,	,	PUNCT
cana-4662	200	16	and	and	CCONJ
cana-4662	200	17	a	a	DET
cana-4662	200	18	contribution	contribution	NOUN
cana-4662	200	19	to	to	ADP
cana-4662	200	20	the	the	DET
cana-4662	200	21	field	field	NOUN
cana-4662	200	22	.	.	PUNCT
cana-4662	201	1	results	result	NOUN
cana-4662	201	2	articles	article	NOUN
cana-4662	201	3	are	be	AUX
cana-4662	201	4	mostly	mostly	ADV
cana-4662	201	5	published	publish	VERB
cana-4662	201	6	in	in	ADP
cana-4662	201	7	high	high	ADJ
cana-4662	201	8	-	-	PUNCT
cana-4662	201	9	impact	impact	NOUN
cana-4662	201	10	journals	journal	NOUN
cana-4662	201	11	(	(	PUNCT
cana-4662	201	12	34.8	34.8	NUM
cana-4662	201	13	%	%	NOUN
cana-4662	201	14	q1	q1	NOUN
cana-4662	201	15	,	,	PUNCT
cana-4662	201	16	47.8	47.8	NUM
cana-4662	201	17	%	%	NOUN
cana-4662	201	18	q2	q2	NOUN
cana-4662	201	19	and	and	CCONJ
cana-4662	201	20	17.4	17.4	NUM
cana-4662	201	21	%	%	NOUN
cana-4662	201	22	q3	q3	NOUN
cana-4662	201	23	according	accord	VERB
cana-4662	201	24	to	to	ADP
cana-4662	201	25	the	the	DET
cana-4662	201	26	2023	2023	NUM
cana-4662	201	27	scimago	scimago	PROPN
cana-4662	201	28	journal	journal	PROPN
cana-4662	201	29	rank	rank	PROPN
cana-4662	202	1	[	[	X
cana-4662	202	2	sjr	sjr	X
cana-4662	202	3	]	]	PUNCT
cana-4662	202	4	in	in	ADP
cana-4662	202	5	figure	figure	NOUN
cana-4662	202	6	3	3	NUM
cana-4662	202	7	.	.	PUNCT
cana-4662	202	8	notably	notably	ADV
cana-4662	202	9	,	,	PUNCT
cana-4662	202	10	there	there	PRON
cana-4662	202	11	were	be	VERB
cana-4662	202	12	no	no	DET
cana-4662	202	13	publications	publication	NOUN
cana-4662	202	14	in	in	ADP
cana-4662	202	15	q4	q4	PROPN
cana-4662	202	16	,	,	PUNCT
cana-4662	202	17	which	which	PRON
cana-4662	202	18	highlights	highlight	VERB
cana-4662	202	19	the	the	DET
cana-4662	202	20	expectation	expectation	NOUN
cana-4662	202	21	and	and	CCONJ
cana-4662	202	22	demand	demand	NOUN
cana-4662	202	23	for	for	ADP
cana-4662	202	24	high	high	ADJ
cana-4662	202	25	-	-	PUNCT
cana-4662	202	26	quality	quality	NOUN
cana-4662	202	27	research	research	NOUN
cana-4662	202	28	in	in	ADP
cana-4662	202	29	this	this	DET
cana-4662	202	30	sector	sector	NOUN
cana-4662	202	31	,	,	PUNCT
cana-4662	202	32	noting	note	VERB
cana-4662	202	33	it	it	PRON
cana-4662	202	34	as	as	ADP
cana-4662	202	35	an	an	DET
cana-4662	202	36	increasingly	increasingly	ADV
cana-4662	202	37	vital	vital	ADJ
cana-4662	202	38	perspective	perspective	NOUN
cana-4662	202	39	in	in	ADP
cana-4662	202	40	academia	academia	NOUN
cana-4662	202	41	and	and	CCONJ
cana-4662	202	42	industry	industry	NOUN
cana-4662	202	43	.	.	PUNCT
cana-4662	203	1	fig	fig	NOUN
cana-4662	203	2	.	.	PUNCT
cana-4662	204	1	3	3	X
cana-4662	204	2	.	.	X
cana-4662	204	3	quartile	quartile	NOUN
cana-4662	204	4	(	(	PUNCT
cana-4662	204	5	sjr	sjr	NOUN
cana-4662	204	6	2023	2023	NUM
cana-4662	204	7	)	)	PUNCT
cana-4662	204	8	for	for	ADP
cana-4662	204	9	selected	select	VERB
cana-4662	204	10	papers	paper	NOUN
cana-4662	204	11	communications	communication	NOUN
cana-4662	204	12	on	on	ADP
cana-4662	204	13	applied	apply	VERB
cana-4662	204	14	nonlinear	nonlinear	ADJ
cana-4662	204	15	analysis	analysis	NOUN
cana-4662	204	16	issn	issn	NOUN
cana-4662	204	17	:	:	PUNCT
cana-4662	204	18	1074	1074	NUM
cana-4662	204	19	-	-	PUNCT
cana-4662	204	20	133x	133x	NUM
cana-4662	204	21	vol	vol	VERB
cana-4662	204	22	32	32	NUM
cana-4662	204	23	no	no	NOUN
cana-4662	204	24	.	.	PUNCT
cana-4662	205	1	10s	10	NOUN
cana-4662	205	2	(	(	PUNCT
cana-4662	205	3	2025	2025	NUM
cana-4662	205	4	)	)	PUNCT
cana-4662	205	5	51	51	NUM
cana-4662	205	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	205	7	as	as	SCONJ
cana-4662	205	8	described	describe	VERB
cana-4662	205	9	in	in	ADP
cana-4662	205	10	the	the	DET
cana-4662	205	11	figure	figure	NOUN
cana-4662	205	12	4	4	NUM
cana-4662	205	13	,	,	PUNCT
cana-4662	205	14	the	the	DET
cana-4662	205	15	distribution	distribution	NOUN
cana-4662	205	16	of	of	ADP
cana-4662	205	17	articles	article	NOUN
cana-4662	205	18	published	publish	VERB
cana-4662	205	19	within	within	ADP
cana-4662	205	20	the	the	DET
cana-4662	205	21	past	past	ADJ
cana-4662	205	22	five	five	NUM
cana-4662	205	23	years	year	NOUN
cana-4662	205	24	was	be	AUX
cana-4662	205	25	39.1	39.1	NUM
cana-4662	205	26	%	%	NOUN
cana-4662	205	27	for	for	ADP
cana-4662	205	28	2022	2022	NUM
cana-4662	205	29	,	,	PUNCT
cana-4662	205	30	representing	represent	VERB
cana-4662	205	31	the	the	DET
cana-4662	205	32	highest	high	ADJ
cana-4662	205	33	productivity	productivity	NOUN
cana-4662	205	34	rate	rate	NOUN
cana-4662	205	35	of	of	ADP
cana-4662	205	36	articles	article	NOUN
cana-4662	205	37	among	among	ADP
cana-4662	205	38	included	include	VERB
cana-4662	205	39	research	research	NOUN
cana-4662	205	40	.	.	PUNCT
cana-4662	206	1	this	this	DET
cana-4662	206	2	growth	growth	NOUN
cana-4662	206	3	illustrates	illustrate	VERB
cana-4662	206	4	the	the	DET
cana-4662	206	5	increasing	increase	VERB
cana-4662	206	6	interest	interest	NOUN
cana-4662	206	7	of	of	ADP
cana-4662	206	8	academic	academic	ADJ
cana-4662	206	9	researchers	researcher	NOUN
cana-4662	206	10	in	in	ADP
cana-4662	206	11	utilizing	utilize	VERB
cana-4662	206	12	machine	machine	NOUN
cana-4662	206	13	learning	learning	NOUN
cana-4662	206	14	(	(	PUNCT
cana-4662	206	15	ml	ml	NOUN
cana-4662	206	16	)	)	PUNCT
cana-4662	206	17	for	for	ADP
cana-4662	206	18	solving	solve	VERB
cana-4662	206	19	problems	problem	NOUN
cana-4662	206	20	in	in	ADP
cana-4662	206	21	the	the	DET
cana-4662	206	22	automotive	automotive	ADJ
cana-4662	206	23	after	after	ADP
cana-4662	206	24	-	-	PUNCT
cana-4662	206	25	sales	sale	NOUN
cana-4662	206	26	service	service	NOUN
cana-4662	206	27	domain	domain	NOUN
cana-4662	206	28	along	along	ADP
cana-4662	206	29	with	with	ADP
cana-4662	206	30	improved	improved	ADJ
cana-4662	206	31	analytics	analytic	NOUN
cana-4662	206	32	,	,	PUNCT
cana-4662	206	33	and	and	CCONJ
cana-4662	206	34	increased	increase	VERB
cana-4662	206	35	demand	demand	NOUN
cana-4662	206	36	for	for	ADP
cana-4662	206	37	novel	novel	ADJ
cana-4662	206	38	approaches	approach	NOUN
cana-4662	206	39	.	.	PUNCT
cana-4662	207	1	in	in	ADP
cana-4662	207	2	2020	2020	NUM
cana-4662	207	3	,	,	PUNCT
cana-4662	207	4	the	the	DET
cana-4662	207	5	smaller	small	ADJ
cana-4662	207	6	total	total	ADJ
cana-4662	207	7	number	number	NOUN
cana-4662	207	8	of	of	ADP
cana-4662	207	9	studies	study	NOUN
cana-4662	207	10	may	may	AUX
cana-4662	207	11	be	be	AUX
cana-4662	207	12	connected	connect	VERB
cana-4662	207	13	with	with	ADP
cana-4662	207	14	disruptions	disruption	NOUN
cana-4662	207	15	from	from	ADP
cana-4662	207	16	the	the	DET
cana-4662	207	17	covid-19	covid-19	PROPN
cana-4662	207	18	pandemic	pandemic	NOUN
cana-4662	207	19	.	.	PUNCT
cana-4662	208	1	fig	fig	NOUN
cana-4662	208	2	.	.	PUNCT
cana-4662	209	1	4	4	NUM
cana-4662	209	2	.	.	NUM
cana-4662	209	3	year	year	NOUN
cana-4662	209	4	of	of	ADP
cana-4662	209	5	publication	publication	NOUN
cana-4662	209	6	for	for	ADP
cana-4662	209	7	selected	select	VERB
cana-4662	209	8	papers	paper	NOUN
cana-4662	209	9	the	the	DET
cana-4662	209	10	citation	citation	NOUN
cana-4662	209	11	analysis	analysis	NOUN
cana-4662	209	12	showed	show	VERB
cana-4662	209	13	variation	variation	NOUN
cana-4662	209	14	in	in	ADP
cana-4662	209	15	studies	study	NOUN
cana-4662	209	16	'	'	PART
cana-4662	209	17	impact	impact	NOUN
cana-4662	209	18	on	on	ADP
cana-4662	209	19	the	the	DET
cana-4662	209	20	literature	literature	NOUN
cana-4662	209	21	.	.	PUNCT
cana-4662	210	1	the	the	DET
cana-4662	210	2	highest	high	ADJ
cana-4662	210	3	citation	citation	NOUN
cana-4662	210	4	paper	paper	NOUN
cana-4662	210	5	was	be	AUX
cana-4662	210	6	published	publish	VERB
cana-4662	210	7	in	in	ADP
cana-4662	210	8	reliability	reliability	NOUN
cana-4662	210	9	engineering	engineering	NOUN
cana-4662	210	10	&	&	CCONJ
cana-4662	210	11	system	system	NOUN
cana-4662	210	12	safety	safety	NOUN
cana-4662	210	13	(	(	PUNCT
cana-4662	210	14	elsevier	elsevier	NOUN
cana-4662	210	15	)	)	PUNCT
cana-4662	210	16	in	in	ADP
cana-4662	210	17	2021	2021	NUM
cana-4662	210	18	with	with	ADP
cana-4662	210	19	a	a	DET
cana-4662	210	20	total	total	NOUN
cana-4662	210	21	of	of	ADP
cana-4662	210	22	233	233	NUM
cana-4662	210	23	citations	citation	NOUN
cana-4662	210	24	,	,	PUNCT
cana-4662	210	25	reflecting	reflect	VERB
cana-4662	210	26	more	more	ADJ
cana-4662	210	27	predictive	predictive	ADJ
cana-4662	210	28	maintenance	maintenance	NOUN
cana-4662	210	29	applications	application	NOUN
cana-4662	210	30	.	.	PUNCT
cana-4662	211	1	among	among	ADP
cana-4662	211	2	the	the	DET
cana-4662	211	3	next	next	ADJ
cana-4662	211	4	most	most	ADV
cana-4662	211	5	impactful	impactful	ADJ
cana-4662	211	6	studies	study	NOUN
cana-4662	211	7	were	be	AUX
cana-4662	211	8	on	on	ADP
cana-4662	211	9	minerals	mineral	NOUN
cana-4662	211	10	and	and	CCONJ
cana-4662	211	11	metals	metal	NOUN
cana-4662	211	12	(	(	PUNCT
cana-4662	211	13	20	20	NUM
cana-4662	211	14	citations	citation	NOUN
cana-4662	211	15	)	)	PUNCT
cana-4662	211	16	,	,	PUNCT
cana-4662	211	17	and	and	CCONJ
cana-4662	211	18	energy	energy	NOUN
cana-4662	211	19	fault	fault	NOUN
cana-4662	211	20	detection	detection	NOUN
cana-4662	211	21	and	and	CCONJ
cana-4662	211	22	diagnosis	diagnosis	NOUN
cana-4662	211	23	in	in	ADP
cana-4662	211	24	energy	energy	NOUN
cana-4662	211	25	(	(	PUNCT
cana-4662	211	26	20	20	NUM
cana-4662	211	27	citations	citation	NOUN
cana-4662	211	28	)	)	PUNCT
cana-4662	211	29	and	and	CCONJ
cana-4662	211	30	demand	demand	NOUN
cana-4662	211	31	forecasting	forecasting	NOUN
cana-4662	211	32	in	in	ADP
cana-4662	211	33	complex	complex	ADJ
cana-4662	211	34	&	&	CCONJ
cana-4662	211	35	intelligent	intelligent	ADJ
cana-4662	211	36	systems	system	NOUN
cana-4662	211	37	(	(	PUNCT
cana-4662	211	38	35	35	NUM
cana-4662	211	39	citations	citation	NOUN
cana-4662	211	40	)	)	PUNCT
cana-4662	211	41	.	.	PUNCT
cana-4662	212	1	it	it	PRON
cana-4662	212	2	can	can	AUX
cana-4662	212	3	be	be	AUX
cana-4662	212	4	seen	see	VERB
cana-4662	212	5	that	that	SCONJ
cana-4662	212	6	some	some	PRON
cana-4662	212	7	like	like	ADP
cana-4662	212	8	predictive	predictive	ADJ
cana-4662	212	9	maintenance	maintenance	NOUN
cana-4662	212	10	or	or	CCONJ
cana-4662	212	11	inventory	inventory	NOUN
cana-4662	212	12	optimization	optimization	NOUN
cana-4662	212	13	or	or	CCONJ
cana-4662	212	14	customer	customer	NOUN
cana-4662	212	15	behavior	behavior	NOUN
cana-4662	212	16	models	model	NOUN
cana-4662	212	17	are	be	AUX
cana-4662	212	18	the	the	DET
cana-4662	212	19	topics	topic	NOUN
cana-4662	212	20	most	most	ADV
cana-4662	212	21	commonly	commonly	ADV
cana-4662	212	22	discussed	discuss	VERB
cana-4662	212	23	in	in	ADP
cana-4662	212	24	research	research	NOUN
cana-4662	212	25	.	.	PUNCT
cana-4662	213	1	figure	figure	NOUN
cana-4662	213	2	5	5	NUM
cana-4662	213	3	shows	show	VERB
cana-4662	213	4	the	the	DET
cana-4662	213	5	vosviewer	vosviewer	NOUN
cana-4662	213	6	visualization	visualization	NOUN
cana-4662	213	7	that	that	PRON
cana-4662	213	8	links	link	VERB
cana-4662	213	9	to	to	ADP
cana-4662	213	10	other	other	ADJ
cana-4662	213	11	important	important	ADJ
cana-4662	213	12	topics	topic	NOUN
cana-4662	213	13	that	that	PRON
cana-4662	213	14	are	be	AUX
cana-4662	213	15	relevant	relevant	ADJ
cana-4662	213	16	for	for	ADP
cana-4662	213	17	predictive	predictive	ADJ
cana-4662	213	18	maintenance	maintenance	NOUN
cana-4662	213	19	such	such	ADJ
cana-4662	213	20	as	as	ADP
cana-4662	213	21	artificial	artificial	ADJ
cana-4662	213	22	intelligence	intelligence	NOUN
cana-4662	213	23	and	and	CCONJ
cana-4662	213	24	big	big	ADJ
cana-4662	213	25	data	datum	NOUN
cana-4662	213	26	.	.	PUNCT
cana-4662	214	1	current	current	ADJ
cana-4662	214	2	research	research	NOUN
cana-4662	214	3	focus	focus	NOUN
cana-4662	214	4	on	on	ADP
cana-4662	214	5	relevant	relevant	ADJ
cana-4662	214	6	topics	topic	NOUN
cana-4662	214	7	like	like	ADP
cana-4662	214	8	state	state	NOUN
cana-4662	214	9	of	of	ADP
cana-4662	214	10	health	health	NOUN
cana-4662	214	11	,	,	PUNCT
cana-4662	214	12	error	error	NOUN
cana-4662	214	13	detection	detection	NOUN
cana-4662	214	14	and	and	CCONJ
cana-4662	214	15	data	data	NOUN
cana-4662	214	16	-	-	PUNCT
cana-4662	214	17	driven	drive	VERB
cana-4662	214	18	techniques	technique	NOUN
cana-4662	214	19	,	,	PUNCT
cana-4662	214	20	while	while	SCONJ
cana-4662	214	21	traditionally	traditionally	ADV
cana-4662	214	22	important	important	ADJ
cana-4662	214	23	topics	topic	NOUN
cana-4662	214	24	like	like	ADP
cana-4662	214	25	predictive	predictive	ADJ
cana-4662	214	26	maintenance	maintenance	NOUN
cana-4662	214	27	,	,	PUNCT
cana-4662	214	28	big	big	ADJ
cana-4662	214	29	data	datum	NOUN
cana-4662	214	30	and	and	CCONJ
cana-4662	214	31	artificial	artificial	ADJ
cana-4662	214	32	intelligence	intelligence	NOUN
cana-4662	214	33	have	have	VERB
cana-4662	214	34	still	still	ADV
cana-4662	214	35	high	high	ADJ
cana-4662	214	36	relevance	relevance	NOUN
cana-4662	214	37	.	.	PUNCT
cana-4662	215	1	fig	fig	NOUN
cana-4662	215	2	.	.	PUNCT
cana-4662	216	1	5	5	NUM
cana-4662	216	2	.	.	NUM
cana-4662	216	3	year	year	NOUN
cana-4662	216	4	of	of	ADP
cana-4662	216	5	publication	publication	NOUN
cana-4662	216	6	for	for	ADP
cana-4662	216	7	selected	select	VERB
cana-4662	216	8	papers	paper	NOUN
cana-4662	216	9	this	this	DET
cana-4662	216	10	review	review	NOUN
cana-4662	216	11	of	of	ADP
cana-4662	216	12	studies	study	NOUN
cana-4662	216	13	highlights	highlight	NOUN
cana-4662	216	14	trends	trend	NOUN
cana-4662	216	15	,	,	PUNCT
cana-4662	216	16	challenges	challenge	NOUN
cana-4662	216	17	and	and	CCONJ
cana-4662	216	18	opportunities	opportunity	NOUN
cana-4662	216	19	,	,	PUNCT
cana-4662	216	20	providing	provide	VERB
cana-4662	216	21	overview	overview	NOUN
cana-4662	216	22	of	of	ADP
cana-4662	216	23	the	the	DET
cana-4662	216	24	current	current	ADJ
cana-4662	216	25	research	research	NOUN
cana-4662	216	26	landscape	landscape	NOUN
cana-4662	216	27	.	.	PUNCT
cana-4662	217	1	while	while	SCONJ
cana-4662	217	2	the	the	DET
cana-4662	217	3	increase	increase	NOUN
cana-4662	217	4	in	in	ADP
cana-4662	217	5	publication	publication	NOUN
cana-4662	217	6	volume	volume	NOUN
cana-4662	217	7	reflects	reflect	VERB
cana-4662	217	8	the	the	DET
cana-4662	217	9	growing	grow	VERB
cana-4662	217	10	academic	academic	ADJ
cana-4662	217	11	communications	communication	NOUN
cana-4662	217	12	on	on	ADP
cana-4662	217	13	applied	apply	VERB
cana-4662	217	14	nonlinear	nonlinear	ADJ
cana-4662	217	15	analysis	analysis	NOUN
cana-4662	217	16	issn	issn	NOUN
cana-4662	217	17	:	:	PUNCT
cana-4662	217	18	1074	1074	NUM
cana-4662	217	19	-	-	PUNCT
cana-4662	217	20	133x	133x	NUM
cana-4662	217	21	vol	vol	VERB
cana-4662	217	22	32	32	NUM
cana-4662	217	23	no	no	NOUN
cana-4662	217	24	.	.	PUNCT
cana-4662	218	1	10s	10	NOUN
cana-4662	218	2	(	(	PUNCT
cana-4662	218	3	2025	2025	NUM
cana-4662	218	4	)	)	PUNCT
cana-4662	218	5	52	52	NUM
cana-4662	218	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	218	7	interest	interest	NOUN
cana-4662	218	8	and	and	CCONJ
cana-4662	218	9	industry	industry	NOUN
cana-4662	218	10	adoption	adoption	NOUN
cana-4662	218	11	,	,	PUNCT
cana-4662	218	12	the	the	DET
cana-4662	218	13	variability	variability	NOUN
cana-4662	218	14	in	in	ADP
cana-4662	218	15	citation	citation	NOUN
cana-4662	218	16	impact	impact	NOUN
cana-4662	218	17	highlights	highlight	VERB
cana-4662	218	18	the	the	DET
cana-4662	218	19	need	need	NOUN
cana-4662	218	20	for	for	ADP
cana-4662	218	21	greater	great	ADJ
cana-4662	218	22	standardisation	standardisation	NOUN
cana-4662	218	23	and	and	CCONJ
cana-4662	218	24	practical	practical	ADJ
cana-4662	218	25	applications	application	NOUN
cana-4662	218	26	.	.	PUNCT
cana-4662	219	1	4.2	4.2	NUM
cana-4662	219	2	machine	machine	NOUN
cana-4662	219	3	learning	learn	VERB
cana-4662	219	4	approaches	approach	NOUN
cana-4662	219	5	,	,	PUNCT
cana-4662	219	6	tools	tool	NOUN
cana-4662	219	7	,	,	PUNCT
cana-4662	219	8	and	and	CCONJ
cana-4662	219	9	data	datum	NOUN
cana-4662	219	10	in	in	ADP
cana-4662	219	11	automotive	automotive	ADJ
cana-4662	219	12	after	after	ADP
cana-4662	219	13	-	-	PUNCT
cana-4662	219	14	sales	sale	NOUN
cana-4662	219	15	services	service	NOUN
cana-4662	219	16	the	the	DET
cana-4662	219	17	selected	select	VERB
cana-4662	219	18	studies	study	NOUN
cana-4662	219	19	that	that	PRON
cana-4662	219	20	were	be	AUX
cana-4662	219	21	analyzed	analyze	VERB
cana-4662	219	22	demonstrated	demonstrate	VERB
cana-4662	219	23	diverse	diverse	ADJ
cana-4662	219	24	areas	area	NOUN
cana-4662	219	25	of	of	ADP
cana-4662	219	26	utilization	utilization	NOUN
cana-4662	219	27	of	of	ADP
cana-4662	219	28	machine	machine	NOUN
cana-4662	219	29	learning	learn	VERB
cana-4662	219	30	approaches	approach	NOUN
cana-4662	219	31	,	,	PUNCT
cana-4662	219	32	tools	tool	NOUN
cana-4662	219	33	,	,	PUNCT
cana-4662	219	34	and	and	CCONJ
cana-4662	219	35	datasets	dataset	NOUN
cana-4662	219	36	in	in	ADP
cana-4662	219	37	automotive	automotive	ADJ
cana-4662	219	38	aftersales	aftersale	NOUN
cana-4662	219	39	services	service	NOUN
cana-4662	219	40	.	.	PUNCT
cana-4662	220	1	the	the	DET
cana-4662	220	2	different	different	ADJ
cana-4662	220	3	machine	machine	NOUN
cana-4662	220	4	learning	learning	NOUN
cana-4662	220	5	methods	method	NOUN
cana-4662	220	6	,	,	PUNCT
cana-4662	220	7	softwares	software	NOUN
cana-4662	220	8	,	,	PUNCT
cana-4662	220	9	and	and	CCONJ
cana-4662	220	10	datasets	dataset	NOUN
cana-4662	220	11	used	use	VERB
cana-4662	220	12	are	be	AUX
cana-4662	220	13	briefly	briefly	ADV
cana-4662	220	14	listed	list	VERB
cana-4662	220	15	in	in	ADP
cana-4662	220	16	tables	table	NOUN
cana-4662	220	17	4	4	NUM
cana-4662	220	18	and	and	CCONJ
cana-4662	220	19	5	5	NUM
cana-4662	220	20	.	.	PUNCT
cana-4662	220	21	supervised	supervised	ADJ
cana-4662	220	22	learning	learning	NOUN
cana-4662	220	23	is	be	AUX
cana-4662	220	24	the	the	DET
cana-4662	220	25	most	most	ADV
cana-4662	220	26	prevalent	prevalent	ADJ
cana-4662	220	27	machine	machine	NOUN
cana-4662	220	28	learning	learning	NOUN
cana-4662	220	29	approach	approach	NOUN
cana-4662	220	30	,	,	PUNCT
cana-4662	220	31	used	use	VERB
cana-4662	220	32	in	in	ADP
cana-4662	220	33	20	20	NUM
cana-4662	220	34	out	out	ADP
cana-4662	220	35	of	of	ADP
cana-4662	220	36	the	the	DET
cana-4662	220	37	23	23	NUM
cana-4662	220	38	studies	study	NOUN
cana-4662	220	39	.	.	PUNCT
cana-4662	221	1	three	three	NUM
cana-4662	221	2	studies	study	NOUN
cana-4662	221	3	make	make	VERB
cana-4662	221	4	use	use	NOUN
cana-4662	221	5	of	of	ADP
cana-4662	221	6	unsupervised	unsupervised	ADJ
cana-4662	221	7	learning	learning	NOUN
cana-4662	221	8	,	,	PUNCT
cana-4662	221	9	which	which	PRON
cana-4662	221	10	is	be	AUX
cana-4662	221	11	used	use	VERB
cana-4662	221	12	for	for	ADP
cana-4662	221	13	clustering	cluster	VERB
cana-4662	221	14	and	and	CCONJ
cana-4662	221	15	anomaly	anomaly	NOUN
cana-4662	221	16	detection	detection	NOUN
cana-4662	221	17	,	,	PUNCT
cana-4662	221	18	that	that	PRON
cana-4662	221	19	provides	provide	VERB
cana-4662	221	20	insight	insight	NOUN
cana-4662	221	21	without	without	ADP
cana-4662	221	22	the	the	DET
cana-4662	221	23	presence	presence	NOUN
cana-4662	221	24	of	of	ADP
cana-4662	221	25	labeled	label	VERB
cana-4662	221	26	datasets	dataset	NOUN
cana-4662	221	27	.	.	PUNCT
cana-4662	222	1	three	three	NUM
cana-4662	222	2	of	of	ADP
cana-4662	222	3	the	the	DET
cana-4662	222	4	papers	paper	NOUN
cana-4662	222	5	leverage	leverage	VERB
cana-4662	222	6	reinforcement	reinforcement	NOUN
cana-4662	222	7	learning	learning	NOUN
cana-4662	222	8	and	and	CCONJ
cana-4662	222	9	show	show	VERB
cana-4662	222	10	its	its	PRON
cana-4662	222	11	applications	application	NOUN
cana-4662	222	12	for	for	ADP
cana-4662	222	13	dynamic	dynamic	ADJ
cana-4662	222	14	decision	decision	NOUN
cana-4662	222	15	-	-	PUNCT
cana-4662	222	16	making	make	VERB
cana-4662	222	17	problems	problem	NOUN
cana-4662	222	18	,	,	PUNCT
cana-4662	222	19	used	use	VERB
cana-4662	222	20	in	in	ADP
cana-4662	222	21	situations	situation	NOUN
cana-4662	222	22	like	like	ADP
cana-4662	222	23	optimizing	optimize	VERB
cana-4662	222	24	product	product	NOUN
cana-4662	222	25	lifecycles	lifecycle	NOUN
cana-4662	222	26	and	and	CCONJ
cana-4662	222	27	last	last	ADJ
cana-4662	222	28	-	-	PUNCT
cana-4662	222	29	mile	mile	NOUN
cana-4662	222	30	delivery	delivery	NOUN
cana-4662	222	31	systems	system	NOUN
cana-4662	222	32	.	.	PUNCT
cana-4662	223	1	table	table	NOUN
cana-4662	223	2	iv	iv	PROPN
cana-4662	223	3	.	.	PUNCT
cana-4662	223	4	machine	machine	NOUN
cana-4662	223	5	learning	learn	VERB
cana-4662	223	6	approach	approach	NOUN
cana-4662	223	7	and	and	CCONJ
cana-4662	223	8	software	software	NOUN
cana-4662	223	9	machine	machine	NOUN
cana-4662	223	10	learning	learn	VERB
cana-4662	223	11	approach	approach	NOUN
cana-4662	223	12	research	research	NOUN
cana-4662	223	13	studies	study	NOUN
cana-4662	223	14	software	software	NOUN
cana-4662	223	15	used	use	VERB
cana-4662	223	16	supervised	supervised	ADJ
cana-4662	223	17	learning	learn	VERB
cana-4662	224	1	[	[	X
cana-4662	224	2	16	16	NUM
cana-4662	224	3	]	]	PUNCT
cana-4662	224	4	,	,	PUNCT
cana-4662	225	1	[	[	X
cana-4662	225	2	17	17	NUM
cana-4662	225	3	]	]	PUNCT
cana-4662	225	4	,	,	PUNCT
cana-4662	226	1	[	[	X
cana-4662	226	2	18	18	NUM
cana-4662	226	3	]	]	PUNCT
cana-4662	226	4	,	,	PUNCT
cana-4662	226	5	[	[	X
cana-4662	226	6	19	19	NUM
cana-4662	226	7	]	]	PUNCT
cana-4662	226	8	,	,	PUNCT
cana-4662	226	9	[	[	X
cana-4662	226	10	20	20	NUM
cana-4662	226	11	]	]	PUNCT
cana-4662	226	12	,	,	PUNCT
cana-4662	226	13	[	[	X
cana-4662	226	14	21	21	NUM
cana-4662	226	15	]	]	PUNCT
cana-4662	226	16	,	,	PUNCT
cana-4662	226	17	[	[	X
cana-4662	226	18	22	22	NUM
cana-4662	226	19	]	]	PUNCT
cana-4662	226	20	,	,	PUNCT
cana-4662	226	21	[	[	X
cana-4662	226	22	23	23	NUM
cana-4662	226	23	]	]	PUNCT
cana-4662	226	24	,	,	PUNCT
cana-4662	226	25	[	[	X
cana-4662	226	26	24	24	NUM
cana-4662	226	27	]	]	PUNCT
cana-4662	226	28	,	,	PUNCT
cana-4662	226	29	[	[	X
cana-4662	226	30	25	25	NUM
cana-4662	226	31	]	]	PUNCT
cana-4662	226	32	,	,	PUNCT
cana-4662	226	33	[	[	X
cana-4662	226	34	26	26	NUM
cana-4662	226	35	]	]	PUNCT
cana-4662	226	36	,	,	PUNCT
cana-4662	226	37	[	[	X
cana-4662	226	38	27	27	NUM
cana-4662	226	39	]	]	PUNCT
cana-4662	226	40	,	,	PUNCT
cana-4662	227	1	[	[	X
cana-4662	227	2	28	28	NUM
cana-4662	227	3	]	]	PUNCT
cana-4662	227	4	,	,	PUNCT
cana-4662	227	5	[	[	X
cana-4662	227	6	29	29	NUM
cana-4662	227	7	]	]	PUNCT
cana-4662	227	8	,	,	PUNCT
cana-4662	227	9	[	[	X
cana-4662	227	10	30	30	NUM
cana-4662	227	11	]	]	PUNCT
cana-4662	227	12	,	,	PUNCT
cana-4662	227	13	[	[	X
cana-4662	227	14	31	31	NUM
cana-4662	227	15	]	]	PUNCT
cana-4662	227	16	,	,	PUNCT
cana-4662	227	17	[	[	X
cana-4662	227	18	32	32	NUM
cana-4662	227	19	]	]	PUNCT
cana-4662	227	20	,	,	PUNCT
cana-4662	227	21	[	[	X
cana-4662	227	22	33	33	NUM
cana-4662	227	23	]	]	PUNCT
cana-4662	227	24	,	,	PUNCT
cana-4662	227	25	[	[	X
cana-4662	227	26	34	34	NUM
cana-4662	227	27	]	]	PUNCT
cana-4662	227	28	,	,	PUNCT
cana-4662	227	29	[	[	X
cana-4662	227	30	35	35	NUM
cana-4662	227	31	]	]	PUNCT
cana-4662	227	32	,	,	PUNCT
cana-4662	227	33	[	[	X
cana-4662	227	34	36	36	NUM
cana-4662	227	35	]	]	PUNCT
cana-4662	227	36	,	,	PUNCT
cana-4662	227	37	[	[	X
cana-4662	227	38	37	37	NUM
cana-4662	227	39	]	]	SYM
cana-4662	227	40	matlab	matlab	PROPN
cana-4662	227	41	/	/	SYM
cana-4662	227	42	simulink	simulink	PROPN
cana-4662	227	43	,	,	PUNCT
cana-4662	227	44	amazon	amazon	NOUN
cana-4662	227	45	web	web	NOUN
cana-4662	227	46	services	service	NOUN
cana-4662	227	47	(	(	PUNCT
cana-4662	227	48	aws	aw	NOUN
cana-4662	227	49	)	)	PUNCT
cana-4662	227	50	,	,	PUNCT
cana-4662	227	51	aws	aws	NOUN
cana-4662	227	52	sagemaker	sagemaker	PROPN
cana-4662	227	53	,	,	PUNCT
cana-4662	227	54	hadoop	hadoop	NOUN
cana-4662	227	55	,	,	PUNCT
cana-4662	227	56	spark	spark	NOUN
cana-4662	227	57	,	,	PUNCT
cana-4662	227	58	ubuntu	ubuntu	ADJ
cana-4662	227	59	64	64	NUM
cana-4662	227	60	-	-	PUNCT
cana-4662	227	61	bit	bit	NOUN
cana-4662	227	62	operating	operate	VERB
cana-4662	227	63	system	system	NOUN
cana-4662	227	64	,	,	PUNCT
cana-4662	227	65	matlab	matlab	PROPN
cana-4662	227	66	,	,	PUNCT
cana-4662	227	67	scikitlearn	scikitlearn	PROPN
cana-4662	227	68	,	,	PUNCT
cana-4662	227	69	python	python	PROPN
cana-4662	227	70	,	,	PUNCT
cana-4662	227	71	pandas	panda	NOUN
cana-4662	227	72	,	,	PUNCT
cana-4662	227	73	r	r	NOUN
cana-4662	227	74	,	,	PUNCT
cana-4662	227	75	rose	rise	VERB
cana-4662	227	76	package	package	NOUN
cana-4662	227	77	,	,	PUNCT
cana-4662	227	78	eclipse	eclipse	NOUN
cana-4662	227	79	,	,	PUNCT
cana-4662	227	80	springboot	springboot	NOUN
cana-4662	227	81	,	,	PUNCT
cana-4662	227	82	mybatis	mybatis	PROPN
cana-4662	227	83	,	,	PUNCT
cana-4662	227	84	apache	apache	PROPN
cana-4662	227	85	kafka	kafka	PROPN
cana-4662	227	86	,	,	PUNCT
cana-4662	227	87	maven	maven	PROPN
cana-4662	227	88	,	,	PUNCT
cana-4662	227	89	monetdb	monetdb	PROPN
cana-4662	227	90	,	,	PUNCT
cana-4662	227	91	tomcat	tomcat	NOUN
cana-4662	227	92	,	,	PUNCT
cana-4662	227	93	postgres	postgre	NOUN
cana-4662	227	94	,	,	PUNCT
cana-4662	227	95	anaconda	anaconda	NOUN
cana-4662	227	96	,	,	PUNCT
cana-4662	227	97	web	web	NOUN
cana-4662	227	98	scraper	scraper	NOUN
cana-4662	227	99	,	,	PUNCT
cana-4662	227	100	flask	flask	NOUN
cana-4662	227	101	,	,	PUNCT
cana-4662	227	102	numpy	numpy	VERB
cana-4662	227	103	unsupervised	unsupervised	ADJ
cana-4662	227	104	learning	learning	NOUN
cana-4662	228	1	[	[	X
cana-4662	228	2	17	17	NUM
cana-4662	228	3	]	]	PUNCT
cana-4662	228	4	,	,	PUNCT
cana-4662	229	1	[	[	X
cana-4662	229	2	23	23	NUM
cana-4662	229	3	]	]	PUNCT
cana-4662	229	4	,	,	PUNCT
cana-4662	229	5	[	[	X
cana-4662	229	6	27	27	NUM
cana-4662	229	7	]	]	SYM
cana-4662	229	8	python	python	PROPN
cana-4662	229	9	,	,	PUNCT
cana-4662	229	10	keras	keras	PROPN
cana-4662	229	11	,	,	PUNCT
cana-4662	230	1	matlab	matlab	PROPN
cana-4662	230	2	reinforcement	reinforcement	NOUN
cana-4662	230	3	learning	learning	NOUN
cana-4662	231	1	[	[	X
cana-4662	231	2	15	15	NUM
cana-4662	231	3	]	]	PUNCT
cana-4662	231	4	,	,	PUNCT
cana-4662	231	5	[	[	X
cana-4662	231	6	29	29	NUM
cana-4662	231	7	]	]	PUNCT
cana-4662	231	8	,	,	PUNCT
cana-4662	231	9	[	[	X
cana-4662	231	10	30	30	NUM
cana-4662	231	11	]	]	X
cana-4662	231	12	tensorflow	tensorflow	NOUN
cana-4662	231	13	,	,	PUNCT
cana-4662	231	14	matlab	matlab	PROPN
cana-4662	231	15	the	the	DET
cana-4662	231	16	machine	machine	NOUN
cana-4662	231	17	learning	learn	VERB
cana-4662	231	18	methods	method	NOUN
cana-4662	231	19	utilized	utilize	VERB
cana-4662	231	20	in	in	ADP
cana-4662	231	21	the	the	DET
cana-4662	231	22	selected	select	VERB
cana-4662	231	23	papers	paper	NOUN
cana-4662	231	24	are	be	AUX
cana-4662	231	25	:	:	PUNCT
cana-4662	231	26	•	•	ADV
cana-4662	231	27	supervised	supervised	ADJ
cana-4662	231	28	learning	learning	NOUN
cana-4662	231	29	:	:	PUNCT
cana-4662	231	30	supervised	supervised	ADJ
cana-4662	231	31	learning	learning	NOUN
cana-4662	231	32	can	can	AUX
cana-4662	231	33	be	be	AUX
cana-4662	231	34	used	use	VERB
cana-4662	231	35	to	to	ADP
cana-4662	231	36	different	different	ADJ
cana-4662	231	37	applications	application	NOUN
cana-4662	231	38	through	through	ADP
cana-4662	231	39	various	various	ADJ
cana-4662	231	40	types	type	NOUN
cana-4662	231	41	of	of	ADP
cana-4662	231	42	algorithms	algorithm	NOUN
cana-4662	231	43	like	like	ADP
cana-4662	231	44	support	support	NOUN
cana-4662	231	45	vector	vector	NOUN
cana-4662	231	46	machines	machine	NOUN
cana-4662	231	47	,	,	PUNCT
cana-4662	231	48	random	random	ADJ
cana-4662	231	49	forest	forest	NOUN
cana-4662	231	50	,	,	PUNCT
cana-4662	231	51	and	and	CCONJ
cana-4662	231	52	neural	neural	ADJ
cana-4662	231	53	networks	network	NOUN
cana-4662	231	54	.	.	PUNCT
cana-4662	232	1	the	the	DET
cana-4662	232	2	support	support	NOUN
cana-4662	232	3	vector	vector	NOUN
cana-4662	232	4	machines	machine	NOUN
cana-4662	232	5	and	and	CCONJ
cana-4662	232	6	regression	regression	NOUN
cana-4662	232	7	methods	method	NOUN
cana-4662	232	8	are	be	AUX
cana-4662	232	9	used	use	VERB
cana-4662	232	10	to	to	PART
cana-4662	232	11	implement	implement	VERB
cana-4662	232	12	the	the	DET
cana-4662	232	13	predictive	predictive	ADJ
cana-4662	232	14	tasks	task	NOUN
cana-4662	232	15	vehicle	vehicle	NOUN
cana-4662	232	16	state	state	PROPN
cana-4662	232	17	health	health	NOUN
cana-4662	232	18	estimation	estimation	NOUN
cana-4662	232	19	and	and	CCONJ
cana-4662	232	20	vehicle	vehicle	NOUN
cana-4662	232	21	fault	fault	NOUN
cana-4662	232	22	detection	detection	NOUN
cana-4662	232	23	.	.	PUNCT
cana-4662	233	1	•	•	NUM
cana-4662	233	2	unsupervised	unsupervised	ADJ
cana-4662	233	3	learning	learning	NOUN
cana-4662	233	4	:	:	PUNCT
cana-4662	233	5	research	research	NOUN
cana-4662	233	6	using	use	VERB
cana-4662	233	7	clustering	clustering	ADJ
cana-4662	233	8	methods	method	NOUN
cana-4662	233	9	such	such	ADJ
cana-4662	233	10	as	as	ADP
cana-4662	233	11	the	the	DET
cana-4662	233	12	k	k	NOUN
cana-4662	233	13	-	-	PUNCT
cana-4662	233	14	means	means	NOUN
cana-4662	233	15	method	method	NOUN
cana-4662	233	16	to	to	PART
cana-4662	233	17	address	address	VERB
cana-4662	233	18	issues	issue	NOUN
cana-4662	233	19	like	like	ADP
cana-4662	233	20	spare	spare	ADJ
cana-4662	233	21	part	part	NOUN
cana-4662	233	22	segmentation	segmentation	NOUN
cana-4662	233	23	and	and	CCONJ
cana-4662	233	24	the	the	DET
cana-4662	233	25	detection	detection	NOUN
cana-4662	233	26	of	of	ADP
cana-4662	233	27	anomalies	anomaly	NOUN
cana-4662	233	28	in	in	ADP
cana-4662	233	29	the	the	DET
cana-4662	233	30	supply	supply	NOUN
cana-4662	233	31	chain	chain	NOUN
cana-4662	233	32	.	.	PUNCT
cana-4662	234	1	they	they	PRON
cana-4662	234	2	provide	provide	VERB
cana-4662	234	3	meaningful	meaningful	ADJ
cana-4662	234	4	information	information	NOUN
cana-4662	234	5	regarding	regard	VERB
cana-4662	234	6	trends	trend	NOUN
cana-4662	234	7	and	and	CCONJ
cana-4662	234	8	outliers	outlier	NOUN
cana-4662	234	9	for	for	ADP
cana-4662	234	10	large	large	ADJ
cana-4662	234	11	data	datum	NOUN
cana-4662	234	12	sets	set	NOUN
cana-4662	234	13	,	,	PUNCT
cana-4662	234	14	and	and	CCONJ
cana-4662	234	15	they	they	PRON
cana-4662	234	16	do	do	AUX
cana-4662	234	17	not	not	PART
cana-4662	234	18	require	require	VERB
cana-4662	234	19	any	any	DET
cana-4662	234	20	labeled	label	VERB
cana-4662	234	21	data	datum	NOUN
cana-4662	234	22	.	.	PUNCT
cana-4662	235	1	•	•	NUM
cana-4662	235	2	reinforcement	reinforcement	NOUN
cana-4662	235	3	learning	learning	NOUN
cana-4662	235	4	:	:	PUNCT
cana-4662	235	5	whether	whether	SCONJ
cana-4662	235	6	it	it	PRON
cana-4662	235	7	is	be	AUX
cana-4662	235	8	guiding	guide	VERB
cana-4662	235	9	a	a	DET
cana-4662	235	10	self	self	NOUN
cana-4662	235	11	-	-	PUNCT
cana-4662	235	12	driving	drive	VERB
cana-4662	235	13	car	car	NOUN
cana-4662	235	14	or	or	CCONJ
cana-4662	235	15	developing	develop	VERB
cana-4662	235	16	an	an	DET
cana-4662	235	17	ideal	ideal	ADJ
cana-4662	235	18	operational	operational	ADJ
cana-4662	235	19	strategy	strategy	NOUN
cana-4662	235	20	in	in	ADP
cana-4662	235	21	atmospheres	atmosphere	NOUN
cana-4662	235	22	where	where	SCONJ
cana-4662	235	23	no	no	DET
cana-4662	235	24	decision	decision	NOUN
cana-4662	235	25	is	be	AUX
cana-4662	235	26	independent	independent	ADJ
cana-4662	235	27	of	of	ADP
cana-4662	235	28	previous	previous	ADJ
cana-4662	235	29	actions	action	NOUN
cana-4662	235	30	,	,	PUNCT
cana-4662	235	31	concepts	concept	NOUN
cana-4662	235	32	of	of	ADP
cana-4662	235	33	this	this	DET
cana-4662	235	34	style	style	NOUN
cana-4662	235	35	are	be	AUX
cana-4662	235	36	rare	rare	ADJ
cana-4662	235	37	but	but	CCONJ
cana-4662	235	38	critical	critical	ADJ
cana-4662	235	39	.	.	PUNCT
cana-4662	236	1	communications	communication	NOUN
cana-4662	236	2	on	on	ADP
cana-4662	236	3	applied	apply	VERB
cana-4662	236	4	nonlinear	nonlinear	ADJ
cana-4662	236	5	analysis	analysis	NOUN
cana-4662	236	6	issn	issn	NOUN
cana-4662	236	7	:	:	PUNCT
cana-4662	236	8	1074	1074	NUM
cana-4662	236	9	-	-	PUNCT
cana-4662	236	10	133x	133x	NUM
cana-4662	236	11	vol	vol	VERB
cana-4662	236	12	32	32	NUM
cana-4662	236	13	no	no	NOUN
cana-4662	236	14	.	.	PUNCT
cana-4662	237	1	10s	10	NOUN
cana-4662	237	2	(	(	PUNCT
cana-4662	237	3	2025	2025	NUM
cana-4662	237	4	)	)	PUNCT
cana-4662	237	5	53	53	NUM
cana-4662	237	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	237	7	table	table	NOUN
cana-4662	237	8	v.	v.	ADP
cana-4662	237	9	datasets	dataset	NOUN
cana-4662	237	10	used	use	VERB
cana-4662	237	11	in	in	ADP
cana-4662	237	12	the	the	DET
cana-4662	237	13	analyzed	analyze	VERB
cana-4662	237	14	studies	study	NOUN
cana-4662	237	15	research	research	NOUN
cana-4662	237	16	studies	study	NOUN
cana-4662	237	17	dataset	dataset	VERB
cana-4662	237	18	[	[	X
cana-4662	237	19	15	15	NUM
cana-4662	237	20	]	]	PUNCT
cana-4662	237	21	maintenance	maintenance	NOUN
cana-4662	237	22	behavior	behavior	NOUN
cana-4662	237	23	,	,	PUNCT
cana-4662	237	24	state	state	NOUN
cana-4662	237	25	of	of	ADP
cana-4662	237	26	the	the	DET
cana-4662	237	27	product	product	NOUN
cana-4662	237	28	,	,	PUNCT
cana-4662	237	29	actions	action	NOUN
cana-4662	237	30	taken	take	VERB
cana-4662	237	31	,	,	PUNCT
cana-4662	237	32	and	and	CCONJ
cana-4662	237	33	associated	associated	ADJ
cana-4662	237	34	rewards	reward	NOUN
cana-4662	237	35	.	.	PUNCT
cana-4662	238	1	[	[	X
cana-4662	238	2	16	16	NUM
cana-4662	238	3	]	]	X
cana-4662	238	4	synthetic	synthetic	ADJ
cana-4662	238	5	dataset	dataset	NOUN
cana-4662	238	6	created	create	VERB
cana-4662	238	7	via	via	ADP
cana-4662	238	8	software	software	NOUN
cana-4662	238	9	-	-	PUNCT
cana-4662	238	10	in	in	ADP
cana-4662	238	11	-	-	PUNCT
cana-4662	238	12	the	the	DET
cana-4662	238	13	-	-	PUNCT
cana-4662	238	14	loop	loop	NOUN
cana-4662	238	15	simulations	simulation	NOUN
cana-4662	238	16	[	[	X
cana-4662	238	17	17	17	NUM
cana-4662	238	18	]	]	PUNCT
cana-4662	238	19	not	not	PART
cana-4662	238	20	mentioned	mention	VERB
cana-4662	238	21	[	[	X
cana-4662	238	22	18	18	NUM
cana-4662	238	23	]	]	PUNCT
cana-4662	238	24	operation	operation	NOUN
cana-4662	238	25	data	datum	NOUN
cana-4662	238	26	from	from	ADP
cana-4662	238	27	521	521	NUM
cana-4662	238	28	electric	electric	ADJ
cana-4662	238	29	vehicles	vehicle	NOUN
cana-4662	238	30	(	(	PUNCT
cana-4662	238	31	evs	evs	PROPN
cana-4662	238	32	)	)	PUNCT
cana-4662	238	33	,	,	PUNCT
cana-4662	238	34	collected	collect	VERB
cana-4662	238	35	from	from	ADP
cana-4662	238	36	their	their	PRON
cana-4662	238	37	battery	battery	NOUN
cana-4662	238	38	management	management	NOUN
cana-4662	238	39	systems	system	NOUN
cana-4662	238	40	(	(	PUNCT
cana-4662	238	41	bms	bms	NOUN
cana-4662	238	42	)	)	PUNCT
cana-4662	239	1	[	[	X
cana-4662	239	2	19	19	NUM
cana-4662	239	3	]	]	PUNCT
cana-4662	239	4	speed	speed	NOUN
cana-4662	239	5	hump	hump	NOUN
cana-4662	239	6	profiles	profile	NOUN
cana-4662	239	7	,	,	PUNCT
cana-4662	239	8	vehicle	vehicle	NOUN
cana-4662	239	9	speed	speed	NOUN
cana-4662	239	10	[	[	X
cana-4662	239	11	20	20	NUM
cana-4662	239	12	]	]	PUNCT
cana-4662	239	13	voltage	voltage	NOUN
cana-4662	239	14	,	,	PUNCT
cana-4662	239	15	current	current	ADJ
cana-4662	239	16	,	,	PUNCT
cana-4662	239	17	and	and	CCONJ
cana-4662	239	18	temperature	temperature	NOUN
cana-4662	239	19	data	datum	NOUN
cana-4662	240	1	[	[	X
cana-4662	240	2	21	21	NUM
cana-4662	240	3	]	]	PUNCT
cana-4662	240	4	disaggregated	disaggregate	VERB
cana-4662	240	5	vehicle	vehicle	NOUN
cana-4662	240	6	trajectory	trajectory	NOUN
cana-4662	240	7	data	data	PROPN
cana-4662	240	8	,	,	PUNCT
cana-4662	240	9	segment	segment	NOUN
cana-4662	240	10	-	-	PUNCT
cana-4662	240	11	level	level	NOUN
cana-4662	240	12	aggregate	aggregate	ADJ
cana-4662	240	13	speed	speed	NOUN
cana-4662	240	14	,	,	PUNCT
cana-4662	240	15	travel	travel	NOUN
cana-4662	240	16	time	time	NOUN
cana-4662	240	17	data	datum	NOUN
cana-4662	240	18	and	and	CCONJ
cana-4662	240	19	historical	historical	ADJ
cana-4662	240	20	crash	crash	NOUN
cana-4662	240	21	data	datum	NOUN
cana-4662	240	22	[	[	X
cana-4662	240	23	22	22	NUM
cana-4662	240	24	]	]	X
cana-4662	240	25	real	real	ADJ
cana-4662	240	26	-	-	PUNCT
cana-4662	240	27	time	time	NOUN
cana-4662	240	28	tracking	tracking	NOUN
cana-4662	240	29	of	of	ADP
cana-4662	240	30	voltage	voltage	NOUN
cana-4662	240	31	,	,	PUNCT
cana-4662	240	32	current	current	ADJ
cana-4662	240	33	,	,	PUNCT
cana-4662	240	34	and	and	CCONJ
cana-4662	240	35	capacity	capacity	NOUN
cana-4662	240	36	to	to	PART
cana-4662	240	37	capture	capture	VERB
cana-4662	240	38	battery	battery	NOUN
cana-4662	240	39	degradation	degradation	NOUN
cana-4662	240	40	[	[	X
cana-4662	240	41	23	23	NUM
cana-4662	240	42	]	]	PUNCT
cana-4662	240	43	the	the	DET
cana-4662	240	44	erp	erp	PROPN
cana-4662	240	45	dataset	dataset	PROPN
cana-4662	240	46	contains	contain	VERB
cana-4662	240	47	51,092	51,092	NUM
cana-4662	240	48	samples	sample	NOUN
cana-4662	240	49	and	and	CCONJ
cana-4662	240	50	8	8	NUM
cana-4662	240	51	features	feature	NOUN
cana-4662	240	52	for	for	ADP
cana-4662	240	53	forecasting	forecasting	NOUN
cana-4662	240	54	lead	lead	NOUN
cana-4662	240	55	time	time	NOUN
cana-4662	240	56	and	and	CCONJ
cana-4662	240	57	detecting	detect	VERB
cana-4662	240	58	anomalies	anomaly	NOUN
cana-4662	240	59	in	in	ADP
cana-4662	240	60	spare	spare	ADJ
cana-4662	240	61	parts	part	NOUN
cana-4662	240	62	.	.	PUNCT
cana-4662	241	1	[	[	X
cana-4662	241	2	24	24	NUM
cana-4662	241	3	]	]	PUNCT
cana-4662	241	4	a	a	DET
cana-4662	241	5	dataset	dataset	NOUN
cana-4662	241	6	comprising	comprise	VERB
cana-4662	241	7	59	59	NUM
cana-4662	241	8	variables	variable	NOUN
cana-4662	241	9	and	and	CCONJ
cana-4662	241	10	1,488,028	1,488,028	NUM
cana-4662	241	11	observations	observation	NOUN
cana-4662	241	12	,	,	PUNCT
cana-4662	241	13	including	include	VERB
cana-4662	241	14	client	client	NOUN
cana-4662	241	15	details	detail	NOUN
cana-4662	241	16	,	,	PUNCT
cana-4662	241	17	has	have	AUX
cana-4662	241	18	been	be	AUX
cana-4662	241	19	compiled	compile	VERB
cana-4662	241	20	to	to	PART
cana-4662	241	21	predict	predict	VERB
cana-4662	241	22	automotive	automotive	ADJ
cana-4662	241	23	claims	claim	NOUN
cana-4662	241	24	.	.	PUNCT
cana-4662	242	1	[	[	X
cana-4662	242	2	25	25	NUM
cana-4662	242	3	]	]	PUNCT
cana-4662	242	4	engine	engine	NOUN
cana-4662	242	5	state	state	NOUN
cana-4662	242	6	features	feature	VERB
cana-4662	242	7	[	[	X
cana-4662	242	8	26	26	NUM
cana-4662	242	9	]	]	PUNCT
cana-4662	242	10	vehicle	vehicle	NOUN
cana-4662	242	11	speed	speed	NOUN
cana-4662	242	12	,	,	PUNCT
cana-4662	242	13	vehicle	vehicle	NOUN
cana-4662	242	14	direction	direction	NOUN
cana-4662	242	15	,	,	PUNCT
cana-4662	242	16	datasets	dataset	NOUN
cana-4662	242	17	for	for	ADP
cana-4662	242	18	connected	connected	ADJ
cana-4662	242	19	and	and	CCONJ
cana-4662	242	20	autonomous	autonomous	ADJ
cana-4662	242	21	vehicles	vehicle	NOUN
cana-4662	242	22	[	[	X
cana-4662	242	23	27	27	NUM
cana-4662	242	24	]	]	PUNCT
cana-4662	242	25	data	datum	NOUN
cana-4662	242	26	from	from	ADP
cana-4662	242	27	sensor	sensor	NOUN
cana-4662	242	28	kits	kit	NOUN
cana-4662	242	29	,	,	PUNCT
cana-4662	242	30	historical	historical	ADJ
cana-4662	242	31	data	datum	NOUN
cana-4662	242	32	for	for	ADP
cana-4662	242	33	comparative	comparative	ADJ
cana-4662	242	34	analysis	analysis	NOUN
cana-4662	242	35	,	,	PUNCT
cana-4662	242	36	product	product	NOUN
cana-4662	242	37	dimensions	dimension	NOUN
cana-4662	242	38	,	,	PUNCT
cana-4662	242	39	and	and	CCONJ
cana-4662	242	40	product	product	NOUN
cana-4662	242	41	weights	weight	NOUN
cana-4662	242	42	.	.	PUNCT
cana-4662	243	1	[	[	X
cana-4662	243	2	28	28	NUM
cana-4662	243	3	]	]	PUNCT
cana-4662	243	4	car	car	NOUN
cana-4662	243	5	name	name	NOUN
cana-4662	243	6	,	,	PUNCT
cana-4662	243	7	brand	brand	NOUN
cana-4662	243	8	,	,	PUNCT
cana-4662	243	9	model	model	NOUN
cana-4662	243	10	,	,	PUNCT
cana-4662	243	11	model	model	NOUN
cana-4662	243	12	year	year	NOUN
cana-4662	243	13	,	,	PUNCT
cana-4662	243	14	transmission	transmission	NOUN
cana-4662	243	15	,	,	PUNCT
cana-4662	243	16	body	body	NOUN
cana-4662	243	17	type	type	NOUN
cana-4662	243	18	,	,	PUNCT
cana-4662	243	19	fuel	fuel	NOUN
cana-4662	243	20	type	type	NOUN
cana-4662	243	21	,	,	PUNCT
cana-4662	243	22	engine	engine	NOUN
cana-4662	243	23	capacity	capacity	NOUN
cana-4662	243	24	,	,	PUNCT
cana-4662	243	25	kilometers	kilometer	NOUN
cana-4662	243	26	driven	drive	VERB
cana-4662	243	27	,	,	PUNCT
cana-4662	243	28	and	and	CCONJ
cana-4662	243	29	price	price	NOUN
cana-4662	243	30	.	.	PUNCT
cana-4662	244	1	[	[	X
cana-4662	244	2	29	29	NUM
cana-4662	244	3	]	]	X
cana-4662	244	4	dataset	dataset	NOUN
cana-4662	244	5	generated	generate	VERB
cana-4662	244	6	experimentally	experimentally	ADV
cana-4662	244	7	to	to	PART
cana-4662	244	8	simulate	simulate	VERB
cana-4662	244	9	conditions	condition	NOUN
cana-4662	244	10	relevant	relevant	ADJ
cana-4662	244	11	to	to	ADP
cana-4662	244	12	last	last	ADJ
cana-4662	244	13	-	-	PUNCT
cana-4662	244	14	mile	mile	NOUN
cana-4662	244	15	delivery	delivery	NOUN
cana-4662	244	16	,	,	PUNCT
cana-4662	244	17	including	include	VERB
cana-4662	244	18	travel	travel	NOUN
cana-4662	244	19	time	time	NOUN
cana-4662	244	20	predictions	prediction	NOUN
cana-4662	244	21	based	base	VERB
cana-4662	244	22	on	on	ADP
cana-4662	244	23	contextual	contextual	ADJ
cana-4662	244	24	information	information	NOUN
cana-4662	244	25	.	.	PUNCT
cana-4662	245	1	[	[	X
cana-4662	245	2	30	30	NUM
cana-4662	245	3	]	]	X
cana-4662	245	4	economic	economic	ADJ
cana-4662	245	5	indicators	indicator	NOUN
cana-4662	245	6	,	,	PUNCT
cana-4662	245	7	consumer	consumer	NOUN
cana-4662	245	8	confidence	confidence	NOUN
cana-4662	245	9	index	index	NOUN
cana-4662	245	10	,	,	PUNCT
cana-4662	245	11	google	google	PROPN
cana-4662	245	12	search	search	NOUN
cana-4662	245	13	indices	index	NOUN
cana-4662	245	14	,	,	PUNCT
cana-4662	245	15	brent	brent	PROPN
cana-4662	245	16	crude	crude	PROPN
cana-4662	245	17	and	and	CCONJ
cana-4662	245	18	gas	gas	NOUN
cana-4662	245	19	prices	price	NOUN
cana-4662	245	20	,	,	PUNCT
cana-4662	245	21	gas	gas	NOUN
cana-4662	245	22	consumption	consumption	NOUN
cana-4662	245	23	,	,	PUNCT
cana-4662	245	24	and	and	CCONJ
cana-4662	245	25	business	business	NOUN
cana-4662	245	26	ratios	ratio	NOUN
cana-4662	245	27	,	,	PUNCT
cana-4662	245	28	organized	organize	VERB
cana-4662	245	29	into	into	ADP
cana-4662	245	30	monthly	monthly	ADJ
cana-4662	245	31	time	time	NOUN
cana-4662	245	32	series	series	NOUN
cana-4662	245	33	for	for	ADP
cana-4662	245	34	analysis	analysis	NOUN
cana-4662	245	35	.	.	PUNCT
cana-4662	246	1	[	[	X
cana-4662	246	2	31	31	NUM
cana-4662	246	3	]	]	PUNCT
cana-4662	246	4	vehicle	vehicle	NOUN
cana-4662	246	5	inherent	inherent	ADJ
cana-4662	246	6	variables	variable	NOUN
cana-4662	246	7	,	,	PUNCT
cana-4662	246	8	driving	drive	VERB
cana-4662	246	9	behavior	behavior	NOUN
cana-4662	246	10	variables	variable	NOUN
cana-4662	246	11	,	,	PUNCT
cana-4662	246	12	and	and	CCONJ
cana-4662	246	13	driving	drive	VERB
cana-4662	246	14	environment	environment	NOUN
cana-4662	246	15	variables	variable	NOUN
cana-4662	246	16	are	be	AUX
cana-4662	246	17	collected	collect	VERB
cana-4662	246	18	through	through	ADP
cana-4662	246	19	various	various	ADJ
cana-4662	246	20	means	mean	NOUN
cana-4662	246	21	,	,	PUNCT
cana-4662	246	22	such	such	ADJ
cana-4662	246	23	as	as	ADP
cana-4662	246	24	onboard	onboard	ADJ
cana-4662	246	25	sensors	sensor	NOUN
cana-4662	246	26	and	and	CCONJ
cana-4662	246	27	smartphone	smartphone	NOUN
cana-4662	246	28	apps	app	NOUN
cana-4662	246	29	.	.	PUNCT
cana-4662	247	1	[	[	X
cana-4662	247	2	32	32	NUM
cana-4662	247	3	]	]	PUNCT
cana-4662	247	4	the	the	DET
cana-4662	247	5	dataset	dataset	NOUN
cana-4662	247	6	includes	include	VERB
cana-4662	247	7	information	information	NOUN
cana-4662	247	8	from	from	ADP
cana-4662	247	9	1,368	1,368	NUM
cana-4662	247	10	dealers	dealer	NOUN
cana-4662	247	11	across	across	ADP
cana-4662	247	12	11	11	NUM
cana-4662	247	13	columns	column	NOUN
cana-4662	247	14	and	and	CCONJ
cana-4662	247	15	13,515	13,515	NUM
cana-4662	247	16	rows	row	NOUN
cana-4662	247	17	,	,	PUNCT
cana-4662	247	18	used	use	VERB
cana-4662	247	19	to	to	PART
cana-4662	247	20	predict	predict	VERB
cana-4662	247	21	dealer	dealer	NOUN
cana-4662	247	22	cooperation	cooperation	NOUN
cana-4662	247	23	in	in	ADP
cana-4662	247	24	after	after	ADP
cana-4662	247	25	-	-	PUNCT
cana-4662	247	26	sales	sale	NOUN
cana-4662	247	27	service	service	NOUN
cana-4662	247	28	,	,	PUNCT
cana-4662	247	29	featuring	feature	VERB
cana-4662	247	30	data	datum	NOUN
cana-4662	247	31	from	from	ADP
cana-4662	247	32	552	552	NUM
cana-4662	247	33	dealers	dealer	NOUN
cana-4662	247	34	.	.	PUNCT
cana-4662	248	1	[	[	X
cana-4662	248	2	33	33	NUM
cana-4662	248	3	]	]	PUNCT
cana-4662	248	4	the	the	DET
cana-4662	248	5	dataset	dataset	NOUN
cana-4662	248	6	features	feature	VERB
cana-4662	248	7	3,089	3,089	NUM
cana-4662	248	8	spare	spare	ADJ
cana-4662	248	9	parts	part	NOUN
cana-4662	248	10	skus	sku	NOUN
cana-4662	248	11	from	from	ADP
cana-4662	248	12	the	the	DET
cana-4662	248	13	xa	xa	PROPN
cana-4662	248	14	warehouse	warehouse	PROPN
cana-4662	248	15	and	and	CCONJ
cana-4662	248	16	historical	historical	ADJ
cana-4662	248	17	sales	sale	NOUN
cana-4662	248	18	for	for	ADP
cana-4662	248	19	2,167	2,167	NUM
cana-4662	248	20	skus	sku	NOUN
cana-4662	248	21	from	from	ADP
cana-4662	248	22	the	the	DET
cana-4662	248	23	ds	ds	ADJ
cana-4662	248	24	warehouse	warehouse	NOUN
cana-4662	248	25	for	for	ADP
cana-4662	248	26	transfer	transfer	NOUN
cana-4662	248	27	learning	learning	NOUN
cana-4662	248	28	.	.	PUNCT
cana-4662	249	1	[	[	X
cana-4662	249	2	34	34	NUM
cana-4662	249	3	]	]	PUNCT
cana-4662	249	4	driving	drive	VERB
cana-4662	249	5	cycle	cycle	NOUN
cana-4662	249	6	data	datum	NOUN
cana-4662	249	7	,	,	PUNCT
cana-4662	249	8	including	include	VERB
cana-4662	249	9	current	current	ADJ
cana-4662	249	10	,	,	PUNCT
cana-4662	249	11	voltage	voltage	NOUN
cana-4662	249	12	,	,	PUNCT
cana-4662	249	13	and	and	CCONJ
cana-4662	249	14	capacity	capacity	NOUN
cana-4662	249	15	metrics	metric	NOUN
cana-4662	249	16	for	for	ADP
cana-4662	249	17	predicting	predict	VERB
cana-4662	249	18	electric	electric	ADJ
cana-4662	249	19	vehicle	vehicle	NOUN
cana-4662	249	20	battery	battery	NOUN
cana-4662	249	21	state	state	NOUN
cana-4662	249	22	of	of	ADP
cana-4662	249	23	health	health	PROPN
cana-4662	249	24	(	(	PUNCT
cana-4662	249	25	soh	soh	NOUN
cana-4662	249	26	)	)	PUNCT
cana-4662	250	1	[	[	X
cana-4662	250	2	35	35	NUM
cana-4662	250	3	]	]	PUNCT
cana-4662	250	4	customer	customer	NOUN
cana-4662	250	5	service	service	NOUN
cana-4662	250	6	calls	call	VERB
cana-4662	250	7	over	over	ADP
cana-4662	250	8	ten	ten	NUM
cana-4662	250	9	years	year	NOUN
cana-4662	250	10	,	,	PUNCT
cana-4662	250	11	covering	cover	VERB
cana-4662	250	12	'	'	PUNCT
cana-4662	250	13	service	service	NOUN
cana-4662	250	14	department	department	NOUN
cana-4662	250	15	'	'	PUNCT
cana-4662	250	16	,	,	PUNCT
cana-4662	250	17	'	'	PUNCT
cana-4662	250	18	service	service	NOUN
cana-4662	250	19	call	call	NOUN
cana-4662	250	20	log	log	NOUN
cana-4662	250	21	'	'	PUNCT
cana-4662	250	22	,	,	PUNCT
cana-4662	250	23	and	and	CCONJ
cana-4662	250	24	vehicle	vehicle	NOUN
cana-4662	250	25	metadata	metadata	NOUN
cana-4662	250	26	.	.	PUNCT
cana-4662	251	1	[	[	X
cana-4662	251	2	36	36	NUM
cana-4662	251	3	]	]	PUNCT
cana-4662	251	4	the	the	DET
cana-4662	251	5	multivariate	multivariate	NOUN
cana-4662	251	6	car	car	NOUN
cana-4662	251	7	evaluation	evaluation	NOUN
cana-4662	251	8	dataset	dataset	NOUN
cana-4662	251	9	includes	include	VERB
cana-4662	251	10	classifications	classification	NOUN
cana-4662	251	11	of	of	ADP
cana-4662	251	12	car	car	NOUN
cana-4662	251	13	acceptability	acceptability	NOUN
cana-4662	251	14	:	:	PUNCT
cana-4662	251	15	acceptable	acceptable	ADJ
cana-4662	251	16	,	,	PUNCT
cana-4662	251	17	unacceptable	unacceptable	ADJ
cana-4662	251	18	,	,	PUNCT
cana-4662	251	19	good	good	ADJ
cana-4662	251	20	,	,	PUNCT
cana-4662	251	21	and	and	CCONJ
cana-4662	251	22	very	very	ADV
cana-4662	251	23	good	good	ADJ
cana-4662	252	1	[	[	X
cana-4662	252	2	37	37	NUM
cana-4662	252	3	]	]	PUNCT
cana-4662	252	4	not	not	PART
cana-4662	252	5	mentioned	mention	VERB
cana-4662	252	6	the	the	DET
cana-4662	252	7	analysis	analysis	NOUN
cana-4662	252	8	of	of	ADP
cana-4662	252	9	the	the	DET
cana-4662	252	10	selected	select	VERB
cana-4662	252	11	papers	paper	NOUN
cana-4662	252	12	indicates	indicate	VERB
cana-4662	252	13	that	that	SCONJ
cana-4662	252	14	the	the	DET
cana-4662	252	15	software	software	NOUN
cana-4662	252	16	utilized	utilize	VERB
cana-4662	252	17	for	for	ADP
cana-4662	252	18	machine	machine	NOUN
cana-4662	252	19	learning	learn	VERB
cana-4662	252	20	implementation	implementation	NOUN
cana-4662	252	21	encompasses	encompass	VERB
cana-4662	252	22	several	several	ADJ
cana-4662	252	23	types	type	NOUN
cana-4662	252	24	,	,	PUNCT
cana-4662	252	25	including	include	VERB
cana-4662	252	26	python	python	NOUN
cana-4662	252	27	-	-	PUNCT
cana-4662	252	28	based	base	VERB
cana-4662	252	29	,	,	PUNCT
cana-4662	252	30	matlab	matlab	PROPN
cana-4662	252	31	,	,	PUNCT
cana-4662	252	32	big	big	ADJ
cana-4662	252	33	data	datum	NOUN
cana-4662	252	34	frameworks	framework	NOUN
cana-4662	252	35	,	,	PUNCT
cana-4662	252	36	and	and	CCONJ
cana-4662	252	37	cloud	cloud	NOUN
cana-4662	252	38	platforms	platform	NOUN
cana-4662	252	39	.	.	PUNCT
cana-4662	253	1	the	the	DET
cana-4662	253	2	datasets	dataset	NOUN
cana-4662	253	3	of	of	ADP
cana-4662	253	4	the	the	DET
cana-4662	253	5	studies	study	NOUN
cana-4662	253	6	under	under	ADP
cana-4662	253	7	scrutiny	scrutiny	NOUN
cana-4662	253	8	underscore	underscore	VERB
cana-4662	253	9	the	the	DET
cana-4662	253	10	complexity	complexity	NOUN
cana-4662	253	11	and	and	CCONJ
cana-4662	253	12	diversity	diversity	NOUN
cana-4662	253	13	of	of	ADP
cana-4662	253	14	data	datum	NOUN
cana-4662	253	15	sources	source	NOUN
cana-4662	253	16	in	in	ADP
cana-4662	253	17	automotive	automotive	ADJ
cana-4662	253	18	after	after	ADP
cana-4662	253	19	-	-	PUNCT
cana-4662	253	20	sales	sale	NOUN
cana-4662	253	21	services	service	NOUN
cana-4662	253	22	:	:	PUNCT
cana-4662	253	23	•	•	ADP
cana-4662	253	24	sensor	sensor	NOUN
cana-4662	253	25	data	datum	NOUN
cana-4662	253	26	:	:	PUNCT
cana-4662	253	27	numerous	numerous	ADJ
cana-4662	253	28	studies	study	NOUN
cana-4662	253	29	use	use	VERB
cana-4662	253	30	data	datum	NOUN
cana-4662	253	31	collected	collect	VERB
cana-4662	253	32	from	from	ADP
cana-4662	253	33	on	on	ADP
cana-4662	253	34	-	-	PUNCT
cana-4662	253	35	board	board	NOUN
cana-4662	253	36	vehicle	vehicle	NOUN
cana-4662	253	37	sensors	sensor	NOUN
cana-4662	253	38	including	include	VERB
cana-4662	253	39	metrics	metric	NOUN
cana-4662	253	40	of	of	ADP
cana-4662	253	41	voltage	voltage	NOUN
cana-4662	253	42	,	,	PUNCT
cana-4662	253	43	current	current	ADJ
cana-4662	253	44	and	and	CCONJ
cana-4662	253	45	temperature	temperature	NOUN
cana-4662	253	46	amongst	amongst	ADP
cana-4662	253	47	others	other	NOUN
cana-4662	253	48	to	to	PART
cana-4662	253	49	predict	predict	VERB
cana-4662	253	50	state	state	NOUN
cana-4662	253	51	of	of	ADP
cana-4662	253	52	health	health	NOUN
cana-4662	253	53	of	of	ADP
cana-4662	253	54	batteries	battery	NOUN
cana-4662	253	55	,	,	PUNCT
cana-4662	253	56	or	or	CCONJ
cana-4662	253	57	identify	identify	VERB
cana-4662	253	58	faults	fault	NOUN
cana-4662	253	59	.	.	PUNCT
cana-4662	254	1	•	•	NUM
cana-4662	254	2	customer	customer	NOUN
cana-4662	254	3	and	and	CCONJ
cana-4662	254	4	service	service	NOUN
cana-4662	254	5	data	datum	NOUN
cana-4662	254	6	:	:	PUNCT
cana-4662	254	7	datasets	dataset	NOUN
cana-4662	254	8	such	such	ADJ
cana-4662	254	9	as	as	ADP
cana-4662	254	10	customer	customer	NOUN
cana-4662	254	11	service	service	NOUN
cana-4662	254	12	logs	log	NOUN
cana-4662	254	13	,	,	PUNCT
cana-4662	254	14	spare	spare	ADJ
cana-4662	254	15	parts	part	NOUN
cana-4662	254	16	inventory	inventory	NOUN
cana-4662	254	17	and	and	CCONJ
cana-4662	254	18	dealer	dealer	NOUN
cana-4662	254	19	cooperation	cooperation	NOUN
cana-4662	254	20	metrics	metric	NOUN
cana-4662	254	21	help	help	VERB
cana-4662	254	22	here	here	ADV
cana-4662	254	23	to	to	PART
cana-4662	254	24	analyze	analyze	VERB
cana-4662	254	25	operational	operational	ADJ
cana-4662	254	26	efficiency	efficiency	NOUN
cana-4662	254	27	and	and	CCONJ
cana-4662	254	28	customer	customer	NOUN
cana-4662	254	29	behavior	behavior	NOUN
cana-4662	254	30	.	.	PUNCT
cana-4662	255	1	•	•	NUM
cana-4662	255	2	synthetic	synthetic	ADJ
cana-4662	255	3	data	datum	NOUN
cana-4662	255	4	:	:	PUNCT
cana-4662	255	5	in	in	ADP
cana-4662	255	6	situations	situation	NOUN
cana-4662	255	7	where	where	SCONJ
cana-4662	255	8	real	real	ADJ
cana-4662	255	9	data	data	NOUN
cana-4662	255	10	is	be	AUX
cana-4662	255	11	not	not	PART
cana-4662	255	12	available	available	ADJ
cana-4662	255	13	due	due	ADP
cana-4662	255	14	to	to	ADP
cana-4662	255	15	reasons	reason	NOUN
cana-4662	255	16	like	like	ADP
cana-4662	255	17	scarce	scarce	ADJ
cana-4662	255	18	data	datum	NOUN
cana-4662	255	19	points	point	NOUN
cana-4662	255	20	in	in	ADP
cana-4662	255	21	supply	supply	NOUN
cana-4662	255	22	chain	chain	NOUN
cana-4662	255	23	optimization	optimization	NOUN
cana-4662	255	24	or	or	CCONJ
cana-4662	255	25	lead	lead	VERB
cana-4662	255	26	time	time	NOUN
cana-4662	255	27	forecasting	forecasting	NOUN
cana-4662	255	28	,	,	PUNCT
cana-4662	255	29	synthetic	synthetic	ADJ
cana-4662	255	30	datasets	dataset	NOUN
cana-4662	255	31	generated	generate	VERB
cana-4662	255	32	from	from	ADP
cana-4662	255	33	software	software	NOUN
cana-4662	255	34	simulation	simulation	NOUN
cana-4662	255	35	or	or	CCONJ
cana-4662	255	36	experimental	experimental	ADJ
cana-4662	255	37	setups	setup	NOUN
cana-4662	255	38	are	be	AUX
cana-4662	255	39	used	use	VERB
cana-4662	255	40	to	to	PART
cana-4662	255	41	model	model	VERB
cana-4662	255	42	the	the	DET
cana-4662	255	43	scenario	scenario	NOUN
cana-4662	255	44	.	.	PUNCT
cana-4662	256	1	communications	communication	NOUN
cana-4662	256	2	on	on	ADP
cana-4662	256	3	applied	apply	VERB
cana-4662	256	4	nonlinear	nonlinear	ADJ
cana-4662	256	5	analysis	analysis	NOUN
cana-4662	256	6	issn	issn	NOUN
cana-4662	256	7	:	:	PUNCT
cana-4662	256	8	1074	1074	NUM
cana-4662	256	9	-	-	PUNCT
cana-4662	256	10	133x	133x	NUM
cana-4662	256	11	vol	vol	VERB
cana-4662	256	12	32	32	NUM
cana-4662	256	13	no	no	NOUN
cana-4662	256	14	.	.	PUNCT
cana-4662	257	1	10s	10	NOUN
cana-4662	257	2	(	(	PUNCT
cana-4662	257	3	2025	2025	NUM
cana-4662	257	4	)	)	PUNCT
cana-4662	257	5	54	54	NUM
cana-4662	257	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	258	1	it	it	PRON
cana-4662	258	2	is	be	AUX
cana-4662	258	3	important	important	ADJ
cana-4662	258	4	to	to	PART
cana-4662	258	5	note	note	VERB
cana-4662	258	6	that	that	SCONJ
cana-4662	258	7	the	the	DET
cana-4662	258	8	high	high	ADJ
cana-4662	258	9	adoption	adoption	NOUN
cana-4662	258	10	levels	level	NOUN
cana-4662	258	11	of	of	ADP
cana-4662	258	12	supervised	supervised	ADJ
cana-4662	258	13	learning	learning	NOUN
cana-4662	258	14	indicate	indicate	VERB
cana-4662	258	15	its	its	PRON
cana-4662	258	16	success	success	NOUN
cana-4662	258	17	,	,	PUNCT
cana-4662	258	18	but	but	CCONJ
cana-4662	258	19	also	also	ADV
cana-4662	258	20	highlight	highlight	VERB
cana-4662	258	21	the	the	DET
cana-4662	258	22	lack	lack	NOUN
cana-4662	258	23	of	of	ADP
cana-4662	258	24	standardization	standardization	NOUN
cana-4662	258	25	and	and	CCONJ
cana-4662	258	26	availability	availability	NOUN
cana-4662	258	27	of	of	ADP
cana-4662	258	28	relevant	relevant	ADJ
cana-4662	258	29	datasets	dataset	NOUN
cana-4662	258	30	.	.	PUNCT
cana-4662	259	1	concern	concern	NOUN
cana-4662	259	2	about	about	ADP
cana-4662	259	3	using	use	VERB
cana-4662	259	4	synthetic	synthetic	ADJ
cana-4662	259	5	data	datum	NOUN
cana-4662	259	6	in	in	ADP
cana-4662	259	7	some	some	DET
cana-4662	259	8	studies	study	NOUN
cana-4662	259	9	underscores	underscore	VERB
cana-4662	259	10	the	the	DET
cana-4662	259	11	importance	importance	NOUN
cana-4662	259	12	of	of	ADP
cana-4662	259	13	availability	availability	NOUN
cana-4662	259	14	of	of	ADP
cana-4662	259	15	larger	large	ADJ
cana-4662	259	16	real	real	ADJ
cana-4662	259	17	-	-	PUNCT
cana-4662	259	18	world	world	NOUN
cana-4662	259	19	datasets	dataset	NOUN
cana-4662	259	20	to	to	PART
cana-4662	259	21	further	far	ADV
cana-4662	259	22	assess	assess	VERB
cana-4662	259	23	the	the	DET
cana-4662	259	24	replicability	replicability	NOUN
cana-4662	259	25	of	of	ADP
cana-4662	259	26	findings	finding	NOUN
cana-4662	259	27	.	.	PUNCT
cana-4662	260	1	finally	finally	ADV
cana-4662	260	2	,	,	PUNCT
cana-4662	260	3	the	the	DET
cana-4662	260	4	minimal	minimal	ADJ
cana-4662	260	5	application	application	NOUN
cana-4662	260	6	of	of	ADP
cana-4662	260	7	reinforcement	reinforcement	NOUN
cana-4662	260	8	learning	learning	NOUN
cana-4662	260	9	highlights	highlight	NOUN
cana-4662	260	10	opportunities	opportunity	NOUN
cana-4662	260	11	for	for	ADP
cana-4662	260	12	future	future	ADJ
cana-4662	260	13	research	research	NOUN
cana-4662	260	14	,	,	PUNCT
cana-4662	260	15	especially	especially	ADV
cana-4662	260	16	for	for	ADP
cana-4662	260	17	applications	application	NOUN
cana-4662	260	18	that	that	PRON
cana-4662	260	19	demand	demand	VERB
cana-4662	260	20	adaptive	adaptive	ADJ
cana-4662	260	21	approaches	approach	NOUN
cana-4662	260	22	for	for	ADP
cana-4662	260	23	strategic	strategic	ADJ
cana-4662	260	24	tasks	task	NOUN
cana-4662	260	25	(	(	PUNCT
cana-4662	260	26	i.e.	i.e.	X
cana-4662	260	27	,	,	PUNCT
cana-4662	260	28	real	real	ADJ
cana-4662	260	29	-	-	PUNCT
cana-4662	260	30	time	time	NOUN
cana-4662	260	31	decision	decision	NOUN
cana-4662	260	32	-	-	PUNCT
cana-4662	260	33	making	making	NOUN
cana-4662	260	34	)	)	PUNCT
cana-4662	260	35	.	.	PUNCT
cana-4662	261	1	diversity	diversity	NOUN
cana-4662	261	2	in	in	ADP
cana-4662	261	3	ml	ml	ADP
cana-4662	261	4	approaches	approach	NOUN
cana-4662	261	5	,	,	PUNCT
cana-4662	261	6	software	software	NOUN
cana-4662	261	7	tools	tool	NOUN
cana-4662	261	8	and	and	CCONJ
cana-4662	261	9	datasets	dataset	NOUN
cana-4662	261	10	have	have	AUX
cana-4662	261	11	led	lead	VERB
cana-4662	261	12	to	to	ADP
cana-4662	261	13	tremendous	tremendous	ADJ
cana-4662	261	14	development	development	NOUN
cana-4662	261	15	in	in	ADP
cana-4662	261	16	automotive	automotive	ADJ
cana-4662	261	17	after	after	ADP
cana-4662	261	18	-	-	PUNCT
cana-4662	261	19	sales	sale	NOUN
cana-4662	261	20	services	service	NOUN
cana-4662	261	21	.	.	PUNCT
cana-4662	262	1	in	in	ADP
cana-4662	262	2	contrast	contrast	NOUN
cana-4662	262	3	,	,	PUNCT
cana-4662	262	4	future	future	ADJ
cana-4662	262	5	work	work	NOUN
cana-4662	262	6	more	more	ADV
cana-4662	262	7	is	be	AUX
cana-4662	262	8	probably	probably	ADV
cana-4662	262	9	more	more	ADV
cana-4662	262	10	focused	focused	ADJ
cana-4662	262	11	in	in	ADP
cana-4662	262	12	building	build	VERB
cana-4662	262	13	standardised	standardise	VERB
cana-4662	262	14	datasets	dataset	NOUN
cana-4662	262	15	and	and	CCONJ
cana-4662	262	16	exploring	explore	VERB
cana-4662	262	17	underused	underused	ADJ
cana-4662	262	18	approaches	approach	NOUN
cana-4662	262	19	to	to	PART
cana-4662	262	20	improve	improve	VERB
cana-4662	262	21	after	after	ADP
cana-4662	262	22	-	-	PUNCT
cana-4662	262	23	sales	sales	NOUN
cana-4662	262	24	efficiency	efficiency	NOUN
cana-4662	262	25	and	and	CCONJ
cana-4662	262	26	adaptability	adaptability	NOUN
cana-4662	262	27	,	,	PUNCT
cana-4662	262	28	like	like	ADP
cana-4662	262	29	reinforcement	reinforcement	NOUN
cana-4662	262	30	learning	learning	NOUN
cana-4662	262	31	.	.	PUNCT
cana-4662	263	1	we	we	PRON
cana-4662	263	2	hope	hope	VERB
cana-4662	263	3	this	this	DET
cana-4662	263	4	in	in	ADP
cana-4662	263	5	-	-	PUNCT
cana-4662	263	6	depth	depth	NOUN
cana-4662	263	7	piece	piece	NOUN
cana-4662	263	8	helps	help	VERB
cana-4662	263	9	readers	reader	NOUN
cana-4662	263	10	see	see	VERB
cana-4662	263	11	just	just	ADV
cana-4662	263	12	how	how	SCONJ
cana-4662	263	13	much	much	ADJ
cana-4662	263	14	ml	ml	NOUN
cana-4662	263	15	strategies	strategy	NOUN
cana-4662	263	16	are	be	AUX
cana-4662	263	17	influencing	influence	VERB
cana-4662	263	18	the	the	DET
cana-4662	263	19	automotive	automotive	ADJ
cana-4662	263	20	industry	industry	NOUN
cana-4662	263	21	and	and	CCONJ
cana-4662	263	22	serves	serve	VERB
cana-4662	263	23	as	as	ADP
cana-4662	263	24	a	a	DET
cana-4662	263	25	basis	basis	NOUN
cana-4662	263	26	for	for	ADP
cana-4662	263	27	finding	find	VERB
cana-4662	263	28	more	more	ADJ
cana-4662	263	29	innovation	innovation	NOUN
cana-4662	263	30	in	in	ADP
cana-4662	263	31	this	this	DET
cana-4662	263	32	domain	domain	NOUN
cana-4662	263	33	.	.	PUNCT
cana-4662	264	1	4.3	4.3	NUM
cana-4662	264	2	machine	machine	NOUN
cana-4662	264	3	learning	learn	VERB
cana-4662	264	4	algorithms	algorithm	NOUN
cana-4662	264	5	for	for	ADP
cana-4662	264	6	achieving	achieve	VERB
cana-4662	264	7	data	datum	NOUN
cana-4662	264	8	strategy	strategy	NOUN
cana-4662	264	9	objectives	objective	NOUN
cana-4662	264	10	in	in	ADP
cana-4662	264	11	automotive	automotive	ADJ
cana-4662	264	12	after	after	ADP
cana-4662	264	13	-	-	PUNCT
cana-4662	264	14	sales	sale	NOUN
cana-4662	264	15	services	service	NOUN
cana-4662	264	16	in	in	ADP
cana-4662	264	17	this	this	DET
cana-4662	264	18	paper	paper	NOUN
cana-4662	264	19	,	,	PUNCT
cana-4662	264	20	we	we	PRON
cana-4662	264	21	provide	provide	VERB
cana-4662	264	22	a	a	DET
cana-4662	264	23	summary	summary	NOUN
cana-4662	264	24	on	on	ADP
cana-4662	264	25	how	how	SCONJ
cana-4662	264	26	data	data	NOUN
cana-4662	264	27	strategy	strategy	NOUN
cana-4662	264	28	objectives	objective	NOUN
cana-4662	264	29	can	can	AUX
cana-4662	264	30	be	be	AUX
cana-4662	264	31	applied	apply	VERB
cana-4662	264	32	using	use	VERB
cana-4662	264	33	machine	machine	NOUN
cana-4662	264	34	learning	learning	NOUN
cana-4662	264	35	methods	method	NOUN
cana-4662	264	36	.	.	PUNCT
cana-4662	265	1	table	table	NOUN
cana-4662	265	2	6	6	NUM
cana-4662	265	3	shows	show	VERB
cana-4662	265	4	how	how	SCONJ
cana-4662	265	5	these	these	DET
cana-4662	265	6	goals	goal	NOUN
cana-4662	265	7	were	be	AUX
cana-4662	265	8	implemented	implement	VERB
cana-4662	265	9	and	and	CCONJ
cana-4662	265	10	assessed	assess	VERB
cana-4662	265	11	in	in	ADP
cana-4662	265	12	our	our	PRON
cana-4662	265	13	study	study	NOUN
cana-4662	265	14	.	.	PUNCT
cana-4662	266	1	over	over	ADP
cana-4662	266	2	the	the	DET
cana-4662	266	3	past	past	ADJ
cana-4662	266	4	few	few	ADJ
cana-4662	266	5	years	year	NOUN
cana-4662	266	6	,	,	PUNCT
cana-4662	266	7	the	the	DET
cana-4662	266	8	automotive	automotive	ADJ
cana-4662	266	9	after	after	ADP
cana-4662	266	10	-	-	PUNCT
cana-4662	266	11	sales	sale	NOUN
cana-4662	266	12	services	service	NOUN
cana-4662	266	13	industry	industry	NOUN
cana-4662	266	14	has	have	AUX
cana-4662	266	15	seen	see	VERB
cana-4662	266	16	the	the	DET
cana-4662	266	17	strategic	strategic	ADJ
cana-4662	266	18	implementation	implementation	NOUN
cana-4662	266	19	of	of	ADP
cana-4662	266	20	machine	machine	NOUN
cana-4662	266	21	learning	learning	NOUN
cana-4662	266	22	(	(	PUNCT
cana-4662	266	23	ml	ml	NOUN
cana-4662	266	24	)	)	PUNCT
cana-4662	266	25	algorithms	algorithm	NOUN
cana-4662	266	26	across	across	ADP
cana-4662	266	27	a	a	DET
cana-4662	266	28	wide	wide	ADJ
cana-4662	266	29	range	range	NOUN
cana-4662	266	30	of	of	ADP
cana-4662	266	31	domains	domain	NOUN
cana-4662	266	32	that	that	PRON
cana-4662	266	33	aim	aim	VERB
cana-4662	266	34	at	at	ADP
cana-4662	266	35	improving	improve	VERB
cana-4662	266	36	operational	operational	ADJ
cana-4662	266	37	efficiency	efficiency	NOUN
cana-4662	266	38	,	,	PUNCT
cana-4662	266	39	optimizing	optimize	VERB
cana-4662	266	40	resource	resource	NOUN
cana-4662	266	41	utilization	utilization	NOUN
cana-4662	266	42	,	,	PUNCT
cana-4662	266	43	and	and	CCONJ
cana-4662	266	44	increasing	increase	VERB
cana-4662	266	45	customer	customer	NOUN
cana-4662	266	46	satisfaction	satisfaction	NOUN
cana-4662	266	47	.	.	PUNCT
cana-4662	267	1	table	table	NOUN
cana-4662	267	2	vi	vi	PROPN
cana-4662	267	3	.	.	PROPN
cana-4662	267	4	data	datum	NOUN
cana-4662	267	5	strategy	strategy	NOUN
cana-4662	267	6	objectives	objective	NOUN
cana-4662	267	7	using	use	VERB
cana-4662	267	8	machine	machine	NOUN
cana-4662	267	9	learning	learn	VERB
cana-4662	267	10	research	research	PROPN
cana-4662	267	11	studi	studi	PROPN
cana-4662	267	12	data	data	PROPN
cana-4662	267	13	strategy	strategy	NOUN
cana-4662	267	14	objective	objective	ADJ
cana-4662	267	15	predictive	predictive	ADJ
cana-4662	267	16	maintenance	maintenance	NOUN
cana-4662	267	17	resource	resource	NOUN
cana-4662	267	18	utilization	utilization	NOUN
cana-4662	267	19	optimization	optimization	NOUN
cana-4662	267	20	service	service	NOUN
cana-4662	267	21	logistics	logistic	NOUN
cana-4662	267	22	optimization	optimization	NOUN
cana-4662	267	23	anomaly	anomaly	NOUN
cana-4662	267	24	detection	detection	NOUN
cana-4662	267	25	demand	demand	NOUN
cana-4662	267	26	forecasting	forecasting	NOUN
cana-4662	267	27	supply	supply	NOUN
cana-4662	267	28	chain	chain	NOUN
cana-4662	267	29	optimization	optimization	NOUN
cana-4662	267	30	customer	customer	NOUN
cana-4662	267	31	behavior	behavior	NOUN
cana-4662	267	32	modeling	model	VERB
cana-4662	267	33	spare	spare	ADJ
cana-4662	267	34	parts	part	NOUN
cana-4662	267	35	optimization	optimization	NOUN
cana-4662	268	1	[	[	X
cana-4662	268	2	15	15	NUM
cana-4662	268	3	]	]	SYM
cana-4662	268	4	v	v	NOUN
cana-4662	268	5	v	v	NOUN
cana-4662	268	6	[	[	X
cana-4662	268	7	16	16	NUM
cana-4662	268	8	]	]	PUNCT
cana-4662	268	9	v	v	X
cana-4662	268	10	v	v	NOUN
cana-4662	268	11	[	[	X
cana-4662	268	12	17	17	NUM
cana-4662	268	13	]	]	SYM
cana-4662	268	14	v	v	ADP
cana-4662	268	15	[	[	X
cana-4662	268	16	18	18	NUM
cana-4662	268	17	]	]	PUNCT
cana-4662	268	18	v	v	NOUN
cana-4662	268	19	v	v	NOUN
cana-4662	268	20	[	[	X
cana-4662	268	21	19	19	NUM
cana-4662	268	22	]	]	SYM
cana-4662	268	23	v	v	NOUN
cana-4662	268	24	[	[	X
cana-4662	268	25	20	20	NUM
cana-4662	268	26	]	]	SYM
cana-4662	268	27	v	v	NOUN
cana-4662	268	28	[	[	X
cana-4662	268	29	21	21	NUM
cana-4662	268	30	]	]	SYM
cana-4662	268	31	v	v	ADP
cana-4662	268	32	[	[	X
cana-4662	268	33	22	22	NUM
cana-4662	268	34	]	]	SYM
cana-4662	268	35	v	v	ADP
cana-4662	268	36	[	[	X
cana-4662	268	37	23	23	NUM
cana-4662	268	38	]	]	SYM
cana-4662	268	39	v	v	X
cana-4662	268	40	v	v	NOUN
cana-4662	268	41	[	[	X
cana-4662	268	42	24	24	NUM
cana-4662	268	43	]	]	SYM
cana-4662	268	44	v	v	NOUN
cana-4662	268	45	[	[	X
cana-4662	268	46	25	25	NUM
cana-4662	268	47	]	]	SYM
cana-4662	268	48	v	v	NOUN
cana-4662	268	49	[	[	X
cana-4662	268	50	26	26	NUM
cana-4662	268	51	]	]	SYM
cana-4662	268	52	v	v	ADP
cana-4662	268	53	[	[	X
cana-4662	268	54	27	27	NUM
cana-4662	268	55	]	]	SYM
cana-4662	268	56	v	v	X
cana-4662	268	57	v	v	NOUN
cana-4662	268	58	[	[	X
cana-4662	268	59	28	28	NUM
cana-4662	268	60	]	]	SYM
cana-4662	268	61	v	v	ADP
cana-4662	268	62	[	[	X
cana-4662	268	63	29	29	NUM
cana-4662	268	64	]	]	SYM
cana-4662	268	65	v	v	ADP
cana-4662	268	66	[	[	X
cana-4662	268	67	30	30	NUM
cana-4662	268	68	]	]	SYM
cana-4662	268	69	v	v	NOUN
cana-4662	268	70	communications	communication	NOUN
cana-4662	268	71	on	on	ADP
cana-4662	268	72	applied	apply	VERB
cana-4662	268	73	nonlinear	nonlinear	ADJ
cana-4662	268	74	analysis	analysis	NOUN
cana-4662	268	75	issn	issn	NOUN
cana-4662	268	76	:	:	PUNCT
cana-4662	268	77	1074	1074	NUM
cana-4662	268	78	-	-	PUNCT
cana-4662	268	79	133x	133x	NUM
cana-4662	268	80	vol	vol	VERB
cana-4662	268	81	32	32	NUM
cana-4662	268	82	no	no	NOUN
cana-4662	268	83	.	.	PUNCT
cana-4662	269	1	10s	10	NOUN
cana-4662	269	2	(	(	PUNCT
cana-4662	269	3	2025	2025	NUM
cana-4662	269	4	)	)	PUNCT
cana-4662	269	5	55	55	NUM
cana-4662	269	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	270	1	[	[	X
cana-4662	270	2	31	31	NUM
cana-4662	270	3	]	]	SYM
cana-4662	270	4	v	v	ADP
cana-4662	270	5	[	[	X
cana-4662	270	6	32	32	NUM
cana-4662	270	7	]	]	SYM
cana-4662	270	8	v	v	ADP
cana-4662	270	9	v	v	NUM
cana-4662	270	10	v	v	NOUN
cana-4662	270	11	v	v	NOUN
cana-4662	270	12	v	v	NOUN
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cana-4662	270	15	]	]	PUNCT
cana-4662	270	16	v	v	ADP
cana-4662	270	17	v	v	NUM
cana-4662	270	18	v	v	NOUN
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cana-4662	270	20	[	[	X
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cana-4662	270	22	]	]	SYM
cana-4662	270	23	v	v	NOUN
cana-4662	270	24	[	[	X
cana-4662	270	25	35	35	NUM
cana-4662	270	26	]	]	SYM
cana-4662	270	27	v	v	ADP
cana-4662	270	28	v	v	NUM
cana-4662	270	29	v	v	NOUN
cana-4662	270	30	v	v	NOUN
cana-4662	270	31	[	[	X
cana-4662	270	32	36	36	NUM
cana-4662	270	33	]	]	PUNCT
cana-4662	270	34	v	v	ADP
cana-4662	270	35	v	v	NUM
cana-4662	270	36	v	v	NOUN
cana-4662	270	37	[	[	X
cana-4662	270	38	37	37	NUM
cana-4662	270	39	]	]	SYM
cana-4662	270	40	v	v	ADP
cana-4662	270	41	v	v	NOUN
cana-4662	270	42	v	v	ADP
cana-4662	270	43	the	the	DET
cana-4662	270	44	following	follow	VERB
cana-4662	270	45	discussion	discussion	NOUN
cana-4662	270	46	will	will	AUX
cana-4662	270	47	provide	provide	VERB
cana-4662	270	48	a	a	DET
cana-4662	270	49	detailed	detailed	ADJ
cana-4662	270	50	analysis	analysis	NOUN
cana-4662	270	51	of	of	ADP
cana-4662	270	52	each	each	DET
cana-4662	270	53	objective	objective	NOUN
cana-4662	270	54	accurately	accurately	ADV
cana-4662	270	55	based	base	VERB
cana-4662	270	56	on	on	ADP
cana-4662	270	57	the	the	DET
cana-4662	270	58	table	table	NOUN
cana-4662	270	59	summarized	summarize	VERB
cana-4662	270	60	above	above	ADP
cana-4662	270	61	.	.	PUNCT
cana-4662	271	1	•	•	NUM
cana-4662	271	2	predictive	predictive	ADJ
cana-4662	271	3	maintenance	maintenance	NOUN
cana-4662	271	4	:	:	PUNCT
cana-4662	271	5	table	table	NOUN
cana-4662	271	6	7	7	NUM
cana-4662	271	7	lists	list	NOUN
cana-4662	271	8	12	12	NUM
cana-4662	271	9	papers	paper	NOUN
cana-4662	271	10	that	that	PRON
cana-4662	271	11	applied	apply	VERB
cana-4662	271	12	machine	machine	NOUN
cana-4662	271	13	learning	learn	VERB
cana-4662	271	14	algorithms	algorithm	NOUN
cana-4662	271	15	for	for	ADP
cana-4662	271	16	predictive	predictive	ADJ
cana-4662	271	17	maintenance	maintenance	NOUN
cana-4662	271	18	like	like	ADP
cana-4662	271	19	random	random	ADJ
cana-4662	271	20	forest	forest	NOUN
cana-4662	271	21	,	,	PUNCT
cana-4662	271	22	svm	svm	NOUN
cana-4662	271	23	and	and	CCONJ
cana-4662	271	24	lstm	lstm	NOUN
cana-4662	271	25	.	.	PUNCT
cana-4662	272	1	applications	application	NOUN
cana-4662	272	2	include	include	VERB
cana-4662	272	3	problem	problem	NOUN
cana-4662	272	4	detection	detection	NOUN
cana-4662	272	5	in	in	ADP
cana-4662	272	6	motors	motor	NOUN
cana-4662	272	7	,	,	PUNCT
cana-4662	272	8	battery	battery	NOUN
cana-4662	272	9	health	health	NOUN
cana-4662	272	10	assessment	assessment	NOUN
cana-4662	272	11	,	,	PUNCT
cana-4662	272	12	and	and	CCONJ
cana-4662	272	13	anomaly	anomaly	NOUN
cana-4662	272	14	detection	detection	NOUN
cana-4662	272	15	in	in	ADP
cana-4662	272	16	the	the	DET
cana-4662	272	17	production	production	NOUN
cana-4662	272	18	line	line	NOUN
cana-4662	272	19	.	.	PUNCT
cana-4662	273	1	this	this	PRON
cana-4662	273	2	means	mean	VERB
cana-4662	273	3	machine	machine	NOUN
cana-4662	273	4	learning	learning	NOUN
cana-4662	273	5	is	be	AUX
cana-4662	273	6	dominating	dominate	VERB
cana-4662	273	7	the	the	DET
cana-4662	273	8	maintenance	maintenance	NOUN
cana-4662	273	9	process	process	NOUN
cana-4662	273	10	,	,	PUNCT
cana-4662	273	11	as	as	SCONJ
cana-4662	273	12	proven	prove	VERB
cana-4662	273	13	by	by	ADP
cana-4662	273	14	lstm	lstm	PROPN
cana-4662	273	15	and	and	CCONJ
cana-4662	273	16	gru	gru	NOUN
cana-4662	273	17	capable	capable	ADJ
cana-4662	273	18	of	of	ADP
cana-4662	273	19	predicting	predict	VERB
cana-4662	273	20	battery	battery	NOUN
cana-4662	273	21	state	state	NOUN
cana-4662	273	22	of	of	ADP
cana-4662	273	23	health	health	NOUN
cana-4662	273	24	and	and	CCONJ
cana-4662	273	25	remaining	remain	VERB
cana-4662	273	26	useful	useful	ADJ
cana-4662	273	27	life	life	NOUN
cana-4662	273	28	.	.	PUNCT
cana-4662	274	1	table	table	PROPN
cana-4662	274	2	vii	vii	PROPN
cana-4662	274	3	.	.	PROPN
cana-4662	274	4	machine	machine	NOUN
cana-4662	274	5	learning	learn	VERB
cana-4662	274	6	in	in	ADP
cana-4662	274	7	predictive	predictive	ADJ
cana-4662	274	8	maintenance	maintenance	NOUN
cana-4662	274	9	ml	ml	ADP
cana-4662	274	10	algorithm	algorithm	PROPN
cana-4662	274	11	ml	ml	ADP
cana-4662	274	12	aplication	aplication	PROPN
cana-4662	274	13	outcome	outcome	NOUN
cana-4662	274	14	measured	measure	VERB
cana-4662	274	15	research	research	NOUN
cana-4662	274	16	studies	study	NOUN
cana-4662	274	17	q	q	ADJ
cana-4662	274	18	-	-	PUNCT
cana-4662	274	19	learning	learn	VERB
cana-4662	274	20	improve	improve	VERB
cana-4662	274	21	product	product	NOUN
cana-4662	274	22	lifecycle	lifecycle	NOUN
cana-4662	274	23	sustainability	sustainability	NOUN
cana-4662	274	24	minimizing	minimize	VERB
cana-4662	274	25	failures	failure	NOUN
cana-4662	274	26	,	,	PUNCT
cana-4662	274	27	increasing	increase	VERB
cana-4662	274	28	product	product	NOUN
cana-4662	274	29	lifetime	lifetime	NOUN
cana-4662	274	30	,	,	PUNCT
cana-4662	274	31	reducing	reduce	VERB
cana-4662	274	32	costs	cost	NOUN
cana-4662	274	33	[	[	X
cana-4662	274	34	15	15	NUM
cana-4662	274	35	]	]	X
cana-4662	274	36	rf	rf	NOUN
cana-4662	274	37	,	,	PUNCT
cana-4662	274	38	lr	lr	NOUN
cana-4662	274	39	,	,	PUNCT
cana-4662	274	40	svm	svm	PROPN
cana-4662	274	41	,	,	PUNCT
cana-4662	274	42	k	k	PROPN
cana-4662	274	43	-	-	PUNCT
cana-4662	274	44	nn	nn	ADJ
cana-4662	274	45	maintenance	maintenance	NOUN
cana-4662	274	46	tasks	task	NOUN
cana-4662	274	47	and	and	CCONJ
cana-4662	274	48	preventing	prevent	VERB
cana-4662	274	49	damage	damage	NOUN
cana-4662	274	50	,	,	PUNCT
cana-4662	274	51	detects	detect	NOUN
cana-4662	274	52	faults	fault	NOUN
cana-4662	274	53	induction	induction	NOUN
cana-4662	274	54	motor	motor	NOUN
cana-4662	274	55	health	health	PROPN
cana-4662	274	56	status	status	NOUN
cana-4662	274	57	classification	classification	NOUN
cana-4662	274	58	,	,	PUNCT
cana-4662	274	59	current	current	ADJ
cana-4662	274	60	imbalance	imbalance	NOUN
cana-4662	274	61	,	,	PUNCT
cana-4662	274	62	wiring	wire	VERB
cana-4662	274	63	fault	fault	NOUN
cana-4662	274	64	[	[	X
cana-4662	274	65	16	16	NUM
cana-4662	274	66	]	]	X
cana-4662	274	67	k	k	X
cana-4662	274	68	-	-	PUNCT
cana-4662	274	69	means	means	PROPN
cana-4662	274	70	,	,	PUNCT
cana-4662	274	71	fcm	fcm	PROPN
cana-4662	274	72	,	,	PUNCT
cana-4662	274	73	hca	hca	ADJ
cana-4662	274	74	,	,	PUNCT
cana-4662	274	75	bscan	bscan	PROPN
cana-4662	274	76	,	,	PUNCT
cana-4662	274	77	hdbscan	hdbscan	NOUN
cana-4662	274	78	,	,	PUNCT
cana-4662	274	79	k	k	PROPN
cana-4662	274	80	-	-	PUNCT
cana-4662	274	81	nn	nn	PROPN
cana-4662	274	82	,	,	PUNCT
cana-4662	274	83	nbc	nbc	PROPN
cana-4662	274	84	,	,	PUNCT
cana-4662	274	85	svm	svm	PROPN
cana-4662	274	86	,	,	PUNCT
cana-4662	274	87	ann	ann	PROPN
cana-4662	274	88	,	,	PUNCT
cana-4662	274	89	dt	dt	PROPN
cana-4662	274	90	,	,	PUNCT
cana-4662	274	91	rf	rf	ADJ
cana-4662	274	92	,	,	PUNCT
cana-4662	274	93	xgboost	xgboost	ADV
cana-4662	274	94	,	,	PUNCT
cana-4662	274	95	svr	svr	PROPN
cana-4662	274	96	,	,	PUNCT
cana-4662	274	97	vae	vae	PROPN
cana-4662	274	98	,	,	PUNCT
cana-4662	274	99	gan	gan	PROPN
cana-4662	274	100	,	,	PUNCT
cana-4662	274	101	tl	tl	PROPN
cana-4662	274	102	predictive	predictive	ADJ
cana-4662	274	103	maintenance	maintenance	NOUN
cana-4662	274	104	(	(	PUNCT
cana-4662	274	105	pdm	pdm	PROPN
cana-4662	274	106	)	)	PUNCT
cana-4662	274	107	in	in	ADP
cana-4662	274	108	the	the	DET
cana-4662	274	109	automotive	automotive	ADJ
cana-4662	274	110	industry	industry	NOUN
cana-4662	274	111	not	not	PART
cana-4662	274	112	mentioned	mention	VERB
cana-4662	274	113	[	[	X
cana-4662	274	114	17	17	NUM
cana-4662	274	115	]	]	PUNCT
cana-4662	274	116	svr	svr	PROPN
cana-4662	274	117	predicts	predict	VERB
cana-4662	274	118	vehicle	vehicle	NOUN
cana-4662	274	119	velocity	velocity	NOUN
cana-4662	274	120	acceleration	acceleration	NOUN
cana-4662	274	121	[	[	X
cana-4662	274	122	19	19	NUM
cana-4662	274	123	]	]	X
cana-4662	274	124	lstm	lstm	PROPN
cana-4662	274	125	,	,	PUNCT
cana-4662	274	126	dnn	dnn	PROPN
cana-4662	274	127	,	,	PUNCT
cana-4662	274	128	gru	gru	PROPN
cana-4662	274	129	predicts	predict	VERB
cana-4662	274	130	lithium	lithium	NOUN
cana-4662	274	131	-	-	PUNCT
cana-4662	274	132	ion	ion	NOUN
cana-4662	274	133	battery	battery	NOUN
cana-4662	274	134	health	health	NOUN
cana-4662	274	135	state	state	NOUN
cana-4662	274	136	of	of	ADP
cana-4662	274	137	health	health	PROPN
cana-4662	274	138	(	(	PUNCT
cana-4662	274	139	soh	soh	NOUN
cana-4662	274	140	)	)	PUNCT
cana-4662	274	141	estimation	estimation	NOUN
cana-4662	274	142	[	[	X
cana-4662	274	143	20	20	NUM
cana-4662	274	144	]	]	PUNCT
cana-4662	274	145	svmr	svmr	NOUN
cana-4662	274	146	,	,	PUNCT
cana-4662	274	147	mlr	mlr	NOUN
cana-4662	274	148	,	,	PUNCT
cana-4662	274	149	rf	rf	PROPN
cana-4662	274	150	predicts	predict	VERB
cana-4662	274	151	li	li	NOUN
cana-4662	274	152	-	-	NOUN
cana-4662	274	153	ion	ion	NOUN
cana-4662	274	154	battery	battery	NOUN
cana-4662	274	155	rul	rul	NOUN
cana-4662	274	156	.	.	PUNCT
cana-4662	275	1	remaining	remain	VERB
cana-4662	275	2	useful	useful	ADJ
cana-4662	275	3	life	life	NOUN
cana-4662	275	4	(	(	PUNCT
cana-4662	275	5	rul	rul	NOUN
cana-4662	275	6	)	)	PUNCT
cana-4662	276	1	[	[	X
cana-4662	276	2	22	22	NUM
cana-4662	276	3	]	]	PUNCT
cana-4662	276	4	rf	rf	PROPN
cana-4662	276	5	,	,	PUNCT
cana-4662	276	6	knn	knn	PROPN
cana-4662	276	7	,	,	PUNCT
cana-4662	276	8	xgboost	xgboost	PROPN
cana-4662	276	9	,	,	PUNCT
cana-4662	276	10	lstm	lstm	PROPN
cana-4662	276	11	,	,	PUNCT
cana-4662	276	12	gru	gru	PROPN
cana-4662	276	13	,	,	PUNCT
cana-4662	276	14	cnn	cnn	PROPN
cana-4662	276	15	,	,	PUNCT
cana-4662	276	16	lgbm	lgbm	PROPN
cana-4662	276	17	,	,	PUNCT
cana-4662	276	18	rnn	rnn	PROPN
cana-4662	276	19	achieves	achieve	VERB
cana-4662	276	20	high	high	ADJ
cana-4662	276	21	accuracy	accuracy	NOUN
cana-4662	276	22	for	for	ADP
cana-4662	276	23	fault	fault	NOUN
cana-4662	276	24	detection	detection	NOUN
cana-4662	276	25	accuracy	accuracy	NOUN
cana-4662	276	26	,	,	PUNCT
cana-4662	276	27	recall	recall	NOUN
cana-4662	276	28	rate	rate	NOUN
cana-4662	276	29	,	,	PUNCT
cana-4662	276	30	advance	advance	NOUN
cana-4662	276	31	time	time	NOUN
cana-4662	276	32	,	,	PUNCT
cana-4662	276	33	false	false	ADJ
cana-4662	276	34	positive	positive	ADJ
cana-4662	276	35	rate	rate	NOUN
cana-4662	276	36	[	[	X
cana-4662	276	37	25	25	NUM
cana-4662	276	38	]	]	X
cana-4662	276	39	k	k	NOUN
cana-4662	276	40	-	-	PUNCT
cana-4662	276	41	means	means	PROPN
cana-4662	276	42	,	,	PUNCT
cana-4662	276	43	ac	ac	PROPN
cana-4662	276	44	,	,	PUNCT
cana-4662	276	45	rf	rf	ADJ
cana-4662	276	46	,	,	PUNCT
cana-4662	276	47	svm	svm	NOUN
cana-4662	276	48	enhances	enhance	VERB
cana-4662	276	49	predictive	predictive	ADJ
cana-4662	276	50	maintenance	maintenance	NOUN
cana-4662	276	51	detection	detection	NOUN
cana-4662	276	52	anomaly	anomaly	NOUN
cana-4662	276	53	detection	detection	NOUN
cana-4662	276	54	,	,	PUNCT
cana-4662	276	55	machinery	machinery	NOUN
cana-4662	276	56	effici	effici	NOUN
cana-4662	276	57	-	-	PUNCT
cana-4662	276	58	ency	ency	NOUN
cana-4662	276	59	,	,	PUNCT
cana-4662	276	60	sensitivity	sensitivity	NOUN
cana-4662	276	61	,	,	PUNCT
cana-4662	276	62	specificity	specificity	NOUN
cana-4662	276	63	,	,	PUNCT
cana-4662	276	64	accuracy	accuracy	NOUN
cana-4662	277	1	[	[	X
cana-4662	277	2	27	27	NUM
cana-4662	277	3	]	]	SYM
cana-4662	277	4	dt	dt	PROPN
cana-4662	277	5	,	,	PUNCT
cana-4662	277	6	lda	lda	PROPN
cana-4662	277	7	,	,	PUNCT
cana-4662	277	8	lr	lr	NOUN
cana-4662	277	9	,	,	PUNCT
cana-4662	277	10	rf	rf	ADJ
cana-4662	277	11	,	,	PUNCT
cana-4662	277	12	sgd	sgd	PROPN
cana-4662	277	13	,	,	PUNCT
cana-4662	277	14	svm	svm	ADJ
cana-4662	277	15	,	,	PUNCT
cana-4662	277	16	gridsearchcv	gridsearchcv	ADJ
cana-4662	277	17	,	,	PUNCT
cana-4662	277	18	smote	smote	ADJ
cana-4662	277	19	-	-	PUNCT
cana-4662	277	20	tomek	tomek	PROPN
cana-4662	277	21	forecasts	forecast	VERB
cana-4662	277	22	dealer	dealer	NOUN
cana-4662	277	23	cooperation	cooperation	NOUN
cana-4662	277	24	continuity	continuity	NOUN
cana-4662	277	25	dealers	dealer	NOUN
cana-4662	277	26	'	'	PART
cana-4662	277	27	cooperation	cooperation	NOUN
cana-4662	277	28	(	(	PUNCT
cana-4662	277	29	continuation	continuation	NOUN
cana-4662	277	30	or	or	CCONJ
cana-4662	277	31	termination	termination	NOUN
cana-4662	277	32	)	)	PUNCT
cana-4662	278	1	[	[	X
cana-4662	278	2	32	32	NUM
cana-4662	278	3	]	]	X
cana-4662	278	4	cart	cart	NOUN
cana-4662	278	5	,	,	PUNCT
cana-4662	278	6	lr	lr	INTJ
cana-4662	278	7	,	,	PUNCT
cana-4662	278	8	et	et	PROPN
cana-4662	278	9	,	,	PUNCT
cana-4662	278	10	bm	bm	PROPN
cana-4662	278	11	,	,	PUNCT
cana-4662	278	12	dtr	dtr	NOUN
cana-4662	278	13	,	,	PUNCT
cana-4662	278	14	svm	svm	ADJ
cana-4662	278	15	,	,	PUNCT
cana-4662	278	16	lssvm	lssvm	PROPN
cana-4662	278	17	,	,	PUNCT
cana-4662	278	18	ann	ann	PROPN
cana-4662	278	19	,	,	PUNCT
cana-4662	278	20	dl	dl	PROPN
cana-4662	278	21	,	,	PUNCT
cana-4662	278	22	el	el	PROPN
cana-4662	278	23	predicts	predict	VERB
cana-4662	278	24	electric	electric	ADJ
cana-4662	278	25	vehicle	vehicle	NOUN
cana-4662	278	26	battery	battery	NOUN
cana-4662	278	27	health	health	PROPN
cana-4662	278	28	state	state	NOUN
cana-4662	278	29	of	of	ADP
cana-4662	278	30	health	health	PROPN
cana-4662	278	31	(	(	PUNCT
cana-4662	278	32	soh	soh	NOUN
cana-4662	278	33	)	)	PUNCT
cana-4662	278	34	of	of	ADP
cana-4662	278	35	electric	electric	ADJ
cana-4662	278	36	vehicle	vehicle	NOUN
cana-4662	278	37	batteries	battery	NOUN
cana-4662	278	38	[	[	X
cana-4662	278	39	34	34	NUM
cana-4662	278	40	]	]	PUNCT
cana-4662	278	41	nlp	nlp	NOUN
cana-4662	278	42	,	,	PUNCT
cana-4662	278	43	bilstm	bilstm	NOUN
cana-4662	278	44	,	,	PUNCT
cana-4662	278	45	cnn	cnn	PROPN
cana-4662	278	46	,	,	PUNCT
cana-4662	278	47	svm	svm	PROPN
cana-4662	278	48	,	,	PUNCT
cana-4662	278	49	dt	dt	PROPN
cana-4662	278	50	,	,	PUNCT
cana-4662	278	51	gtb	gtb	NOUN
cana-4662	278	52	,	,	PUNCT
cana-4662	278	53	rf	rf	PRON
cana-4662	278	54	improves	improve	VERB
cana-4662	278	55	service	service	NOUN
cana-4662	278	56	request	request	NOUN
cana-4662	278	57	validation	validation	NOUN
cana-4662	278	58	accuracy	accuracy	NOUN
cana-4662	278	59	,	,	PUNCT
cana-4662	278	60	sensitivity	sensitivity	NOUN
cana-4662	278	61	,	,	PUNCT
cana-4662	278	62	specificity	specificity	NOUN
cana-4662	278	63	,	,	PUNCT
cana-4662	278	64	preci	preci	NOUN
cana-4662	278	65	-	-	PUNCT
cana-4662	278	66	sion	sion	NOUN
cana-4662	278	67	,	,	PUNCT
cana-4662	278	68	rocauc	rocauc	NOUN
cana-4662	279	1	[	[	X
cana-4662	279	2	35	35	NUM
cana-4662	279	3	]	]	X
cana-4662	279	4	dt	dt	PROPN
cana-4662	279	5	-	-	PUNCT
cana-4662	279	6	gs	gs	ADJ
cana-4662	279	7	,	,	PUNCT
cana-4662	279	8	rf	rf	NOUN
cana-4662	279	9	,	,	PUNCT
cana-4662	279	10	svm	svm	PROPN
cana-4662	279	11	,	,	PUNCT
cana-4662	279	12	knn	knn	PROPN
cana-4662	279	13	,	,	PUNCT
cana-4662	279	14	bnb	bnb	PROPN
cana-4662	279	15	,	,	PUNCT
cana-4662	279	16	gnb	gnb	PROPN
cana-4662	279	17	predicts	predict	VERB
cana-4662	279	18	vehicle	vehicle	NOUN
cana-4662	279	19	quality	quality	NOUN
cana-4662	279	20	vehicle	vehicle	NOUN
cana-4662	279	21	quality	quality	NOUN
cana-4662	279	22	[	[	X
cana-4662	279	23	36	36	NUM
cana-4662	279	24	]	]	PUNCT
cana-4662	279	25	communications	communication	NOUN
cana-4662	279	26	on	on	ADP
cana-4662	279	27	applied	apply	VERB
cana-4662	279	28	nonlinear	nonlinear	ADJ
cana-4662	279	29	analysis	analysis	NOUN
cana-4662	279	30	issn	issn	NOUN
cana-4662	279	31	:	:	PUNCT
cana-4662	279	32	1074	1074	NUM
cana-4662	279	33	-	-	PUNCT
cana-4662	279	34	133x	133x	NUM
cana-4662	279	35	vol	vol	VERB
cana-4662	279	36	32	32	NUM
cana-4662	279	37	no	no	NOUN
cana-4662	279	38	.	.	PUNCT
cana-4662	280	1	10s	10	NOUN
cana-4662	280	2	(	(	PUNCT
cana-4662	280	3	2025	2025	NUM
cana-4662	280	4	)	)	PUNCT
cana-4662	280	5	56	56	NUM
cana-4662	280	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4662	280	7	•	•	NOUN
cana-4662	280	8	resource	resource	NOUN
cana-4662	280	9	utilization	utilization	NOUN
cana-4662	280	10	optimization	optimization	NOUN
cana-4662	280	11	:	:	PUNCT
cana-4662	280	12	table	table	NOUN
cana-4662	280	13	8	8	NUM
cana-4662	280	14	show	show	NOUN
cana-4662	280	15	use	use	NOUN
cana-4662	280	16	of	of	ADP
cana-4662	280	17	machine	machine	NOUN
cana-4662	280	18	learning	learning	NOUN
cana-4662	280	19	methods	method	NOUN
cana-4662	280	20	such	such	ADJ
cana-4662	280	21	as	as	ADP
cana-4662	280	22	qlearning	qlearning	NOUN
cana-4662	280	23	,	,	PUNCT
cana-4662	280	24	gradient	gradient	ADJ
cana-4662	280	25	boosting	boost	VERB
cana-4662	280	26	decision	decision	NOUN
cana-4662	280	27	trees	tree	NOUN
cana-4662	280	28	and	and	CCONJ
cana-4662	280	29	bidirectional	bidirectional	ADJ
cana-4662	280	30	long	long	ADJ
cana-4662	280	31	short	short	ADJ
cana-4662	280	32	term	term	NOUN
cana-4662	280	33	memory	memory	NOUN
cana-4662	280	34	to	to	PART
cana-4662	280	35	optimize	optimize	VERB
cana-4662	280	36	inventory	inventory	NOUN
cana-4662	280	37	management	management	NOUN
cana-4662	280	38	labor	labor	NOUN
cana-4662	280	39	allocation	allocation	NOUN
cana-4662	280	40	and	and	CCONJ
cana-4662	280	41	scheduling	scheduling	NOUN
cana-4662	280	42	efficiency	efficiency	NOUN
cana-4662	280	43	these	these	DET
cana-4662	280	44	algorithms	algorithm	NOUN
cana-4662	280	45	improve	improve	VERB
cana-4662	280	46	capacity	capacity	NOUN
cana-4662	280	47	forecasting	forecasting	NOUN
cana-4662	280	48	and	and	CCONJ
cana-4662	280	49	service	service	NOUN
cana-4662	280	50	validation	validation	NOUN
cana-4662	280	51	,	,	PUNCT
cana-4662	280	52	reducing	reduce	VERB
cana-4662	280	53	costs	cost	NOUN
cana-4662	280	54	while	while	SCONJ
cana-4662	280	55	increasing	increase	VERB
cana-4662	280	56	service	service	NOUN
cana-4662	280	57	reliability	reliability	NOUN
cana-4662	280	58	.	.	PUNCT
cana-4662	281	1	future	future	ADJ
cana-4662	281	2	study	study	NOUN
cana-4662	281	3	could	could	AUX
cana-4662	281	4	focus	focus	VERB
cana-4662	281	5	on	on	ADP
cana-4662	281	6	developing	develop	VERB
cana-4662	281	7	real	real	ADJ
cana-4662	281	8	-	-	PUNCT
cana-4662	281	9	time	time	NOUN
cana-4662	281	10	applications	application	NOUN
cana-4662	281	11	.	.	PUNCT
cana-4662	282	1	applications	application	NOUN
cana-4662	282	2	of	of	ADP
cana-4662	282	3	data	datum	NOUN
cana-4662	282	4	analysis	analysis	NOUN
cana-4662	282	5	to	to	PART
cana-4662	282	6	improve	improve	VERB
cana-4662	282	7	resource	resource	NOUN
cana-4662	282	8	allocation	allocation	NOUN
cana-4662	282	9	algorithms	algorithm	NOUN
cana-4662	282	10	.	.	PUNCT
cana-4662	283	1	table	table	NOUN
cana-4662	283	2	viii	viii	PROPN
cana-4662	283	3	.	.	PUNCT
cana-4662	284	1	machine	machine	NOUN
cana-4662	284	2	learning	learn	VERB
cana-4662	284	3	in	in	ADP
cana-4662	284	4	resource	resource	NOUN
cana-4662	284	5	utilization	utilization	NOUN
cana-4662	284	6	optimization	optimization	NOUN
cana-4662	284	7	ml	ml	NOUN
cana-4662	284	8	algorithm	algorithm	PROPN
cana-4662	284	9	ml	ml	ADP
cana-4662	284	10	aplication	aplication	PROPN
cana-4662	284	11	outcome	outcome	NOUN
cana-4662	284	12	measured	measure	VERB
cana-4662	284	13	research	research	NOUN
cana-4662	284	14	studies	study	NOUN
cana-4662	284	15	q	q	ADJ
cana-4662	284	16	-	-	PUNCT
cana-4662	284	17	learning	learn	VERB
cana-4662	284	18	improve	improve	VERB
cana-4662	284	19	product	product	NOUN
cana-4662	284	20	lifecycle	lifecycle	NOUN
cana-4662	284	21	sustainability	sustainability	NOUN
cana-4662	284	22	minimizing	minimize	VERB
cana-4662	284	23	failures	failure	NOUN
cana-4662	284	24	,	,	PUNCT
cana-4662	284	25	increasing	increase	VERB
cana-4662	284	26	product	product	NOUN
cana-4662	284	27	lifetime	lifetime	NOUN
cana-4662	284	28	,	,	PUNCT
cana-4662	284	29	reducing	reduce	VERB
cana-4662	284	30	costs	cost	NOUN
cana-4662	284	31	[	[	X
cana-4662	284	32	15	15	NUM
cana-4662	284	33	]	]	X
cana-4662	284	34	pgbdt	pgbdt	NOUN
cana-4662	284	35	,	,	PUNCT
cana-4662	284	36	prf	prf	PROPN
cana-4662	284	37	,	,	PUNCT
cana-4662	284	38	pknn	pknn	NOUN
cana-4662	284	39	forecasts	forecast	NOUN
cana-4662	284	40	ev	ev	ADP
cana-4662	284	41	capacity	capacity	NOUN
cana-4662	284	42	and	and	CCONJ
cana-4662	284	43	optimize	optimize	VERB
cana-4662	284	44	scheduling	scheduling	NOUN
cana-4662	284	45	and	and	CCONJ
cana-4662	284	46	participation	participation	VERB
cana-4662	284	47	schedulable	schedulable	ADJ
cana-4662	284	48	capacity	capacity	NOUN
cana-4662	284	49	of	of	ADP
cana-4662	284	50	electric	electric	ADJ
cana-4662	284	51	vehicles	vehicle	NOUN
cana-4662	284	52	(	(	PUNCT
cana-4662	284	53	evsc	evsc	ADJ
cana-4662	284	54	)	)	PUNCT
cana-4662	285	1	[	[	X
cana-4662	285	2	18	18	NUM
cana-4662	285	3	]	]	SYM
cana-4662	285	4	dt	dt	PROPN
cana-4662	285	5	,	,	PUNCT
cana-4662	285	6	lda	lda	PROPN
cana-4662	285	7	,	,	PUNCT
cana-4662	285	8	lr	lr	NOUN
cana-4662	285	9	,	,	PUNCT
cana-4662	285	10	rf	rf	ADJ
cana-4662	285	11	,	,	PUNCT
cana-4662	285	12	sgd	sgd	PROPN
cana-4662	285	13	,	,	PUNCT
cana-4662	285	14	svm	svm	ADJ
cana-4662	285	15	,	,	PUNCT
cana-4662	285	16	gridsearchcv	gridsearchcv	ADJ
cana-4662	285	17	,	,	PUNCT
cana-4662	285	18	smote	smote	ADJ
cana-4662	285	19	-	-	PUNCT
cana-4662	285	20	tomek	tomek	PROPN
cana-4662	285	21	forecasts	forecast	VERB
cana-4662	285	22	dealer	dealer	NOUN
cana-4662	285	23	cooperation	cooperation	NOUN
cana-4662	285	24	continuity	continuity	NOUN
cana-4662	285	25	dealers	dealer	NOUN
cana-4662	285	26	'	'	PART
cana-4662	285	27	cooperation	cooperation	NOUN
cana-4662	285	28	(	(	PUNCT
cana-4662	285	29	continuation	continuation	NOUN
cana-4662	285	30	or	or	CCONJ
cana-4662	285	31	termination	termination	NOUN
cana-4662	285	32	)	)	PUNCT
cana-4662	286	1	[	[	X
cana-4662	286	2	32	32	NUM
cana-4662	286	3	]	]	PUNCT
cana-4662	286	4	nlp	nlp	NOUN
cana-4662	286	5	,	,	PUNCT
cana-4662	286	6	bilstm	bilstm	NOUN
cana-4662	286	7	,	,	PUNCT
cana-4662	286	8	cnn	cnn	PROPN
cana-4662	286	9	,	,	PUNCT
cana-4662	286	10	svm	svm	PROPN
cana-4662	286	11	,	,	PUNCT
cana-4662	286	12	dt	dt	PROPN
cana-4662	286	13	,	,	PUNCT
cana-4662	286	14	gtb	gtb	NOUN
cana-4662	286	15	,	,	PUNCT
cana-4662	286	16	rf	rf	PRON
cana-4662	286	17	improves	improve	VERB
cana-4662	286	18	service	service	NOUN
cana-4662	286	19	request	request	NOUN
cana-4662	286	20	validation	validation	NOUN
cana-4662	286	21	.	.	PUNCT
cana-4662	287	1	accuracy	accuracy	NOUN
cana-4662	287	2	,	,	PUNCT
cana-4662	287	3	sensiti	sensiti	NOUN
cana-4662	287	4	-	-	PUNCT
cana-4662	287	5	vity	vity	NOUN
cana-4662	287	6	,	,	PUNCT
cana-4662	287	7	specificity	specificity	NOUN
cana-4662	287	8	,	,	PUNCT
cana-4662	287	9	precision	precision	NOUN
cana-4662	287	10	,	,	PUNCT
cana-4662	287	11	rocauc	rocauc	NOUN
cana-4662	287	12	[	[	X
cana-4662	287	13	35	35	NUM
cana-4662	287	14	]	]	SYM
cana-4662	287	15	•	•	NUM
cana-4662	287	16	service	service	NOUN
cana-4662	287	17	logistics	logistic	NOUN
cana-4662	287	18	optimization	optimization	NOUN
cana-4662	287	19	:	:	PUNCT
cana-4662	287	20	table	table	NOUN
cana-4662	288	1	9	9	NUM
cana-4662	288	2	presents	present	NOUN
cana-4662	288	3	four	four	NUM
cana-4662	288	4	studies	study	NOUN
cana-4662	288	5	that	that	PRON
cana-4662	288	6	considered	consider	VERB
cana-4662	288	7	optimizing	optimize	VERB
cana-4662	288	8	service	service	NOUN
cana-4662	288	9	logistics	logistic	NOUN
cana-4662	288	10	using	use	VERB
cana-4662	288	11	machine	machine	NOUN
cana-4662	288	12	-	-	PUNCT
cana-4662	288	13	learning	learn	VERB
cana-4662	288	14	techniques	technique	NOUN
cana-4662	288	15	,	,	PUNCT
cana-4662	288	16	to	to	PART
cana-4662	288	17	cite	cite	VERB
cana-4662	288	18	:	:	PUNCT
cana-4662	288	19	artificial	artificial	ADJ
cana-4662	288	20	neural	neural	ADJ
cana-4662	288	21	networks	network	NOUN
cana-4662	288	22	multi	multi	ADJ
cana-4662	288	23	-	-	ADJ
cana-4662	288	24	layer	layer	ADJ
cana-4662	288	25	perception	perception	NOUN
cana-4662	288	26	and	and	CCONJ
cana-4662	288	27	light	light	ADJ
cana-4662	288	28	gradient	gradient	NOUN
cana-4662	288	29	boosting	boost	VERB
cana-4662	288	30	machine	machine	NOUN
cana-4662	288	31	.	.	PUNCT
cana-4662	289	1	these	these	DET
cana-4662	289	2	algorithms	algorithm	NOUN
cana-4662	289	3	provide	provide	VERB
cana-4662	289	4	increased	increase	VERB
cana-4662	289	5	prediction	prediction	NOUN
cana-4662	289	6	accuracy	accuracy	NOUN
cana-4662	289	7	in	in	ADP
cana-4662	289	8	predicting	predict	VERB
cana-4662	289	9	spare	spare	ADJ
cana-4662	289	10	parts	part	NOUN
cana-4662	289	11	with	with	ADP
cana-4662	289	12	improved	improved	ADJ
cana-4662	289	13	sensitivity	sensitivity	NOUN
cana-4662	289	14	,	,	PUNCT
cana-4662	289	15	specificity	specificity	NOUN
cana-4662	289	16	and	and	CCONJ
cana-4662	289	17	roc	roc	NOUN
cana-4662	289	18	-	-	PUNCT
cana-4662	289	19	auc	auc	NOUN
cana-4662	289	20	performance	performance	NOUN
cana-4662	289	21	.	.	PUNCT
cana-4662	290	1	these	these	DET
cana-4662	290	2	findings	finding	NOUN
cana-4662	290	3	highlight	highlight	VERB
cana-4662	290	4	the	the	DET
cana-4662	290	5	transformative	transformative	ADJ
cana-4662	290	6	power	power	NOUN
cana-4662	290	7	of	of	ADP
cana-4662	290	8	machine	machine	NOUN
cana-4662	290	9	learning	learn	VERB
cana-4662	290	10	for	for	ADP
cana-4662	290	11	optimizing	optimize	VERB
cana-4662	290	12	logistics	logistic	NOUN
cana-4662	290	13	operations	operation	NOUN
cana-4662	290	14	and	and	CCONJ
cana-4662	290	15	represent	represent	VERB
cana-4662	290	16	a	a	DET
cana-4662	290	17	significant	significant	ADJ
cana-4662	290	18	contribution	contribution	NOUN
cana-4662	290	19	to	to	ADP
cana-4662	290	20	our	our	PRON
cana-4662	290	21	understanding	understanding	NOUN
cana-4662	290	22	of	of	ADP
cana-4662	290	23	logistics	logistic	NOUN
cana-4662	290	24	operations	operation	NOUN
cana-4662	290	25	with	with	ADP
cana-4662	290	26	the	the	DET
cana-4662	290	27	challenge	challenge	NOUN
cana-4662	290	28	being	be	AUX
cana-4662	290	29	how	how	SCONJ
cana-4662	290	30	to	to	PART
cana-4662	290	31	address	address	VERB
cana-4662	290	32	real	real	ADJ
cana-4662	290	33	-	-	PUNCT
cana-4662	290	34	time	time	NOUN
cana-4662	290	35	data	datum	NOUN
cana-4662	290	36	integration	integration	NOUN
cana-4662	290	37	to	to	PART
cana-4662	290	38	enhance	enhance	VERB
cana-4662	290	39	scalability	scalability	NOUN
cana-4662	290	40	.	.	PUNCT
cana-4662	291	1	table	table	NOUN
cana-4662	291	2	ix	ix	PROPN
cana-4662	292	1	.	.	PUNCT
cana-4662	292	2	machine	machine	NOUN
cana-4662	292	3	learning	learn	VERB
cana-4662	292	4	in	in	ADP
cana-4662	292	5	service	service	NOUN
cana-4662	292	6	logistic	logistic	ADJ
cana-4662	292	7	optimization	optimization	NOUN
cana-4662	292	8	ml	ml	NOUN
cana-4662	292	9	algorithm	algorithm	PROPN
cana-4662	292	10	ml	ml	ADP
cana-4662	292	11	aplication	aplication	PROPN
cana-4662	292	12	outcome	outcome	NOUN
cana-4662	292	13	measured	measure	VERB
cana-4662	292	14	research	research	NOUN
cana-4662	292	15	studies	study	NOUN
cana-4662	292	16	anns	ann	NOUN
cana-4662	292	17	,	,	PUNCT
cana-4662	292	18	mlp	mlp	PROPN
cana-4662	292	19	predicts	predict	VERB
cana-4662	292	20	traffic	traffic	NOUN
cana-4662	292	21	flow	flow	NOUN
cana-4662	292	22	.	.	PUNCT
cana-4662	293	1	dataset	dataset	ADJ
cana-4662	293	2	size	size	NOUN
cana-4662	293	3	reduction	reduction	NOUN
cana-4662	293	4	,	,	PUNCT
cana-4662	293	5	traffic	traffic	NOUN
cana-4662	293	6	flow	flow	NOUN
cana-4662	293	7	prediction	prediction	NOUN
cana-4662	293	8	accuracy	accuracy	NOUN
cana-4662	294	1	[	[	X
cana-4662	294	2	26	26	NUM
cana-4662	294	3	]	]	PUNCT
cana-4662	294	4	mini	mini	NOUN
cana-4662	294	5	-	-	ADJ
cana-4662	294	6	batching	batch	VERB
cana-4662	294	7	gradient	gradient	ADJ
cana-4662	294	8	algorithm	algorithm	NOUN
cana-4662	294	9	,	,	PUNCT
cana-4662	294	10	sa	sa	PROPN
cana-4662	294	11	,	,	PUNCT
cana-4662	294	12	classical	classical	ADJ
cana-4662	294	13	gradient	gradient	NOUN
cana-4662	294	14	approach	approach	NOUN
cana-4662	294	15	,	,	PUNCT
cana-4662	294	16	combined	combined	ADJ
cana-4662	294	17	prediction	prediction	NOUN
cana-4662	294	18	and	and	CCONJ
cana-4662	294	19	routing	route	VERB
cana-4662	294	20	optimization	optimization	NOUN
cana-4662	294	21	optimizes	optimize	VERB
cana-4662	294	22	last	last	ADJ
cana-4662	294	23	-	-	PUNCT
cana-4662	294	24	mile	mile	NOUN
cana-4662	294	25	delivery	delivery	NOUN
cana-4662	294	26	performance	performance	NOUN
cana-4662	294	27	delivery	delivery	NOUN
cana-4662	294	28	time	time	NOUN
cana-4662	294	29	,	,	PUNCT
cana-4662	294	30	total	total	ADJ
cana-4662	294	31	travel	travel	NOUN
cana-4662	294	32	time	time	NOUN
cana-4662	294	33	cost	cost	NOUN
cana-4662	294	34	,	,	PUNCT
cana-4662	294	35	total	total	ADJ
cana-4662	294	36	operating	operating	NOUN
cana-4662	294	37	cost	cost	NOUN
cana-4662	294	38	[	[	X
cana-4662	294	39	29	29	NUM
cana-4662	294	40	]	]	X
cana-4662	294	41	idcf	idcf	NOUN
cana-4662	294	42	,	,	PUNCT
cana-4662	294	43	btidcf	btidcf	NOUN
cana-4662	294	44	,	,	PUNCT
cana-4662	294	45	tbidcf	tbidcf	ADV
cana-4662	294	46	,	,	PUNCT
cana-4662	294	47	lightgbm	lightgbm	ADJ
cana-4662	294	48	,	,	PUNCT
cana-4662	294	49	adjusted	adjusted	ADJ
cana-4662	294	50	tradaboost	tradaboost	NOUN
cana-4662	294	51	,	,	PUNCT
cana-4662	294	52	sba	sba	PROPN
cana-4662	294	53	,	,	PUNCT
cana-4662	294	54	markov	markov	NOUN
cana-4662	294	55	chain	chain	NOUN
cana-4662	294	56	-	-	PUNCT
cana-4662	294	57	model	model	NOUN
cana-4662	294	58	enhances	enhance	VERB
cana-4662	294	59	spare	spare	ADJ
cana-4662	294	60	parts	part	NOUN
cana-4662	294	61	forecasting	forecasting	NOUN
cana-4662	294	62	accuracy	accuracy	NOUN
cana-4662	294	63	.	.	PUNCT
cana-4662	295	1	auc	auc	PROPN
cana-4662	295	2	,	,	PUNCT
cana-4662	295	3	mase	mase	PROPN
cana-4662	295	4	,	,	PUNCT
cana-4662	295	5	maape	maape	NOUN
cana-4662	295	6	[	[	X
cana-4662	295	7	33	33	NUM
cana-4662	295	8	]	]	PUNCT
cana-4662	295	9	nlp	nlp	NOUN
cana-4662	295	10	,	,	PUNCT
cana-4662	295	11	bilstm	bilstm	NOUN
cana-4662	295	12	,	,	PUNCT
cana-4662	295	13	cnn	cnn	PROPN
cana-4662	295	14	,	,	PUNCT
cana-4662	295	15	svm	svm	PROPN
cana-4662	295	16	,	,	PUNCT
cana-4662	295	17	dt	dt	PROPN
cana-4662	295	18	,	,	PUNCT
cana-4662	295	19	gtb	gtb	NOUN
cana-4662	295	20	,	,	PUNCT
cana-4662	295	21	rf	rf	PRON
cana-4662	295	22	improves	improve	VERB
cana-4662	295	23	service	service	NOUN
cana-4662	295	24	request	request	NOUN
cana-4662	295	25	validation	validation	NOUN
cana-4662	295	26	accuracy	accuracy	NOUN
cana-4662	295	27	,	,	PUNCT
cana-4662	295	28	sensitivity	sensitivity	NOUN
cana-4662	295	29	,	,	PUNCT
cana-4662	295	30	specificity	specificity	NOUN
cana-4662	295	31	,	,	PUNCT
cana-4662	295	32	precision	precision	NOUN
cana-4662	295	33	,	,	PUNCT
cana-4662	295	34	roc	roc	NOUN
cana-4662	295	35	-	-	PUNCT
cana-4662	295	36	auc	auc	NOUN
cana-4662	295	37	[	[	X
cana-4662	295	38	35	35	NUM
cana-4662	295	39	]	]	SYM
cana-4662	295	40	•	•	NUM
cana-4662	295	41	anomaly	anomaly	NOUN
cana-4662	295	42	detection	detection	NOUN
cana-4662	295	43	:	:	PUNCT
cana-4662	295	44	as	as	SCONJ
cana-4662	295	45	shown	show	VERB
cana-4662	295	46	in	in	ADP
cana-4662	295	47	table	table	NOUN
cana-4662	295	48	10	10	NUM
cana-4662	295	49	,	,	PUNCT
cana-4662	295	50	eight	eight	NUM
cana-4662	295	51	studies	study	NOUN
cana-4662	295	52	explore	explore	VERB
cana-4662	295	53	anomaly	anomaly	NOUN
cana-4662	295	54	detection	detection	NOUN
cana-4662	295	55	using	use	VERB
cana-4662	295	56	machine	machine	NOUN
cana-4662	295	57	learning	learning	NOUN
cana-4662	295	58	approaches	approach	NOUN
cana-4662	295	59	,	,	PUNCT
cana-4662	295	60	including	include	VERB
cana-4662	295	61	random	random	ADJ
cana-4662	295	62	forest	forest	NOUN
cana-4662	295	63	,	,	PUNCT
cana-4662	295	64	svm	svm	PROPN
cana-4662	295	65	,	,	PUNCT
cana-4662	295	66	k	k	ADJ
cana-4662	295	67	-	-	PUNCT
cana-4662	295	68	means	means	NOUN
cana-4662	295	69	clustering	clustering	NOUN
cana-4662	295	70	,	,	PUNCT
cana-4662	295	71	and	and	CCONJ
cana-4662	295	72	cnnbilstm	cnnbilstm	PROPN
cana-4662	295	73	.	.	PUNCT
cana-4662	296	1	used	use	VERB
cana-4662	296	2	for	for	ADP
cana-4662	296	3	identifying	identify	VERB
cana-4662	296	4	problems	problem	NOUN
cana-4662	296	5	,	,	PUNCT
cana-4662	296	6	forecasting	forecasting	NOUN
cana-4662	296	7	lead	lead	NOUN
cana-4662	296	8	times	time	NOUN
cana-4662	296	9	,	,	PUNCT
cana-4662	296	10	and	and	CCONJ
cana-4662	296	11	improving	improve	VERB
cana-4662	296	12	manufacturing	manufacturing	NOUN
cana-4662	296	13	line	line	NOUN
cana-4662	296	14	accuracy	accuracy	NOUN
cana-4662	296	15	.	.	PUNCT
cana-4662	297	1	the	the	DET
cana-4662	297	2	results	result	NOUN
cana-4662	297	3	note	note	VERB
cana-4662	297	4	a	a	DET
cana-4662	297	5	greater	great	ADJ
cana-4662	297	6	sensitivity	sensitivity	NOUN
cana-4662	297	7	,	,	PUNCT
cana-4662	297	8	specificity	specificity	NOUN
cana-4662	297	9	,	,	PUNCT
cana-4662	297	10	and	and	CCONJ
cana-4662	297	11	accuracy	accuracy	NOUN
cana-4662	297	12	,	,	PUNCT
cana-4662	297	13	strong	strong	ADJ
cana-4662	297	14	lead	lead	NOUN
cana-4662	297	15	time	time	NOUN
cana-4662	297	16	communications	communication	NOUN
cana-4662	297	17	on	on	ADP
cana-4662	297	18	applied	apply	VERB
cana-4662	297	19	nonlinear	nonlinear	ADJ
cana-4662	297	20	analysis	analysis	NOUN
cana-4662	297	21	issn	issn	NOUN
cana-4662	297	22	:	:	PUNCT
cana-4662	297	23	1074	1074	NUM
cana-4662	297	24	-	-	PUNCT
cana-4662	297	25	133x	133x	NUM
cana-4662	297	26	vol	vol	VERB
cana-4662	297	27	32	32	NUM
cana-4662	297	28	no	no	NOUN
cana-4662	297	29	.	.	PUNCT
cana-4662	298	1	10s	10	NOUN
cana-4662	298	2	(	(	PUNCT
cana-4662	298	3	2025	2025	NUM
cana-4662	298	4	)	)	PUNCT
cana-4662	298	5	57	57	NUM
cana-4662	298	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	298	7	estimation	estimation	NOUN
cana-4662	298	8	,	,	PUNCT
cana-4662	298	9	and	and	CCONJ
cana-4662	298	10	a	a	DET
cana-4662	298	11	larger	large	ADJ
cana-4662	298	12	customer	customer	NOUN
cana-4662	298	13	awareness	awareness	NOUN
cana-4662	298	14	of	of	ADP
cana-4662	298	15	green	green	ADJ
cana-4662	298	16	vehicles	vehicle	NOUN
cana-4662	298	17	.	.	PUNCT
cana-4662	299	1	future	future	ADJ
cana-4662	299	2	work	work	NOUN
cana-4662	299	3	must	must	AUX
cana-4662	299	4	focus	focus	VERB
cana-4662	299	5	on	on	ADP
cana-4662	299	6	the	the	DET
cana-4662	299	7	integration	integration	NOUN
cana-4662	299	8	of	of	ADP
cana-4662	299	9	real	real	ADJ
cana-4662	299	10	time	time	NOUN
cana-4662	299	11	anomaly	anomaly	NOUN
cana-4662	299	12	detection	detection	NOUN
cana-4662	299	13	.	.	PUNCT
cana-4662	300	1	table	table	NOUN
cana-4662	300	2	x.	x.	NOUN
cana-4662	300	3	machine	machine	NOUN
cana-4662	300	4	learning	learn	VERB
cana-4662	300	5	in	in	ADP
cana-4662	300	6	anomaly	anomaly	NOUN
cana-4662	300	7	detection	detection	NOUN
cana-4662	300	8	ml	ml	ADP
cana-4662	300	9	algorithm	algorithm	PROPN
cana-4662	300	10	ml	ml	ADP
cana-4662	300	11	aplication	aplication	PROPN
cana-4662	300	12	outcome	outcome	NOUN
cana-4662	300	13	measured	measure	VERB
cana-4662	300	14	research	research	NOUN
cana-4662	300	15	studies	study	NOUN
cana-4662	300	16	rf	rf	NOUN
cana-4662	300	17	,	,	PUNCT
cana-4662	300	18	lr	lr	NOUN
cana-4662	300	19	,	,	PUNCT
cana-4662	300	20	svm	svm	PROPN
cana-4662	300	21	,	,	PUNCT
cana-4662	300	22	k	k	PROPN
cana-4662	300	23	-	-	PUNCT
cana-4662	300	24	nn	nn	ADJ
cana-4662	300	25	maintenance	maintenance	NOUN
cana-4662	300	26	tasks	task	NOUN
cana-4662	300	27	and	and	CCONJ
cana-4662	300	28	preventing	prevent	VERB
cana-4662	300	29	damage	damage	NOUN
cana-4662	300	30	,	,	PUNCT
cana-4662	300	31	detects	detect	NOUN
cana-4662	300	32	faults	fault	NOUN
cana-4662	300	33	induction	induction	NOUN
cana-4662	300	34	motor	motor	NOUN
cana-4662	300	35	health	health	PROPN
cana-4662	300	36	status	status	NOUN
cana-4662	300	37	classification	classification	NOUN
cana-4662	300	38	,	,	PUNCT
cana-4662	300	39	current	current	ADJ
cana-4662	300	40	imbalance	imbalance	NOUN
cana-4662	300	41	,	,	PUNCT
cana-4662	300	42	wiring	wire	VERB
cana-4662	300	43	fault	fault	NOUN
cana-4662	300	44	[	[	X
cana-4662	300	45	16	16	NUM
cana-4662	300	46	]	]	X
cana-4662	300	47	ols	ol	NOUN
cana-4662	300	48	,	,	PUNCT
cana-4662	300	49	poisson	poisson	NOUN
cana-4662	300	50	regression	regression	PROPN
cana-4662	300	51	,	,	PUNCT
cana-4662	300	52	gb	gb	PRON
cana-4662	300	53	,	,	PUNCT
cana-4662	300	54	xgboost	xgboost	PROPN
cana-4662	300	55	,	,	PUNCT
cana-4662	300	56	weighted	weight	VERB
cana-4662	300	57	ensemble	ensemble	ADJ
cana-4662	300	58	model	model	NOUN
cana-4662	300	59	predicts	predict	NOUN
cana-4662	300	60	crash	crash	VERB
cana-4662	300	61	outcomes	outcome	NOUN
cana-4662	300	62	crash	crash	NOUN
cana-4662	300	63	occurrence	occurrence	NOUN
cana-4662	300	64	[	[	X
cana-4662	300	65	21	21	NUM
cana-4662	300	66	]	]	X
cana-4662	300	67	cnn	cnn	PROPN
cana-4662	300	68	-	-	PUNCT
cana-4662	300	69	bilstm	bilstm	NOUN
cana-4662	300	70	,	,	PUNCT
cana-4662	300	71	lstm	lstm	ADJ
cana-4662	300	72	autoencoder	autoencoder	NOUN
cana-4662	300	73	,	,	PUNCT
cana-4662	300	74	ocsvm	ocsvm	ADV
cana-4662	300	75	lead	lead	VERB
cana-4662	300	76	time	time	NOUN
cana-4662	300	77	forecasting	forecasting	NOUN
cana-4662	300	78	and	and	CCONJ
cana-4662	300	79	anomaly	anomaly	NOUN
cana-4662	300	80	detection	detection	NOUN
cana-4662	300	81	lead	lead	VERB
cana-4662	300	82	time	time	NOUN
cana-4662	300	83	forecasting	forecasting	NOUN
cana-4662	300	84	,	,	PUNCT
cana-4662	300	85	anomaly	anomaly	NOUN
cana-4662	300	86	detection	detection	NOUN
cana-4662	301	1	[	[	X
cana-4662	301	2	23	23	NUM
cana-4662	301	3	]	]	X
cana-4662	301	4	k	k	X
cana-4662	301	5	-	-	PUNCT
cana-4662	301	6	means	means	PROPN
cana-4662	301	7	,	,	PUNCT
cana-4662	301	8	ac	ac	PROPN
cana-4662	301	9	,	,	PUNCT
cana-4662	301	10	rf	rf	ADJ
cana-4662	301	11	,	,	PUNCT
cana-4662	301	12	svm	svm	NOUN
cana-4662	301	13	enhances	enhance	VERB
cana-4662	301	14	predictive	predictive	ADJ
cana-4662	301	15	maintenance	maintenance	NOUN
cana-4662	301	16	detection	detection	NOUN
cana-4662	301	17	anomaly	anomaly	NOUN
cana-4662	301	18	detection	detection	NOUN
cana-4662	301	19	,	,	PUNCT
cana-4662	301	20	machinery	machinery	NOUN
cana-4662	301	21	efficiency	efficiency	NOUN
cana-4662	301	22	,	,	PUNCT
cana-4662	301	23	sensitivity	sensitivity	NOUN
cana-4662	301	24	,	,	PUNCT
cana-4662	301	25	specificity	specificity	NOUN
cana-4662	301	26	,	,	PUNCT
cana-4662	301	27	accuracy	accuracy	NOUN
cana-4662	302	1	[	[	X
cana-4662	302	2	27	27	NUM
cana-4662	302	3	]	]	SYM
cana-4662	302	4	dt	dt	PROPN
cana-4662	302	5	,	,	PUNCT
cana-4662	302	6	lda	lda	PROPN
cana-4662	302	7	,	,	PUNCT
cana-4662	302	8	lr	lr	NOUN
cana-4662	302	9	,	,	PUNCT
cana-4662	302	10	rf	rf	ADJ
cana-4662	302	11	,	,	PUNCT
cana-4662	302	12	sgd	sgd	PROPN
cana-4662	302	13	,	,	PUNCT
cana-4662	302	14	svm	svm	ADJ
cana-4662	302	15	,	,	PUNCT
cana-4662	302	16	gridsearchcv	gridsearchcv	ADJ
cana-4662	302	17	,	,	PUNCT
cana-4662	302	18	smote	smote	ADJ
cana-4662	302	19	-	-	PUNCT
cana-4662	302	20	tomek	tomek	PROPN
cana-4662	302	21	forecasts	forecast	VERB
cana-4662	302	22	dealer	dealer	NOUN
cana-4662	302	23	cooperation	cooperation	NOUN
cana-4662	302	24	continuity	continuity	NOUN
cana-4662	302	25	dealers	dealer	NOUN
cana-4662	302	26	'	'	PART
cana-4662	302	27	cooperation	cooperation	NOUN
cana-4662	302	28	(	(	PUNCT
cana-4662	302	29	continuation	continuation	NOUN
cana-4662	302	30	or	or	CCONJ
cana-4662	302	31	termination	termination	NOUN
cana-4662	302	32	)	)	PUNCT
cana-4662	303	1	[	[	X
cana-4662	303	2	32	32	NUM
cana-4662	303	3	]	]	PUNCT
cana-4662	303	4	nlp	nlp	NOUN
cana-4662	303	5	,	,	PUNCT
cana-4662	303	6	bilstm	bilstm	NOUN
cana-4662	303	7	,	,	PUNCT
cana-4662	303	8	cnn	cnn	PROPN
cana-4662	303	9	,	,	PUNCT
cana-4662	303	10	svm	svm	PROPN
cana-4662	303	11	,	,	PUNCT
cana-4662	303	12	dt	dt	PROPN
cana-4662	303	13	,	,	PUNCT
cana-4662	303	14	gtb	gtb	NOUN
cana-4662	303	15	,	,	PUNCT
cana-4662	303	16	rf	rf	PRON
cana-4662	303	17	improves	improve	VERB
cana-4662	303	18	service	service	NOUN
cana-4662	303	19	request	request	NOUN
cana-4662	303	20	validation	validation	NOUN
cana-4662	303	21	accuracy	accuracy	NOUN
cana-4662	303	22	,	,	PUNCT
cana-4662	303	23	sensitivity	sensitivity	NOUN
cana-4662	303	24	,	,	PUNCT
cana-4662	303	25	specificity	specificity	NOUN
cana-4662	303	26	,	,	PUNCT
cana-4662	303	27	precision	precision	NOUN
cana-4662	303	28	,	,	PUNCT
cana-4662	303	29	roc	roc	NOUN
cana-4662	303	30	-	-	PUNCT
cana-4662	303	31	auc	auc	NOUN
cana-4662	303	32	[	[	X
cana-4662	303	33	35	35	NUM
cana-4662	303	34	]	]	X
cana-4662	303	35	dt	dt	PROPN
cana-4662	303	36	-	-	PUNCT
cana-4662	303	37	gs	gs	ADJ
cana-4662	303	38	,	,	PUNCT
cana-4662	303	39	rf	rf	NOUN
cana-4662	303	40	,	,	PUNCT
cana-4662	303	41	svm	svm	PROPN
cana-4662	303	42	,	,	PUNCT
cana-4662	303	43	knn	knn	PROPN
cana-4662	303	44	,	,	PUNCT
cana-4662	303	45	bnb	bnb	PROPN
cana-4662	303	46	,	,	PUNCT
cana-4662	303	47	gnb	gnb	PROPN
cana-4662	303	48	predicts	predict	VERB
cana-4662	303	49	vehicle	vehicle	NOUN
cana-4662	303	50	quality	quality	NOUN
cana-4662	303	51	vehicle	vehicle	NOUN
cana-4662	303	52	quality	quality	NOUN
cana-4662	303	53	[	[	X
cana-4662	303	54	36	36	NUM
cana-4662	303	55	]	]	SYM
cana-4662	303	56	svm	svm	PROPN
cana-4662	303	57	,	,	PUNCT
cana-4662	303	58	bp	bp	PROPN
cana-4662	303	59	neural	neural	ADJ
cana-4662	303	60	network	network	NOUN
cana-4662	303	61	,	,	PUNCT
cana-4662	303	62	mlffnn	mlffnn	NOUN
cana-4662	303	63	,	,	PUNCT
cana-4662	303	64	rbfnn	rbfnn	NOUN
cana-4662	303	65	,	,	PUNCT
cana-4662	303	66	svr	svr	PROPN
cana-4662	303	67	,	,	PUNCT
cana-4662	303	68	fis	fis	PROPN
cana-4662	303	69	,	,	PUNCT
cana-4662	303	70	anfis	anfis	ADJ
cana-4662	303	71	,	,	PUNCT
cana-4662	303	72	quadratic	quadratic	ADJ
cana-4662	303	73	relaxation	relaxation	NOUN
cana-4662	303	74	c	c	NOUN
cana-4662	303	75	-	-	PUNCT
cana-4662	303	76	svm	svm	ADJ
cana-4662	303	77	,	,	PUNCT
cana-4662	303	78	ls	ls	ADJ
cana-4662	303	79	-	-	PUNCT
cana-4662	303	80	svm	svm	NOUN
cana-4662	303	81	shows	show	VERB
cana-4662	303	82	increasing	increase	VERB
cana-4662	303	83	consumer	consumer	NOUN
cana-4662	303	84	recognition	recognition	NOUN
cana-4662	303	85	and	and	CCONJ
cana-4662	303	86	acceptance	acceptance	NOUN
cana-4662	303	87	sales	sale	NOUN
cana-4662	303	88	of	of	ADP
cana-4662	303	89	green	green	ADJ
cana-4662	303	90	intelligent	intelligent	ADJ
cana-4662	303	91	vehicles	vehicle	NOUN
cana-4662	303	92	[	[	X
cana-4662	303	93	37	37	NUM
cana-4662	303	94	]	]	SYM
cana-4662	303	95	•	•	NUM
cana-4662	303	96	demand	demand	NOUN
cana-4662	303	97	forecasting	forecasting	NOUN
cana-4662	303	98	:	:	PUNCT
cana-4662	303	99	table	table	NOUN
cana-4662	303	100	11	11	NUM
cana-4662	303	101	shows	show	VERB
cana-4662	303	102	six	six	NUM
cana-4662	303	103	research	research	NOUN
cana-4662	303	104	focuses	focus	VERB
cana-4662	303	105	on	on	ADP
cana-4662	303	106	demand	demand	NOUN
cana-4662	303	107	forecasting	forecasting	NOUN
cana-4662	303	108	with	with	ADP
cana-4662	303	109	utilizations	utilization	NOUN
cana-4662	303	110	of	of	ADP
cana-4662	303	111	machine	machine	NOUN
cana-4662	303	112	learning	learning	NOUN
cana-4662	303	113	technicals	technical	NOUN
cana-4662	303	114	such	such	ADJ
cana-4662	303	115	as	as	ADP
cana-4662	303	116	light	light	ADJ
cana-4662	303	117	gradient	gradient	NOUN
cana-4662	303	118	boosting	boost	VERB
cana-4662	303	119	machine	machine	NOUN
cana-4662	303	120	(	(	PUNCT
cana-4662	303	121	lightgbm	lightgbm	ADJ
cana-4662	303	122	)	)	PUNCT
cana-4662	303	123	,	,	PUNCT
cana-4662	303	124	random	random	ADJ
cana-4662	303	125	forest	forest	NOUN
cana-4662	303	126	(	(	PUNCT
cana-4662	303	127	rf	rf	NOUN
cana-4662	303	128	)	)	PUNCT
cana-4662	303	129	,	,	PUNCT
cana-4662	303	130	and	and	CCONJ
cana-4662	303	131	hybrid	hybrid	ADJ
cana-4662	303	132	neural	neural	ADJ
cana-4662	303	133	networks	network	NOUN
cana-4662	303	134	they	they	PRON
cana-4662	303	135	improve	improve	VERB
cana-4662	303	136	accuracy	accuracy	NOUN
cana-4662	303	137	of	of	ADP
cana-4662	303	138	forecasts	forecast	NOUN
cana-4662	303	139	,	,	PUNCT
cana-4662	303	140	in	in	ADP
cana-4662	303	141	particular	particular	ADJ
cana-4662	303	142	related	relate	VERB
cana-4662	303	143	to	to	ADP
cana-4662	303	144	car	car	NOUN
cana-4662	303	145	fuel	fuel	NOUN
cana-4662	303	146	consumption	consumption	NOUN
cana-4662	303	147	and	and	CCONJ
cana-4662	303	148	aftermarket	aftermarket	NOUN
cana-4662	303	149	sales	sale	NOUN
cana-4662	303	150	,	,	PUNCT
cana-4662	303	151	reaching	reach	VERB
cana-4662	303	152	high	high	ADJ
cana-4662	303	153	auc	auc	NOUN
cana-4662	303	154	and	and	CCONJ
cana-4662	303	155	maape	maape	NOUN
cana-4662	303	156	scores	score	NOUN
cana-4662	303	157	.	.	PUNCT
cana-4662	304	1	they	they	PRON
cana-4662	304	2	also	also	ADV
cana-4662	304	3	show	show	VERB
cana-4662	304	4	promise	promise	NOUN
cana-4662	304	5	in	in	ADP
cana-4662	304	6	spearing	spear	VERB
cana-4662	304	7	eco	eco	NOUN
cana-4662	304	8	-	-	PUNCT
cana-4662	304	9	friendly	friendly	ADJ
cana-4662	304	10	intelligent	intelligent	ADJ
cana-4662	304	11	automobiles	automobile	NOUN
cana-4662	304	12	.	.	PUNCT
cana-4662	305	1	future	future	ADJ
cana-4662	305	2	research	research	NOUN
cana-4662	305	3	should	should	AUX
cana-4662	305	4	focus	focus	VERB
cana-4662	305	5	on	on	ADP
cana-4662	305	6	real	real	ADJ
cana-4662	305	7	-	-	PUNCT
cana-4662	305	8	time	time	NOUN
cana-4662	305	9	data	datum	NOUN
cana-4662	305	10	integration	integration	NOUN
cana-4662	305	11	as	as	ADV
cana-4662	305	12	well	well	ADV
cana-4662	305	13	as	as	ADP
cana-4662	305	14	hybrid	hybrid	ADJ
cana-4662	305	15	models	model	NOUN
cana-4662	305	16	to	to	PART
cana-4662	305	17	improve	improve	VERB
cana-4662	305	18	prediction	prediction	NOUN
cana-4662	305	19	.	.	PUNCT
cana-4662	306	1	table	table	NOUN
cana-4662	306	2	xi	xi	PROPN
cana-4662	306	3	.	.	PUNCT
cana-4662	306	4	machine	machine	NOUN
cana-4662	306	5	learning	learn	VERB
cana-4662	306	6	in	in	ADP
cana-4662	306	7	demand	demand	NOUN
cana-4662	306	8	forecasting	forecasting	NOUN
cana-4662	306	9	ml	ml	ADP
cana-4662	306	10	algorithm	algorithm	PROPN
cana-4662	306	11	ml	ml	ADP
cana-4662	306	12	aplication	aplication	PROPN
cana-4662	306	13	outcome	outcome	NOUN
cana-4662	306	14	measured	measure	VERB
cana-4662	306	15	research	research	NOUN
cana-4662	306	16	studies	study	NOUN
cana-4662	306	17	pgbdt	pgbdt	PROPN
cana-4662	306	18	,	,	PUNCT
cana-4662	306	19	prf	prf	PROPN
cana-4662	306	20	,	,	PUNCT
cana-4662	306	21	pknn	pknn	NOUN
cana-4662	306	22	forecasts	forecast	NOUN
cana-4662	306	23	ev	ev	ADP
cana-4662	306	24	capacity	capacity	NOUN
cana-4662	306	25	.	.	PUNCT
cana-4662	307	1	optimize	optimize	VERB
cana-4662	307	2	scheduling	scheduling	NOUN
cana-4662	307	3	and	and	CCONJ
cana-4662	307	4	participation	participation	VERB
cana-4662	307	5	schedulable	schedulable	ADJ
cana-4662	307	6	capacity	capacity	NOUN
cana-4662	307	7	of	of	ADP
cana-4662	307	8	electric	electric	ADJ
cana-4662	307	9	vehicles	vehicle	NOUN
cana-4662	307	10	(	(	PUNCT
cana-4662	307	11	evsc	evsc	ADJ
cana-4662	307	12	)	)	PUNCT
cana-4662	308	1	[	[	X
cana-4662	308	2	18	18	NUM
cana-4662	308	3	]	]	SYM
cana-4662	308	4	lr	lr	NOUN
cana-4662	308	5	,	,	PUNCT
cana-4662	308	6	lasso	lasso	NOUN
cana-4662	308	7	regression	regression	NOUN
cana-4662	308	8	,	,	PUNCT
cana-4662	308	9	dt	dt	X
cana-4662	308	10	,	,	PUNCT
cana-4662	308	11	rf	rf	ADJ
cana-4662	308	12	,	,	PUNCT
cana-4662	308	13	xgboost	xgboost	ADV
cana-4662	308	14	predicts	predict	VERB
cana-4662	308	15	pre	pre	ADJ
cana-4662	308	16	-	-	ADJ
cana-4662	308	17	owned	own	VERB
cana-4662	308	18	car	car	NOUN
cana-4662	308	19	prices	price	NOUN
cana-4662	308	20	price	price	NOUN
cana-4662	308	21	prediction	prediction	NOUN
cana-4662	308	22	accuracy	accuracy	NOUN
cana-4662	308	23	(	(	PUNCT
cana-4662	308	24	r²	r²	NOUN
cana-4662	308	25	score	score	NOUN
cana-4662	308	26	,	,	PUNCT
cana-4662	308	27	rmse	rmse	NOUN
cana-4662	308	28	,	,	PUNCT
cana-4662	308	29	mae	mae	PROPN
cana-4662	308	30	)	)	PUNCT
cana-4662	309	1	[	[	X
cana-4662	309	2	28	28	NUM
cana-4662	309	3	]	]	X
cana-4662	309	4	ann	ann	PROPN
cana-4662	309	5	,	,	PUNCT
cana-4662	309	6	mlr	mlr	PROPN
cana-4662	309	7	forecasts	forecast	VERB
cana-4662	309	8	automotive	automotive	ADJ
cana-4662	309	9	aftermarket	aftermarket	NOUN
cana-4662	309	10	sales	sale	NOUN
cana-4662	309	11	.	.	PUNCT
cana-4662	310	1	sales	sale	NOUN
cana-4662	310	2	forecast	forecast	NOUN
cana-4662	310	3	accuracy	accuracy	NOUN
cana-4662	310	4	(	(	PUNCT
cana-4662	310	5	mad	mad	ADJ
cana-4662	310	6	,	,	PUNCT
cana-4662	310	7	mape	mape	NOUN
cana-4662	310	8	,	,	PUNCT
cana-4662	310	9	rmse	rmse	NOUN
cana-4662	310	10	,	,	PUNCT
cana-4662	310	11	rfse	rfse	NOUN
cana-4662	310	12	)	)	PUNCT
cana-4662	311	1	[	[	X
cana-4662	311	2	30	30	NUM
cana-4662	311	3	]	]	X
cana-4662	311	4	svm	svm	PROPN
cana-4662	311	5	,	,	PUNCT
cana-4662	311	6	rf	rf	ADJ
cana-4662	311	7	,	,	PUNCT
cana-4662	311	8	dt	dt	PROPN
cana-4662	311	9	,	,	PUNCT
cana-4662	311	10	gbm	gbm	NOUN
cana-4662	311	11	,	,	PUNCT
cana-4662	311	12	lightgbm	lightgbm	ADJ
cana-4662	311	13	,	,	PUNCT
cana-4662	311	14	lr	lr	NOUN
cana-4662	311	15	,	,	PUNCT
cana-4662	311	16	ann	ann	PROPN
cana-4662	311	17	,	,	PUNCT
cana-4662	311	18	rnn	rnn	PROPN
cana-4662	311	19	,	,	PUNCT
cana-4662	311	20	cnn	cnn	PROPN
cana-4662	311	21	,	,	PUNCT
cana-4662	311	22	mlp	mlp	PROPN
cana-4662	311	23	,	,	PUNCT
cana-4662	311	24	lstm	lstm	PROPN
cana-4662	311	25	,	,	PUNCT
cana-4662	311	26	hybrid	hybrid	ADJ
cana-4662	311	27	models	model	NOUN
cana-4662	311	28	predicts	predict	VERB
cana-4662	311	29	vehicle	vehicle	NOUN
cana-4662	311	30	fuel	fuel	NOUN
cana-4662	311	31	consumption	consumption	NOUN
cana-4662	311	32	fuel	fuel	NOUN
cana-4662	311	33	consumption	consumption	NOUN
cana-4662	311	34	[	[	X
cana-4662	311	35	31	31	NUM
cana-4662	311	36	]	]	SYM
cana-4662	311	37	idcf	idcf	NOUN
cana-4662	311	38	,	,	PUNCT
cana-4662	311	39	btidcf	btidcf	NOUN
cana-4662	311	40	,	,	PUNCT
cana-4662	311	41	tbidcf	tbidcf	ADV
cana-4662	311	42	,	,	PUNCT
cana-4662	311	43	lightgbm	lightgbm	ADJ
cana-4662	311	44	,	,	PUNCT
cana-4662	311	45	adjusted	adjusted	ADJ
cana-4662	311	46	tradaboost	tradaboost	NOUN
cana-4662	311	47	,	,	PUNCT
cana-4662	311	48	sba	sba	PROPN
cana-4662	311	49	,	,	PUNCT
cana-4662	311	50	markov	markov	NOUN
cana-4662	311	51	chainmodel	chainmodel	NOUN
cana-4662	311	52	enhances	enhance	VERB
cana-4662	311	53	spare	spare	ADJ
cana-4662	311	54	parts	part	NOUN
cana-4662	311	55	forecasting	forecasting	NOUN
cana-4662	311	56	accuracy	accuracy	NOUN
cana-4662	311	57	auc	auc	NOUN
cana-4662	311	58	,	,	PUNCT
cana-4662	311	59	mase	mase	PROPN
cana-4662	311	60	,	,	PUNCT
cana-4662	311	61	maape	maape	NOUN
cana-4662	311	62	[	[	X
cana-4662	311	63	33	33	NUM
cana-4662	311	64	]	]	X
cana-4662	311	65	svm	svm	PROPN
cana-4662	311	66	,	,	PUNCT
cana-4662	311	67	bp	bp	PROPN
cana-4662	311	68	neural	neural	ADJ
cana-4662	311	69	network	network	NOUN
cana-4662	311	70	,	,	PUNCT
cana-4662	311	71	mlffnn	mlffnn	NOUN
cana-4662	311	72	,	,	PUNCT
cana-4662	311	73	rbfnn	rbfnn	NOUN
cana-4662	311	74	,	,	PUNCT
cana-4662	311	75	svr	svr	PROPN
cana-4662	311	76	,	,	PUNCT
cana-4662	311	77	fis	fis	PROPN
cana-4662	311	78	,	,	PUNCT
cana-4662	311	79	anfis	anfis	ADJ
cana-4662	311	80	,	,	PUNCT
cana-4662	311	81	quadratic	quadratic	ADJ
cana-4662	311	82	relaxation	relaxation	NOUN
cana-4662	311	83	c	c	NOUN
cana-4662	311	84	-	-	PUNCT
cana-4662	311	85	svm	svm	ADJ
cana-4662	311	86	,	,	PUNCT
cana-4662	311	87	ls	ls	ADJ
cana-4662	311	88	-	-	PUNCT
cana-4662	311	89	svm	svm	NOUN
cana-4662	311	90	shows	show	VERB
cana-4662	311	91	increasing	increase	VERB
cana-4662	311	92	consumer	consumer	NOUN
cana-4662	311	93	recognition	recognition	NOUN
cana-4662	311	94	and	and	CCONJ
cana-4662	311	95	acceptance	acceptance	NOUN
cana-4662	311	96	sales	sale	NOUN
cana-4662	311	97	of	of	ADP
cana-4662	311	98	green	green	ADJ
cana-4662	311	99	intelligent	intelligent	ADJ
cana-4662	311	100	vehicles	vehicle	NOUN
cana-4662	311	101	[	[	X
cana-4662	311	102	37	37	NUM
cana-4662	311	103	]	]	PUNCT
cana-4662	311	104	communications	communication	NOUN
cana-4662	311	105	on	on	ADP
cana-4662	311	106	applied	apply	VERB
cana-4662	311	107	nonlinear	nonlinear	ADJ
cana-4662	311	108	analysis	analysis	NOUN
cana-4662	311	109	issn	issn	NOUN
cana-4662	311	110	:	:	PUNCT
cana-4662	311	111	1074	1074	NUM
cana-4662	311	112	-	-	PUNCT
cana-4662	311	113	133x	133x	NUM
cana-4662	311	114	vol	vol	VERB
cana-4662	311	115	32	32	NUM
cana-4662	311	116	no	no	NOUN
cana-4662	311	117	.	.	PUNCT
cana-4662	312	1	10s	10	NOUN
cana-4662	312	2	(	(	PUNCT
cana-4662	312	3	2025	2025	NUM
cana-4662	312	4	)	)	PUNCT
cana-4662	312	5	58	58	NUM
cana-4662	312	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4662	312	7	•	•	NUM
cana-4662	312	8	supply	supply	NOUN
cana-4662	312	9	chain	chain	NOUN
cana-4662	312	10	optimization	optimization	NOUN
cana-4662	312	11	:	:	PUNCT
cana-4662	312	12	three	three	NUM
cana-4662	312	13	articles	article	NOUN
cana-4662	312	14	(	(	PUNCT
cana-4662	312	15	table	table	NOUN
cana-4662	312	16	12	12	NUM
cana-4662	312	17	)	)	PUNCT
cana-4662	312	18	used	use	VERB
cana-4662	312	19	machine	machine	NOUN
cana-4662	312	20	learning	learn	VERB
cana-4662	312	21	algorithms	algorithm	NOUN
cana-4662	312	22	to	to	PART
cana-4662	312	23	improve	improve	VERB
cana-4662	312	24	the	the	DET
cana-4662	312	25	supply	supply	NOUN
cana-4662	312	26	chain	chain	NOUN
cana-4662	312	27	,	,	PUNCT
cana-4662	312	28	focusing	focus	VERB
cana-4662	312	29	on	on	ADP
cana-4662	312	30	lead	lead	ADJ
cana-4662	312	31	time	time	NOUN
cana-4662	312	32	forecasting	forecasting	NOUN
cana-4662	312	33	,	,	PUNCT
cana-4662	312	34	dealer	dealer	NOUN
cana-4662	312	35	collaboration	collaboration	NOUN
cana-4662	312	36	and	and	CCONJ
cana-4662	312	37	spare	spare	ADJ
cana-4662	312	38	parts	part	NOUN
cana-4662	312	39	inventory	inventory	NOUN
cana-4662	312	40	control	control	NOUN
cana-4662	312	41	.	.	PUNCT
cana-4662	313	1	according	accord	VERB
cana-4662	313	2	to	to	ADP
cana-4662	313	3	the	the	DET
cana-4662	313	4	results	result	NOUN
cana-4662	313	5	,	,	PUNCT
cana-4662	313	6	predictive	predictive	ADJ
cana-4662	313	7	accuracy	accuracy	NOUN
cana-4662	313	8	and	and	CCONJ
cana-4662	313	9	monitoring	monitoring	NOUN
cana-4662	313	10	of	of	ADP
cana-4662	313	11	inventory	inventory	NOUN
cana-4662	313	12	logs	log	NOUN
cana-4662	313	13	can	can	AUX
cana-4662	313	14	be	be	AUX
cana-4662	313	15	beneficial	beneficial	ADJ
cana-4662	313	16	in	in	ADP
cana-4662	313	17	reducing	reduce	VERB
cana-4662	313	18	operational	operational	ADJ
cana-4662	313	19	risk	risk	NOUN
cana-4662	313	20	and	and	CCONJ
cana-4662	313	21	improving	improve	VERB
cana-4662	313	22	resilience	resilience	NOUN
cana-4662	313	23	.	.	PUNCT
cana-4662	314	1	subsequent	subsequent	ADJ
cana-4662	314	2	research	research	NOUN
cana-4662	314	3	should	should	AUX
cana-4662	314	4	make	make	VERB
cana-4662	314	5	use	use	NOUN
cana-4662	314	6	of	of	ADP
cana-4662	314	7	data	datum	NOUN
cana-4662	314	8	as	as	SCONJ
cana-4662	314	9	it	it	PRON
cana-4662	314	10	becomes	become	VERB
cana-4662	314	11	available	available	ADJ
cana-4662	314	12	,	,	PUNCT
cana-4662	314	13	ideally	ideally	ADV
cana-4662	314	14	in	in	ADP
cana-4662	314	15	real	real	ADJ
cana-4662	314	16	time	time	NOUN
cana-4662	314	17	,	,	PUNCT
cana-4662	314	18	to	to	PART
cana-4662	314	19	achieve	achieve	VERB
cana-4662	314	20	responsiveness	responsiveness	NOUN
cana-4662	314	21	and	and	CCONJ
cana-4662	314	22	scalability	scalability	NOUN
cana-4662	314	23	wherever	wherever	SCONJ
cana-4662	314	24	possible	possible	ADJ
cana-4662	314	25	.	.	PUNCT
cana-4662	315	1	table	table	NOUN
cana-4662	315	2	xii	xii	PROPN
cana-4662	315	3	.	.	PUNCT
cana-4662	316	1	machine	machine	NOUN
cana-4662	316	2	learning	learning	NOUN
cana-4662	316	3	in	in	ADP
cana-4662	316	4	supply	supply	NOUN
cana-4662	316	5	chain	chain	NOUN
cana-4662	316	6	optimization	optimization	NOUN
cana-4662	316	7	ml	ml	NOUN
cana-4662	316	8	algorithm	algorithm	PROPN
cana-4662	316	9	ml	ml	ADP
cana-4662	316	10	aplication	aplication	PROPN
cana-4662	316	11	outcome	outcome	NOUN
cana-4662	316	12	measured	measure	VERB
cana-4662	316	13	research	research	NOUN
cana-4662	316	14	studies	study	NOUN
cana-4662	316	15	cnn	cnn	PROPN
cana-4662	316	16	-	-	PUNCT
cana-4662	316	17	bilstm	bilstm	NOUN
cana-4662	316	18	,	,	PUNCT
cana-4662	316	19	lstm	lstm	ADJ
cana-4662	316	20	autoencoder	autoencoder	NOUN
cana-4662	316	21	,	,	PUNCT
cana-4662	316	22	ocsvm	ocsvm	ADV
cana-4662	316	23	lead	lead	VERB
cana-4662	316	24	time	time	NOUN
cana-4662	316	25	forecasting	forecasting	NOUN
cana-4662	316	26	and	and	CCONJ
cana-4662	316	27	anomaly	anomaly	NOUN
cana-4662	316	28	detection	detection	NOUN
cana-4662	316	29	lead	lead	VERB
cana-4662	316	30	time	time	NOUN
cana-4662	316	31	forecasting	forecasting	NOUN
cana-4662	316	32	,	,	PUNCT
cana-4662	316	33	anomaly	anomaly	NOUN
cana-4662	316	34	detection	detection	NOUN
cana-4662	316	35	[	[	X
cana-4662	316	36	23	23	NUM
cana-4662	316	37	]	]	SYM
cana-4662	316	38	dt	dt	PROPN
cana-4662	316	39	,	,	PUNCT
cana-4662	316	40	lda	lda	PROPN
cana-4662	316	41	,	,	PUNCT
cana-4662	316	42	lr	lr	NOUN
cana-4662	316	43	,	,	PUNCT
cana-4662	316	44	rf	rf	ADJ
cana-4662	316	45	,	,	PUNCT
cana-4662	316	46	sgd	sgd	PROPN
cana-4662	316	47	,	,	PUNCT
cana-4662	316	48	svm	svm	ADJ
cana-4662	316	49	,	,	PUNCT
cana-4662	316	50	gridsearchcv	gridsearchcv	ADJ
cana-4662	316	51	,	,	PUNCT
cana-4662	316	52	smote	smote	ADJ
cana-4662	316	53	-	-	PUNCT
cana-4662	316	54	tomek	tomek	PROPN
cana-4662	316	55	forecasts	forecast	VERB
cana-4662	316	56	dealer	dealer	NOUN
cana-4662	316	57	cooperation	cooperation	NOUN
cana-4662	316	58	continuity	continuity	NOUN
cana-4662	316	59	dealers	dealer	NOUN
cana-4662	316	60	'	'	PART
cana-4662	316	61	cooperation	cooperation	NOUN
cana-4662	316	62	(	(	PUNCT
cana-4662	316	63	continuation	continuation	NOUN
cana-4662	316	64	or	or	CCONJ
cana-4662	316	65	termination	termination	NOUN
cana-4662	316	66	)	)	PUNCT
cana-4662	317	1	[	[	X
cana-4662	317	2	32	32	NUM
cana-4662	317	3	]	]	SYM
cana-4662	317	4	idcf	idcf	NOUN
cana-4662	317	5	,	,	PUNCT
cana-4662	317	6	btidcf	btidcf	NOUN
cana-4662	317	7	,	,	PUNCT
cana-4662	317	8	tbidcf	tbidcf	ADV
cana-4662	317	9	,	,	PUNCT
cana-4662	317	10	lightgbm	lightgbm	ADJ
cana-4662	317	11	,	,	PUNCT
cana-4662	317	12	adjusted	adjusted	ADJ
cana-4662	317	13	tradaboost	tradaboost	NOUN
cana-4662	317	14	,	,	PUNCT
cana-4662	317	15	sba	sba	PROPN
cana-4662	317	16	,	,	PUNCT
cana-4662	317	17	markov	markov	NOUN
cana-4662	317	18	chain	chain	NOUN
cana-4662	317	19	-	-	PUNCT
cana-4662	317	20	model	model	NOUN
cana-4662	317	21	enhances	enhance	VERB
cana-4662	317	22	spare	spare	ADJ
cana-4662	317	23	parts	part	NOUN
cana-4662	317	24	forecasting	forecasting	NOUN
cana-4662	317	25	accuracy	accuracy	NOUN
cana-4662	317	26	auc	auc	NOUN
cana-4662	317	27	,	,	PUNCT
cana-4662	317	28	mase	mase	PROPN
cana-4662	317	29	,	,	PUNCT
cana-4662	317	30	maape	maape	NOUN
cana-4662	317	31	[	[	X
cana-4662	317	32	33	33	NUM
cana-4662	317	33	]	]	SYM
cana-4662	317	34	•	•	NOUN
cana-4662	317	35	customer	customer	NOUN
cana-4662	317	36	behavior	behavior	NOUN
cana-4662	317	37	modeling	modeling	NOUN
cana-4662	317	38	:	:	PUNCT
cana-4662	317	39	in	in	ADP
cana-4662	317	40	table	table	NOUN
cana-4662	317	41	13	13	NUM
cana-4662	317	42	,	,	PUNCT
cana-4662	317	43	four	four	NUM
cana-4662	317	44	studies	study	NOUN
cana-4662	317	45	that	that	PRON
cana-4662	317	46	used	use	VERB
cana-4662	317	47	machine	machine	NOUN
cana-4662	317	48	learning	learning	NOUN
cana-4662	317	49	methods	method	NOUN
cana-4662	317	50	(	(	PUNCT
cana-4662	317	51	e.g.	e.g.	ADV
cana-4662	317	52	,	,	PUNCT
cana-4662	317	53	logistic	logistic	ADJ
cana-4662	317	54	regression	regression	NOUN
cana-4662	317	55	,	,	PUNCT
cana-4662	317	56	random	random	ADJ
cana-4662	317	57	forest	forest	NOUN
cana-4662	317	58	,	,	PUNCT
cana-4662	317	59	and	and	CCONJ
cana-4662	317	60	support	support	VERB
cana-4662	317	61	vector	vector	NOUN
cana-4662	317	62	machines	machine	NOUN
cana-4662	317	63	)	)	PUNCT
cana-4662	317	64	for	for	ADP
cana-4662	317	65	customer	customer	NOUN
cana-4662	317	66	behavior	behavior	NOUN
cana-4662	317	67	modeling	modeling	NOUN
cana-4662	317	68	.	.	PUNCT
cana-4662	318	1	the	the	DET
cana-4662	318	2	results	result	NOUN
cana-4662	318	3	show	show	VERB
cana-4662	318	4	that	that	SCONJ
cana-4662	318	5	automobile	automobile	NOUN
cana-4662	318	6	insurance	insurance	NOUN
cana-4662	318	7	claims	claim	NOUN
cana-4662	318	8	are	be	AUX
cana-4662	318	9	predicted	predict	VERB
cana-4662	318	10	accurately	accurately	ADV
cana-4662	318	11	,	,	PUNCT
cana-4662	318	12	breaking	break	VERB
cana-4662	318	13	the	the	DET
cana-4662	318	14	linear	linear	ADJ
cana-4662	318	15	property	property	NOUN
cana-4662	318	16	of	of	ADP
cana-4662	318	17	automobile	automobile	NOUN
cana-4662	318	18	quality	quality	NOUN
cana-4662	318	19	,	,	PUNCT
cana-4662	318	20	and	and	CCONJ
cana-4662	318	21	the	the	DET
cana-4662	318	22	customer	customer	NOUN
cana-4662	318	23	living	live	VERB
cana-4662	318	24	of	of	ADP
cana-4662	318	25	eco	eco	PROPN
cana-4662	318	26	-	-	PUNCT
cana-4662	318	27	friendly	friendly	ADJ
cana-4662	318	28	intelligent	intelligent	ADJ
cana-4662	318	29	automobile	automobile	NOUN
cana-4662	318	30	is	be	AUX
cana-4662	318	31	improved	improve	VERB
cana-4662	318	32	.	.	PUNCT
cana-4662	319	1	just	just	ADV
cana-4662	319	2	as	as	SCONJ
cana-4662	319	3	data	datum	NOUN
cana-4662	319	4	forms	form	VERB
cana-4662	319	5	the	the	DET
cana-4662	319	6	foundation	foundation	NOUN
cana-4662	319	7	for	for	ADP
cana-4662	319	8	machine	machine	NOUN
cana-4662	319	9	learning	learning	NOUN
cana-4662	319	10	,	,	PUNCT
cana-4662	319	11	machine	machine	NOUN
cana-4662	319	12	learning	learning	NOUN
cana-4662	319	13	works	work	VERB
cana-4662	319	14	on	on	ADP
cana-4662	319	15	that	that	DET
cana-4662	319	16	data	datum	NOUN
cana-4662	319	17	to	to	PART
cana-4662	319	18	deliver	deliver	VERB
cana-4662	319	19	tailored	tailor	VERB
cana-4662	319	20	insights	insight	NOUN
cana-4662	319	21	and	and	CCONJ
cana-4662	319	22	strategic	strategic	ADJ
cana-4662	319	23	decision	decision	NOUN
cana-4662	319	24	-	-	PUNCT
cana-4662	319	25	making	making	NOUN
cana-4662	319	26	,	,	PUNCT
cana-4662	319	27	with	with	ADP
cana-4662	319	28	future	future	ADJ
cana-4662	319	29	plans	plan	NOUN
cana-4662	319	30	to	to	PART
cana-4662	319	31	integrate	integrate	VERB
cana-4662	319	32	behavioral	behavioral	ADJ
cana-4662	319	33	information	information	NOUN
cana-4662	319	34	in	in	ADP
cana-4662	319	35	real	real	ADJ
cana-4662	319	36	-	-	PUNCT
cana-4662	319	37	time	time	NOUN
cana-4662	319	38	.	.	PUNCT
cana-4662	320	1	table	table	NOUN
cana-4662	320	2	xiii	xiii	PROPN
cana-4662	320	3	.	.	PUNCT
cana-4662	321	1	machine	machine	NOUN
cana-4662	321	2	learning	learn	VERB
cana-4662	321	3	in	in	ADP
cana-4662	321	4	customer	customer	NOUN
cana-4662	321	5	behavior	behavior	NOUN
cana-4662	321	6	modeling	model	VERB
cana-4662	321	7	ml	ml	ADP
cana-4662	321	8	algorithm	algorithm	PROPN
cana-4662	321	9	ml	ml	ADP
cana-4662	321	10	aplication	aplication	PROPN
cana-4662	321	11	outcome	outcome	NOUN
cana-4662	321	12	measured	measure	VERB
cana-4662	321	13	research	research	NOUN
cana-4662	321	14	studies	study	NOUN
cana-4662	321	15	lr	lr	PROPN
cana-4662	321	16	,	,	PUNCT
cana-4662	321	17	xgboost	xgboost	X
cana-4662	321	18	,	,	PUNCT
cana-4662	321	19	rf	rf	ADJ
cana-4662	321	20	,	,	PUNCT
cana-4662	321	21	dt	dt	X
cana-4662	321	22	(	(	PUNCT
cana-4662	321	23	c.50	c.50	X
cana-4662	321	24	)	)	PUNCT
cana-4662	321	25	,	,	PUNCT
cana-4662	321	26	nb	nb	INTJ
cana-4662	321	27	,	,	PUNCT
cana-4662	321	28	k	k	PROPN
cana-4662	321	29	-	-	PUNCT
cana-4662	321	30	nn	nn	PROPN
cana-4662	321	31	predicts	predict	VERB
cana-4662	321	32	auto	auto	NOUN
cana-4662	321	33	insurance	insurance	NOUN
cana-4662	321	34	claims	claim	NOUN
cana-4662	321	35	prediction	prediction	NOUN
cana-4662	321	36	of	of	ADP
cana-4662	321	37	claim	claim	NOUN
cana-4662	321	38	occurrence	occurrence	NOUN
cana-4662	321	39	[	[	X
cana-4662	321	40	24	24	NUM
cana-4662	321	41	]	]	SYM
cana-4662	321	42	dt	dt	PROPN
cana-4662	321	43	,	,	PUNCT
cana-4662	321	44	lda	lda	PROPN
cana-4662	321	45	,	,	PUNCT
cana-4662	321	46	lr	lr	NOUN
cana-4662	321	47	,	,	PUNCT
cana-4662	321	48	rf	rf	ADJ
cana-4662	321	49	,	,	PUNCT
cana-4662	321	50	sgd	sgd	PROPN
cana-4662	321	51	,	,	PUNCT
cana-4662	321	52	svm	svm	ADJ
cana-4662	321	53	,	,	PUNCT
cana-4662	321	54	gridsearchcv	gridsearchcv	ADJ
cana-4662	321	55	,	,	PUNCT
cana-4662	321	56	smote	smote	ADJ
cana-4662	321	57	-	-	PUNCT
cana-4662	321	58	tomek	tomek	PROPN
cana-4662	321	59	forecasts	forecast	VERB
cana-4662	321	60	dealer	dealer	NOUN
cana-4662	321	61	cooperation	cooperation	NOUN
cana-4662	321	62	continuity	continuity	NOUN
cana-4662	321	63	dealers	dealer	NOUN
cana-4662	321	64	'	'	PART
cana-4662	321	65	cooperation	cooperation	NOUN
cana-4662	321	66	(	(	PUNCT
cana-4662	321	67	continuation	continuation	NOUN
cana-4662	321	68	or	or	CCONJ
cana-4662	321	69	termination	termination	NOUN
cana-4662	321	70	)	)	PUNCT
cana-4662	322	1	[	[	X
cana-4662	322	2	32	32	NUM
cana-4662	322	3	]	]	SYM
cana-4662	322	4	dt	dt	PROPN
cana-4662	322	5	-	-	PUNCT
cana-4662	322	6	gs	gs	ADJ
cana-4662	322	7	,	,	PUNCT
cana-4662	322	8	rf	rf	NOUN
cana-4662	322	9	,	,	PUNCT
cana-4662	322	10	svm	svm	PROPN
cana-4662	322	11	,	,	PUNCT
cana-4662	322	12	knn	knn	PROPN
cana-4662	322	13	,	,	PUNCT
cana-4662	322	14	bnb	bnb	PROPN
cana-4662	322	15	,	,	PUNCT
cana-4662	322	16	gnb	gnb	PROPN
cana-4662	322	17	predicts	predict	VERB
cana-4662	322	18	vehicle	vehicle	NOUN
cana-4662	322	19	quality	quality	NOUN
cana-4662	322	20	vehicle	vehicle	NOUN
cana-4662	322	21	quality	quality	NOUN
cana-4662	322	22	[	[	X
cana-4662	322	23	36	36	NUM
cana-4662	322	24	]	]	SYM
cana-4662	322	25	svm	svm	PROPN
cana-4662	322	26	,	,	PUNCT
cana-4662	322	27	bp	bp	PROPN
cana-4662	322	28	neural	neural	ADJ
cana-4662	322	29	network	network	NOUN
cana-4662	322	30	,	,	PUNCT
cana-4662	322	31	mlffnn	mlffnn	NOUN
cana-4662	322	32	,	,	PUNCT
cana-4662	322	33	rbfnn	rbfnn	NOUN
cana-4662	322	34	,	,	PUNCT
cana-4662	322	35	svr	svr	PROPN
cana-4662	322	36	,	,	PUNCT
cana-4662	322	37	fis	fis	PROPN
cana-4662	322	38	,	,	PUNCT
cana-4662	322	39	anfis	anfis	ADJ
cana-4662	322	40	,	,	PUNCT
cana-4662	322	41	quadratic	quadratic	ADJ
cana-4662	322	42	relaxation	relaxation	NOUN
cana-4662	322	43	csvm	csvm	NOUN
cana-4662	322	44	,	,	PUNCT
cana-4662	322	45	ls	ls	ADJ
cana-4662	322	46	-	-	PUNCT
cana-4662	322	47	svm	svm	NOUN
cana-4662	322	48	shows	show	VERB
cana-4662	322	49	increasing	increase	VERB
cana-4662	322	50	consumer	consumer	NOUN
cana-4662	322	51	recognition	recognition	NOUN
cana-4662	322	52	and	and	CCONJ
cana-4662	322	53	acceptance	acceptance	NOUN
cana-4662	322	54	sales	sale	NOUN
cana-4662	322	55	of	of	ADP
cana-4662	322	56	green	green	ADJ
cana-4662	322	57	intelligent	intelligent	ADJ
cana-4662	322	58	vehicles	vehicle	NOUN
cana-4662	322	59	[	[	X
cana-4662	322	60	37	37	NUM
cana-4662	322	61	]	]	SYM
cana-4662	322	62	•	•	NUM
cana-4662	322	63	spare	spare	ADJ
cana-4662	322	64	parts	part	NOUN
cana-4662	322	65	optimization	optimization	NOUN
cana-4662	322	66	:	:	PUNCT
cana-4662	322	67	in	in	ADP
cana-4662	322	68	table	table	NOUN
cana-4662	322	69	14	14	NUM
cana-4662	322	70	,	,	PUNCT
cana-4662	322	71	we	we	PRON
cana-4662	322	72	describe	describe	VERB
cana-4662	322	73	an	an	DET
cana-4662	322	74	overview	overview	NOUN
cana-4662	322	75	of	of	ADP
cana-4662	322	76	machine	machine	NOUN
cana-4662	322	77	learning	learn	VERB
cana-4662	322	78	approaches	approach	NOUN
cana-4662	322	79	applied	apply	VERB
cana-4662	322	80	for	for	ADP
cana-4662	322	81	spare	spare	ADJ
cana-4662	322	82	parts	part	NOUN
cana-4662	322	83	optimization	optimization	NOUN
cana-4662	322	84	to	to	PART
cana-4662	322	85	enhance	enhance	VERB
cana-4662	322	86	inventory	inventory	NOUN
cana-4662	322	87	management	management	NOUN
cana-4662	322	88	.	.	PUNCT
cana-4662	323	1	the	the	DET
cana-4662	323	2	results	result	NOUN
cana-4662	323	3	indicate	indicate	VERB
cana-4662	323	4	a	a	DET
cana-4662	323	5	major	major	ADJ
cana-4662	323	6	improvement	improvement	NOUN
cana-4662	323	7	in	in	ADP
cana-4662	323	8	predictive	predictive	ADJ
cana-4662	323	9	accuracy	accuracy	NOUN
cana-4662	323	10	,	,	PUNCT
cana-4662	323	11	decreasing	decrease	VERB
cana-4662	323	12	overstock	overstock	NOUN
cana-4662	323	13	and	and	CCONJ
cana-4662	323	14	stockouts	stockout	NOUN
cana-4662	323	15	,	,	PUNCT
cana-4662	323	16	lower	low	ADJ
cana-4662	323	17	costs	cost	NOUN
cana-4662	323	18	and	and	CCONJ
cana-4662	323	19	high	high	ADJ
cana-4662	323	20	availability	availability	NOUN
cana-4662	323	21	.	.	PUNCT
cana-4662	324	1	it	it	PRON
cana-4662	324	2	also	also	ADV
cana-4662	324	3	highlights	highlight	VERB
cana-4662	324	4	the	the	DET
cana-4662	324	5	research	research	NOUN
cana-4662	324	6	gap	gap	NOUN
cana-4662	324	7	for	for	ADP
cana-4662	324	8	integrating	integrate	VERB
cana-4662	324	9	real	real	ADJ
cana-4662	324	10	-	-	PUNCT
cana-4662	324	11	time	time	NOUN
cana-4662	324	12	information	information	NOUN
cana-4662	324	13	for	for	ADP
cana-4662	324	14	flexible	flexible	ADJ
cana-4662	324	15	and	and	CCONJ
cana-4662	324	16	on	on	ADP
cana-4662	324	17	-	-	PUNCT
cana-4662	324	18	demand	demand	NOUN
cana-4662	324	19	solutions	solution	NOUN
cana-4662	324	20	.	.	PUNCT
cana-4662	325	1	communications	communication	NOUN
cana-4662	325	2	on	on	ADP
cana-4662	325	3	applied	apply	VERB
cana-4662	325	4	nonlinear	nonlinear	ADJ
cana-4662	325	5	analysis	analysis	NOUN
cana-4662	325	6	issn	issn	NOUN
cana-4662	325	7	:	:	PUNCT
cana-4662	325	8	1074	1074	NUM
cana-4662	325	9	-	-	PUNCT
cana-4662	325	10	133x	133x	NUM
cana-4662	325	11	vol	vol	VERB
cana-4662	325	12	32	32	NUM
cana-4662	325	13	no	no	NOUN
cana-4662	325	14	.	.	PUNCT
cana-4662	326	1	10s	10	NOUN
cana-4662	326	2	(	(	PUNCT
cana-4662	326	3	2025	2025	NUM
cana-4662	326	4	)	)	PUNCT
cana-4662	326	5	59	59	NUM
cana-4662	326	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	326	7	table	table	NOUN
cana-4662	326	8	xiv	xiv	PROPN
cana-4662	326	9	.	.	PUNCT
cana-4662	327	1	machine	machine	NOUN
cana-4662	327	2	learning	learn	VERB
cana-4662	327	3	in	in	ADP
cana-4662	327	4	spare	spare	ADJ
cana-4662	327	5	parts	part	NOUN
cana-4662	327	6	optimization	optimization	NOUN
cana-4662	327	7	ml	ml	NOUN
cana-4662	327	8	algorithm	algorithm	PROPN
cana-4662	327	9	ml	ml	ADP
cana-4662	327	10	aplication	aplication	PROPN
cana-4662	327	11	outcome	outcome	NOUN
cana-4662	327	12	measured	measure	VERB
cana-4662	327	13	research	research	NOUN
cana-4662	327	14	studies	study	NOUN
cana-4662	327	15	idcf	idcf	PROPN
cana-4662	327	16	,	,	PUNCT
cana-4662	327	17	btidcf	btidcf	NOUN
cana-4662	327	18	,	,	PUNCT
cana-4662	327	19	tbidcf	tbidcf	ADV
cana-4662	327	20	,	,	PUNCT
cana-4662	327	21	lightgbm	lightgbm	ADJ
cana-4662	327	22	,	,	PUNCT
cana-4662	327	23	adjusted	adjusted	ADJ
cana-4662	327	24	tradaboost	tradaboost	NOUN
cana-4662	327	25	,	,	PUNCT
cana-4662	327	26	sba	sba	PROPN
cana-4662	327	27	,	,	PUNCT
cana-4662	327	28	markov	markov	NOUN
cana-4662	327	29	chain	chain	NOUN
cana-4662	327	30	-	-	PUNCT
cana-4662	327	31	model	model	NOUN
cana-4662	327	32	enhances	enhance	VERB
cana-4662	327	33	spare	spare	ADJ
cana-4662	327	34	parts	part	NOUN
cana-4662	327	35	forecasting	forecasting	NOUN
cana-4662	327	36	accuracy	accuracy	NOUN
cana-4662	327	37	auc	auc	NOUN
cana-4662	327	38	,	,	PUNCT
cana-4662	327	39	mase	mase	PROPN
cana-4662	327	40	,	,	PUNCT
cana-4662	327	41	maape	maape	NOUN
cana-4662	327	42	[	[	X
cana-4662	327	43	33	33	NUM
cana-4662	327	44	]	]	PUNCT
cana-4662	327	45	the	the	DET
cana-4662	327	46	broadening	broaden	VERB
cana-4662	327	47	scope	scope	NOUN
cana-4662	327	48	of	of	ADP
cana-4662	327	49	machine	machine	NOUN
cana-4662	327	50	learning	learn	VERB
cana-4662	327	51	algorithms	algorithm	NOUN
cana-4662	327	52	accounts	account	VERB
cana-4662	327	53	for	for	ADP
cana-4662	327	54	a	a	DET
cana-4662	327	55	wider	wide	ADJ
cana-4662	327	56	range	range	NOUN
cana-4662	327	57	of	of	ADP
cana-4662	327	58	applications	application	NOUN
cana-4662	327	59	in	in	ADP
cana-4662	327	60	the	the	DET
cana-4662	327	61	automotive	automotive	ADJ
cana-4662	327	62	after	after	ADP
cana-4662	327	63	-	-	PUNCT
cana-4662	327	64	sale	sale	NOUN
cana-4662	327	65	process	process	NOUN
cana-4662	327	66	such	such	ADJ
cana-4662	327	67	as	as	ADP
cana-4662	327	68	predictive	predictive	ADJ
cana-4662	327	69	maintenance	maintenance	NOUN
cana-4662	327	70	demand	demand	NOUN
cana-4662	327	71	forecasting	forecasting	NOUN
cana-4662	327	72	,	,	PUNCT
cana-4662	327	73	anomaly	anomaly	NOUN
cana-4662	327	74	detection	detection	NOUN
cana-4662	327	75	and	and	CCONJ
cana-4662	327	76	spare	spare	ADJ
cana-4662	327	77	parts	part	NOUN
cana-4662	327	78	optimization	optimization	NOUN
cana-4662	327	79	,	,	PUNCT
cana-4662	327	80	among	among	ADP
cana-4662	327	81	others	other	NOUN
cana-4662	327	82	.	.	PUNCT
cana-4662	328	1	it	it	PRON
cana-4662	328	2	also	also	ADV
cana-4662	328	3	stresses	stress	VERB
cana-4662	328	4	the	the	DET
cana-4662	328	5	importance	importance	NOUN
cana-4662	328	6	of	of	ADP
cana-4662	328	7	integrating	integrate	VERB
cana-4662	328	8	standardized	standardized	ADJ
cana-4662	328	9	data	datum	NOUN
cana-4662	328	10	and	and	CCONJ
cana-4662	328	11	scalable	scalable	ADJ
cana-4662	328	12	solutions	solution	NOUN
cana-4662	328	13	to	to	PART
cana-4662	328	14	maximize	maximize	VERB
cana-4662	328	15	the	the	DET
cana-4662	328	16	potential	potential	NOUN
cana-4662	328	17	of	of	ADP
cana-4662	328	18	ml	ml	NOUN
cana-4662	328	19	and	and	CCONJ
cana-4662	328	20	presents	present	VERB
cana-4662	328	21	key	key	ADJ
cana-4662	328	22	recommendations	recommendation	NOUN
cana-4662	328	23	for	for	ADP
cana-4662	328	24	prioritizing	prioritize	VERB
cana-4662	328	25	underrepresented	underrepresented	ADJ
cana-4662	328	26	areas	area	NOUN
cana-4662	328	27	for	for	ADP
cana-4662	328	28	ml	ml	ADV
cana-4662	328	29	-	-	PUNCT
cana-4662	328	30	based	base	VERB
cana-4662	328	31	initiatives	initiative	NOUN
cana-4662	328	32	.	.	PUNCT
cana-4662	329	1	4.4	4.4	NUM
cana-4662	329	2	challenges	challenge	NOUN
cana-4662	329	3	and	and	CCONJ
cana-4662	329	4	limitations	limitation	NOUN
cana-4662	329	5	this	this	DET
cana-4662	329	6	systematic	systematic	ADJ
cana-4662	329	7	review	review	NOUN
cana-4662	329	8	based	base	VERB
cana-4662	329	9	on	on	ADP
cana-4662	329	10	23	23	NUM
cana-4662	329	11	selected	select	VERB
cana-4662	329	12	studies	study	NOUN
cana-4662	329	13	highlighted	highlight	VERB
cana-4662	329	14	an	an	DET
cana-4662	329	15	array	array	NOUN
cana-4662	329	16	of	of	ADP
cana-4662	329	17	challenges	challenge	NOUN
cana-4662	329	18	and	and	CCONJ
cana-4662	329	19	limitations	limitation	NOUN
cana-4662	329	20	that	that	PRON
cana-4662	329	21	undermine	undermine	VERB
cana-4662	329	22	the	the	DET
cana-4662	329	23	use	use	NOUN
cana-4662	329	24	of	of	ADP
cana-4662	329	25	machine	machine	NOUN
cana-4662	329	26	learning	learning	NOUN
cana-4662	329	27	(	(	PUNCT
cana-4662	329	28	ml	ml	NOUN
cana-4662	329	29	)	)	PUNCT
cana-4662	329	30	algorithms	algorithm	NOUN
cana-4662	329	31	in	in	ADP
cana-4662	329	32	automotive	automotive	ADJ
cana-4662	329	33	after	after	ADP
cana-4662	329	34	-	-	PUNCT
cana-4662	329	35	sales	sale	NOUN
cana-4662	329	36	services	service	NOUN
cana-4662	329	37	.	.	PUNCT
cana-4662	330	1	this	this	PRON
cana-4662	330	2	ranges	range	VERB
cana-4662	330	3	from	from	ADP
cana-4662	330	4	issues	issue	NOUN
cana-4662	330	5	with	with	ADP
cana-4662	330	6	what	what	PRON
cana-4662	330	7	we	we	PRON
cana-4662	330	8	call	call	VERB
cana-4662	330	9	data	datum	NOUN
cana-4662	330	10	,	,	PUNCT
cana-4662	330	11	through	through	ADP
cana-4662	330	12	the	the	DET
cana-4662	330	13	complexity	complexity	NOUN
cana-4662	330	14	of	of	ADP
cana-4662	330	15	the	the	DET
cana-4662	330	16	algorithms	algorithm	NOUN
cana-4662	330	17	underpinning	underpin	VERB
cana-4662	330	18	ml	ml	VERB
cana-4662	330	19	,	,	PUNCT
cana-4662	330	20	the	the	DET
cana-4662	330	21	infrastructure	infrastructure	NOUN
cana-4662	330	22	to	to	PART
cana-4662	330	23	support	support	VERB
cana-4662	330	24	these	these	DET
cana-4662	330	25	algorithms	algorithm	NOUN
cana-4662	330	26	and	and	CCONJ
cana-4662	330	27	the	the	DET
cana-4662	330	28	restrictions	restriction	NOUN
cana-4662	330	29	on	on	ADP
cana-4662	330	30	organisations	organisation	NOUN
cana-4662	330	31	employing	employ	VERB
cana-4662	330	32	them	they	PRON
cana-4662	330	33	,	,	PUNCT
cana-4662	330	34	none	none	NOUN
cana-4662	330	35	of	of	ADP
cana-4662	330	36	which	which	PRON
cana-4662	330	37	is	be	AUX
cana-4662	330	38	unique	unique	ADJ
cana-4662	330	39	to	to	ADP
cana-4662	330	40	ml	ml	NOUN
cana-4662	330	41	for	for	ADP
cana-4662	330	42	this	this	DET
cana-4662	330	43	domain	domain	NOUN
cana-4662	330	44	.	.	PUNCT
cana-4662	331	1	•	•	NUM
cana-4662	331	2	data	data	NOUN
cana-4662	331	3	-	-	PUNCT
cana-4662	331	4	related	relate	VERB
cana-4662	331	5	difficulties	difficulty	NOUN
cana-4662	331	6	:	:	PUNCT
cana-4662	331	7	data	datum	NOUN
cana-4662	331	8	quality	quality	NOUN
cana-4662	331	9	and	and	CCONJ
cana-4662	331	10	availability	availability	NOUN
cana-4662	331	11	is	be	AUX
cana-4662	331	12	a	a	DET
cana-4662	331	13	serious	serious	ADJ
cana-4662	331	14	obstacle	obstacle	NOUN
cana-4662	331	15	in	in	ADP
cana-4662	331	16	many	many	ADJ
cana-4662	331	17	fields	field	NOUN
cana-4662	331	18	such	such	ADJ
cana-4662	331	19	as	as	ADP
cana-4662	331	20	predictive	predictive	ADJ
cana-4662	331	21	maintenance	maintenance	NOUN
cana-4662	331	22	,	,	PUNCT
cana-4662	331	23	demand	demand	NOUN
cana-4662	331	24	forecasting	forecasting	NOUN
cana-4662	331	25	and	and	CCONJ
cana-4662	331	26	privacy	privacy	NOUN
cana-4662	331	27	and	and	CCONJ
cana-4662	331	28	security	security	NOUN
cana-4662	331	29	issues	issue	NOUN
cana-4662	331	30	.	.	PUNCT
cana-4662	332	1	this	this	PRON
cana-4662	332	2	involves	involve	VERB
cana-4662	332	3	data	data	NOUN
cana-4662	332	4	scarcity	scarcity	NOUN
cana-4662	332	5	and	and	CCONJ
cana-4662	332	6	imbalance	imbalance	NOUN
cana-4662	332	7	and	and	CCONJ
cana-4662	332	8	advanced	advanced	ADJ
cana-4662	332	9	preprocessing	preprocessing	NOUN
cana-4662	332	10	techniques	technique	NOUN
cana-4662	332	11	.	.	PUNCT
cana-4662	333	1	•	•	NUM
cana-4662	333	2	end	end	NOUN
cana-4662	333	3	-	-	PUNCT
cana-4662	333	4	to	to	ADP
cana-4662	333	5	-	-	PUNCT
cana-4662	333	6	end	end	NOUN
cana-4662	333	7	automotive	automotive	ADJ
cana-4662	333	8	dealership	dealership	NOUN
cana-4662	333	9	operations	operation	NOUN
cana-4662	333	10	research	research	NOUN
cana-4662	333	11	gap	gap	NOUN
cana-4662	333	12	:	:	PUNCT
cana-4662	333	13	the	the	DET
cana-4662	333	14	lack	lack	NOUN
cana-4662	333	15	of	of	ADP
cana-4662	333	16	research	research	NOUN
cana-4662	333	17	along	along	ADP
cana-4662	333	18	the	the	DET
cana-4662	333	19	supply	supply	NOUN
cana-4662	333	20	chain	chain	NOUN
cana-4662	333	21	phases	phase	NOUN
cana-4662	333	22	in	in	ADP
cana-4662	333	23	the	the	DET
cana-4662	333	24	automotive	automotive	ADJ
cana-4662	333	25	aftermarket	aftermarket	NOUN
cana-4662	333	26	,	,	PUNCT
cana-4662	333	27	especially	especially	ADV
cana-4662	333	28	in	in	ADP
cana-4662	333	29	automotive	automotive	ADJ
cana-4662	333	30	dealerships	dealership	NOUN
cana-4662	333	31	,	,	PUNCT
cana-4662	333	32	is	be	AUX
cana-4662	333	33	identified	identify	VERB
cana-4662	333	34	as	as	ADP
cana-4662	333	35	a	a	DET
cana-4662	333	36	critical	critical	ADJ
cana-4662	333	37	gap	gap	NOUN
cana-4662	333	38	in	in	ADP
cana-4662	333	39	the	the	DET
cana-4662	333	40	review	review	NOUN
cana-4662	333	41	.	.	PUNCT
cana-4662	334	1	the	the	DET
cana-4662	334	2	state	state	NOUN
cana-4662	334	3	-	-	PUNCT
cana-4662	334	4	of	of	ADP
cana-4662	334	5	-	-	PUNCT
cana-4662	334	6	the	the	DET
cana-4662	334	7	-	-	PUNCT
cana-4662	334	8	art	art	NOUN
cana-4662	334	9	has	have	AUX
cana-4662	334	10	focused	focus	VERB
cana-4662	334	11	on	on	ADP
cana-4662	334	12	predictive	predictive	ADJ
cana-4662	334	13	maintenance	maintenance	NOUN
cana-4662	334	14	,	,	PUNCT
cana-4662	334	15	demand	demand	NOUN
cana-4662	334	16	forecasting	forecasting	NOUN
cana-4662	334	17	,	,	PUNCT
cana-4662	334	18	and	and	CCONJ
cana-4662	334	19	similar	similar	ADJ
cana-4662	334	20	techniques	technique	NOUN
cana-4662	334	21	which	which	PRON
cana-4662	334	22	focus	focus	VERB
cana-4662	334	23	on	on	ADP
cana-4662	334	24	a	a	DET
cana-4662	334	25	single	single	ADJ
cana-4662	334	26	operational	operational	ADJ
cana-4662	334	27	process	process	NOUN
cana-4662	334	28	while	while	SCONJ
cana-4662	334	29	neglecting	neglect	VERB
cana-4662	334	30	interconnected	interconnected	ADJ
cana-4662	334	31	operational	operational	ADJ
cana-4662	334	32	processes	process	NOUN
cana-4662	334	33	such	such	ADJ
cana-4662	334	34	as	as	ADP
cana-4662	334	35	service	service	NOUN
cana-4662	334	36	reminders	reminder	NOUN
cana-4662	334	37	,	,	PUNCT
cana-4662	334	38	booking	booking	NOUN
cana-4662	334	39	,	,	PUNCT
cana-4662	334	40	technician	technician	ADJ
cana-4662	334	41	allocation	allocation	NOUN
cana-4662	334	42	,	,	PUNCT
cana-4662	334	43	spare	spare	ADJ
cana-4662	334	44	parts	part	NOUN
cana-4662	334	45	management	management	NOUN
cana-4662	334	46	,	,	PUNCT
cana-4662	334	47	warranty	warranty	NOUN
cana-4662	334	48	claims	claim	VERB
cana-4662	334	49	,	,	PUNCT
cana-4662	334	50	and	and	CCONJ
cana-4662	334	51	others	other	NOUN
cana-4662	334	52	which	which	PRON
cana-4662	334	53	require	require	VERB
cana-4662	334	54	integrated	integrated	ADJ
cana-4662	334	55	solutions	solution	NOUN
cana-4662	334	56	.	.	PUNCT
cana-4662	335	1	while	while	SCONJ
cana-4662	335	2	machine	machine	NOUN
cana-4662	335	3	learning	learning	NOUN
cana-4662	335	4	is	be	AUX
cana-4662	335	5	powerful	powerful	ADJ
cana-4662	335	6	,	,	PUNCT
cana-4662	335	7	this	this	DET
cana-4662	335	8	withholding	withholding	NOUN
cana-4662	335	9	of	of	ADP
cana-4662	335	10	the	the	DET
cana-4662	335	11	bigger	big	ADJ
cana-4662	335	12	picture	picture	NOUN
cana-4662	335	13	makes	make	VERB
cana-4662	335	14	it	it	PRON
cana-4662	335	15	tough	tough	ADJ
cana-4662	335	16	to	to	PART
cana-4662	335	17	engineer	engineer	VERB
cana-4662	335	18	holistic	holistic	ADJ
cana-4662	335	19	solutions	solution	NOUN
cana-4662	335	20	for	for	ADP
cana-4662	335	21	dealership	dealership	NOUN
cana-4662	335	22	operations	operation	NOUN
cana-4662	335	23	.	.	PUNCT
cana-4662	336	1	the	the	DET
cana-4662	336	2	research	research	NOUN
cana-4662	336	3	should	should	AUX
cana-4662	336	4	focus	focus	VERB
cana-4662	336	5	on	on	ADP
cana-4662	336	6	real	real	ADJ
cana-4662	336	7	-	-	PUNCT
cana-4662	336	8	time	time	NOUN
cana-4662	336	9	data	datum	NOUN
cana-4662	336	10	processing	processing	NOUN
cana-4662	336	11	and	and	CCONJ
cana-4662	336	12	scalability	scalability	NOUN
cana-4662	336	13	of	of	ADP
cana-4662	336	14	machine	machine	NOUN
cana-4662	336	15	learning	learn	VERB
cana-4662	336	16	deployment	deployment	NOUN
cana-4662	336	17	in	in	ADP
cana-4662	336	18	future	future	NOUN
cana-4662	336	19	.	.	PUNCT
cana-4662	337	1	4.5	4.5	NUM
cana-4662	337	2	trends	trend	NOUN
cana-4662	337	3	and	and	CCONJ
cana-4662	337	4	future	future	ADJ
cana-4662	337	5	research	research	NOUN
cana-4662	337	6	directions	direction	NOUN
cana-4662	337	7	the	the	DET
cana-4662	337	8	automotive	automotive	ADJ
cana-4662	337	9	segment	segment	NOUN
cana-4662	337	10	is	be	AUX
cana-4662	337	11	focused	focus	VERB
cana-4662	337	12	on	on	ADP
cana-4662	337	13	embedding	embed	VERB
cana-4662	337	14	multiple	multiple	ADJ
cana-4662	337	15	data	datum	NOUN
cana-4662	337	16	sources	source	NOUN
cana-4662	337	17	aiding	aid	VERB
cana-4662	337	18	federated	federated	ADJ
cana-4662	337	19	learning	learning	NOUN
cana-4662	337	20	/	/	SYM
cana-4662	337	21	transfer	transfer	NOUN
cana-4662	337	22	through	through	ADP
cana-4662	337	23	which	which	PRON
cana-4662	337	24	model	model	NOUN
cana-4662	337	25	accuracy	accuracy	NOUN
cana-4662	337	26	and	and	CCONJ
cana-4662	337	27	decision	decision	NOUN
cana-4662	337	28	making	making	NOUN
cana-4662	337	29	can	can	AUX
cana-4662	337	30	be	be	AUX
cana-4662	337	31	enhanced	enhance	VERB
cana-4662	337	32	.	.	PUNCT
cana-4662	338	1	common	common	ADJ
cana-4662	338	2	practice	practice	NOUN
cana-4662	338	3	for	for	ADP
cana-4662	338	4	complex	complex	ADJ
cana-4662	338	5	tasks	task	NOUN
cana-4662	338	6	involve	involve	VERB
cana-4662	338	7	hybrid	hybrid	NOUN
cana-4662	338	8	models	model	NOUN
cana-4662	338	9	that	that	PRON
cana-4662	338	10	combine	combine	VERB
cana-4662	338	11	standard	standard	ADJ
cana-4662	338	12	algorithms	algorithm	NOUN
cana-4662	338	13	with	with	ADP
cana-4662	338	14	neural	neural	ADJ
cana-4662	338	15	networks	network	NOUN
cana-4662	338	16	or	or	CCONJ
cana-4662	338	17	deep	deep	ADJ
cana-4662	338	18	learning	learning	NOUN
cana-4662	338	19	frameworks	framework	NOUN
cana-4662	338	20	.	.	PUNCT
cana-4662	339	1	in	in	ADP
cana-4662	339	2	real	real	ADJ
cana-4662	339	3	-	-	PUNCT
cana-4662	339	4	time	time	NOUN
cana-4662	339	5	applications	application	NOUN
cana-4662	339	6	they	they	PRON
cana-4662	339	7	are	be	AUX
cana-4662	339	8	being	be	AUX
cana-4662	339	9	used	use	VERB
cana-4662	339	10	in	in	ADP
cana-4662	339	11	predictive	predictive	ADJ
cana-4662	339	12	maintenance	maintenance	NOUN
cana-4662	339	13	and	and	CCONJ
cana-4662	339	14	traffic	traffic	NOUN
cana-4662	339	15	safety	safety	NOUN
cana-4662	339	16	testing	testing	NOUN
cana-4662	339	17	.	.	PUNCT
cana-4662	340	1	they	they	PRON
cana-4662	340	2	are	be	AUX
cana-4662	340	3	also	also	ADV
cana-4662	340	4	developing	develop	VERB
cana-4662	340	5	special	special	ADJ
cana-4662	340	6	algorithms	algorithm	NOUN
cana-4662	340	7	for	for	ADP
cana-4662	340	8	car	car	NOUN
cana-4662	340	9	dealerships	dealership	NOUN
cana-4662	340	10	which	which	PRON
cana-4662	340	11	will	will	AUX
cana-4662	340	12	increase	increase	VERB
cana-4662	340	13	operational	operational	ADJ
cana-4662	340	14	efficiency	efficiency	NOUN
cana-4662	340	15	and	and	CCONJ
cana-4662	340	16	customer	customer	NOUN
cana-4662	340	17	satisfaction	satisfaction	NOUN
cana-4662	340	18	.	.	PUNCT
cana-4662	341	1	future	future	ADJ
cana-4662	341	2	works	work	NOUN
cana-4662	341	3	should	should	AUX
cana-4662	341	4	work	work	VERB
cana-4662	341	5	to	to	PART
cana-4662	341	6	develop	develop	VERB
cana-4662	341	7	more	more	ADV
cana-4662	341	8	complete	complete	ADJ
cana-4662	341	9	dealer	dealer	NOUN
cana-4662	341	10	operation	operation	NOUN
cana-4662	341	11	systems	system	NOUN
cana-4662	341	12	with	with	ADP
cana-4662	341	13	machine	machine	NOUN
cana-4662	341	14	learning	learning	NOUN
cana-4662	341	15	models	model	NOUN
cana-4662	341	16	,	,	PUNCT
cana-4662	341	17	increased	increase	VERB
cana-4662	341	18	robustness	robustness	NOUN
cana-4662	341	19	and	and	CCONJ
cana-4662	341	20	scalability	scalability	NOUN
cana-4662	341	21	of	of	ADP
cana-4662	341	22	models	model	NOUN
cana-4662	341	23	,	,	PUNCT
cana-4662	341	24	better	well	ADJ
cana-4662	341	25	usage	usage	NOUN
cana-4662	341	26	of	of	ADP
cana-4662	341	27	graph	graph	NOUN
cana-4662	341	28	neural	neural	ADJ
cana-4662	341	29	networks	network	NOUN
cana-4662	341	30	(	(	PUNCT
cana-4662	341	31	gnn	gnn	PROPN
cana-4662	341	32	)	)	PUNCT
cana-4662	341	33	to	to	PART
cana-4662	341	34	model	model	VERB
cana-4662	341	35	more	more	ADV
cana-4662	341	36	complex	complex	ADJ
cana-4662	341	37	supply	supply	NOUN
cana-4662	341	38	chain	chain	NOUN
cana-4662	341	39	relationships	relationship	NOUN
cana-4662	341	40	and	and	CCONJ
cana-4662	341	41	increased	increase	VERB
cana-4662	341	42	customer	customer	NOUN
cana-4662	341	43	engagement	engagement	NOUN
cana-4662	341	44	with	with	ADP
cana-4662	341	45	ai	ai	PROPN
cana-4662	341	46	models	model	NOUN
cana-4662	341	47	communications	communication	NOUN
cana-4662	341	48	on	on	ADP
cana-4662	341	49	applied	apply	VERB
cana-4662	341	50	nonlinear	nonlinear	ADJ
cana-4662	341	51	analysis	analysis	NOUN
cana-4662	341	52	issn	issn	NOUN
cana-4662	341	53	:	:	PUNCT
cana-4662	341	54	1074	1074	NUM
cana-4662	341	55	-	-	PUNCT
cana-4662	341	56	133x	133x	NUM
cana-4662	341	57	vol	vol	VERB
cana-4662	341	58	32	32	NUM
cana-4662	341	59	no	no	NOUN
cana-4662	341	60	.	.	PUNCT
cana-4662	342	1	10s	10	NOUN
cana-4662	342	2	(	(	PUNCT
cana-4662	342	3	2025	2025	NUM
cana-4662	342	4	)	)	PUNCT
cana-4662	342	5	60	60	NUM
cana-4662	342	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	342	7	such	such	ADJ
cana-4662	342	8	as	as	ADP
cana-4662	342	9	these	these	DET
cana-4662	342	10	approaches	approach	NOUN
cana-4662	342	11	are	be	AUX
cana-4662	342	12	intended	intend	VERB
cana-4662	342	13	to	to	PART
cana-4662	342	14	improve	improve	VERB
cana-4662	342	15	service	service	NOUN
cana-4662	342	16	delivery	delivery	NOUN
cana-4662	342	17	and	and	CCONJ
cana-4662	342	18	overall	overall	ADJ
cana-4662	342	19	efficiency	efficiency	NOUN
cana-4662	342	20	at	at	ADP
cana-4662	342	21	dealerships	dealership	NOUN
cana-4662	342	22	.	.	PUNCT
cana-4662	343	1	5	5	X
cana-4662	343	2	.	.	X
cana-4662	343	3	discussion	discussion	NOUN
cana-4662	343	4	this	this	DET
cana-4662	343	5	paper	paper	NOUN
cana-4662	343	6	discusses	discuss	VERB
cana-4662	343	7	the	the	DET
cana-4662	343	8	integration	integration	NOUN
cana-4662	343	9	of	of	ADP
cana-4662	343	10	machine	machine	NOUN
cana-4662	343	11	learning	learn	VERB
cana-4662	343	12	with	with	ADP
cana-4662	343	13	diverse	diverse	ADJ
cana-4662	343	14	data	datum	NOUN
cana-4662	343	15	sources	source	NOUN
cana-4662	343	16	including	include	VERB
cana-4662	343	17	iot	iot	PROPN
cana-4662	343	18	data	datum	NOUN
cana-4662	343	19	and	and	CCONJ
cana-4662	343	20	customer	customer	NOUN
cana-4662	343	21	interactions	interaction	NOUN
cana-4662	343	22	to	to	PART
cana-4662	343	23	enhance	enhance	VERB
cana-4662	343	24	tactics	tactic	NOUN
cana-4662	343	25	in	in	ADP
cana-4662	343	26	the	the	DET
cana-4662	343	27	automotive	automotive	ADJ
cana-4662	343	28	after	after	ADP
cana-4662	343	29	-	-	PUNCT
cana-4662	343	30	sales	sale	NOUN
cana-4662	343	31	support	support	NOUN
cana-4662	343	32	.	.	PUNCT
cana-4662	344	1	it	it	PRON
cana-4662	344	2	offers	offer	VERB
cana-4662	344	3	a	a	DET
cana-4662	344	4	model	model	NOUN
cana-4662	344	5	that	that	PRON
cana-4662	344	6	can	can	AUX
cana-4662	344	7	easily	easily	ADV
cana-4662	344	8	be	be	AUX
cana-4662	344	9	immediately	immediately	ADV
cana-4662	344	10	applied	apply	VERB
cana-4662	344	11	to	to	AUX
cana-4662	344	12	dealership	dealership	NOUN
cana-4662	344	13	operations	operation	NOUN
cana-4662	344	14	improving	improve	VERB
cana-4662	344	15	spare	spare	ADJ
cana-4662	344	16	parts	part	NOUN
cana-4662	344	17	inventory	inventory	NOUN
cana-4662	344	18	management	management	NOUN
cana-4662	344	19	and	and	CCONJ
cana-4662	344	20	forecasting	forecasting	NOUN
cana-4662	344	21	vehicle	vehicle	NOUN
cana-4662	344	22	maintenance	maintenance	NOUN
cana-4662	344	23	requirements	requirement	NOUN
cana-4662	344	24	.	.	PUNCT
cana-4662	345	1	the	the	DET
cana-4662	345	2	integration	integration	NOUN
cana-4662	345	3	of	of	ADP
cana-4662	345	4	ai	ai	NOUN
cana-4662	345	5	can	can	AUX
cana-4662	345	6	enhance	enhance	VERB
cana-4662	345	7	stakeholder	stakeholder	NOUN
cana-4662	345	8	confidence	confidence	NOUN
cana-4662	345	9	in	in	ADP
cana-4662	345	10	decision	decision	NOUN
cana-4662	345	11	-	-	PUNCT
cana-4662	345	12	making	make	VERB
cana-4662	345	13	systems	system	NOUN
cana-4662	345	14	particularly	particularly	ADV
cana-4662	345	15	in	in	ADP
cana-4662	345	16	safety	safety	NOUN
cana-4662	345	17	-	-	PUNCT
cana-4662	345	18	critical	critical	ADJ
cana-4662	345	19	applications	application	NOUN
cana-4662	345	20	like	like	ADP
cana-4662	345	21	monitoring	monitor	VERB
cana-4662	345	22	the	the	DET
cana-4662	345	23	condition	condition	NOUN
cana-4662	345	24	of	of	ADP
cana-4662	345	25	electric	electric	ADJ
cana-4662	345	26	vehicle	vehicle	NOUN
cana-4662	345	27	batteries	battery	NOUN
cana-4662	345	28	coinciding	coincide	VERB
cana-4662	345	29	with	with	ADP
cana-4662	345	30	the	the	DET
cana-4662	345	31	growing	grow	VERB
cana-4662	345	32	advancement	advancement	NOUN
cana-4662	345	33	of	of	ADP
cana-4662	345	34	electric	electric	ADJ
cana-4662	345	35	vehicles	vehicle	NOUN
cana-4662	345	36	a	a	DET
cana-4662	345	37	thorough	thorough	ADJ
cana-4662	345	38	examination	examination	NOUN
cana-4662	345	39	of	of	ADP
cana-4662	345	40	several	several	ADJ
cana-4662	345	41	vehicles	vehicle	NOUN
cana-4662	345	42	brands	brand	NOUN
cana-4662	345	43	would	would	AUX
cana-4662	345	44	be	be	AUX
cana-4662	345	45	quite	quite	ADV
cana-4662	345	46	engaging	engaging	ADJ
cana-4662	345	47	.	.	PUNCT
cana-4662	346	1	this	this	PRON
cana-4662	346	2	presents	present	VERB
cana-4662	346	3	a	a	DET
cana-4662	346	4	challenge	challenge	NOUN
cana-4662	346	5	to	to	ADP
cana-4662	346	6	the	the	DET
cana-4662	346	7	dataset	dataset	NOUN
cana-4662	346	8	as	as	ADP
cana-4662	346	9	privacy	privacy	NOUN
cana-4662	346	10	data	datum	NOUN
cana-4662	346	11	might	might	AUX
cana-4662	346	12	offer	offer	VERB
cana-4662	346	13	an	an	DET
cana-4662	346	14	interesting	interesting	ADJ
cana-4662	346	15	perspective	perspective	NOUN
cana-4662	346	16	on	on	ADP
cana-4662	346	17	the	the	DET
cana-4662	346	18	car	car	NOUN
cana-4662	346	19	industry	industry	NOUN
cana-4662	346	20	.	.	PUNCT
cana-4662	347	1	although	although	SCONJ
cana-4662	347	2	modern	modern	ADJ
cana-4662	347	3	methodologies	methodology	NOUN
cana-4662	347	4	like	like	ADP
cana-4662	347	5	federated	federated	ADJ
cana-4662	347	6	learning	learning	NOUN
cana-4662	347	7	and	and	CCONJ
cana-4662	347	8	hybrid	hybrid	NOUN
cana-4662	347	9	models	model	NOUN
cana-4662	347	10	show	show	VERB
cana-4662	347	11	potential	potential	ADJ
cana-4662	347	12	their	their	PRON
cana-4662	347	13	execution	execution	NOUN
cana-4662	347	14	necessitate	necessitate	ADJ
cana-4662	347	15	substantial	substantial	ADJ
cana-4662	347	16	infrastructure	infrastructure	NOUN
cana-4662	347	17	and	and	CCONJ
cana-4662	347	18	computational	computational	ADJ
cana-4662	347	19	resources	resource	NOUN
cana-4662	347	20	,	,	PUNCT
cana-4662	347	21	presenting	present	VERB
cana-4662	347	22	difficulties	difficulty	NOUN
cana-4662	347	23	for	for	ADP
cana-4662	347	24	small	small	ADJ
cana-4662	347	25	and	and	CCONJ
cana-4662	347	26	medium	medium	ADJ
cana-4662	347	27	automobile	automobile	NOUN
cana-4662	347	28	dealers	dealer	NOUN
cana-4662	347	29	.	.	PUNCT
cana-4662	348	1	the	the	DET
cana-4662	348	2	advancement	advancement	NOUN
cana-4662	348	3	of	of	ADP
cana-4662	348	4	electric	electric	ADJ
cana-4662	348	5	vehicles	vehicle	NOUN
cana-4662	348	6	and	and	CCONJ
cana-4662	348	7	the	the	DET
cana-4662	348	8	integration	integration	NOUN
cana-4662	348	9	of	of	ADP
cana-4662	348	10	autonomous	autonomous	ADJ
cana-4662	348	11	vehicles	vehicle	NOUN
cana-4662	348	12	necessitate	necessitate	ADJ
cana-4662	348	13	the	the	DET
cana-4662	348	14	increased	increase	VERB
cana-4662	348	15	use	use	NOUN
cana-4662	348	16	of	of	ADP
cana-4662	348	17	artificial	artificial	ADJ
cana-4662	348	18	intelligence	intelligence	NOUN
cana-4662	348	19	technologies	technology	NOUN
cana-4662	348	20	in	in	ADP
cana-4662	348	21	after	after	ADP
cana-4662	348	22	-	-	PUNCT
cana-4662	348	23	sales	sale	NOUN
cana-4662	348	24	services	service	NOUN
cana-4662	348	25	.	.	PUNCT
cana-4662	349	1	6	6	X
cana-4662	349	2	.	.	X
cana-4662	349	3	conclusion	conclusion	NOUN
cana-4662	349	4	this	this	DET
cana-4662	349	5	systematic	systematic	ADJ
cana-4662	349	6	literature	literature	NOUN
cana-4662	349	7	review	review	NOUN
cana-4662	349	8	is	be	AUX
cana-4662	349	9	providing	provide	VERB
cana-4662	349	10	a	a	DET
cana-4662	349	11	comprehensive	comprehensive	ADJ
cana-4662	349	12	analysis	analysis	NOUN
cana-4662	349	13	of	of	ADP
cana-4662	349	14	machine	machine	NOUN
cana-4662	349	15	learning	learning	NOUN
cana-4662	349	16	based	base	VERB
cana-4662	349	17	data	datum	NOUN
cana-4662	349	18	strategies	strategy	NOUN
cana-4662	349	19	in	in	ADP
cana-4662	349	20	automotive	automotive	ADJ
cana-4662	349	21	after	after	ADP
cana-4662	349	22	-	-	PUNCT
cana-4662	349	23	sales	sale	NOUN
cana-4662	349	24	services	service	NOUN
cana-4662	349	25	addressing	address	VERB
cana-4662	349	26	critical	critical	ADJ
cana-4662	349	27	research	research	NOUN
cana-4662	349	28	questions	question	NOUN
cana-4662	349	29	and	and	CCONJ
cana-4662	349	30	offering	offer	VERB
cana-4662	349	31	insights	insight	NOUN
cana-4662	349	32	.	.	PUNCT
cana-4662	350	1	we	we	PRON
cana-4662	350	2	perform	perform	VERB
cana-4662	350	3	a	a	DET
cana-4662	350	4	systematic	systematic	ADJ
cana-4662	350	5	review	review	NOUN
cana-4662	350	6	of	of	ADP
cana-4662	350	7	23	23	NUM
cana-4662	350	8	machine	machine	NOUN
cana-4662	350	9	learning	learning	NOUN
cana-4662	350	10	-	-	PUNCT
cana-4662	350	11	based	base	VERB
cana-4662	350	12	data	data	NOUN
cana-4662	350	13	strategies	strategy	NOUN
cana-4662	350	14	in	in	ADP
cana-4662	350	15	automotive	automotive	ADJ
cana-4662	350	16	aftermarket	aftermarket	NOUN
cana-4662	350	17	services	service	NOUN
cana-4662	350	18	from	from	ADP
cana-4662	350	19	2019	2019	NUM
cana-4662	350	20	to	to	ADP
cana-4662	350	21	2024	2024	NUM
cana-4662	350	22	.	.	PUNCT
cana-4662	351	1	in	in	ADP
cana-4662	351	2	our	our	PRON
cana-4662	351	3	results	result	NOUN
cana-4662	351	4	,	,	PUNCT
cana-4662	351	5	the	the	DET
cana-4662	351	6	main	main	ADJ
cana-4662	351	7	strategy	strategy	NOUN
cana-4662	351	8	of	of	ADP
cana-4662	351	9	predictive	predictive	ADJ
cana-4662	351	10	maintenance	maintenance	NOUN
cana-4662	351	11	and	and	CCONJ
cana-4662	351	12	demand	demand	NOUN
cana-4662	351	13	forecasting	forecasting	NOUN
cana-4662	351	14	is	be	AUX
cana-4662	351	15	supervised	supervise	VERB
cana-4662	351	16	learning	learn	VERB
cana-4662	351	17	algorithms	algorithm	NOUN
cana-4662	351	18	such	such	ADJ
cana-4662	351	19	as	as	ADP
cana-4662	351	20	random	random	ADJ
cana-4662	351	21	forest	forest	NOUN
cana-4662	351	22	,	,	PUNCT
cana-4662	351	23	and	and	CCONJ
cana-4662	351	24	neural	neural	ADJ
cana-4662	351	25	networks	network	NOUN
cana-4662	351	26	.	.	PUNCT
cana-4662	352	1	unsupervised	unsupervised	ADJ
cana-4662	352	2	learning	learning	NOUN
cana-4662	352	3	and	and	CCONJ
cana-4662	352	4	reinforcement	reinforcement	NOUN
cana-4662	352	5	learning	learning	NOUN
cana-4662	352	6	has	have	AUX
cana-4662	352	7	also	also	ADV
cana-4662	352	8	been	be	AUX
cana-4662	352	9	aiding	aid	VERB
cana-4662	352	10	to	to	ADP
cana-4662	352	11	real	real	ADJ
cana-4662	352	12	-	-	PUNCT
cana-4662	352	13	time	time	NOUN
cana-4662	352	14	outlier	outlier	NOUN
cana-4662	352	15	detection	detection	NOUN
cana-4662	352	16	and	and	CCONJ
cana-4662	352	17	decision	decision	NOUN
cana-4662	352	18	making	making	NOUN
cana-4662	352	19	.	.	PUNCT
cana-4662	353	1	this	this	DET
cana-4662	353	2	conclusion	conclusion	NOUN
cana-4662	353	3	highlights	highlight	VERB
cana-4662	353	4	the	the	DET
cana-4662	353	5	growing	grow	VERB
cana-4662	353	6	imperative	imperative	NOUN
cana-4662	353	7	that	that	SCONJ
cana-4662	353	8	machine	machine	NOUN
cana-4662	353	9	learning	learning	NOUN
cana-4662	353	10	extends	extend	VERB
cana-4662	353	11	beyond	beyond	ADP
cana-4662	353	12	mere	mere	ADJ
cana-4662	353	13	data	datum	NOUN
cana-4662	353	14	,	,	PUNCT
cana-4662	353	15	moving	move	VERB
cana-4662	353	16	also	also	ADV
cana-4662	353	17	toward	toward	ADP
cana-4662	353	18	generating	generate	VERB
cana-4662	353	19	actionable	actionable	ADJ
cana-4662	353	20	information	information	NOUN
cana-4662	353	21	in	in	ADP
cana-4662	353	22	both	both	CCONJ
cana-4662	353	23	theoretical	theoretical	ADJ
cana-4662	353	24	and	and	CCONJ
cana-4662	353	25	practical	practical	ADJ
cana-4662	353	26	context	context	NOUN
cana-4662	353	27	knowledge	knowledge	NOUN
cana-4662	353	28	,	,	PUNCT
cana-4662	353	29	such	such	ADJ
cana-4662	353	30	as	as	ADP
cana-4662	353	31	predictive	predictive	ADJ
cana-4662	353	32	maintenance	maintenance	NOUN
cana-4662	353	33	,	,	PUNCT
cana-4662	353	34	optimization	optimization	NOUN
cana-4662	353	35	of	of	ADP
cana-4662	353	36	energy	energy	NOUN
cana-4662	353	37	resources	resource	NOUN
cana-4662	353	38	,	,	PUNCT
cana-4662	353	39	demand	demand	NOUN
cana-4662	353	40	forecasting	forecasting	NOUN
cana-4662	353	41	and	and	CCONJ
cana-4662	353	42	load	load	NOUN
cana-4662	353	43	balancing	balancing	NOUN
cana-4662	353	44	and	and	CCONJ
cana-4662	353	45	logistics	logistic	NOUN
cana-4662	353	46	optimization	optimization	NOUN
cana-4662	353	47	,	,	PUNCT
cana-4662	353	48	spare	spare	ADJ
cana-4662	353	49	part	part	NOUN
cana-4662	353	50	management	management	NOUN
cana-4662	353	51	and	and	CCONJ
cana-4662	353	52	also	also	ADV
cana-4662	353	53	,	,	PUNCT
cana-4662	353	54	customer	customer	NOUN
cana-4662	353	55	behavior	behavior	NOUN
cana-4662	353	56	modeling	modeling	NOUN
cana-4662	353	57	.	.	PUNCT
cana-4662	354	1	by	by	ADP
cana-4662	354	2	making	make	VERB
cana-4662	354	3	use	use	NOUN
cana-4662	354	4	of	of	ADP
cana-4662	354	5	diverse	diverse	ADJ
cana-4662	354	6	datasets	dataset	NOUN
cana-4662	354	7	and	and	CCONJ
cana-4662	354	8	tools	tool	NOUN
cana-4662	354	9	such	such	ADJ
cana-4662	354	10	as	as	ADP
cana-4662	354	11	python	python	NOUN
cana-4662	354	12	,	,	PUNCT
cana-4662	354	13	matlab	matlab	PROPN
cana-4662	354	14	,	,	PUNCT
cana-4662	354	15	big	big	ADJ
cana-4662	354	16	data	datum	NOUN
cana-4662	354	17	frameworks	framework	NOUN
cana-4662	354	18	,	,	PUNCT
cana-4662	354	19	and	and	CCONJ
cana-4662	354	20	cloud	cloud	NOUN
cana-4662	354	21	platforms	platform	NOUN
cana-4662	354	22	,	,	PUNCT
cana-4662	354	23	the	the	DET
cana-4662	354	24	automotive	automotive	ADJ
cana-4662	354	25	domain	domain	NOUN
cana-4662	354	26	has	have	AUX
cana-4662	354	27	been	be	AUX
cana-4662	354	28	able	able	ADJ
cana-4662	354	29	to	to	PART
cana-4662	354	30	attain	attain	VERB
cana-4662	354	31	agile	agile	ADJ
cana-4662	354	32	and	and	CCONJ
cana-4662	354	33	scalable	scalable	ADJ
cana-4662	354	34	solutions	solution	NOUN
cana-4662	354	35	.	.	PUNCT
cana-4662	355	1	nevertheless	nevertheless	ADV
cana-4662	355	2	,	,	PUNCT
cana-4662	355	3	challenges	challenge	NOUN
cana-4662	355	4	in	in	ADP
cana-4662	355	5	generalizability	generalizability	NOUN
cana-4662	355	6	issues	issue	NOUN
cana-4662	355	7	due	due	ADJ
cana-4662	355	8	to	to	ADP
cana-4662	355	9	low	low	ADJ
cana-4662	355	10	-	-	PUNCT
cana-4662	355	11	resolution	resolution	NOUN
cana-4662	355	12	and	and	CCONJ
cana-4662	355	13	limited	limited	ADJ
cana-4662	355	14	data	datum	NOUN
cana-4662	355	15	across	across	ADP
cana-4662	355	16	the	the	DET
cana-4662	355	17	board	board	NOUN
cana-4662	355	18	and	and	CCONJ
cana-4662	355	19	limited	limited	ADJ
cana-4662	355	20	real	real	ADJ
cana-4662	355	21	-	-	PUNCT
cana-4662	355	22	time	time	NOUN
cana-4662	355	23	data	datum	NOUN
cana-4662	355	24	integrated	integrate	VERB
cana-4662	355	25	due	due	ADP
cana-4662	355	26	to	to	ADP
cana-4662	355	27	data	data	NOUN
cana-4662	355	28	privatization	privatization	NOUN
cana-4662	355	29	makes	make	VERB
cana-4662	355	30	them	they	PRON
cana-4662	355	31	hard	hard	ADJ
cana-4662	355	32	to	to	PART
cana-4662	355	33	adapt	adapt	VERB
cana-4662	355	34	.	.	PUNCT
cana-4662	356	1	furthermore	furthermore	ADV
cana-4662	356	2	,	,	PUNCT
cana-4662	356	3	the	the	DET
cana-4662	356	4	study	study	NOUN
cana-4662	356	5	was	be	AUX
cana-4662	356	6	limited	limit	VERB
cana-4662	356	7	to	to	ADP
cana-4662	356	8	functions	function	NOUN
cana-4662	356	9	of	of	ADP
cana-4662	356	10	dealers	dealer	NOUN
cana-4662	356	11	and	and	CCONJ
cana-4662	356	12	does	do	AUX
cana-4662	356	13	not	not	PART
cana-4662	356	14	discuss	discuss	VERB
cana-4662	356	15	real	real	ADJ
cana-4662	356	16	-	-	PUNCT
cana-4662	356	17	time	time	NOUN
cana-4662	356	18	data	datum	NOUN
cana-4662	356	19	integration	integration	NOUN
cana-4662	356	20	,	,	PUNCT
cana-4662	356	21	which	which	PRON
cana-4662	356	22	is	be	AUX
cana-4662	356	23	an	an	DET
cana-4662	356	24	area	area	NOUN
cana-4662	356	25	for	for	ADP
cana-4662	356	26	future	future	ADJ
cana-4662	356	27	research	research	NOUN
cana-4662	356	28	.	.	PUNCT
cana-4662	357	1	current	current	ADJ
cana-4662	357	2	approaches	approach	NOUN
cana-4662	357	3	focus	focus	VERB
cana-4662	357	4	on	on	ADP
cana-4662	357	5	a	a	DET
cana-4662	357	6	single	single	ADJ
cana-4662	357	7	operational	operational	ADJ
cana-4662	357	8	process	process	NOUN
cana-4662	357	9	while	while	SCONJ
cana-4662	357	10	neglecting	neglect	VERB
cana-4662	357	11	others	other	NOUN
cana-4662	357	12	like	like	ADP
cana-4662	357	13	,	,	PUNCT
cana-4662	357	14	here	here	ADV
cana-4662	357	15	for	for	ADP
cana-4662	357	16	example	example	NOUN
cana-4662	357	17	,	,	PUNCT
cana-4662	357	18	service	service	NOUN
cana-4662	357	19	reminders	reminder	NOUN
cana-4662	357	20	,	,	PUNCT
cana-4662	357	21	service	service	NOUN
cana-4662	357	22	orders	order	NOUN
cana-4662	357	23	,	,	PUNCT
cana-4662	357	24	technicians	technician	NOUN
cana-4662	357	25	allocation	allocation	NOUN
cana-4662	357	26	,	,	PUNCT
cana-4662	357	27	parts	part	NOUN
cana-4662	357	28	allocation	allocation	NOUN
cana-4662	357	29	,	,	PUNCT
cana-4662	357	30	promo	promo	NOUN
cana-4662	357	31	offers	offer	NOUN
cana-4662	357	32	and	and	CCONJ
cana-4662	357	33	warranty	warranty	NOUN
cana-4662	357	34	claims	claim	VERB
cana-4662	357	35	.	.	PUNCT
cana-4662	358	1	these	these	DET
cana-4662	358	2	limitations	limitation	NOUN
cana-4662	358	3	need	need	VERB
cana-4662	358	4	to	to	PART
cana-4662	358	5	be	be	AUX
cana-4662	358	6	explored	explore	VERB
cana-4662	358	7	in	in	ADP
cana-4662	358	8	other	other	ADJ
cana-4662	358	9	investigation	investigation	NOUN
cana-4662	358	10	along	along	ADP
cana-4662	358	11	with	with	ADP
cana-4662	358	12	further	further	ADJ
cana-4662	358	13	application	application	NOUN
cana-4662	358	14	of	of	ADP
cana-4662	358	15	different	different	ADJ
cana-4662	358	16	datasets	dataset	NOUN
cana-4662	358	17	,	,	PUNCT
cana-4662	358	18	including	include	VERB
cana-4662	358	19	instantaneous	instantaneous	ADJ
cana-4662	358	20	solutions	solution	NOUN
cana-4662	358	21	regarding	regard	VERB
cana-4662	358	22	the	the	DET
cana-4662	358	23	decision	decision	NOUN
cana-4662	358	24	-	-	PUNCT
cana-4662	358	25	making	make	VERB
cana-4662	358	26	processes	process	NOUN
cana-4662	358	27	in	in	ADP
cana-4662	358	28	dealerships	dealership	NOUN
cana-4662	358	29	.	.	PUNCT
cana-4662	359	1	these	these	DET
cana-4662	359	2	methods	method	NOUN
cana-4662	359	3	enable	enable	VERB
cana-4662	359	4	adaptive	adaptive	ADJ
cana-4662	359	5	and	and	CCONJ
cana-4662	359	6	privacy	privacy	NOUN
cana-4662	359	7	-	-	PUNCT
cana-4662	359	8	preserving	preserve	VERB
cana-4662	359	9	response	response	NOUN
cana-4662	359	10	in	in	ADP
cana-4662	359	11	conjunction	conjunction	NOUN
cana-4662	359	12	with	with	ADP
cana-4662	359	13	a	a	DET
cana-4662	359	14	learning	learn	VERB
cana-4662	359	15	algorithm	algorithm	NOUN
cana-4662	359	16	that	that	PRON
cana-4662	359	17	uses	use	VERB
cana-4662	359	18	reinforcement	reinforcement	NOUN
cana-4662	359	19	learning	learning	NOUN
cana-4662	359	20	(	(	PUNCT
cana-4662	359	21	rl	rl	NOUN
cana-4662	359	22	)	)	PUNCT
cana-4662	359	23	,	,	PUNCT
cana-4662	359	24	enabling	enable	VERB
cana-4662	359	25	it	it	PRON
cana-4662	359	26	to	to	PART
cana-4662	359	27	learn	learn	VERB
cana-4662	359	28	from	from	ADP
cana-4662	359	29	past	past	ADJ
cana-4662	359	30	experience	experience	NOUN
cana-4662	359	31	,	,	PUNCT
cana-4662	359	32	and	and	CCONJ
cana-4662	359	33	joint	joint	ADJ
cana-4662	359	34	learning	learning	NOUN
cana-4662	359	35	that	that	PRON
cana-4662	359	36	combines	combine	VERB
cana-4662	359	37	learning	learning	NOUN
cana-4662	359	38	between	between	ADP
cana-4662	359	39	different	different	ADJ
cana-4662	359	40	sensory	sensory	ADJ
cana-4662	359	41	modalities	modality	NOUN
cana-4662	359	42	.	.	PUNCT
cana-4662	360	1	finally	finally	ADV
cana-4662	360	2	we	we	PRON
cana-4662	360	3	suggest	suggest	VERB
cana-4662	360	4	scalable	scalable	ADJ
cana-4662	360	5	communications	communication	NOUN
cana-4662	360	6	on	on	ADP
cana-4662	360	7	applied	apply	VERB
cana-4662	360	8	nonlinear	nonlinear	ADJ
cana-4662	360	9	analysis	analysis	NOUN
cana-4662	360	10	issn	issn	NOUN
cana-4662	360	11	:	:	PUNCT
cana-4662	360	12	1074	1074	NUM
cana-4662	360	13	-	-	PUNCT
cana-4662	360	14	133x	133x	NUM
cana-4662	360	15	vol	vol	VERB
cana-4662	360	16	32	32	NUM
cana-4662	360	17	no	no	NOUN
cana-4662	360	18	.	.	PUNCT
cana-4662	361	1	10s	10	NOUN
cana-4662	361	2	(	(	PUNCT
cana-4662	361	3	2025	2025	NUM
cana-4662	361	4	)	)	PUNCT
cana-4662	361	5	61	61	NUM
cana-4662	361	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4662	361	7	optimal	optimal	ADJ
cana-4662	361	8	robust	robust	ADJ
cana-4662	361	9	dealer	dealer	NOUN
cana-4662	361	10	processing	processing	NOUN
cana-4662	361	11	systems	system	NOUN
cana-4662	361	12	by	by	ADP
cana-4662	361	13	ml	ml	NOUN
cana-4662	361	14	models	model	NOUN
cana-4662	361	15	for	for	ADP
cana-4662	361	16	robustness	robustness	NOUN
cana-4662	361	17	and	and	CCONJ
cana-4662	361	18	hyper	hyper	NOUN
cana-4662	361	19	-	-	ADJ
cana-4662	361	20	parameters	parameter	NOUN
cana-4662	361	21	tuning	tune	VERB
cana-4662	361	22	for	for	ADP
cana-4662	361	23	next	next	ADJ
cana-4662	361	24	level	level	NOUN
cana-4662	361	25	scalability	scalability	NOUN
cana-4662	361	26	,	,	PUNCT
cana-4662	361	27	and	and	CCONJ
cana-4662	361	28	utility	utility	NOUN
cana-4662	361	29	of	of	ADP
cana-4662	361	30	graph	graph	NOUN
cana-4662	361	31	neural	neural	ADJ
cana-4662	361	32	network	network	NOUN
cana-4662	361	33	graph	graph	NOUN
cana-4662	361	34	for	for	ADP
cana-4662	361	35	the	the	DET
cana-4662	361	36	complex	complex	ADJ
cana-4662	361	37	supply	supply	NOUN
cana-4662	361	38	chain	chain	NOUN
cana-4662	361	39	relations	relation	NOUN
cana-4662	361	40	it	it	PRON
cana-4662	361	41	is	be	AUX
cana-4662	361	42	expected	expect	VERB
cana-4662	361	43	to	to	PART
cana-4662	361	44	strategically	strategically	ADV
cana-4662	361	45	optimize	optimize	VERB
cana-4662	361	46	service	service	NOUN
cana-4662	361	47	delivery	delivery	NOUN
cana-4662	361	48	,	,	PUNCT
cana-4662	361	49	operational	operational	ADJ
cana-4662	361	50	efficiency	efficiency	NOUN
cana-4662	361	51	,	,	PUNCT
cana-4662	361	52	and	and	CCONJ
cana-4662	361	53	customer	customer	NOUN
cana-4662	361	54	engagement	engagement	NOUN
cana-4662	361	55	,	,	PUNCT
cana-4662	361	56	which	which	PRON
cana-4662	361	57	will	will	AUX
cana-4662	361	58	certainly	certainly	ADV
cana-4662	361	59	lead	lead	VERB
cana-4662	361	60	to	to	ADP
cana-4662	361	61	an	an	DET
cana-4662	361	62	increased	increase	VERB
cana-4662	361	63	positive	positive	ADJ
cana-4662	361	64	experience	experience	NOUN
cana-4662	361	65	for	for	ADP
cana-4662	361	66	the	the	DET
cana-4662	361	67	automotive	automotive	ADJ
cana-4662	361	68	industry	industry	NOUN
cana-4662	361	69	.	.	PUNCT
cana-4662	362	1	refrences	refrence	VERB
cana-4662	363	1	[	[	X
cana-4662	363	2	1	1	X
cana-4662	363	3	]	]	X
cana-4662	363	4	d.	d.	PROPN
cana-4662	363	5	harrison	harrison	PROPN
cana-4662	363	6	,	,	PUNCT
cana-4662	363	7	“	"	PUNCT
cana-4662	363	8	global	global	ADJ
cana-4662	363	9	vehicle	vehicle	NOUN
cana-4662	363	10	demand	demand	NOUN
cana-4662	363	11	forecast	forecast	NOUN
cana-4662	363	12	2020	2020	NUM
cana-4662	363	13	-	-	SYM
cana-4662	363	14	2030	2030	NUM
cana-4662	363	15	,	,	PUNCT
cana-4662	363	16	”	"	PUNCT
cana-4662	363	17	ultima	ultima	PROPN
cana-4662	363	18	media	media	PROPN
cana-4662	363	19	ltd	ltd	PROPN
cana-4662	363	20	.	.	PROPN
cana-4662	363	21	,	,	PUNCT
cana-4662	363	22	london	london	PROPN
cana-4662	363	23	,	,	PUNCT
cana-4662	363	24	pp	pp	ADP
cana-4662	363	25	.	.	PUNCT
cana-4662	364	1	1–29	1–29	PROPN
cana-4662	364	2	,	,	PUNCT
cana-4662	364	3	mar	mar	PROPN
cana-4662	364	4	.	.	PROPN
cana-4662	364	5	26	26	NUM
cana-4662	364	6	,	,	PUNCT
cana-4662	364	7	2020	2020	NUM
cana-4662	364	8	.	.	PUNCT
cana-4662	365	1	accessed	access	VERB
cana-4662	365	2	:	:	PUNCT
cana-4662	365	3	jul	jul	PROPN
cana-4662	365	4	.	.	PROPN
cana-4662	365	5	02	02	NUM
cana-4662	365	6	,	,	PUNCT
cana-4662	365	7	2023	2023	NUM
cana-4662	365	8	.	.	PUNCT
cana-4662	366	1	[	[	X
cana-4662	366	2	online	online	X
cana-4662	366	3	]	]	X
cana-4662	366	4	.	.	PUNCT
cana-4662	367	1	available	available	ADJ
cana-4662	367	2	:	:	PUNCT
cana-4662	367	3	https://www.automotivelogistics.media/bi-reports/global-vehicledemand-forecast-2020-2030/40781.article	https://www.automotivelogistics.media/bi-reports/global-vehicledemand-forecast-2020-2030/40781.article	NOUN
cana-4662	368	1	[	[	X
cana-4662	368	2	2	2	NUM
cana-4662	368	3	]	]	PUNCT
cana-4662	368	4	allied	allied	ADJ
cana-4662	368	5	market	market	NOUN
cana-4662	368	6	research	research	NOUN
cana-4662	368	7	,	,	PUNCT
cana-4662	368	8	“	"	PUNCT
cana-4662	368	9	automotive	automotive	ADJ
cana-4662	368	10	after	after	ADP
cana-4662	368	11	market	market	NOUN
cana-4662	368	12	 	 	SPACE
cana-4662	368	13	:	:	PUNCT
cana-4662	368	14	global	global	ADJ
cana-4662	368	15	opportunity	opportunity	NOUN
cana-4662	368	16	analysis	analysis	NOUN
cana-4662	368	17	and	and	CCONJ
cana-4662	368	18	industry	industry	NOUN
cana-4662	368	19	forecast	forecast	NOUN
cana-4662	368	20	,	,	PUNCT
cana-4662	368	21	20212031	20212031	NUM
cana-4662	368	22	,	,	PUNCT
cana-4662	368	23	”	"	PUNCT
cana-4662	368	24	2022	2022	NUM
cana-4662	368	25	.	.	PUNCT
cana-4662	369	1	accessed	access	VERB
cana-4662	369	2	:	:	PUNCT
cana-4662	369	3	dec	dec	PROPN
cana-4662	369	4	.	.	PROPN
cana-4662	369	5	06	06	NUM
cana-4662	369	6	,	,	PUNCT
cana-4662	369	7	2025	2025	NUM
cana-4662	369	8	.	.	PUNCT
cana-4662	370	1	[	[	X
cana-4662	370	2	online	online	X
cana-4662	370	3	]	]	X
cana-4662	370	4	.	.	PUNCT
cana-4662	371	1	available	available	ADJ
cana-4662	371	2	:	:	PUNCT
cana-4662	372	1	www.alliedmarketresearch.com/automotiveaftermarket-market-a17049	www.alliedmarketresearch.com/automotiveaftermarket-market-a17049	PROPN
cana-4662	372	2	[	[	PUNCT
cana-4662	372	3	3	3	NUM
cana-4662	372	4	]	]	PUNCT
cana-4662	372	5	m.	m.	NOUN
cana-4662	372	6	hirz	hirz	PROPN
cana-4662	372	7	and	and	CCONJ
cana-4662	372	8	h.	h.	PROPN
cana-4662	372	9	brunner	brunner	PROPN
cana-4662	372	10	,	,	PUNCT
cana-4662	372	11	“	"	PUNCT
cana-4662	372	12	eco	eco	NOUN
cana-4662	372	13	-	-	PUNCT
cana-4662	372	14	design	design	NOUN
cana-4662	372	15	in	in	ADP
cana-4662	372	16	the	the	DET
cana-4662	372	17	automotive	automotive	ADJ
cana-4662	372	18	industry	industry	NOUN
cana-4662	372	19	-	-	PUNCT
cana-4662	372	20	potentials	potential	NOUN
cana-4662	372	21	and	and	CCONJ
cana-4662	372	22	challenges	challenge	NOUN
cana-4662	372	23	,	,	PUNCT
cana-4662	372	24	”	"	PUNCT
cana-4662	372	25	2015	2015	NUM
cana-4662	372	26	.	.	PUNCT
cana-4662	373	1	[	[	X
cana-4662	373	2	online	online	X
cana-4662	373	3	]	]	X
cana-4662	373	4	.	.	PUNCT
cana-4662	374	1	available	available	ADJ
cana-4662	374	2	:	:	PUNCT
cana-4662	375	1	https://www.researchgate.net/publication/281633243	https://www.researchgate.net/publication/281633243	PROPN
cana-4662	376	1	[	[	X
cana-4662	376	2	4	4	NUM
cana-4662	376	3	]	]	PUNCT
cana-4662	376	4	r.	r.	PROPN
cana-4662	376	5	j.	j.	PROPN
cana-4662	376	6	orsato	orsato	PROPN
cana-4662	376	7	and	and	CCONJ
cana-4662	376	8	p.	p.	PROPN
cana-4662	376	9	wells	wells	PROPN
cana-4662	376	10	,	,	PUNCT
cana-4662	376	11	“	"	PUNCT
cana-4662	376	12	the	the	DET
cana-4662	376	13	automobile	automobile	NOUN
cana-4662	376	14	industry	industry	NOUN
cana-4662	376	15	&	&	CCONJ
cana-4662	376	16	sustainability	sustainability	NOUN
cana-4662	376	17	,	,	PUNCT
cana-4662	376	18	”	"	PUNCT
cana-4662	376	19	2007	2007	NUM
cana-4662	376	20	.	.	PUNCT
cana-4662	377	1	doi	doi	NOUN
cana-4662	377	2	:	:	PUNCT
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cana-4662	377	4	/	/	SYM
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cana-4662	377	6	.	.	PUNCT
cana-4662	378	1	[	[	X
cana-4662	378	2	5	5	X
cana-4662	378	3	]	]	PUNCT
cana-4662	378	4	s.	s.	PROPN
cana-4662	378	5	gopalakrishnan	gopalakrishnan	PROPN
cana-4662	378	6	and	and	CCONJ
cana-4662	378	7	m.	m.	NOUN
cana-4662	378	8	s.	s.	PROPN
cana-4662	378	9	kumaran	kumaran	PROPN
cana-4662	378	10	,	,	PUNCT
cana-4662	378	11	“	"	PUNCT
cana-4662	378	12	iiot	iiot	NOUN
cana-4662	378	13	framework	framework	NOUN
cana-4662	378	14	based	base	VERB
cana-4662	378	15	ml	ml	NOUN
cana-4662	378	16	model	model	NOUN
cana-4662	378	17	to	to	PART
cana-4662	378	18	improve	improve	VERB
cana-4662	378	19	automobile	automobile	NOUN
cana-4662	378	20	industry	industry	NOUN
cana-4662	378	21	product	product	NOUN
cana-4662	378	22	,	,	PUNCT
cana-4662	378	23	”	"	PUNCT
cana-4662	378	24	intelligent	intelligent	ADJ
cana-4662	378	25	automation	automation	NOUN
cana-4662	378	26	and	and	CCONJ
cana-4662	378	27	soft	soft	ADJ
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cana-4662	378	29	,	,	PUNCT
cana-4662	378	30	vol	vol	NOUN
cana-4662	378	31	.	.	PROPN
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cana-4662	379	2	,	,	PUNCT
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cana-4662	379	5	3	3	NUM
cana-4662	379	6	,	,	PUNCT
cana-4662	379	7	pp	pp	ADJ
cana-4662	379	8	.	.	PUNCT
cana-4662	380	1	1435–1449	1435–1449	NUM
cana-4662	380	2	,	,	PUNCT
cana-4662	380	3	2022	2022	NUM
cana-4662	380	4	,	,	PUNCT
cana-4662	380	5	doi	doi	NOUN
cana-4662	380	6	:	:	PUNCT
cana-4662	380	7	10.32604	10.32604	NUM
cana-4662	380	8	/	/	SYM
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cana-4662	380	10	.	.	PUNCT
cana-4662	381	1	[	[	X
cana-4662	381	2	6	6	NUM
cana-4662	381	3	]	]	PUNCT
cana-4662	381	4	c.	c.	PROPN
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cana-4662	381	7	,	,	PUNCT
cana-4662	381	8	“	"	PUNCT
cana-4662	381	9	after	after	ADP
cana-4662	381	10	-	-	PUNCT
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cana-4662	381	12	services	service	NOUN
cana-4662	381	13	and	and	CCONJ
cana-4662	381	14	aftermarket	aftermarket	NOUN
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cana-4662	381	16	:	:	PUNCT
cana-4662	381	17	a	a	DET
cana-4662	381	18	systematic	systematic	ADJ
cana-4662	381	19	review	review	NOUN
cana-4662	381	20	,	,	PUNCT
cana-4662	381	21	theory	theory	NOUN
cana-4662	381	22	and	and	CCONJ
cana-4662	381	23	future	future	ADJ
cana-4662	381	24	research	research	NOUN
cana-4662	381	25	directions	direction	NOUN
cana-4662	381	26	,	,	PUNCT
cana-4662	381	27	”	"	PUNCT
cana-4662	381	28	mar	mar	PROPN
cana-4662	381	29	.	.	PROPN
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cana-4662	381	31	,	,	PUNCT
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cana-4662	381	33	,	,	PUNCT
cana-4662	381	34	taylor	taylor	PROPN
cana-4662	381	35	and	and	CCONJ
cana-4662	381	36	francis	francis	PROPN
cana-4662	381	37	ltd	ltd	PROPN
cana-4662	381	38	.	.	PROPN
cana-4662	382	1	doi	doi	PROPN
cana-4662	382	2	:	:	PUNCT
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cana-4662	382	4	.	.	PUNCT
cana-4662	383	1	[	[	X
cana-4662	383	2	7	7	X
cana-4662	383	3	]	]	X
cana-4662	383	4	m.	m.	NOUN
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cana-4662	383	11	a.	a.	PROPN
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cana-4662	383	20	,	,	PUNCT
cana-4662	383	21	second	second	ADJ
cana-4662	383	22	edition	edition	NOUN
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cana-4662	383	24	,	,	PUNCT
cana-4662	383	25	vol	vol	NOUN
cana-4662	383	26	.	.	PUNCT
cana-4662	383	27	second	second	PROPN
cana-4662	383	28	edition	edition	PROPN
cana-4662	383	29	.	.	PUNCT
cana-4662	384	1	mit	mit	PROPN
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cana-4662	384	3	,	,	PUNCT
cana-4662	384	4	2018	2018	NUM
cana-4662	384	5	.	.	PUNCT
cana-4662	385	1	[	[	X
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cana-4662	385	3	]	]	X
cana-4662	385	4	.	.	PUNCT
cana-4662	386	1	available	available	ADJ
cana-4662	386	2	:	:	PUNCT
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cana-4662	387	1	[	[	X
cana-4662	387	2	8	8	NUM
cana-4662	387	3	]	]	X
cana-4662	387	4	c.	c.	PROPN
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cana-4662	387	7	o.	o.	PROPN
cana-4662	387	8	morariu	morariu	PROPN
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cana-4662	387	10	s.	s.	PROPN
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cana-4662	387	12	,	,	PUNCT
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cana-4662	387	14	t.	t.	PROPN
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cana-4662	387	16	,	,	PUNCT
cana-4662	387	17	“	"	PUNCT
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cana-4662	387	31	,	,	PUNCT
cana-4662	387	32	”	"	PUNCT
cana-4662	387	33	comput	comput	NOUN
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cana-4662	387	35	,	,	PUNCT
cana-4662	387	36	vol	vol	NOUN
cana-4662	387	37	.	.	PROPN
cana-4662	387	38	120	120	NUM
cana-4662	387	39	,	,	PUNCT
cana-4662	387	40	p.	p.	NOUN
cana-4662	387	41	103244	103244	NUM
cana-4662	387	42	,	,	PUNCT
cana-4662	387	43	2020	2020	NUM
cana-4662	387	44	,	,	PUNCT
cana-4662	387	45	doi	doi	NOUN
cana-4662	387	46	:	:	PUNCT
cana-4662	387	47	https://doi.org/10.1016/j.compind.2020.103244	https://doi.org/10.1016/j.compind.2020.103244	NOUN
cana-4662	387	48	.	.	PUNCT
cana-4662	388	1	[	[	X
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cana-4662	388	3	]	]	PUNCT
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cana-4662	388	5	f.	f.	PROPN
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cana-4662	388	8	al	al	PROPN
cana-4662	388	9	.	.	PROPN
cana-4662	388	10	,	,	PUNCT
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cana-4662	388	14	in	in	ADP
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cana-4662	388	16	machinery	machinery	NOUN
cana-4662	388	17	using	use	VERB
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cana-4662	388	20	and	and	CCONJ
cana-4662	388	21	machine	machine	NOUN
cana-4662	388	22	learning	learning	NOUN
cana-4662	388	23	:	:	PUNCT
cana-4662	388	24	a	a	DET
cana-4662	388	25	systematic	systematic	ADJ
cana-4662	388	26	mapping	mapping	NOUN
cana-4662	388	27	,	,	PUNCT
cana-4662	388	28	”	"	PUNCT
cana-4662	388	29	ieee	ieee	NOUN
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cana-4662	388	31	,	,	PUNCT
cana-4662	388	32	vol	vol	NOUN
cana-4662	388	33	.	.	PROPN
cana-4662	388	34	11	11	NUM
cana-4662	388	35	,	,	PUNCT
cana-4662	388	36	pp	pp	ADJ
cana-4662	388	37	.	.	PUNCT
cana-4662	389	1	128288–128305	128288–128305	NUM
cana-4662	389	2	,	,	PUNCT
cana-4662	389	3	2023	2023	NUM
cana-4662	389	4	,	,	PUNCT
cana-4662	389	5	doi	doi	NOUN
cana-4662	389	6	:	:	PUNCT
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cana-4662	389	8	/	/	SYM
cana-4662	389	9	access.2023.3333242	access.2023.3333242	PROPN
cana-4662	389	10	.	.	PUNCT
cana-4662	390	1	[	[	X
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cana-4662	390	3	]	]	PUNCT
cana-4662	390	4	s.	s.	PROPN
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cana-4662	390	10	and	and	CCONJ
cana-4662	390	11	information	information	NOUN
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cana-4662	390	13	a	a	DET
cana-4662	390	14	firm	firm	ADJ
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cana-4662	390	22	a	a	DET
cana-4662	390	23	machine	machine	NOUN
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cana-4662	390	25	perspective	perspective	NOUN
cana-4662	390	26	,	,	PUNCT
cana-4662	390	27	”	"	PUNCT
cana-4662	390	28	journal	journal	NOUN
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cana-4662	390	32	knowledge	knowledge	NOUN
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cana-4662	390	37	,	,	PUNCT
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cana-4662	390	39	.	.	NOUN
cana-4662	390	40	2	2	NUM
cana-4662	390	41	,	,	PUNCT
cana-4662	390	42	apr	apr	NOUN
cana-4662	390	43	.	.	PROPN
cana-4662	390	44	2023	2023	NUM
cana-4662	390	45	,	,	PUNCT
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cana-4662	390	47	:	:	PUNCT
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cana-4662	391	2	11	11	NUM
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cana-4662	391	18	disruptions	disruption	NOUN
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cana-4662	391	20	a	a	DET
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cana-4662	391	28	”	"	PUNCT
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cana-4662	391	33	,	,	PUNCT
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cana-4662	392	7	pp	pp	ADJ
cana-4662	392	8	.	.	PUNCT
cana-4662	393	1	3330–3341	3330–3341	NUM
cana-4662	393	2	,	,	PUNCT
cana-4662	393	3	jun	jun	PROPN
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cana-4662	393	6	,	,	PUNCT
cana-4662	393	7	doi	doi	NOUN
cana-4662	393	8	:	:	PUNCT
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cana-4662	393	10	.	.	PUNCT
cana-4662	394	1	[	[	X
cana-4662	394	2	12	12	NUM
cana-4662	394	3	]	]	PUNCT
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cana-4662	394	13	l.	l.	PROPN
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cana-4662	394	19	,	,	PUNCT
cana-4662	394	20	and	and	CCONJ
cana-4662	394	21	m.	m.	NOUN
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cana-4662	394	38	”	"	PUNCT
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cana-4662	394	42	and	and	CCONJ
cana-4662	394	43	consumer	consumer	NOUN
cana-4662	394	44	services	service	NOUN
cana-4662	394	45	,	,	PUNCT
cana-4662	394	46	vol	vol	NOUN
cana-4662	394	47	.	.	PROPN
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cana-4662	394	55	:	:	PUNCT
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cana-4662	394	57	/	/	SYM
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cana-4662	394	59	.	.	PUNCT
cana-4662	395	1	[	[	X
cana-4662	395	2	13	13	NUM
cana-4662	395	3	]	]	PUNCT
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cana-4662	395	18	deep	deep	ADJ
cana-4662	395	19	learning	learning	NOUN
cana-4662	395	20	and	and	CCONJ
cana-4662	395	21	machine	machine	NOUN
cana-4662	395	22	learning	learn	VERB
cana-4662	395	23	techniques	technique	NOUN
cana-4662	395	24	:	:	PUNCT
cana-4662	395	25	a	a	DET
cana-4662	395	26	review	review	NOUN
cana-4662	395	27	,	,	PUNCT
cana-4662	395	28	”	"	PUNCT
cana-4662	395	29	dec	dec	PROPN
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cana-4662	395	31	01	01	NUM
cana-4662	395	32	,	,	PUNCT
cana-4662	395	33	2024	2024	NUM
cana-4662	395	34	,	,	PUNCT
cana-4662	395	35	elsevier	elsevier	PROPN
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cana-4662	395	40	10.1016	10.1016	NUM
cana-4662	395	41	/	/	SYM
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cana-4662	395	43	.	.	PUNCT
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cana-4662	396	2	14	14	NUM
cana-4662	396	3	]	]	PUNCT
cana-4662	396	4	b.	b.	PROPN
cana-4662	396	5	kitchenham	kitchenham	PROPN
cana-4662	396	6	and	and	CCONJ
cana-4662	396	7	s.	s.	PROPN
cana-4662	396	8	charters	charters	PROPN
cana-4662	396	9	,	,	PUNCT
cana-4662	396	10	“	"	PUNCT
cana-4662	396	11	guidelines	guideline	NOUN
cana-4662	396	12	for	for	ADP
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cana-4662	396	14	systematic	systematic	ADJ
cana-4662	396	15	literature	literature	NOUN
cana-4662	396	16	reviews	review	NOUN
cana-4662	396	17	in	in	ADP
cana-4662	396	18	software	software	NOUN
cana-4662	396	19	engineering	engineering	NOUN
cana-4662	396	20	,	,	PUNCT
cana-4662	396	21	”	"	PUNCT
cana-4662	396	22	technical	technical	ADJ
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cana-4662	396	24	,	,	PUNCT
cana-4662	396	25	ebse	ebse	NOUN
cana-4662	396	26	technical	technical	ADJ
cana-4662	396	27	report	report	NOUN
cana-4662	396	28	ebse-2007	ebse-2007	ADJ
cana-4662	396	29	-	-	PUNCT
cana-4662	396	30	01	01	NUM
cana-4662	396	31	,	,	PUNCT
cana-4662	396	32	2007	2007	NUM
cana-4662	396	33	.	.	PUNCT
cana-4662	397	1	[	[	X
cana-4662	397	2	15	15	NUM
cana-4662	397	3	]	]	X
cana-4662	397	4	y.	y.	PROPN
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cana-4662	397	8	yang	yang	PROPN
cana-4662	397	9	,	,	PUNCT
cana-4662	397	10	and	and	CCONJ
cana-4662	397	11	z.	z.	PROPN
cana-4662	397	12	guo	guo	PROPN
cana-4662	397	13	,	,	PUNCT
cana-4662	397	14	‘	'	PUNCT
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cana-4662	397	25	’	'	PUNCT
cana-4662	397	26	,	,	PUNCT
cana-4662	397	27	int	int	PROPN
cana-4662	397	28	j	j	PROPN
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cana-4662	397	30	integr	integr	PROPN
cana-4662	397	31	manuf	manuf	PROPN
cana-4662	397	32	,	,	PUNCT
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cana-4662	397	34	.	.	PROPN
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cana-4662	397	36	,	,	PUNCT
cana-4662	397	37	no	no	INTJ
cana-4662	397	38	.	.	NOUN
cana-4662	397	39	10–11	10–11	NUM
cana-4662	397	40	,	,	PUNCT
cana-4662	397	41	pp	pp	ADV
cana-4662	397	42	.	.	PUNCT
cana-4662	398	1	1269–1296	1269–1296	NUM
cana-4662	398	2	,	,	PUNCT
cana-4662	398	3	2022	2022	NUM
cana-4662	398	4	,	,	PUNCT
cana-4662	398	5	doi	doi	NOUN
cana-4662	398	6	:	:	PUNCT
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cana-4662	398	8	.	.	PUNCT
cana-4662	399	1	[	[	X
cana-4662	399	2	16	16	NUM
cana-4662	399	3	]	]	X
cana-4662	399	4	d.	d.	PROPN
cana-4662	399	5	gonzalez	gonzalez	PROPN
cana-4662	399	6	-	-	PUNCT
cana-4662	399	7	jimenez	jimenez	PROPN
cana-4662	399	8	,	,	PUNCT
cana-4662	399	9	j.	j.	PROPN
cana-4662	399	10	del	del	PROPN
cana-4662	399	11	-	-	PROPN
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cana-4662	399	13	,	,	PUNCT
cana-4662	399	14	j.	j.	PROPN
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cana-4662	399	17	f.	f.	PROPN
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cana-4662	399	20	and	and	CCONJ
cana-4662	399	21	i.	i.	PROPN
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cana-4662	399	31	and	and	CCONJ
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cana-4662	399	34	faulty	faulty	ADJ
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cana-4662	399	36	connections	connection	NOUN
cana-4662	399	37	of	of	ADP
cana-4662	399	38	induction	induction	NOUN
cana-4662	399	39	machines	machine	NOUN
cana-4662	399	40	’	'	PUNCT
cana-4662	399	41	,	,	PUNCT
cana-4662	399	42	energies	energy	NOUN
cana-4662	399	43	(	(	PUNCT
cana-4662	399	44	basel	basel	PROPN
cana-4662	399	45	)	)	PUNCT
cana-4662	399	46	,	,	PUNCT
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cana-4662	400	10	,	,	PUNCT
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cana-4662	400	12	:	:	PUNCT
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cana-4662	400	14	/	/	SYM
cana-4662	400	15	en14164886	en14164886	NOUN
cana-4662	400	16	.	.	PUNCT
cana-4662	401	1	[	[	X
cana-4662	401	2	17	17	NUM
cana-4662	401	3	]	]	PUNCT
cana-4662	401	4	a.	a.	NOUN
cana-4662	401	5	theissler	theissler	PROPN
cana-4662	401	6	,	,	PUNCT
cana-4662	401	7	j.	j.	PROPN
cana-4662	401	8	pérez	pérez	PROPN
cana-4662	401	9	-	-	PUNCT
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cana-4662	401	11	,	,	PUNCT
cana-4662	401	12	m.	m.	NOUN
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cana-4662	401	16	g.	g.	PROPN
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cana-4662	401	18	,	,	PUNCT
cana-4662	401	19	‘	'	PUNCT
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cana-4662	401	26	:	:	PUNCT
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cana-4662	401	30	challenges	challenge	NOUN
cana-4662	401	31	in	in	ADP
cana-4662	401	32	the	the	DET
cana-4662	401	33	automotive	automotive	ADJ
cana-4662	401	34	industry	industry	NOUN
cana-4662	401	35	’	'	PUNCT
cana-4662	401	36	,	,	PUNCT
cana-4662	401	37	reliab	reliab	VERB
cana-4662	401	38	eng	eng	PROPN
cana-4662	401	39	syst	syst	PROPN
cana-4662	401	40	saf	saf	PROPN
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cana-4662	401	43	.	.	PROPN
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cana-4662	401	45	,	,	PUNCT
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cana-4662	401	47	.	.	PROPN
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cana-4662	401	49	,	,	PUNCT
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cana-4662	401	51	:	:	PUNCT
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cana-4662	402	2	18	18	NUM
cana-4662	402	3	]	]	PUNCT
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cana-4662	402	6	,	,	PUNCT
cana-4662	402	7	s.	s.	PROPN
cana-4662	402	8	zhang	zhang	PROPN
cana-4662	402	9	,	,	PUNCT
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cana-4662	402	35	power	power	NOUN
cana-4662	402	36	systems	system	NOUN
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cana-4662	402	43	7	7	NUM
cana-4662	402	44	,	,	PUNCT
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cana-4662	402	46	.	.	NOUN
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cana-4662	402	48	,	,	PUNCT
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cana-4662	402	50	.	.	PUNCT
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cana-4662	403	10	/	/	SYM
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cana-4662	403	12	-	-	PUNCT
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cana-4662	403	14	-	-	PUNCT
cana-4662	403	15	00573	00573	NUM
cana-4662	403	16	-	-	PUNCT
cana-4662	403	17	3	3	NUM
cana-4662	403	18	.	.	PUNCT
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cana-4662	404	3	]	]	PUNCT
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cana-4662	404	25	,	,	PUNCT
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cana-4662	404	47	:	:	PUNCT
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cana-4662	405	62	:	:	PUNCT
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cana-4662	406	7	:	:	PUNCT
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cana-4662	406	11	vol	vol	VERB
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cana-4662	406	14	.	.	PUNCT
cana-4662	407	1	10s	10	NOUN
cana-4662	407	2	(	(	PUNCT
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cana-4662	407	4	)	)	PUNCT
cana-4662	407	5	62	62	NUM
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cana-4662	408	2	21	21	NUM
cana-4662	408	3	]	]	PUNCT
cana-4662	408	4	a.	a.	PROPN
cana-4662	408	5	r.	r.	PROPN
cana-4662	408	6	mussah	mussah	PROPN
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cana-4662	408	10	-	-	PUNCT
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cana-4662	408	12	,	,	PUNCT
cana-4662	408	13	‘	'	PUNCT
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cana-4662	408	16	framework	framework	NOUN
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cana-4662	408	19	-	-	PUNCT
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cana-4662	408	24	safety	safety	NOUN
cana-4662	408	25	utilizing	utilize	VERB
cana-4662	408	26	connected	connect	VERB
cana-4662	408	27	vehicle	vehicle	NOUN
cana-4662	408	28	data	datum	NOUN
cana-4662	408	29	’	'	PUNCT
cana-4662	408	30	,	,	PUNCT
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cana-4662	408	32	(	(	PUNCT
cana-4662	408	33	switzerland	switzerland	PROPN
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cana-4662	410	8	v.	v.	ADP
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cana-4662	410	25	li	li	PROPN
cana-4662	410	26	-	-	PUNCT
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cana-4662	410	28	batteries	battery	NOUN
cana-4662	410	29	in	in	ADP
cana-4662	410	30	uavs	uavs	NOUN
cana-4662	410	31	using	use	VERB
cana-4662	410	32	machine	machine	NOUN
cana-4662	410	33	learning	learn	VERB
cana-4662	410	34	techniques	technique	NOUN
cana-4662	410	35	’	'	PUNCT
cana-4662	410	36	,	,	PUNCT
cana-4662	410	37	computers	computer	NOUN
cana-4662	410	38	,	,	PUNCT
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cana-4662	410	40	.	.	PROPN
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cana-4662	410	42	,	,	PUNCT
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cana-4662	410	44	.	.	NOUN
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cana-4662	410	46	,	,	PUNCT
cana-4662	410	47	mar	mar	PROPN
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cana-4662	410	50	,	,	PUNCT
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cana-4662	410	52	:	:	PUNCT
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cana-4662	411	2	23	23	NUM
cana-4662	411	3	]	]	PUNCT
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cana-4662	411	6	,	,	PUNCT
cana-4662	411	7	i.	i.	PROPN
cana-4662	411	8	amellal	amellal	PROPN
cana-4662	411	9	,	,	PUNCT
cana-4662	411	10	h.	h.	PROPN
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cana-4662	411	12	,	,	PUNCT
cana-4662	411	13	and	and	CCONJ
cana-4662	411	14	m.	m.	PROPN
cana-4662	411	15	rida	rida	PROPN
cana-4662	411	16	ech	ech	PROPN
cana-4662	411	17	-	-	PUNCT
cana-4662	411	18	charrat	charrat	PROPN
cana-4662	411	19	,	,	PUNCT
cana-4662	411	20	‘	'	PUNCT
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cana-4662	411	30	spare	spare	ADJ
cana-4662	411	31	parts	part	NOUN
cana-4662	411	32	with	with	ADP
cana-4662	411	33	a	a	DET
cana-4662	411	34	combined	combined	ADJ
cana-4662	411	35	cnn	cnn	PROPN
cana-4662	411	36	-	-	PUNCT
cana-4662	411	37	lstm	lstm	PROPN
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cana-4662	411	39	’	'	PUNCT
cana-4662	411	40	,	,	PUNCT
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cana-4662	411	43	supply	supply	NOUN
cana-4662	411	44	chain	chain	NOUN
cana-4662	411	45	management	management	NOUN
cana-4662	411	46	,	,	PUNCT
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cana-4662	412	2	,	,	PUNCT
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cana-4662	412	4	.	.	PUNCT
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cana-4662	413	2	24	24	NUM
cana-4662	413	3	]	]	PUNCT
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cana-4662	413	6	and	and	CCONJ
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cana-4662	413	12	learning	learning	NOUN
cana-4662	413	13	approaches	approach	NOUN
cana-4662	413	14	for	for	ADP
cana-4662	413	15	auto	auto	NOUN
cana-4662	413	16	insurance	insurance	NOUN
cana-4662	413	17	big	big	ADJ
cana-4662	413	18	data	datum	NOUN
cana-4662	413	19	’	'	PUNCT
cana-4662	413	20	,	,	PUNCT
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cana-4662	413	22	,	,	PUNCT
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cana-4662	413	24	.	.	NOUN
cana-4662	413	25	9	9	NUM
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cana-4662	413	34	–	–	PUNCT
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cana-4662	413	36	,	,	PUNCT
cana-4662	413	37	2021	2021	NUM
cana-4662	413	38	,	,	PUNCT
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cana-4662	413	40	:	:	PUNCT
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cana-4662	414	3	]	]	PUNCT
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cana-4662	419	2	,	,	PUNCT
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cana-4662	420	36	,	,	PUNCT
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cana-4662	420	40	)	)	PUNCT
cana-4662	420	41	,	,	PUNCT
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cana-4662	423	28	aftermarket	aftermarket	NOUN
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cana-4662	423	30	,	,	PUNCT
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cana-4662	423	34	and	and	CCONJ
cana-4662	423	35	fuzzy	fuzzy	ADJ
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cana-4662	425	25	,	,	PUNCT
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cana-4662	426	18	approach	approach	VERB
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cana-4662	426	29	service	service	NOUN
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cana-4662	426	44	science	science	NOUN
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cana-4662	428	36	5	5	NUM
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cana-4662	430	46	)	)	PUNCT
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cana-4662	431	2	35	35	NUM
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cana-4662	433	4	m.	m.	NOUN
cana-4662	433	5	alwadi	alwadi	NOUN
cana-4662	433	6	,	,	PUNCT
cana-4662	433	7	g.	g.	PROPN
cana-4662	433	8	chetty	chetty	PROPN
cana-4662	433	9	,	,	PUNCT
cana-4662	433	10	and	and	CCONJ
cana-4662	433	11	m.	m.	PROPN
cana-4662	433	12	yamin	yamin	PROPN
cana-4662	433	13	,	,	PUNCT
cana-4662	433	14	‘	'	PUNCT
cana-4662	433	15	a	a	DET
cana-4662	433	16	framework	framework	NOUN
cana-4662	433	17	for	for	ADP
cana-4662	433	18	vehicle	vehicle	NOUN
cana-4662	433	19	quality	quality	NOUN
cana-4662	433	20	evaluation	evaluation	NOUN
cana-4662	433	21	based	base	VERB
cana-4662	433	22	on	on	ADP
cana-4662	433	23	interpretable	interpretable	ADJ
cana-4662	433	24	machine	machine	NOUN
cana-4662	433	25	learning	learning	NOUN
cana-4662	433	26	’	'	PUNCT
cana-4662	433	27	,	,	PUNCT
cana-4662	433	28	international	international	ADJ
cana-4662	433	29	journal	journal	NOUN
cana-4662	433	30	of	of	ADP
cana-4662	433	31	information	information	NOUN
cana-4662	433	32	technology	technology	NOUN
cana-4662	433	33	(	(	PUNCT
cana-4662	433	34	singapore	singapore	PROPN
cana-4662	433	35	)	)	PUNCT
cana-4662	433	36	,	,	PUNCT
cana-4662	433	37	vol	vol	NOUN
cana-4662	433	38	.	.	PROPN
cana-4662	433	39	15	15	NUM
cana-4662	433	40	,	,	PUNCT
cana-4662	433	41	no	no	INTJ
cana-4662	433	42	.	.	NOUN
cana-4662	433	43	1	1	NUM
cana-4662	433	44	,	,	PUNCT
cana-4662	433	45	pp	pp	ADJ
cana-4662	433	46	.	.	PUNCT
cana-4662	434	1	129–136	129–136	NUM
cana-4662	434	2	,	,	PUNCT
cana-4662	434	3	jan	jan	PROPN
cana-4662	434	4	.	.	PROPN
cana-4662	434	5	2023	2023	NUM
cana-4662	434	6	,	,	PUNCT
cana-4662	434	7	doi	doi	NOUN
cana-4662	434	8	:	:	PUNCT
cana-4662	434	9	10.1007	10.1007	NUM
cana-4662	434	10	/	/	SYM
cana-4662	434	11	s41870	s41870	PROPN
cana-4662	434	12	-	-	PUNCT
cana-4662	434	13	022	022	NUM
cana-4662	434	14	-	-	PUNCT
cana-4662	434	15	01121	01121	NUM
cana-4662	434	16	-	-	PUNCT
cana-4662	434	17	6	6	NUM
cana-4662	434	18	.	.	PUNCT
cana-4662	435	1	[	[	X
cana-4662	435	2	37	37	NUM
cana-4662	435	3	]	]	X
cana-4662	435	4	b.	b.	PROPN
cana-4662	435	5	liang	liang	PROPN
cana-4662	435	6	,	,	PUNCT
cana-4662	435	7	j.	j.	PROPN
cana-4662	435	8	yang	yang	PROPN
cana-4662	435	9	,	,	PUNCT
cana-4662	435	10	y.	y.	PROPN
cana-4662	435	11	guo	guo	PROPN
cana-4662	435	12	,	,	PUNCT
cana-4662	435	13	and	and	CCONJ
cana-4662	435	14	x.	x.	NOUN
cana-4662	435	15	guo	guo	PROPN
cana-4662	435	16	,	,	PUNCT
cana-4662	435	17	‘	'	PUNCT
cana-4662	435	18	application	application	NOUN
cana-4662	435	19	of	of	ADP
cana-4662	435	20	machine	machine	NOUN
cana-4662	435	21	learning	learn	VERB
cana-4662	435	22	algorithms	algorithm	NOUN
cana-4662	435	23	in	in	ADP
cana-4662	435	24	the	the	DET
cana-4662	435	25	development	development	NOUN
cana-4662	435	26	and	and	CCONJ
cana-4662	435	27	consumption	consumption	NOUN
cana-4662	435	28	trend	trend	NOUN
cana-4662	435	29	of	of	ADP
cana-4662	435	30	green	green	ADJ
cana-4662	435	31	and	and	CCONJ
cana-4662	435	32	intelligent	intelligent	ADJ
cana-4662	435	33	vehicles	vehicle	NOUN
cana-4662	435	34	under	under	ADP
cana-4662	435	35	the	the	DET
cana-4662	435	36	background	background	NOUN
cana-4662	435	37	of	of	ADP
cana-4662	435	38	big	big	ADJ
cana-4662	435	39	data	datum	NOUN
cana-4662	435	40	’	'	PUNCT
cana-4662	435	41	,	,	PUNCT
cana-4662	435	42	wirel	wirel	NOUN
cana-4662	435	43	commun	commun	PROPN
cana-4662	435	44	mob	mob	PROPN
cana-4662	435	45	comput	comput	PROPN
cana-4662	435	46	,	,	PUNCT
cana-4662	435	47	vol	vol	NOUN
cana-4662	435	48	.	.	NOUN
cana-4662	435	49	2022	2022	NUM
cana-4662	435	50	,	,	PUNCT
cana-4662	435	51	2022	2022	NUM
cana-4662	435	52	,	,	PUNCT
cana-4662	435	53	doi	doi	NOUN
cana-4662	435	54	:	:	PUNCT
cana-4662	435	55	10.1155/2022/4436016	10.1155/2022/4436016	NUM