id	sid	tid	token	lemma	pos
cana-5261	1	1	communications	communication	NOUN
cana-5261	1	2	on	on	ADP
cana-5261	1	3	applied	apply	VERB
cana-5261	1	4	nonlinear	nonlinear	ADJ
cana-5261	1	5	analysis	analysis	NOUN
cana-5261	1	6	issn	issn	NOUN
cana-5261	1	7	:	:	PUNCT
cana-5261	1	8	1074	1074	NUM
cana-5261	1	9	-	-	PUNCT
cana-5261	1	10	133x	133x	NUM
cana-5261	1	11	vol	vol	VERB
cana-5261	1	12	32	32	NUM
cana-5261	1	13	no	no	NOUN
cana-5261	1	14	.	.	PUNCT
cana-5261	2	1	10s	10	NOUN
cana-5261	2	2	(	(	PUNCT
cana-5261	2	3	2025	2025	NUM
cana-5261	2	4	)	)	PUNCT
cana-5261	2	5	1577	1577	NUM
cana-5261	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	2	7	iot	iot	NOUN
cana-5261	2	8	and	and	CCONJ
cana-5261	2	9	machine	machine	NOUN
cana-5261	2	10	learning	learning	NOUN
cana-5261	2	11	-	-	PUNCT
cana-5261	2	12	driven	drive	VERB
cana-5261	2	13	predictive	predictive	ADJ
cana-5261	2	14	maintenance	maintenance	NOUN
cana-5261	2	15	for	for	ADP
cana-5261	2	16	enhanced	enhanced	ADJ
cana-5261	2	17	supply	supply	NOUN
cana-5261	2	18	chain	chain	NOUN
cana-5261	2	19	performance	performance	NOUN
cana-5261	2	20	1p	1p	NUM
cana-5261	2	21	balaji	balaji	PROPN
cana-5261	2	22	prasad	prasad	PROPN
cana-5261	2	23	,	,	PUNCT
cana-5261	2	24	2dr	2dr	NOUN
cana-5261	2	25	.	.	PUNCT
cana-5261	3	1	nuresh	nuresh	PROPN
cana-5261	3	2	kumar	kumar	PROPN
cana-5261	3	3	khunte	khunte	PROPN
cana-5261	3	4	,	,	PUNCT
cana-5261	3	5	3dr	3dr	PROPN
cana-5261	3	6	.	.	PUNCT
cana-5261	4	1	vinay	vinay	PROPN
cana-5261	4	2	chandra	chandra	PROPN
cana-5261	4	3	jha	jha	PROPN
cana-5261	4	4	,	,	PUNCT
cana-5261	4	5	1research	1research	NUM
cana-5261	4	6	scholar	scholar	NOUN
cana-5261	4	7	,	,	PUNCT
cana-5261	4	8	kalinga	kalinga	PROPN
cana-5261	4	9	university	university	PROPN
cana-5261	4	10	,	,	PUNCT
cana-5261	4	11	prasadbalaji94@gmail.com	prasadbalaji94@gmail.com	PROPN
cana-5261	4	12	2supervisor	2supervisor	NUM
cana-5261	4	13	,	,	PUNCT
cana-5261	4	14	assistant	assistant	NOUN
cana-5261	4	15	professor	professor	NOUN
cana-5261	4	16	,	,	PUNCT
cana-5261	4	17	mechanical	mechanical	ADJ
cana-5261	4	18	engineering	engineering	NOUN
cana-5261	4	19	,	,	PUNCT
cana-5261	4	20	kalinga	kalinga	PROPN
cana-5261	4	21	university	university	PROPN
cana-5261	4	22	,	,	PUNCT
cana-5261	4	23	nuresh.khunte@kalingauniversity.ac.in	nuresh.khunte@kalingauniversity.ac.in	PROPN
cana-5261	4	24	3head	3head	NUM
cana-5261	4	25	of	of	ADP
cana-5261	4	26	the	the	DET
cana-5261	4	27	department	department	NOUN
cana-5261	4	28	,	,	PUNCT
cana-5261	4	29	mechanical	mechanical	ADJ
cana-5261	4	30	engineering	engineering	NOUN
cana-5261	4	31	,	,	PUNCT
cana-5261	4	32	kalinga	kalinga	PROPN
cana-5261	4	33	university	university	PROPN
cana-5261	4	34	,	,	PUNCT
cana-5261	4	35	vinay.jha@kalingauniversity.ac.in	vinay.jha@kalingauniversity.ac.in	PROPN
cana-5261	4	36	article	article	NOUN
cana-5261	4	37	history	history	NOUN
cana-5261	4	38	:	:	PUNCT
cana-5261	4	39	received	receive	VERB
cana-5261	4	40	:	:	PUNCT
cana-5261	4	41	12	12	NUM
cana-5261	4	42	-	-	SYM
cana-5261	4	43	01	01	NUM
cana-5261	4	44	-	-	PUNCT
cana-5261	4	45	2025	2025	NUM
cana-5261	4	46	revised	revise	VERB
cana-5261	4	47	:	:	PUNCT
cana-5261	4	48	15	15	NUM
cana-5261	4	49	-	-	NUM
cana-5261	4	50	02	02	NUM
cana-5261	4	51	-	-	PUNCT
cana-5261	4	52	2025	2025	NUM
cana-5261	4	53	accepted	accept	VERB
cana-5261	4	54	:	:	PUNCT
cana-5261	4	55	01	01	NUM
cana-5261	4	56	-	-	SYM
cana-5261	4	57	03	03	NUM
cana-5261	4	58	-	-	PUNCT
cana-5261	4	59	2025	2025	NUM
cana-5261	4	60	abstract	abstract	NOUN
cana-5261	4	61	:	:	PUNCT
cana-5261	4	62	in	in	ADP
cana-5261	4	63	today	today	NOUN
cana-5261	4	64	’s	’s	PART
cana-5261	4	65	competitive	competitive	ADJ
cana-5261	4	66	and	and	CCONJ
cana-5261	4	67	dynamic	dynamic	ADJ
cana-5261	4	68	industrial	industrial	ADJ
cana-5261	4	69	landscape	landscape	NOUN
cana-5261	4	70	,	,	PUNCT
cana-5261	4	71	minimizing	minimize	VERB
cana-5261	4	72	equipment	equipment	NOUN
cana-5261	4	73	downtime	downtime	NOUN
cana-5261	4	74	and	and	CCONJ
cana-5261	4	75	ensuring	ensure	VERB
cana-5261	4	76	uninterrupted	uninterrupted	ADJ
cana-5261	4	77	supply	supply	NOUN
cana-5261	4	78	chain	chain	NOUN
cana-5261	4	79	operations	operation	NOUN
cana-5261	4	80	are	be	AUX
cana-5261	4	81	critical	critical	ADJ
cana-5261	4	82	for	for	ADP
cana-5261	4	83	sustaining	sustain	VERB
cana-5261	4	84	productivity	productivity	NOUN
cana-5261	4	85	and	and	CCONJ
cana-5261	4	86	profitability	profitability	NOUN
cana-5261	4	87	.	.	PUNCT
cana-5261	5	1	traditional	traditional	ADJ
cana-5261	5	2	maintenance	maintenance	NOUN
cana-5261	5	3	strategies	strategy	NOUN
cana-5261	5	4	—	—	PUNCT
cana-5261	5	5	reactive	reactive	ADJ
cana-5261	5	6	and	and	CCONJ
cana-5261	5	7	preventive	preventive	ADJ
cana-5261	5	8	—	—	PUNCT
cana-5261	5	9	are	be	AUX
cana-5261	5	10	increasingly	increasingly	ADV
cana-5261	5	11	proving	prove	VERB
cana-5261	5	12	inadequate	inadequate	ADJ
cana-5261	5	13	in	in	ADP
cana-5261	5	14	the	the	DET
cana-5261	5	15	face	face	NOUN
cana-5261	5	16	of	of	ADP
cana-5261	5	17	complex	complex	ADJ
cana-5261	5	18	logistics	logistic	NOUN
cana-5261	5	19	and	and	CCONJ
cana-5261	5	20	high	high	ADJ
cana-5261	5	21	-	-	PUNCT
cana-5261	5	22	performance	performance	NOUN
cana-5261	5	23	expectations	expectation	NOUN
cana-5261	5	24	.	.	PUNCT
cana-5261	6	1	this	this	DET
cana-5261	6	2	research	research	NOUN
cana-5261	6	3	proposes	propose	VERB
cana-5261	6	4	a	a	DET
cana-5261	6	5	predictive	predictive	ADJ
cana-5261	6	6	maintenance	maintenance	NOUN
cana-5261	6	7	framework	framework	NOUN
cana-5261	6	8	that	that	PRON
cana-5261	6	9	leverages	leverage	VERB
cana-5261	6	10	the	the	DET
cana-5261	6	11	internet	internet	NOUN
cana-5261	6	12	of	of	ADP
cana-5261	6	13	things	thing	NOUN
cana-5261	6	14	(	(	PUNCT
cana-5261	6	15	iot	iot	NOUN
cana-5261	6	16	)	)	PUNCT
cana-5261	6	17	and	and	CCONJ
cana-5261	6	18	machine	machine	NOUN
cana-5261	6	19	learning	learning	NOUN
cana-5261	6	20	(	(	PUNCT
cana-5261	6	21	ml	ml	NOUN
cana-5261	6	22	)	)	PUNCT
cana-5261	6	23	to	to	PART
cana-5261	6	24	anticipate	anticipate	VERB
cana-5261	6	25	machinery	machinery	NOUN
cana-5261	6	26	failures	failure	NOUN
cana-5261	6	27	and	and	CCONJ
cana-5261	6	28	schedule	schedule	VERB
cana-5261	6	29	timely	timely	ADJ
cana-5261	6	30	interventions	intervention	NOUN
cana-5261	6	31	in	in	ADP
cana-5261	6	32	a	a	DET
cana-5261	6	33	supply	supply	NOUN
cana-5261	6	34	chain	chain	NOUN
cana-5261	6	35	context	context	NOUN
cana-5261	6	36	.	.	PUNCT
cana-5261	7	1	the	the	DET
cana-5261	7	2	study	study	NOUN
cana-5261	7	3	outlines	outline	VERB
cana-5261	7	4	a	a	DET
cana-5261	7	5	multi	multi	ADJ
cana-5261	7	6	-	-	ADJ
cana-5261	7	7	layered	layered	ADJ
cana-5261	7	8	architecture	architecture	NOUN
cana-5261	7	9	integrating	integrate	VERB
cana-5261	7	10	real	real	ADJ
cana-5261	7	11	-	-	PUNCT
cana-5261	7	12	time	time	NOUN
cana-5261	7	13	sensor	sensor	NOUN
cana-5261	7	14	data	data	NOUN
cana-5261	7	15	acquisition	acquisition	NOUN
cana-5261	7	16	,	,	PUNCT
cana-5261	7	17	feature	feature	NOUN
cana-5261	7	18	engineering	engineering	NOUN
cana-5261	7	19	,	,	PUNCT
cana-5261	7	20	and	and	CCONJ
cana-5261	7	21	advanced	advanced	ADJ
cana-5261	7	22	machine	machine	NOUN
cana-5261	7	23	learning	learn	VERB
cana-5261	7	24	algorithms	algorithm	NOUN
cana-5261	7	25	including	include	VERB
cana-5261	7	26	random	random	ADJ
cana-5261	7	27	forest	forest	NOUN
cana-5261	7	28	,	,	PUNCT
cana-5261	7	29	xgboost	xgboost	ADV
cana-5261	7	30	,	,	PUNCT
cana-5261	7	31	and	and	CCONJ
cana-5261	7	32	long	long	ADJ
cana-5261	7	33	short	short	ADJ
cana-5261	7	34	-	-	PUNCT
cana-5261	7	35	term	term	NOUN
cana-5261	7	36	memory	memory	NOUN
cana-5261	7	37	(	(	PUNCT
cana-5261	7	38	lstm	lstm	NOUN
cana-5261	7	39	)	)	PUNCT
cana-5261	7	40	networks	network	NOUN
cana-5261	7	41	.	.	PUNCT
cana-5261	8	1	a	a	DET
cana-5261	8	2	case	case	NOUN
cana-5261	8	3	study	study	NOUN
cana-5261	8	4	implementation	implementation	NOUN
cana-5261	8	5	on	on	ADP
cana-5261	8	6	a	a	DET
cana-5261	8	7	conveyor	conveyor	NOUN
cana-5261	8	8	system	system	NOUN
cana-5261	8	9	within	within	ADP
cana-5261	8	10	a	a	DET
cana-5261	8	11	warehouse	warehouse	NOUN
cana-5261	8	12	demonstrates	demonstrate	VERB
cana-5261	8	13	the	the	DET
cana-5261	8	14	system	system	NOUN
cana-5261	8	15	’s	’s	PART
cana-5261	8	16	capability	capability	NOUN
cana-5261	8	17	to	to	PART
cana-5261	8	18	predict	predict	VERB
cana-5261	8	19	failures	failure	NOUN
cana-5261	8	20	with	with	ADP
cana-5261	8	21	an	an	DET
cana-5261	8	22	accuracy	accuracy	NOUN
cana-5261	8	23	of	of	ADP
cana-5261	8	24	94.8	94.8	NUM
cana-5261	8	25	%	%	NOUN
cana-5261	8	26	using	use	VERB
cana-5261	8	27	lstm	lstm	NOUN
cana-5261	8	28	,	,	PUNCT
cana-5261	8	29	leading	lead	VERB
cana-5261	8	30	to	to	ADP
cana-5261	8	31	a	a	DET
cana-5261	8	32	60	60	NUM
cana-5261	8	33	%	%	NOUN
cana-5261	8	34	reduction	reduction	NOUN
cana-5261	8	35	in	in	ADP
cana-5261	8	36	unplanned	unplanned	ADJ
cana-5261	8	37	downtime	downtime	NOUN
cana-5261	8	38	and	and	CCONJ
cana-5261	8	39	an	an	DET
cana-5261	8	40	overall	overall	ADJ
cana-5261	8	41	roi	roi	NOUN
cana-5261	8	42	of	of	ADP
cana-5261	8	43	approximately	approximately	ADV
cana-5261	8	44	230	230	NUM
cana-5261	8	45	%	%	NOUN
cana-5261	8	46	annually	annually	ADV
cana-5261	8	47	.	.	PUNCT
cana-5261	9	1	furthermore	furthermore	ADV
cana-5261	9	2	,	,	PUNCT
cana-5261	9	3	the	the	DET
cana-5261	9	4	integration	integration	NOUN
cana-5261	9	5	with	with	ADP
cana-5261	9	6	erp	erp	PROPN
cana-5261	9	7	and	and	CCONJ
cana-5261	9	8	wms	wms	PROPN
cana-5261	9	9	platforms	platform	NOUN
cana-5261	9	10	facilitated	facilitate	VERB
cana-5261	9	11	automated	automate	VERB
cana-5261	9	12	maintenance	maintenance	NOUN
cana-5261	9	13	planning	planning	NOUN
cana-5261	9	14	and	and	CCONJ
cana-5261	9	15	improved	improved	ADJ
cana-5261	9	16	logistics	logistic	NOUN
cana-5261	9	17	efficiency	efficiency	NOUN
cana-5261	9	18	.	.	PUNCT
cana-5261	10	1	the	the	DET
cana-5261	10	2	results	result	NOUN
cana-5261	10	3	affirm	affirm	VERB
cana-5261	10	4	that	that	SCONJ
cana-5261	10	5	predictive	predictive	ADJ
cana-5261	10	6	maintenance	maintenance	NOUN
cana-5261	10	7	,	,	PUNCT
cana-5261	10	8	empowered	empower	VERB
cana-5261	10	9	by	by	ADP
cana-5261	10	10	iot	iot	NOUN
cana-5261	10	11	and	and	CCONJ
cana-5261	10	12	ml	ml	PROPN
cana-5261	10	13	,	,	PUNCT
cana-5261	10	14	can	can	AUX
cana-5261	10	15	significantly	significantly	ADV
cana-5261	10	16	enhance	enhance	VERB
cana-5261	10	17	asset	asset	NOUN
cana-5261	10	18	reliability	reliability	NOUN
cana-5261	10	19	,	,	PUNCT
cana-5261	10	20	reduce	reduce	VERB
cana-5261	10	21	operational	operational	ADJ
cana-5261	10	22	costs	cost	NOUN
cana-5261	10	23	,	,	PUNCT
cana-5261	10	24	and	and	CCONJ
cana-5261	10	25	increase	increase	VERB
cana-5261	10	26	supply	supply	NOUN
cana-5261	10	27	chain	chain	NOUN
cana-5261	10	28	resilience	resilience	NOUN
cana-5261	10	29	.	.	PUNCT
cana-5261	11	1	this	this	DET
cana-5261	11	2	research	research	NOUN
cana-5261	11	3	also	also	ADV
cana-5261	11	4	highlights	highlight	VERB
cana-5261	11	5	practical	practical	ADJ
cana-5261	11	6	implications	implication	NOUN
cana-5261	11	7	,	,	PUNCT
cana-5261	11	8	limitations	limitation	NOUN
cana-5261	11	9	,	,	PUNCT
cana-5261	11	10	and	and	CCONJ
cana-5261	11	11	directions	direction	NOUN
cana-5261	11	12	for	for	ADP
cana-5261	11	13	future	future	ADJ
cana-5261	11	14	work	work	NOUN
cana-5261	11	15	including	include	VERB
cana-5261	11	16	digital	digital	ADJ
cana-5261	11	17	twin	twin	ADJ
cana-5261	11	18	integration	integration	NOUN
cana-5261	11	19	and	and	CCONJ
cana-5261	11	20	ai	ai	ADJ
cana-5261	11	21	-	-	PUNCT
cana-5261	11	22	driven	drive	VERB
cana-5261	11	23	automation	automation	NOUN
cana-5261	11	24	.	.	PUNCT
cana-5261	12	1	keywords	keyword	NOUN
cana-5261	12	2	:	:	PUNCT
cana-5261	12	3	predictive	predictive	ADJ
cana-5261	12	4	maintenance	maintenance	NOUN
cana-5261	12	5	,	,	PUNCT
cana-5261	12	6	internet	internet	NOUN
cana-5261	12	7	of	of	ADP
cana-5261	12	8	things	thing	NOUN
cana-5261	12	9	(	(	PUNCT
cana-5261	12	10	iot	iot	NOUN
cana-5261	12	11	)	)	PUNCT
cana-5261	12	12	,	,	PUNCT
cana-5261	12	13	machine	machine	NOUN
cana-5261	12	14	learning	learning	NOUN
cana-5261	12	15	(	(	PUNCT
cana-5261	12	16	ml	ml	NOUN
cana-5261	12	17	)	)	PUNCT
cana-5261	12	18	,	,	PUNCT
cana-5261	12	19	long	long	ADJ
cana-5261	12	20	short	short	ADJ
cana-5261	12	21	-	-	PUNCT
cana-5261	12	22	term	term	NOUN
cana-5261	12	23	memory	memory	NOUN
cana-5261	12	24	(	(	PUNCT
cana-5261	12	25	lstm	lstm	NOUN
cana-5261	12	26	)	)	PUNCT
cana-5261	12	27	,	,	PUNCT
cana-5261	12	28	supply	supply	NOUN
cana-5261	12	29	chain	chain	NOUN
cana-5261	12	30	management	management	NOUN
cana-5261	12	31	,	,	PUNCT
cana-5261	12	32	condition	condition	NOUN
cana-5261	12	33	monitoring	monitor	VERB
cana-5261	12	34	1	1	NUM
cana-5261	12	35	.	.	PUNCT
cana-5261	12	36	introduction	introduction	NOUN
cana-5261	12	37	1.1	1.1	NUM
cana-5261	12	38	background	background	NOUN
cana-5261	12	39	and	and	CCONJ
cana-5261	12	40	need	need	VERB
cana-5261	12	41	for	for	SCONJ
cana-5261	12	42	maintenance	maintenance	NOUN
cana-5261	12	43	optimization	optimization	NOUN
cana-5261	12	44	maintenance	maintenance	NOUN
cana-5261	12	45	management	management	NOUN
cana-5261	12	46	is	be	AUX
cana-5261	12	47	a	a	DET
cana-5261	12	48	critical	critical	ADJ
cana-5261	12	49	component	component	NOUN
cana-5261	12	50	of	of	ADP
cana-5261	12	51	industrial	industrial	ADJ
cana-5261	12	52	operations	operation	NOUN
cana-5261	12	53	,	,	PUNCT
cana-5261	12	54	directly	directly	ADV
cana-5261	12	55	influencing	influence	VERB
cana-5261	12	56	equipment	equipment	NOUN
cana-5261	12	57	reliability	reliability	NOUN
cana-5261	12	58	,	,	PUNCT
cana-5261	12	59	production	production	NOUN
cana-5261	12	60	continuity	continuity	NOUN
cana-5261	12	61	,	,	PUNCT
cana-5261	12	62	and	and	CCONJ
cana-5261	12	63	operational	operational	ADJ
cana-5261	12	64	efficiency	efficiency	NOUN
cana-5261	12	65	.	.	PUNCT
cana-5261	13	1	traditional	traditional	ADJ
cana-5261	13	2	maintenance	maintenance	NOUN
cana-5261	13	3	strategies	strategy	NOUN
cana-5261	13	4	,	,	PUNCT
cana-5261	13	5	such	such	ADJ
cana-5261	13	6	as	as	ADP
cana-5261	13	7	reactive	reactive	ADJ
cana-5261	13	8	maintenance	maintenance	NOUN
cana-5261	13	9	(	(	PUNCT
cana-5261	13	10	run	run	VERB
cana-5261	13	11	-	-	PUNCT
cana-5261	13	12	to	to	ADP
cana-5261	13	13	-	-	PUNCT
cana-5261	13	14	failure	failure	NOUN
cana-5261	13	15	)	)	PUNCT
cana-5261	13	16	and	and	CCONJ
cana-5261	13	17	preventive	preventive	ADJ
cana-5261	13	18	maintenance	maintenance	NOUN
cana-5261	13	19	(	(	PUNCT
cana-5261	13	20	based	base	VERB
cana-5261	13	21	on	on	ADP
cana-5261	13	22	time	time	NOUN
cana-5261	13	23	or	or	CCONJ
cana-5261	13	24	usage	usage	NOUN
cana-5261	13	25	intervals	interval	NOUN
cana-5261	13	26	)	)	PUNCT
cana-5261	13	27	,	,	PUNCT
cana-5261	13	28	have	have	AUX
cana-5261	13	29	long	long	ADV
cana-5261	13	30	been	be	AUX
cana-5261	13	31	utilized	utilize	VERB
cana-5261	13	32	in	in	ADP
cana-5261	13	33	manufacturing	manufacturing	NOUN
cana-5261	13	34	and	and	CCONJ
cana-5261	13	35	supply	supply	NOUN
cana-5261	13	36	chain	chain	NOUN
cana-5261	13	37	systems	system	NOUN
cana-5261	13	38	.	.	PUNCT
cana-5261	14	1	however	however	ADV
cana-5261	14	2	,	,	PUNCT
cana-5261	14	3	these	these	DET
cana-5261	14	4	strategies	strategy	NOUN
cana-5261	14	5	have	have	VERB
cana-5261	14	6	significant	significant	ADJ
cana-5261	14	7	drawbacks	drawback	NOUN
cana-5261	14	8	.	.	PUNCT
cana-5261	15	1	reactive	reactive	ADJ
cana-5261	15	2	maintenance	maintenance	NOUN
cana-5261	15	3	often	often	ADV
cana-5261	15	4	results	result	VERB
cana-5261	15	5	in	in	ADP
cana-5261	15	6	unexpected	unexpected	ADJ
cana-5261	15	7	equipment	equipment	NOUN
cana-5261	15	8	failures	failure	NOUN
cana-5261	15	9	and	and	CCONJ
cana-5261	15	10	unplanned	unplanned	ADJ
cana-5261	15	11	downtime	downtime	NOUN
cana-5261	15	12	,	,	PUNCT
cana-5261	15	13	whereas	whereas	SCONJ
cana-5261	15	14	preventive	preventive	ADJ
cana-5261	15	15	maintenance	maintenance	NOUN
cana-5261	15	16	may	may	AUX
cana-5261	15	17	lead	lead	VERB
cana-5261	15	18	to	to	ADP
cana-5261	15	19	unnecessary	unnecessary	ADJ
cana-5261	15	20	servicing	servicing	NOUN
cana-5261	15	21	,	,	PUNCT
cana-5261	15	22	increased	increase	VERB
cana-5261	15	23	labor	labor	NOUN
cana-5261	15	24	,	,	PUNCT
cana-5261	15	25	and	and	CCONJ
cana-5261	15	26	higher	high	ADJ
cana-5261	15	27	spare	spare	ADJ
cana-5261	15	28	parts	part	NOUN
cana-5261	15	29	costs	cost	NOUN
cana-5261	15	30	(	(	PUNCT
cana-5261	15	31	mobley	mobley	NOUN
cana-5261	15	32	,	,	PUNCT
cana-5261	15	33	2002	2002	NUM
cana-5261	15	34	)	)	PUNCT
cana-5261	15	35	.	.	PUNCT
cana-5261	16	1	mailto:prasadbalaji94@gmail.com	mailto:prasadbalaji94@gmail.com	PROPN
cana-5261	16	2	mailto:nuresh.khunte@kalingauniversity.ac.in	mailto:nuresh.khunte@kalingauniversity.ac.in	NUM
cana-5261	16	3	mailto:vinay.jha@kalingauniversity.ac.in	mailto:vinay.jha@kalingauniversity.ac.in	PROPN
cana-5261	16	4	communications	communication	NOUN
cana-5261	16	5	on	on	ADP
cana-5261	16	6	applied	apply	VERB
cana-5261	16	7	nonlinear	nonlinear	ADJ
cana-5261	16	8	analysis	analysis	NOUN
cana-5261	16	9	issn	issn	NOUN
cana-5261	16	10	:	:	PUNCT
cana-5261	16	11	1074	1074	NUM
cana-5261	16	12	-	-	PUNCT
cana-5261	16	13	133x	133x	NUM
cana-5261	16	14	vol	vol	VERB
cana-5261	16	15	32	32	NUM
cana-5261	16	16	no	no	NOUN
cana-5261	16	17	.	.	PUNCT
cana-5261	17	1	10s	10	NOUN
cana-5261	17	2	(	(	PUNCT
cana-5261	17	3	2025	2025	NUM
cana-5261	17	4	)	)	PUNCT
cana-5261	17	5	1578	1578	NUM
cana-5261	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	17	7	as	as	SCONJ
cana-5261	17	8	global	global	ADJ
cana-5261	17	9	supply	supply	NOUN
cana-5261	17	10	chains	chain	NOUN
cana-5261	17	11	become	become	VERB
cana-5261	17	12	more	more	ADV
cana-5261	17	13	complex	complex	ADJ
cana-5261	17	14	and	and	CCONJ
cana-5261	17	15	time	time	NOUN
cana-5261	17	16	-	-	PUNCT
cana-5261	17	17	sensitive	sensitive	ADJ
cana-5261	17	18	,	,	PUNCT
cana-5261	17	19	maintenance	maintenance	NOUN
cana-5261	17	20	-	-	PUNCT
cana-5261	17	21	related	relate	VERB
cana-5261	17	22	disruptions	disruption	NOUN
cana-5261	17	23	can	can	AUX
cana-5261	17	24	create	create	VERB
cana-5261	17	25	cascading	cascade	VERB
cana-5261	17	26	delays	delay	NOUN
cana-5261	17	27	throughout	throughout	ADP
cana-5261	17	28	the	the	DET
cana-5261	17	29	logistics	logistic	NOUN
cana-5261	17	30	network	network	NOUN
cana-5261	17	31	.	.	PUNCT
cana-5261	18	1	in	in	ADP
cana-5261	18	2	the	the	DET
cana-5261	18	3	context	context	NOUN
cana-5261	18	4	of	of	ADP
cana-5261	18	5	industry	industry	NOUN
cana-5261	18	6	4.0	4.0	NUM
cana-5261	18	7	,	,	PUNCT
cana-5261	18	8	where	where	SCONJ
cana-5261	18	9	manufacturing	manufacturing	NOUN
cana-5261	18	10	systems	system	NOUN
cana-5261	18	11	are	be	AUX
cana-5261	18	12	increasingly	increasingly	ADV
cana-5261	18	13	interconnected	interconnect	VERB
cana-5261	18	14	,	,	PUNCT
cana-5261	18	15	the	the	DET
cana-5261	18	16	failure	failure	NOUN
cana-5261	18	17	of	of	ADP
cana-5261	18	18	a	a	DET
cana-5261	18	19	single	single	ADJ
cana-5261	18	20	machine	machine	NOUN
cana-5261	18	21	or	or	CCONJ
cana-5261	18	22	node	node	NOUN
cana-5261	18	23	can	can	AUX
cana-5261	18	24	affect	affect	VERB
cana-5261	18	25	downstream	downstream	ADJ
cana-5261	18	26	operations	operation	NOUN
cana-5261	18	27	,	,	PUNCT
cana-5261	18	28	reduce	reduce	VERB
cana-5261	18	29	customer	customer	NOUN
cana-5261	18	30	satisfaction	satisfaction	NOUN
cana-5261	18	31	,	,	PUNCT
cana-5261	18	32	and	and	CCONJ
cana-5261	18	33	incur	incur	VERB
cana-5261	18	34	substantial	substantial	ADJ
cana-5261	18	35	financial	financial	ADJ
cana-5261	18	36	losses	loss	NOUN
cana-5261	18	37	(	(	PUNCT
cana-5261	18	38	lee	lee	PROPN
cana-5261	18	39	et	et	PROPN
cana-5261	18	40	al	al	PROPN
cana-5261	18	41	.	.	PROPN
cana-5261	18	42	,	,	PUNCT
cana-5261	18	43	2015	2015	NUM
cana-5261	18	44	)	)	PUNCT
cana-5261	18	45	.	.	PUNCT
cana-5261	19	1	therefore	therefore	ADV
cana-5261	19	2	,	,	PUNCT
cana-5261	19	3	optimizing	optimize	VERB
cana-5261	19	4	maintenance	maintenance	NOUN
cana-5261	19	5	processes	process	NOUN
cana-5261	19	6	is	be	AUX
cana-5261	19	7	crucial	crucial	ADJ
cana-5261	19	8	not	not	PART
cana-5261	19	9	only	only	ADV
cana-5261	19	10	for	for	ADP
cana-5261	19	11	cost	cost	NOUN
cana-5261	19	12	-	-	PUNCT
cana-5261	19	13	saving	save	VERB
cana-5261	19	14	and	and	CCONJ
cana-5261	19	15	operational	operational	ADJ
cana-5261	19	16	continuity	continuity	NOUN
cana-5261	19	17	but	but	CCONJ
cana-5261	19	18	also	also	ADV
cana-5261	19	19	for	for	ADP
cana-5261	19	20	enhancing	enhance	VERB
cana-5261	19	21	the	the	DET
cana-5261	19	22	overall	overall	ADJ
cana-5261	19	23	resilience	resilience	NOUN
cana-5261	19	24	and	and	CCONJ
cana-5261	19	25	responsiveness	responsiveness	NOUN
cana-5261	19	26	of	of	ADP
cana-5261	19	27	the	the	DET
cana-5261	19	28	supply	supply	NOUN
cana-5261	19	29	chain	chain	NOUN
cana-5261	19	30	.	.	PUNCT
cana-5261	20	1	modern	modern	ADJ
cana-5261	20	2	supply	supply	NOUN
cana-5261	20	3	chains	chain	NOUN
cana-5261	20	4	demand	demand	VERB
cana-5261	20	5	dynamic	dynamic	ADJ
cana-5261	20	6	,	,	PUNCT
cana-5261	20	7	data	data	NOUN
cana-5261	20	8	-	-	PUNCT
cana-5261	20	9	driven	drive	VERB
cana-5261	20	10	maintenance	maintenance	NOUN
cana-5261	20	11	strategies	strategy	NOUN
cana-5261	20	12	that	that	PRON
cana-5261	20	13	can	can	AUX
cana-5261	20	14	proactively	proactively	ADV
cana-5261	20	15	predict	predict	VERB
cana-5261	20	16	and	and	CCONJ
cana-5261	20	17	prevent	prevent	VERB
cana-5261	20	18	equipment	equipment	NOUN
cana-5261	20	19	failure	failure	NOUN
cana-5261	20	20	.	.	PUNCT
cana-5261	21	1	this	this	DET
cana-5261	21	2	shift	shift	NOUN
cana-5261	21	3	has	have	AUX
cana-5261	21	4	led	lead	VERB
cana-5261	21	5	to	to	ADP
cana-5261	21	6	the	the	DET
cana-5261	21	7	adoption	adoption	NOUN
cana-5261	21	8	of	of	ADP
cana-5261	21	9	predictive	predictive	ADJ
cana-5261	21	10	maintenance	maintenance	NOUN
cana-5261	21	11	(	(	PUNCT
cana-5261	21	12	pdm	pdm	NOUN
cana-5261	21	13	)	)	PUNCT
cana-5261	21	14	techniques	technique	NOUN
cana-5261	21	15	,	,	PUNCT
cana-5261	21	16	which	which	PRON
cana-5261	21	17	use	use	VERB
cana-5261	21	18	real	real	ADJ
cana-5261	21	19	-	-	PUNCT
cana-5261	21	20	time	time	NOUN
cana-5261	21	21	monitoring	monitoring	NOUN
cana-5261	21	22	and	and	CCONJ
cana-5261	21	23	intelligent	intelligent	ADJ
cana-5261	21	24	analysis	analysis	NOUN
cana-5261	21	25	to	to	PART
cana-5261	21	26	forecast	forecast	VERB
cana-5261	21	27	machinery	machinery	NOUN
cana-5261	21	28	breakdowns	breakdown	NOUN
cana-5261	21	29	and	and	CCONJ
cana-5261	21	30	recommend	recommend	VERB
cana-5261	21	31	timely	timely	ADJ
cana-5261	21	32	interventions	intervention	NOUN
cana-5261	21	33	.	.	PUNCT
cana-5261	22	1	pdm	pdm	PROPN
cana-5261	22	2	has	have	VERB
cana-5261	22	3	the	the	DET
cana-5261	22	4	potential	potential	NOUN
cana-5261	22	5	to	to	PART
cana-5261	22	6	drastically	drastically	ADV
cana-5261	22	7	reduce	reduce	VERB
cana-5261	22	8	downtime	downtime	NOUN
cana-5261	22	9	,	,	PUNCT
cana-5261	22	10	improve	improve	VERB
cana-5261	22	11	asset	asset	NOUN
cana-5261	22	12	utilization	utilization	NOUN
cana-5261	22	13	,	,	PUNCT
cana-5261	22	14	and	and	CCONJ
cana-5261	22	15	minimize	minimize	VERB
cana-5261	22	16	maintenance	maintenance	NOUN
cana-5261	22	17	costs	cost	NOUN
cana-5261	22	18	,	,	PUNCT
cana-5261	22	19	thus	thus	ADV
cana-5261	22	20	aligning	align	VERB
cana-5261	22	21	perfectly	perfectly	ADV
cana-5261	22	22	with	with	ADP
cana-5261	22	23	the	the	DET
cana-5261	22	24	goals	goal	NOUN
cana-5261	22	25	of	of	ADP
cana-5261	22	26	operational	operational	ADJ
cana-5261	22	27	excellence	excellence	PROPN
cana-5261	22	28	in	in	ADP
cana-5261	22	29	contemporary	contemporary	ADJ
cana-5261	22	30	manufacturing	manufacturing	NOUN
cana-5261	22	31	and	and	CCONJ
cana-5261	22	32	logistics	logistic	NOUN
cana-5261	22	33	settings	setting	NOUN
cana-5261	22	34	(	(	PUNCT
cana-5261	22	35	jardine	jardine	PROPN
cana-5261	22	36	et	et	PROPN
cana-5261	22	37	al	al	PROPN
cana-5261	22	38	.	.	PROPN
cana-5261	22	39	,	,	PUNCT
cana-5261	22	40	2006	2006	NUM
cana-5261	22	41	)	)	PUNCT
cana-5261	22	42	.	.	PUNCT
cana-5261	23	1	1.2	1.2	NUM
cana-5261	23	2	role	role	NOUN
cana-5261	23	3	of	of	ADP
cana-5261	23	4	predictive	predictive	ADJ
cana-5261	23	5	maintenance	maintenance	NOUN
cana-5261	23	6	in	in	ADP
cana-5261	23	7	modern	modern	ADJ
cana-5261	23	8	supply	supply	NOUN
cana-5261	23	9	chains	chain	NOUN
cana-5261	23	10	predictive	predictive	ADJ
cana-5261	23	11	maintenance	maintenance	NOUN
cana-5261	23	12	represents	represent	VERB
cana-5261	23	13	a	a	DET
cana-5261	23	14	paradigm	paradigm	NOUN
cana-5261	23	15	shift	shift	NOUN
cana-5261	23	16	in	in	ADP
cana-5261	23	17	how	how	SCONJ
cana-5261	23	18	industrial	industrial	ADJ
cana-5261	23	19	systems	system	NOUN
cana-5261	23	20	manage	manage	VERB
cana-5261	23	21	the	the	DET
cana-5261	23	22	upkeep	upkeep	NOUN
cana-5261	23	23	of	of	ADP
cana-5261	23	24	critical	critical	ADJ
cana-5261	23	25	assets	asset	NOUN
cana-5261	23	26	.	.	PUNCT
cana-5261	24	1	unlike	unlike	ADP
cana-5261	24	2	conventional	conventional	ADJ
cana-5261	24	3	maintenance	maintenance	NOUN
cana-5261	24	4	strategies	strategy	NOUN
cana-5261	24	5	,	,	PUNCT
cana-5261	24	6	pdm	pdm	PROPN
cana-5261	24	7	relies	rely	VERB
cana-5261	24	8	on	on	ADP
cana-5261	24	9	data	datum	NOUN
cana-5261	24	10	collected	collect	VERB
cana-5261	24	11	from	from	ADP
cana-5261	24	12	equipment	equipment	NOUN
cana-5261	24	13	to	to	PART
cana-5261	24	14	determine	determine	VERB
cana-5261	24	15	the	the	DET
cana-5261	24	16	health	health	NOUN
cana-5261	24	17	and	and	CCONJ
cana-5261	24	18	performance	performance	NOUN
cana-5261	24	19	of	of	ADP
cana-5261	24	20	machines	machine	NOUN
cana-5261	24	21	.	.	PUNCT
cana-5261	25	1	the	the	DET
cana-5261	25	2	growing	grow	VERB
cana-5261	25	3	implementation	implementation	NOUN
cana-5261	25	4	of	of	ADP
cana-5261	25	5	pdm	pdm	PROPN
cana-5261	25	6	across	across	ADP
cana-5261	25	7	supply	supply	NOUN
cana-5261	25	8	chain	chain	NOUN
cana-5261	25	9	infrastructures	infrastructure	NOUN
cana-5261	25	10	is	be	AUX
cana-5261	25	11	largely	largely	ADV
cana-5261	25	12	attributed	attribute	VERB
cana-5261	25	13	to	to	ADP
cana-5261	25	14	its	its	PRON
cana-5261	25	15	ability	ability	NOUN
cana-5261	25	16	to	to	PART
cana-5261	25	17	transform	transform	VERB
cana-5261	25	18	maintenance	maintenance	NOUN
cana-5261	25	19	from	from	ADP
cana-5261	25	20	a	a	DET
cana-5261	25	21	cost	cost	NOUN
cana-5261	25	22	center	center	NOUN
cana-5261	25	23	into	into	ADP
cana-5261	25	24	a	a	DET
cana-5261	25	25	strategic	strategic	ADJ
cana-5261	25	26	function	function	NOUN
cana-5261	25	27	that	that	PRON
cana-5261	25	28	supports	support	VERB
cana-5261	25	29	business	business	NOUN
cana-5261	25	30	continuity	continuity	NOUN
cana-5261	25	31	and	and	CCONJ
cana-5261	25	32	competitive	competitive	ADJ
cana-5261	25	33	advantage	advantage	NOUN
cana-5261	25	34	(	(	PUNCT
cana-5261	25	35	wang	wang	PROPN
cana-5261	25	36	et	et	PROPN
cana-5261	25	37	al	al	PROPN
cana-5261	25	38	.	.	PROPN
cana-5261	25	39	,	,	PUNCT
cana-5261	25	40	2020	2020	NUM
cana-5261	25	41	)	)	PUNCT
cana-5261	25	42	.	.	PUNCT
cana-5261	26	1	in	in	ADP
cana-5261	26	2	modern	modern	ADJ
cana-5261	26	3	supply	supply	NOUN
cana-5261	26	4	chains	chain	NOUN
cana-5261	26	5	,	,	PUNCT
cana-5261	26	6	predictive	predictive	ADJ
cana-5261	26	7	maintenance	maintenance	NOUN
cana-5261	26	8	can	can	AUX
cana-5261	26	9	be	be	AUX
cana-5261	26	10	applied	apply	VERB
cana-5261	26	11	to	to	ADP
cana-5261	26	12	a	a	DET
cana-5261	26	13	wide	wide	ADJ
cana-5261	26	14	range	range	NOUN
cana-5261	26	15	of	of	ADP
cana-5261	26	16	assets	asset	NOUN
cana-5261	26	17	—	—	PUNCT
cana-5261	26	18	from	from	ADP
cana-5261	26	19	production	production	NOUN
cana-5261	26	20	line	line	NOUN
cana-5261	26	21	machines	machine	NOUN
cana-5261	26	22	and	and	CCONJ
cana-5261	26	23	automated	automate	VERB
cana-5261	26	24	warehouses	warehouse	NOUN
cana-5261	26	25	to	to	ADP
cana-5261	26	26	delivery	delivery	NOUN
cana-5261	26	27	fleets	fleet	NOUN
cana-5261	26	28	and	and	CCONJ
cana-5261	26	29	refrigeration	refrigeration	NOUN
cana-5261	26	30	units	unit	NOUN
cana-5261	26	31	.	.	PUNCT
cana-5261	27	1	by	by	ADP
cana-5261	27	2	continuously	continuously	ADV
cana-5261	27	3	monitoring	monitor	VERB
cana-5261	27	4	parameters	parameter	NOUN
cana-5261	27	5	such	such	ADJ
cana-5261	27	6	as	as	ADP
cana-5261	27	7	temperature	temperature	NOUN
cana-5261	27	8	,	,	PUNCT
cana-5261	27	9	vibration	vibration	NOUN
cana-5261	27	10	,	,	PUNCT
cana-5261	27	11	pressure	pressure	NOUN
cana-5261	27	12	,	,	PUNCT
cana-5261	27	13	and	and	CCONJ
cana-5261	27	14	current	current	ADJ
cana-5261	27	15	consumption	consumption	NOUN
cana-5261	27	16	,	,	PUNCT
cana-5261	27	17	organizations	organization	NOUN
cana-5261	27	18	can	can	AUX
cana-5261	27	19	detect	detect	VERB
cana-5261	27	20	anomalies	anomaly	NOUN
cana-5261	27	21	,	,	PUNCT
cana-5261	27	22	wear	wear	VERB
cana-5261	27	23	patterns	pattern	NOUN
cana-5261	27	24	,	,	PUNCT
cana-5261	27	25	and	and	CCONJ
cana-5261	27	26	early	early	ADJ
cana-5261	27	27	signs	sign	NOUN
cana-5261	27	28	of	of	ADP
cana-5261	27	29	failure	failure	NOUN
cana-5261	27	30	.	.	PUNCT
cana-5261	28	1	this	this	PRON
cana-5261	28	2	helps	help	VERB
cana-5261	28	3	in	in	ADP
cana-5261	28	4	planning	plan	VERB
cana-5261	28	5	maintenance	maintenance	NOUN
cana-5261	28	6	activities	activity	NOUN
cana-5261	28	7	during	during	ADP
cana-5261	28	8	non	non	ADJ
cana-5261	28	9	-	-	ADJ
cana-5261	28	10	peak	peak	ADJ
cana-5261	28	11	hours	hour	NOUN
cana-5261	28	12	or	or	CCONJ
cana-5261	28	13	integrating	integrate	VERB
cana-5261	28	14	service	service	NOUN
cana-5261	28	15	windows	window	NOUN
cana-5261	28	16	into	into	ADP
cana-5261	28	17	existing	exist	VERB
cana-5261	28	18	production	production	NOUN
cana-5261	28	19	schedules	schedule	NOUN
cana-5261	28	20	,	,	PUNCT
cana-5261	28	21	thereby	thereby	ADV
cana-5261	28	22	reducing	reduce	VERB
cana-5261	28	23	operational	operational	ADJ
cana-5261	28	24	disruptions	disruption	NOUN
cana-5261	28	25	(	(	PUNCT
cana-5261	28	26	zonta	zonta	PROPN
cana-5261	28	27	et	et	PROPN
cana-5261	28	28	al	al	PROPN
cana-5261	28	29	.	.	PROPN
cana-5261	28	30	,	,	PUNCT
cana-5261	28	31	2020	2020	NUM
cana-5261	28	32	)	)	PUNCT
cana-5261	28	33	.	.	PUNCT
cana-5261	29	1	furthermore	furthermore	ADV
cana-5261	29	2	,	,	PUNCT
cana-5261	29	3	the	the	DET
cana-5261	29	4	integration	integration	NOUN
cana-5261	29	5	of	of	ADP
cana-5261	29	6	predictive	predictive	ADJ
cana-5261	29	7	maintenance	maintenance	NOUN
cana-5261	29	8	with	with	ADP
cana-5261	29	9	supply	supply	NOUN
cana-5261	29	10	chain	chain	NOUN
cana-5261	29	11	management	management	NOUN
cana-5261	29	12	systems	system	NOUN
cana-5261	29	13	such	such	ADJ
cana-5261	29	14	as	as	ADP
cana-5261	29	15	enterprise	enterprise	NOUN
cana-5261	29	16	resource	resource	NOUN
cana-5261	29	17	planning	planning	NOUN
cana-5261	29	18	(	(	PUNCT
cana-5261	29	19	erp	erp	PROPN
cana-5261	29	20	)	)	PUNCT
cana-5261	29	21	,	,	PUNCT
cana-5261	29	22	warehouse	warehouse	NOUN
cana-5261	29	23	management	management	NOUN
cana-5261	29	24	systems	system	NOUN
cana-5261	29	25	(	(	PUNCT
cana-5261	29	26	wms	wms	PROPN
cana-5261	29	27	)	)	PUNCT
cana-5261	29	28	,	,	PUNCT
cana-5261	29	29	and	and	CCONJ
cana-5261	29	30	transportation	transportation	NOUN
cana-5261	29	31	management	management	NOUN
cana-5261	29	32	systems	system	NOUN
cana-5261	29	33	(	(	PUNCT
cana-5261	29	34	tms	tms	PROPN
cana-5261	29	35	)	)	PUNCT
cana-5261	29	36	enables	enable	VERB
cana-5261	29	37	automated	automate	VERB
cana-5261	29	38	decision	decision	NOUN
cana-5261	29	39	-	-	PUNCT
cana-5261	29	40	making	making	NOUN
cana-5261	29	41	.	.	PUNCT
cana-5261	30	1	for	for	ADP
cana-5261	30	2	instance	instance	NOUN
cana-5261	30	3	,	,	PUNCT
cana-5261	30	4	if	if	SCONJ
cana-5261	30	5	a	a	DET
cana-5261	30	6	conveyor	conveyor	NOUN
cana-5261	30	7	motor	motor	NOUN
cana-5261	30	8	shows	show	VERB
cana-5261	30	9	signs	sign	NOUN
cana-5261	30	10	of	of	ADP
cana-5261	30	11	imminent	imminent	ADJ
cana-5261	30	12	failure	failure	NOUN
cana-5261	30	13	,	,	PUNCT
cana-5261	30	14	the	the	DET
cana-5261	30	15	system	system	NOUN
cana-5261	30	16	can	can	AUX
cana-5261	30	17	automatically	automatically	ADV
cana-5261	30	18	reschedule	reschedule	VERB
cana-5261	30	19	shipments	shipment	NOUN
cana-5261	30	20	or	or	CCONJ
cana-5261	30	21	reallocate	reallocate	VERB
cana-5261	30	22	resources	resource	NOUN
cana-5261	30	23	to	to	PART
cana-5261	30	24	ensure	ensure	VERB
cana-5261	30	25	minimal	minimal	ADJ
cana-5261	30	26	disruption	disruption	NOUN
cana-5261	30	27	to	to	PART
cana-5261	30	28	order	order	VERB
cana-5261	30	29	fulfillment	fulfillment	NOUN
cana-5261	30	30	.	.	PUNCT
cana-5261	31	1	such	such	ADJ
cana-5261	31	2	predictive	predictive	ADJ
cana-5261	31	3	capabilities	capability	NOUN
cana-5261	31	4	support	support	VERB
cana-5261	31	5	agility	agility	NOUN
cana-5261	31	6	and	and	CCONJ
cana-5261	31	7	efficiency	efficiency	NOUN
cana-5261	31	8	across	across	ADP
cana-5261	31	9	the	the	DET
cana-5261	31	10	entire	entire	ADJ
cana-5261	31	11	supply	supply	NOUN
cana-5261	31	12	chain	chain	NOUN
cana-5261	31	13	,	,	PUNCT
cana-5261	31	14	which	which	PRON
cana-5261	31	15	is	be	AUX
cana-5261	31	16	essential	essential	ADJ
cana-5261	31	17	in	in	ADP
cana-5261	31	18	today	today	NOUN
cana-5261	31	19	’s	’s	PART
cana-5261	31	20	volatile	volatile	ADJ
cana-5261	31	21	and	and	CCONJ
cana-5261	31	22	competitive	competitive	ADJ
cana-5261	31	23	markets	market	NOUN
cana-5261	31	24	(	(	PUNCT
cana-5261	31	25	veldhuis	veldhuis	PROPN
cana-5261	31	26	et	et	PROPN
cana-5261	31	27	al	al	PROPN
cana-5261	31	28	.	.	PROPN
cana-5261	31	29	,	,	PUNCT
cana-5261	31	30	2019	2019	NUM
cana-5261	31	31	)	)	PUNCT
cana-5261	31	32	.	.	PUNCT
cana-5261	32	1	1.3	1.3	NUM
cana-5261	32	2	the	the	DET
cana-5261	32	3	emerging	emerge	VERB
cana-5261	32	4	role	role	NOUN
cana-5261	32	5	of	of	ADP
cana-5261	32	6	iot	iot	NOUN
cana-5261	32	7	and	and	CCONJ
cana-5261	32	8	ml	ml	X
cana-5261	32	9	in	in	ADP
cana-5261	32	10	maintenance	maintenance	NOUN
cana-5261	32	11	the	the	DET
cana-5261	32	12	recent	recent	ADJ
cana-5261	32	13	technological	technological	ADJ
cana-5261	32	14	advances	advance	NOUN
cana-5261	32	15	in	in	ADP
cana-5261	32	16	the	the	DET
cana-5261	32	17	internet	internet	NOUN
cana-5261	32	18	of	of	ADP
cana-5261	32	19	things	thing	NOUN
cana-5261	32	20	(	(	PUNCT
cana-5261	32	21	iot	iot	NOUN
cana-5261	32	22	)	)	PUNCT
cana-5261	32	23	and	and	CCONJ
cana-5261	32	24	machine	machine	NOUN
cana-5261	32	25	learning	learning	NOUN
cana-5261	32	26	(	(	PUNCT
cana-5261	32	27	ml	ml	NOUN
cana-5261	32	28	)	)	PUNCT
cana-5261	32	29	have	have	AUX
cana-5261	32	30	provided	provide	VERB
cana-5261	32	31	the	the	DET
cana-5261	32	32	foundation	foundation	NOUN
cana-5261	32	33	for	for	ADP
cana-5261	32	34	the	the	DET
cana-5261	32	35	development	development	NOUN
cana-5261	32	36	and	and	CCONJ
cana-5261	32	37	implementation	implementation	NOUN
cana-5261	32	38	of	of	ADP
cana-5261	32	39	predictive	predictive	ADJ
cana-5261	32	40	maintenance	maintenance	NOUN
cana-5261	32	41	solutions	solution	NOUN
cana-5261	32	42	.	.	PUNCT
cana-5261	33	1	iot	iot	PROPN
cana-5261	33	2	enables	enable	VERB
cana-5261	33	3	the	the	DET
cana-5261	33	4	deployment	deployment	NOUN
cana-5261	33	5	of	of	ADP
cana-5261	33	6	sensors	sensor	NOUN
cana-5261	33	7	that	that	PRON
cana-5261	33	8	collect	collect	VERB
cana-5261	33	9	continuous	continuous	ADJ
cana-5261	33	10	streams	stream	NOUN
cana-5261	33	11	of	of	ADP
cana-5261	33	12	operational	operational	ADJ
cana-5261	33	13	data	datum	NOUN
cana-5261	33	14	from	from	ADP
cana-5261	33	15	various	various	ADJ
cana-5261	33	16	equipment	equipment	NOUN
cana-5261	33	17	components	component	NOUN
cana-5261	33	18	.	.	PUNCT
cana-5261	34	1	these	these	DET
cana-5261	34	2	sensors	sensor	NOUN
cana-5261	34	3	can	can	AUX
cana-5261	34	4	measure	measure	VERB
cana-5261	34	5	parameters	parameter	NOUN
cana-5261	34	6	such	such	ADJ
cana-5261	34	7	as	as	ADP
cana-5261	34	8	vibration	vibration	NOUN
cana-5261	34	9	,	,	PUNCT
cana-5261	34	10	communications	communication	NOUN
cana-5261	34	11	on	on	ADP
cana-5261	34	12	applied	apply	VERB
cana-5261	34	13	nonlinear	nonlinear	ADJ
cana-5261	34	14	analysis	analysis	NOUN
cana-5261	34	15	issn	issn	NOUN
cana-5261	34	16	:	:	PUNCT
cana-5261	34	17	1074	1074	NUM
cana-5261	34	18	-	-	PUNCT
cana-5261	34	19	133x	133x	NUM
cana-5261	34	20	vol	vol	VERB
cana-5261	34	21	32	32	NUM
cana-5261	34	22	no	no	NOUN
cana-5261	34	23	.	.	PUNCT
cana-5261	35	1	10s	10	NOUN
cana-5261	35	2	(	(	PUNCT
cana-5261	35	3	2025	2025	NUM
cana-5261	35	4	)	)	PUNCT
cana-5261	35	5	1579	1579	NUM
cana-5261	35	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	35	7	temperature	temperature	NOUN
cana-5261	35	8	,	,	PUNCT
cana-5261	35	9	sound	sound	NOUN
cana-5261	35	10	,	,	PUNCT
cana-5261	35	11	and	and	CCONJ
cana-5261	35	12	pressure	pressure	NOUN
cana-5261	35	13	,	,	PUNCT
cana-5261	35	14	converting	convert	VERB
cana-5261	35	15	analog	analog	NOUN
cana-5261	35	16	signals	signal	NOUN
cana-5261	35	17	into	into	ADP
cana-5261	35	18	digital	digital	ADJ
cana-5261	35	19	data	datum	NOUN
cana-5261	35	20	that	that	PRON
cana-5261	35	21	can	can	AUX
cana-5261	35	22	be	be	AUX
cana-5261	35	23	stored	store	VERB
cana-5261	35	24	,	,	PUNCT
cana-5261	35	25	processed	process	VERB
cana-5261	35	26	,	,	PUNCT
cana-5261	35	27	and	and	CCONJ
cana-5261	35	28	analyzed	analyze	VERB
cana-5261	35	29	(	(	PUNCT
cana-5261	35	30	zhang	zhang	X
cana-5261	35	31	et	et	PROPN
cana-5261	35	32	al	al	PROPN
cana-5261	35	33	.	.	PROPN
cana-5261	35	34	,	,	PUNCT
cana-5261	35	35	2019	2019	NUM
cana-5261	35	36	)	)	PUNCT
cana-5261	35	37	.	.	PUNCT
cana-5261	36	1	machine	machine	NOUN
cana-5261	36	2	learning	learning	NOUN
cana-5261	36	3	,	,	PUNCT
cana-5261	36	4	on	on	ADP
cana-5261	36	5	the	the	DET
cana-5261	36	6	other	other	ADJ
cana-5261	36	7	hand	hand	NOUN
cana-5261	36	8	,	,	PUNCT
cana-5261	36	9	equips	equip	VERB
cana-5261	36	10	systems	system	NOUN
cana-5261	36	11	with	with	ADP
cana-5261	36	12	the	the	DET
cana-5261	36	13	ability	ability	NOUN
cana-5261	36	14	to	to	PART
cana-5261	36	15	learn	learn	VERB
cana-5261	36	16	patterns	pattern	NOUN
cana-5261	36	17	from	from	ADP
cana-5261	36	18	historical	historical	ADJ
cana-5261	36	19	data	datum	NOUN
cana-5261	36	20	and	and	CCONJ
cana-5261	36	21	make	make	VERB
cana-5261	36	22	informed	informed	ADJ
cana-5261	36	23	predictions	prediction	NOUN
cana-5261	36	24	about	about	ADP
cana-5261	36	25	future	future	ADJ
cana-5261	36	26	failures	failure	NOUN
cana-5261	36	27	.	.	PUNCT
cana-5261	37	1	algorithms	algorithm	NOUN
cana-5261	37	2	such	such	ADJ
cana-5261	37	3	as	as	ADP
cana-5261	37	4	random	random	ADJ
cana-5261	37	5	forest	forest	NOUN
cana-5261	37	6	,	,	PUNCT
cana-5261	37	7	support	support	VERB
cana-5261	37	8	vector	vector	NOUN
cana-5261	37	9	machines	machine	NOUN
cana-5261	37	10	(	(	PUNCT
cana-5261	37	11	svm	svm	PROPN
cana-5261	37	12	)	)	PUNCT
cana-5261	37	13	,	,	PUNCT
cana-5261	37	14	and	and	CCONJ
cana-5261	37	15	long	long	ADJ
cana-5261	37	16	short	short	ADJ
cana-5261	37	17	-	-	PUNCT
cana-5261	37	18	term	term	NOUN
cana-5261	37	19	memory	memory	NOUN
cana-5261	37	20	(	(	PUNCT
cana-5261	37	21	lstm	lstm	ADJ
cana-5261	37	22	)	)	PUNCT
cana-5261	37	23	neural	neural	ADJ
cana-5261	37	24	networks	network	NOUN
cana-5261	37	25	are	be	AUX
cana-5261	37	26	commonly	commonly	ADV
cana-5261	37	27	used	use	VERB
cana-5261	37	28	to	to	PART
cana-5261	37	29	analyze	analyze	VERB
cana-5261	37	30	time	time	NOUN
cana-5261	37	31	-	-	PUNCT
cana-5261	37	32	series	series	NOUN
cana-5261	37	33	data	datum	NOUN
cana-5261	37	34	and	and	CCONJ
cana-5261	37	35	identify	identify	VERB
cana-5261	37	36	anomalies	anomaly	NOUN
cana-5261	37	37	or	or	CCONJ
cana-5261	37	38	degradation	degradation	NOUN
cana-5261	37	39	trends	trend	NOUN
cana-5261	37	40	in	in	ADP
cana-5261	37	41	machinery	machinery	NOUN
cana-5261	37	42	behavior	behavior	NOUN
cana-5261	37	43	(	(	PUNCT
cana-5261	37	44	susto	susto	NOUN
cana-5261	37	45	et	et	NOUN
cana-5261	37	46	al	al	PROPN
cana-5261	37	47	.	.	PROPN
cana-5261	37	48	,	,	PUNCT
cana-5261	37	49	2015	2015	NUM
cana-5261	37	50	)	)	PUNCT
cana-5261	37	51	.	.	PUNCT
cana-5261	38	1	the	the	DET
cana-5261	38	2	integration	integration	NOUN
cana-5261	38	3	of	of	ADP
cana-5261	38	4	ml	ml	NOUN
cana-5261	38	5	with	with	ADP
cana-5261	38	6	iot	iot	NOUN
cana-5261	38	7	-	-	PUNCT
cana-5261	38	8	generated	generate	VERB
cana-5261	38	9	data	datum	NOUN
cana-5261	38	10	has	have	AUX
cana-5261	38	11	revolutionized	revolutionize	VERB
cana-5261	38	12	predictive	predictive	ADJ
cana-5261	38	13	maintenance	maintenance	NOUN
cana-5261	38	14	by	by	ADP
cana-5261	38	15	enabling	enable	VERB
cana-5261	38	16	condition	condition	NOUN
cana-5261	38	17	-	-	PUNCT
cana-5261	38	18	based	base	VERB
cana-5261	38	19	monitoring	monitoring	NOUN
cana-5261	38	20	,	,	PUNCT
cana-5261	38	21	early	early	ADJ
cana-5261	38	22	fault	fault	NOUN
cana-5261	38	23	detection	detection	NOUN
cana-5261	38	24	,	,	PUNCT
cana-5261	38	25	and	and	CCONJ
cana-5261	38	26	failure	failure	NOUN
cana-5261	38	27	prediction	prediction	NOUN
cana-5261	38	28	with	with	ADP
cana-5261	38	29	a	a	DET
cana-5261	38	30	high	high	ADJ
cana-5261	38	31	degree	degree	NOUN
cana-5261	38	32	of	of	ADP
cana-5261	38	33	accuracy	accuracy	NOUN
cana-5261	38	34	.	.	PUNCT
cana-5261	39	1	the	the	DET
cana-5261	39	2	synergy	synergy	NOUN
cana-5261	39	3	of	of	ADP
cana-5261	39	4	iot	iot	NOUN
cana-5261	39	5	and	and	CCONJ
cana-5261	39	6	ml	ml	AUX
cana-5261	39	7	not	not	PART
cana-5261	39	8	only	only	ADV
cana-5261	39	9	enhances	enhance	VERB
cana-5261	39	10	the	the	DET
cana-5261	39	11	predictive	predictive	ADJ
cana-5261	39	12	power	power	NOUN
cana-5261	39	13	of	of	ADP
cana-5261	39	14	maintenance	maintenance	NOUN
cana-5261	39	15	systems	system	NOUN
cana-5261	39	16	but	but	CCONJ
cana-5261	39	17	also	also	ADV
cana-5261	39	18	facilitates	facilitate	VERB
cana-5261	39	19	real	real	ADJ
cana-5261	39	20	-	-	PUNCT
cana-5261	39	21	time	time	NOUN
cana-5261	39	22	decision	decision	NOUN
cana-5261	39	23	-	-	PUNCT
cana-5261	39	24	making	making	NOUN
cana-5261	39	25	and	and	CCONJ
cana-5261	39	26	autonomous	autonomous	ADJ
cana-5261	39	27	control	control	NOUN
cana-5261	39	28	.	.	PUNCT
cana-5261	40	1	cloud	cloud	NOUN
cana-5261	40	2	computing	computing	NOUN
cana-5261	40	3	and	and	CCONJ
cana-5261	40	4	edge	edge	NOUN
cana-5261	40	5	processing	processing	NOUN
cana-5261	40	6	technologies	technology	NOUN
cana-5261	40	7	further	far	ADV
cana-5261	40	8	extend	extend	VERB
cana-5261	40	9	the	the	DET
cana-5261	40	10	capabilities	capability	NOUN
cana-5261	40	11	of	of	ADP
cana-5261	40	12	such	such	ADJ
cana-5261	40	13	systems	system	NOUN
cana-5261	40	14	by	by	ADP
cana-5261	40	15	providing	provide	VERB
cana-5261	40	16	scalable	scalable	ADJ
cana-5261	40	17	storage	storage	NOUN
cana-5261	40	18	,	,	PUNCT
cana-5261	40	19	parallel	parallel	ADJ
cana-5261	40	20	processing	processing	NOUN
cana-5261	40	21	,	,	PUNCT
cana-5261	40	22	and	and	CCONJ
cana-5261	40	23	low	low	ADJ
cana-5261	40	24	-	-	PUNCT
cana-5261	40	25	latency	latency	NOUN
cana-5261	40	26	communication	communication	NOUN
cana-5261	40	27	.	.	PUNCT
cana-5261	41	1	as	as	ADP
cana-5261	41	2	a	a	DET
cana-5261	41	3	result	result	NOUN
cana-5261	41	4	,	,	PUNCT
cana-5261	41	5	maintenance	maintenance	NOUN
cana-5261	41	6	decisions	decision	NOUN
cana-5261	41	7	can	can	AUX
cana-5261	41	8	be	be	AUX
cana-5261	41	9	executed	execute	VERB
cana-5261	41	10	in	in	ADP
cana-5261	41	11	near	near	ADP
cana-5261	41	12	real	real	ADJ
cana-5261	41	13	-	-	PUNCT
cana-5261	41	14	time	time	NOUN
cana-5261	41	15	,	,	PUNCT
cana-5261	41	16	improving	improve	VERB
cana-5261	41	17	the	the	DET
cana-5261	41	18	responsiveness	responsiveness	NOUN
cana-5261	41	19	of	of	ADP
cana-5261	41	20	the	the	DET
cana-5261	41	21	supply	supply	NOUN
cana-5261	41	22	chain	chain	NOUN
cana-5261	41	23	to	to	AUX
cana-5261	41	24	equipment	equipment	NOUN
cana-5261	41	25	health	health	NOUN
cana-5261	41	26	events	event	NOUN
cana-5261	41	27	(	(	PUNCT
cana-5261	41	28	lee	lee	PROPN
cana-5261	41	29	et	et	PROPN
cana-5261	41	30	al	al	PROPN
cana-5261	41	31	.	.	PROPN
cana-5261	41	32	,	,	PUNCT
cana-5261	41	33	2014	2014	NUM
cana-5261	41	34	)	)	PUNCT
cana-5261	41	35	.	.	PUNCT
cana-5261	42	1	moreover	moreover	ADV
cana-5261	42	2	,	,	PUNCT
cana-5261	42	3	with	with	ADP
cana-5261	42	4	advancements	advancement	NOUN
cana-5261	42	5	in	in	ADP
cana-5261	42	6	digital	digital	ADJ
cana-5261	42	7	twins	twin	NOUN
cana-5261	42	8	and	and	CCONJ
cana-5261	42	9	cyber	cyber	NOUN
cana-5261	42	10	-	-	PUNCT
cana-5261	42	11	physical	physical	ADJ
cana-5261	42	12	systems	system	NOUN
cana-5261	42	13	,	,	PUNCT
cana-5261	42	14	predictive	predictive	ADJ
cana-5261	42	15	maintenance	maintenance	NOUN
cana-5261	42	16	can	can	AUX
cana-5261	42	17	be	be	AUX
cana-5261	42	18	integrated	integrate	VERB
cana-5261	42	19	into	into	ADP
cana-5261	42	20	a	a	DET
cana-5261	42	21	virtual	virtual	ADJ
cana-5261	42	22	model	model	NOUN
cana-5261	42	23	of	of	ADP
cana-5261	42	24	the	the	DET
cana-5261	42	25	supply	supply	NOUN
cana-5261	42	26	chain	chain	NOUN
cana-5261	42	27	where	where	SCONJ
cana-5261	42	28	simulations	simulation	NOUN
cana-5261	42	29	and	and	CCONJ
cana-5261	42	30	scenario	scenario	NOUN
cana-5261	42	31	analyses	analysis	NOUN
cana-5261	42	32	can	can	AUX
cana-5261	42	33	help	help	VERB
cana-5261	42	34	optimize	optimize	VERB
cana-5261	42	35	maintenance	maintenance	NOUN
cana-5261	42	36	scheduling	scheduling	NOUN
cana-5261	42	37	and	and	CCONJ
cana-5261	42	38	logistics	logistic	NOUN
cana-5261	42	39	planning	planning	NOUN
cana-5261	42	40	(	(	PUNCT
cana-5261	42	41	grieves	grief	NOUN
cana-5261	42	42	&	&	CCONJ
cana-5261	42	43	vickers	vicker	NOUN
cana-5261	42	44	,	,	PUNCT
cana-5261	42	45	2017	2017	NUM
cana-5261	42	46	)	)	PUNCT
cana-5261	42	47	.	.	PUNCT
cana-5261	43	1	these	these	DET
cana-5261	43	2	innovations	innovation	NOUN
cana-5261	43	3	are	be	AUX
cana-5261	43	4	setting	set	VERB
cana-5261	43	5	the	the	DET
cana-5261	43	6	stage	stage	NOUN
cana-5261	43	7	for	for	ADP
cana-5261	43	8	smart	smart	ADJ
cana-5261	43	9	supply	supply	NOUN
cana-5261	43	10	chains	chain	NOUN
cana-5261	43	11	that	that	PRON
cana-5261	43	12	are	be	AUX
cana-5261	43	13	resilient	resilient	ADJ
cana-5261	43	14	,	,	PUNCT
cana-5261	43	15	adaptive	adaptive	ADJ
cana-5261	43	16	,	,	PUNCT
cana-5261	43	17	and	and	CCONJ
cana-5261	43	18	selfcorrecting	selfcorrecting	NOUN
cana-5261	43	19	.	.	PUNCT
cana-5261	44	1	1.4	1.4	NUM
cana-5261	44	2	research	research	NOUN
cana-5261	44	3	objectives	objective	NOUN
cana-5261	44	4	and	and	CCONJ
cana-5261	44	5	contributions	contribution	NOUN
cana-5261	44	6	the	the	DET
cana-5261	44	7	overarching	overarching	ADJ
cana-5261	44	8	objective	objective	NOUN
cana-5261	44	9	of	of	ADP
cana-5261	44	10	this	this	DET
cana-5261	44	11	research	research	NOUN
cana-5261	44	12	is	be	AUX
cana-5261	44	13	to	to	PART
cana-5261	44	14	explore	explore	VERB
cana-5261	44	15	how	how	SCONJ
cana-5261	44	16	the	the	DET
cana-5261	44	17	integration	integration	NOUN
cana-5261	44	18	of	of	ADP
cana-5261	44	19	iot	iot	NOUN
cana-5261	44	20	and	and	CCONJ
cana-5261	44	21	machine	machine	NOUN
cana-5261	44	22	learning	learning	NOUN
cana-5261	44	23	can	can	AUX
cana-5261	44	24	enhance	enhance	VERB
cana-5261	44	25	predictive	predictive	ADJ
cana-5261	44	26	maintenance	maintenance	NOUN
cana-5261	44	27	practices	practice	NOUN
cana-5261	44	28	within	within	ADP
cana-5261	44	29	supply	supply	NOUN
cana-5261	44	30	chain	chain	NOUN
cana-5261	44	31	management	management	NOUN
cana-5261	44	32	.	.	PUNCT
cana-5261	45	1	the	the	DET
cana-5261	45	2	study	study	NOUN
cana-5261	45	3	aims	aim	VERB
cana-5261	45	4	to	to	PART
cana-5261	45	5	develop	develop	VERB
cana-5261	45	6	a	a	DET
cana-5261	45	7	framework	framework	NOUN
cana-5261	45	8	that	that	PRON
cana-5261	45	9	collects	collect	VERB
cana-5261	45	10	real	real	ADJ
cana-5261	45	11	-	-	PUNCT
cana-5261	45	12	time	time	NOUN
cana-5261	45	13	equipment	equipment	NOUN
cana-5261	45	14	data	datum	NOUN
cana-5261	45	15	,	,	PUNCT
cana-5261	45	16	analyzes	analyze	VERB
cana-5261	45	17	it	it	PRON
cana-5261	45	18	using	use	VERB
cana-5261	45	19	ml	ml	NOUN
cana-5261	45	20	algorithms	algorithm	NOUN
cana-5261	45	21	,	,	PUNCT
cana-5261	45	22	and	and	CCONJ
cana-5261	45	23	provides	provide	VERB
cana-5261	45	24	predictive	predictive	ADJ
cana-5261	45	25	insights	insight	NOUN
cana-5261	45	26	that	that	PRON
cana-5261	45	27	support	support	VERB
cana-5261	45	28	maintenance	maintenance	NOUN
cana-5261	45	29	decision	decision	NOUN
cana-5261	45	30	-	-	PUNCT
cana-5261	45	31	making	make	VERB
cana-5261	45	32	and	and	CCONJ
cana-5261	45	33	supply	supply	VERB
cana-5261	45	34	chain	chain	NOUN
cana-5261	45	35	coordination	coordination	NOUN
cana-5261	45	36	.	.	PUNCT
cana-5261	46	1	specific	specific	ADJ
cana-5261	46	2	objectives	objective	NOUN
cana-5261	46	3	include	include	VERB
cana-5261	46	4	:	:	PUNCT
cana-5261	46	5	•	•	ADP
cana-5261	46	6	to	to	PART
cana-5261	46	7	identify	identify	VERB
cana-5261	46	8	key	key	ADJ
cana-5261	46	9	supply	supply	NOUN
cana-5261	46	10	chain	chain	NOUN
cana-5261	46	11	assets	asset	NOUN
cana-5261	46	12	suitable	suitable	ADJ
cana-5261	46	13	for	for	ADP
cana-5261	46	14	predictive	predictive	ADJ
cana-5261	46	15	maintenance	maintenance	NOUN
cana-5261	46	16	using	use	VERB
cana-5261	46	17	iot	iot	NOUN
cana-5261	46	18	.	.	PROPN
cana-5261	46	19	•	•	NUM
cana-5261	46	20	to	to	PART
cana-5261	46	21	select	select	VERB
cana-5261	46	22	appropriate	appropriate	ADJ
cana-5261	46	23	sensor	sensor	NOUN
cana-5261	46	24	technologies	technology	NOUN
cana-5261	46	25	for	for	ADP
cana-5261	46	26	capturing	capture	VERB
cana-5261	46	27	equipment	equipment	NOUN
cana-5261	46	28	health	health	NOUN
cana-5261	46	29	data	datum	NOUN
cana-5261	46	30	.	.	PUNCT
cana-5261	47	1	•	•	ADP
cana-5261	47	2	to	to	PART
cana-5261	47	3	develop	develop	VERB
cana-5261	47	4	and	and	CCONJ
cana-5261	47	5	test	test	VERB
cana-5261	47	6	ml	ml	NOUN
cana-5261	47	7	models	model	NOUN
cana-5261	47	8	for	for	ADP
cana-5261	47	9	fault	fault	NOUN
cana-5261	47	10	detection	detection	NOUN
cana-5261	47	11	and	and	CCONJ
cana-5261	47	12	failure	failure	NOUN
cana-5261	47	13	prediction	prediction	NOUN
cana-5261	47	14	.	.	PUNCT
cana-5261	48	1	•	•	NUM
cana-5261	48	2	to	to	PART
cana-5261	48	3	evaluate	evaluate	VERB
cana-5261	48	4	the	the	DET
cana-5261	48	5	impact	impact	NOUN
cana-5261	48	6	of	of	ADP
cana-5261	48	7	predictive	predictive	ADJ
cana-5261	48	8	maintenance	maintenance	NOUN
cana-5261	48	9	on	on	ADP
cana-5261	48	10	operational	operational	ADJ
cana-5261	48	11	metrics	metric	NOUN
cana-5261	48	12	such	such	ADJ
cana-5261	48	13	as	as	ADP
cana-5261	48	14	downtime	downtime	NOUN
cana-5261	48	15	,	,	PUNCT
cana-5261	48	16	cost	cost	NOUN
cana-5261	48	17	,	,	PUNCT
cana-5261	48	18	and	and	CCONJ
cana-5261	48	19	delivery	delivery	NOUN
cana-5261	48	20	performance	performance	NOUN
cana-5261	48	21	.	.	PUNCT
cana-5261	49	1	•	•	NOUN
cana-5261	49	2	to	to	PART
cana-5261	49	3	propose	propose	VERB
cana-5261	49	4	an	an	DET
cana-5261	49	5	integrated	integrated	ADJ
cana-5261	49	6	architecture	architecture	NOUN
cana-5261	49	7	for	for	ADP
cana-5261	49	8	implementing	implement	VERB
cana-5261	49	9	predictive	predictive	ADJ
cana-5261	49	10	maintenance	maintenance	NOUN
cana-5261	49	11	within	within	ADP
cana-5261	49	12	a	a	DET
cana-5261	49	13	digital	digital	ADJ
cana-5261	49	14	supply	supply	NOUN
cana-5261	49	15	chain	chain	NOUN
cana-5261	49	16	ecosystem	ecosystem	NOUN
cana-5261	49	17	.	.	PUNCT
cana-5261	50	1	2	2	X
cana-5261	50	2	.	.	X
cana-5261	50	3	literature	literature	NOUN
cana-5261	50	4	review	review	VERB
cana-5261	50	5	2.1	2.1	NUM
cana-5261	50	6	overview	overview	NOUN
cana-5261	50	7	of	of	ADP
cana-5261	50	8	maintenance	maintenance	NOUN
cana-5261	50	9	strategies	strategy	NOUN
cana-5261	50	10	maintenance	maintenance	NOUN
cana-5261	50	11	strategies	strategy	NOUN
cana-5261	50	12	in	in	ADP
cana-5261	50	13	industrial	industrial	ADJ
cana-5261	50	14	systems	system	NOUN
cana-5261	50	15	have	have	AUX
cana-5261	50	16	evolved	evolve	VERB
cana-5261	50	17	significantly	significantly	ADV
cana-5261	50	18	over	over	ADP
cana-5261	50	19	the	the	DET
cana-5261	50	20	past	past	ADJ
cana-5261	50	21	few	few	ADJ
cana-5261	50	22	decades	decade	NOUN
cana-5261	50	23	,	,	PUNCT
cana-5261	50	24	transitioning	transition	VERB
cana-5261	50	25	from	from	ADP
cana-5261	50	26	reactive	reactive	ADJ
cana-5261	50	27	to	to	ADP
cana-5261	50	28	predictive	predictive	ADJ
cana-5261	50	29	methodologies	methodology	NOUN
cana-5261	50	30	.	.	PUNCT
cana-5261	51	1	the	the	DET
cana-5261	51	2	traditional	traditional	ADJ
cana-5261	51	3	reactive	reactive	ADJ
cana-5261	51	4	maintenance	maintenance	NOUN
cana-5261	51	5	approach	approach	NOUN
cana-5261	51	6	,	,	PUNCT
cana-5261	51	7	often	often	ADV
cana-5261	51	8	described	describe	VERB
cana-5261	51	9	as	as	ADP
cana-5261	51	10	"	"	PUNCT
cana-5261	51	11	run	run	VERB
cana-5261	51	12	-	-	PUNCT
cana-5261	51	13	to	to	ADP
cana-5261	51	14	-	-	PUNCT
cana-5261	51	15	failure	failure	NOUN
cana-5261	51	16	,	,	PUNCT
cana-5261	51	17	"	"	PUNCT
cana-5261	51	18	involves	involve	VERB
cana-5261	51	19	repairing	repair	VERB
cana-5261	51	20	equipment	equipment	NOUN
cana-5261	51	21	only	only	ADV
cana-5261	51	22	after	after	SCONJ
cana-5261	51	23	a	a	DET
cana-5261	51	24	failure	failure	NOUN
cana-5261	51	25	occurs	occur	VERB
cana-5261	51	26	,	,	PUNCT
cana-5261	51	27	leading	lead	VERB
cana-5261	51	28	to	to	ADP
cana-5261	51	29	unplanned	unplanned	ADJ
cana-5261	51	30	downtimes	downtime	NOUN
cana-5261	51	31	and	and	CCONJ
cana-5261	51	32	costly	costly	ADJ
cana-5261	51	33	repairs	repair	NOUN
cana-5261	51	34	(	(	PUNCT
cana-5261	51	35	mobley	mobley	PROPN
cana-5261	51	36	,	,	PUNCT
cana-5261	51	37	2002	2002	NUM
cana-5261	51	38	)	)	PUNCT
cana-5261	51	39	.	.	PUNCT
cana-5261	52	1	this	this	DET
cana-5261	52	2	method	method	NOUN
cana-5261	52	3	,	,	PUNCT
cana-5261	52	4	while	while	SCONJ
cana-5261	52	5	communications	communication	NOUN
cana-5261	52	6	on	on	ADP
cana-5261	52	7	applied	apply	VERB
cana-5261	52	8	nonlinear	nonlinear	ADJ
cana-5261	52	9	analysis	analysis	NOUN
cana-5261	52	10	issn	issn	NOUN
cana-5261	52	11	:	:	PUNCT
cana-5261	52	12	1074	1074	NUM
cana-5261	52	13	-	-	PUNCT
cana-5261	52	14	133x	133x	NUM
cana-5261	52	15	vol	vol	VERB
cana-5261	52	16	32	32	NUM
cana-5261	52	17	no	no	NOUN
cana-5261	52	18	.	.	PUNCT
cana-5261	53	1	10s	10	NOUN
cana-5261	53	2	(	(	PUNCT
cana-5261	53	3	2025	2025	NUM
cana-5261	53	4	)	)	PUNCT
cana-5261	53	5	1580	1580	NUM
cana-5261	54	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	54	2	simple	simple	NOUN
cana-5261	54	3	,	,	PUNCT
cana-5261	54	4	can	can	AUX
cana-5261	54	5	be	be	AUX
cana-5261	54	6	detrimental	detrimental	ADJ
cana-5261	54	7	in	in	ADP
cana-5261	54	8	complex	complex	ADJ
cana-5261	54	9	supply	supply	NOUN
cana-5261	54	10	chain	chain	NOUN
cana-5261	54	11	systems	system	NOUN
cana-5261	54	12	where	where	SCONJ
cana-5261	54	13	a	a	DET
cana-5261	54	14	single	single	ADJ
cana-5261	54	15	breakdown	breakdown	NOUN
cana-5261	54	16	can	can	AUX
cana-5261	54	17	halt	halt	VERB
cana-5261	54	18	entire	entire	ADJ
cana-5261	54	19	operations	operation	NOUN
cana-5261	54	20	.	.	PUNCT
cana-5261	55	1	to	to	PART
cana-5261	55	2	overcome	overcome	VERB
cana-5261	55	3	these	these	DET
cana-5261	55	4	inefficiencies	inefficiency	NOUN
cana-5261	55	5	,	,	PUNCT
cana-5261	55	6	preventive	preventive	ADJ
cana-5261	55	7	maintenance	maintenance	NOUN
cana-5261	55	8	was	be	AUX
cana-5261	55	9	introduced	introduce	VERB
cana-5261	55	10	.	.	PUNCT
cana-5261	56	1	this	this	DET
cana-5261	56	2	time	time	NOUN
cana-5261	56	3	-	-	PUNCT
cana-5261	56	4	based	base	VERB
cana-5261	56	5	or	or	CCONJ
cana-5261	56	6	usage	usage	NOUN
cana-5261	56	7	-	-	PUNCT
cana-5261	56	8	based	base	VERB
cana-5261	56	9	strategy	strategy	NOUN
cana-5261	56	10	focuses	focus	VERB
cana-5261	56	11	on	on	ADP
cana-5261	56	12	scheduled	schedule	VERB
cana-5261	56	13	inspections	inspection	NOUN
cana-5261	56	14	and	and	CCONJ
cana-5261	56	15	part	part	NOUN
cana-5261	56	16	replacements	replacement	NOUN
cana-5261	56	17	to	to	PART
cana-5261	56	18	reduce	reduce	VERB
cana-5261	56	19	failure	failure	NOUN
cana-5261	56	20	risks	risk	NOUN
cana-5261	56	21	.	.	PUNCT
cana-5261	57	1	although	although	SCONJ
cana-5261	57	2	preventive	preventive	ADJ
cana-5261	57	3	maintenance	maintenance	NOUN
cana-5261	57	4	is	be	AUX
cana-5261	57	5	an	an	DET
cana-5261	57	6	improvement	improvement	NOUN
cana-5261	57	7	over	over	ADP
cana-5261	57	8	reactive	reactive	ADJ
cana-5261	57	9	methods	method	NOUN
cana-5261	57	10	,	,	PUNCT
cana-5261	57	11	it	it	PRON
cana-5261	57	12	can	can	AUX
cana-5261	57	13	result	result	VERB
cana-5261	57	14	in	in	ADP
cana-5261	57	15	excessive	excessive	ADJ
cana-5261	57	16	servicing	servicing	NOUN
cana-5261	57	17	and	and	CCONJ
cana-5261	57	18	premature	premature	ADJ
cana-5261	57	19	replacement	replacement	NOUN
cana-5261	57	20	of	of	ADP
cana-5261	57	21	parts	part	NOUN
cana-5261	57	22	(	(	PUNCT
cana-5261	57	23	jardine	jardine	PROPN
cana-5261	57	24	et	et	PROPN
cana-5261	57	25	al	al	PROPN
cana-5261	57	26	.	.	PROPN
cana-5261	57	27	,	,	PUNCT
cana-5261	57	28	2006	2006	NUM
cana-5261	57	29	)	)	PUNCT
cana-5261	57	30	.	.	PUNCT
cana-5261	58	1	the	the	DET
cana-5261	58	2	emergence	emergence	NOUN
cana-5261	58	3	of	of	ADP
cana-5261	58	4	condition	condition	NOUN
cana-5261	58	5	-	-	PUNCT
cana-5261	58	6	based	base	VERB
cana-5261	58	7	maintenance	maintenance	NOUN
cana-5261	58	8	(	(	PUNCT
cana-5261	58	9	cbm	cbm	PROPN
cana-5261	58	10	)	)	PUNCT
cana-5261	58	11	and	and	CCONJ
cana-5261	58	12	predictive	predictive	ADJ
cana-5261	58	13	maintenance	maintenance	NOUN
cana-5261	58	14	(	(	PUNCT
cana-5261	58	15	pdm	pdm	PROPN
cana-5261	58	16	)	)	PUNCT
cana-5261	58	17	has	have	AUX
cana-5261	58	18	marked	mark	VERB
cana-5261	58	19	a	a	DET
cana-5261	58	20	shift	shift	NOUN
cana-5261	58	21	toward	toward	ADP
cana-5261	58	22	more	more	ADV
cana-5261	58	23	intelligent	intelligent	ADJ
cana-5261	58	24	and	and	CCONJ
cana-5261	58	25	data	data	NOUN
cana-5261	58	26	-	-	PUNCT
cana-5261	58	27	driven	drive	VERB
cana-5261	58	28	maintenance	maintenance	NOUN
cana-5261	58	29	strategies	strategy	NOUN
cana-5261	58	30	.	.	PUNCT
cana-5261	59	1	cbm	cbm	PROPN
cana-5261	59	2	monitors	monitor	NOUN
cana-5261	59	3	realtime	realtime	VERB
cana-5261	59	4	parameters	parameter	NOUN
cana-5261	59	5	such	such	ADJ
cana-5261	59	6	as	as	ADP
cana-5261	59	7	vibration	vibration	NOUN
cana-5261	59	8	and	and	CCONJ
cana-5261	59	9	temperature	temperature	NOUN
cana-5261	59	10	,	,	PUNCT
cana-5261	59	11	while	while	SCONJ
cana-5261	59	12	pdm	pdm	PROPN
cana-5261	59	13	uses	use	VERB
cana-5261	59	14	historical	historical	ADJ
cana-5261	59	15	and	and	CCONJ
cana-5261	59	16	real	real	ADJ
cana-5261	59	17	-	-	PUNCT
cana-5261	59	18	time	time	NOUN
cana-5261	59	19	data	datum	NOUN
cana-5261	59	20	along	along	ADP
cana-5261	59	21	with	with	ADP
cana-5261	59	22	statistical	statistical	ADJ
cana-5261	59	23	or	or	CCONJ
cana-5261	59	24	machine	machine	NOUN
cana-5261	59	25	learning	learning	NOUN
cana-5261	59	26	models	model	NOUN
cana-5261	59	27	to	to	PART
cana-5261	59	28	predict	predict	VERB
cana-5261	59	29	when	when	SCONJ
cana-5261	59	30	failures	failure	NOUN
cana-5261	59	31	are	be	AUX
cana-5261	59	32	likely	likely	ADJ
cana-5261	59	33	to	to	PART
cana-5261	59	34	occur	occur	VERB
cana-5261	59	35	(	(	PUNCT
cana-5261	59	36	schwabacher	schwabacher	ADJ
cana-5261	59	37	,	,	PUNCT
cana-5261	59	38	2005	2005	NUM
cana-5261	59	39	)	)	PUNCT
cana-5261	59	40	.	.	PUNCT
cana-5261	60	1	pdm	pdm	PROPN
cana-5261	60	2	has	have	AUX
cana-5261	60	3	shown	show	VERB
cana-5261	60	4	to	to	PART
cana-5261	60	5	be	be	AUX
cana-5261	60	6	effective	effective	ADJ
cana-5261	60	7	in	in	ADP
cana-5261	60	8	reducing	reduce	VERB
cana-5261	60	9	unplanned	unplanned	ADJ
cana-5261	60	10	downtime	downtime	NOUN
cana-5261	60	11	,	,	PUNCT
cana-5261	60	12	optimizing	optimize	VERB
cana-5261	60	13	maintenance	maintenance	NOUN
cana-5261	60	14	schedules	schedule	NOUN
cana-5261	60	15	,	,	PUNCT
cana-5261	60	16	and	and	CCONJ
cana-5261	60	17	extending	extend	VERB
cana-5261	60	18	equipment	equipment	NOUN
cana-5261	60	19	lifespan	lifespan	NOUN
cana-5261	60	20	—	—	PUNCT
cana-5261	60	21	crucial	crucial	ADJ
cana-5261	60	22	benefits	benefit	NOUN
cana-5261	60	23	in	in	ADP
cana-5261	60	24	tightly	tightly	ADV
cana-5261	60	25	synchronized	synchronize	VERB
cana-5261	60	26	supply	supply	NOUN
cana-5261	60	27	chains	chain	NOUN
cana-5261	60	28	.	.	PUNCT
cana-5261	61	1	2.2	2.2	NUM
cana-5261	61	2	iot	iot	NOUN
cana-5261	61	3	technologies	technology	NOUN
cana-5261	61	4	in	in	ADP
cana-5261	61	5	maintenance	maintenance	NOUN
cana-5261	61	6	systems	system	NOUN
cana-5261	61	7	the	the	DET
cana-5261	61	8	internet	internet	NOUN
cana-5261	61	9	of	of	ADP
cana-5261	61	10	things	thing	NOUN
cana-5261	61	11	(	(	PUNCT
cana-5261	61	12	iot	iot	NOUN
cana-5261	61	13	)	)	PUNCT
cana-5261	61	14	has	have	AUX
cana-5261	61	15	emerged	emerge	VERB
cana-5261	61	16	as	as	ADP
cana-5261	61	17	a	a	DET
cana-5261	61	18	pivotal	pivotal	ADJ
cana-5261	61	19	enabler	enabler	NOUN
cana-5261	61	20	for	for	ADP
cana-5261	61	21	real	real	ADJ
cana-5261	61	22	-	-	PUNCT
cana-5261	61	23	time	time	NOUN
cana-5261	61	24	equipment	equipment	NOUN
cana-5261	61	25	monitoring	monitoring	NOUN
cana-5261	61	26	and	and	CCONJ
cana-5261	61	27	smart	smart	ADJ
cana-5261	61	28	maintenance	maintenance	NOUN
cana-5261	61	29	practices	practice	NOUN
cana-5261	61	30	.	.	PUNCT
cana-5261	62	1	iot	iot	PROPN
cana-5261	62	2	refers	refer	VERB
cana-5261	62	3	to	to	ADP
cana-5261	62	4	interconnected	interconnected	ADJ
cana-5261	62	5	devices	device	NOUN
cana-5261	62	6	embedded	embed	VERB
cana-5261	62	7	with	with	ADP
cana-5261	62	8	sensors	sensor	NOUN
cana-5261	62	9	,	,	PUNCT
cana-5261	62	10	software	software	NOUN
cana-5261	62	11	,	,	PUNCT
cana-5261	62	12	and	and	CCONJ
cana-5261	62	13	communication	communication	NOUN
cana-5261	62	14	technologies	technology	NOUN
cana-5261	62	15	that	that	PRON
cana-5261	62	16	collect	collect	VERB
cana-5261	62	17	and	and	CCONJ
cana-5261	62	18	exchange	exchange	NOUN
cana-5261	62	19	data	datum	NOUN
cana-5261	62	20	over	over	ADP
cana-5261	62	21	networks	network	NOUN
cana-5261	62	22	(	(	PUNCT
cana-5261	62	23	ashton	ashton	PROPN
cana-5261	62	24	,	,	PUNCT
cana-5261	62	25	2009	2009	NUM
cana-5261	62	26	)	)	PUNCT
cana-5261	62	27	.	.	PUNCT
cana-5261	63	1	in	in	ADP
cana-5261	63	2	the	the	DET
cana-5261	63	3	context	context	NOUN
cana-5261	63	4	of	of	ADP
cana-5261	63	5	predictive	predictive	ADJ
cana-5261	63	6	maintenance	maintenance	NOUN
cana-5261	63	7	,	,	PUNCT
cana-5261	63	8	iot	iot	PROPN
cana-5261	63	9	devices	device	NOUN
cana-5261	63	10	can	can	AUX
cana-5261	63	11	continuously	continuously	ADV
cana-5261	63	12	monitor	monitor	VERB
cana-5261	63	13	critical	critical	ADJ
cana-5261	63	14	parameters	parameter	NOUN
cana-5261	63	15	such	such	ADJ
cana-5261	63	16	as	as	ADP
cana-5261	63	17	vibration	vibration	NOUN
cana-5261	63	18	,	,	PUNCT
cana-5261	63	19	temperature	temperature	NOUN
cana-5261	63	20	,	,	PUNCT
cana-5261	63	21	humidity	humidity	NOUN
cana-5261	63	22	,	,	PUNCT
cana-5261	63	23	pressure	pressure	NOUN
cana-5261	63	24	,	,	PUNCT
cana-5261	63	25	and	and	CCONJ
cana-5261	63	26	electrical	electrical	ADJ
cana-5261	63	27	current	current	NOUN
cana-5261	63	28	.	.	PUNCT
cana-5261	64	1	for	for	ADP
cana-5261	64	2	instance	instance	NOUN
cana-5261	64	3	,	,	PUNCT
cana-5261	64	4	sensors	sensor	NOUN
cana-5261	64	5	embedded	embed	VERB
cana-5261	64	6	in	in	ADP
cana-5261	64	7	motors	motor	NOUN
cana-5261	64	8	can	can	AUX
cana-5261	64	9	track	track	VERB
cana-5261	64	10	vibration	vibration	NOUN
cana-5261	64	11	signatures	signature	NOUN
cana-5261	64	12	to	to	PART
cana-5261	64	13	detect	detect	VERB
cana-5261	64	14	misalignments	misalignment	NOUN
cana-5261	64	15	,	,	PUNCT
cana-5261	64	16	imbalance	imbalance	NOUN
cana-5261	64	17	,	,	PUNCT
cana-5261	64	18	or	or	CCONJ
cana-5261	64	19	bearing	bear	VERB
cana-5261	64	20	failures	failure	NOUN
cana-5261	64	21	.	.	PUNCT
cana-5261	65	1	these	these	DET
cana-5261	65	2	data	datum	NOUN
cana-5261	65	3	are	be	AUX
cana-5261	65	4	transmitted	transmit	VERB
cana-5261	65	5	via	via	ADP
cana-5261	65	6	protocols	protocol	NOUN
cana-5261	65	7	such	such	ADJ
cana-5261	65	8	as	as	ADP
cana-5261	65	9	mqtt	mqtt	NOUN
cana-5261	65	10	,	,	PUNCT
cana-5261	65	11	zigbee	zigbee	PROPN
cana-5261	65	12	,	,	PUNCT
cana-5261	65	13	or	or	CCONJ
cana-5261	65	14	lorawan	lorawan	PROPN
cana-5261	65	15	to	to	PART
cana-5261	65	16	cloud	cloud	NOUN
cana-5261	65	17	platforms	platform	NOUN
cana-5261	65	18	or	or	CCONJ
cana-5261	65	19	edge	edge	NOUN
cana-5261	65	20	devices	device	NOUN
cana-5261	65	21	for	for	ADP
cana-5261	65	22	analysis	analysis	NOUN
cana-5261	65	23	(	(	PUNCT
cana-5261	65	24	ray	ray	NOUN
cana-5261	65	25	,	,	PUNCT
cana-5261	65	26	2016	2016	NUM
cana-5261	65	27	)	)	PUNCT
cana-5261	65	28	.	.	PUNCT
cana-5261	66	1	the	the	DET
cana-5261	66	2	integration	integration	NOUN
cana-5261	66	3	of	of	ADP
cana-5261	66	4	iot	iot	NOUN
cana-5261	66	5	with	with	ADP
cana-5261	66	6	cloud	cloud	NOUN
cana-5261	66	7	infrastructure	infrastructure	NOUN
cana-5261	66	8	allows	allow	VERB
cana-5261	66	9	for	for	ADP
cana-5261	66	10	scalable	scalable	ADJ
cana-5261	66	11	data	datum	NOUN
cana-5261	66	12	storage	storage	NOUN
cana-5261	66	13	and	and	CCONJ
cana-5261	66	14	remote	remote	ADJ
cana-5261	66	15	diagnostics	diagnostic	NOUN
cana-5261	66	16	.	.	PUNCT
cana-5261	67	1	iot	iot	PROPN
cana-5261	67	2	platforms	platform	NOUN
cana-5261	67	3	such	such	ADJ
cana-5261	67	4	as	as	ADP
cana-5261	67	5	aws	aw	NOUN
cana-5261	67	6	iot	iot	NOUN
cana-5261	67	7	,	,	PUNCT
cana-5261	67	8	ibm	ibm	PROPN
cana-5261	67	9	watson	watson	PROPN
cana-5261	67	10	iot	iot	NOUN
cana-5261	67	11	,	,	PUNCT
cana-5261	67	12	and	and	CCONJ
cana-5261	67	13	azure	azure	ADJ
cana-5261	67	14	iot	iot	PROPN
cana-5261	67	15	hub	hub	PROPN
cana-5261	67	16	provide	provide	VERB
cana-5261	67	17	ready	ready	ADJ
cana-5261	67	18	-	-	PUNCT
cana-5261	67	19	to	to	PART
cana-5261	67	20	-	-	PUNCT
cana-5261	67	21	use	use	VERB
cana-5261	67	22	frameworks	framework	NOUN
cana-5261	67	23	for	for	ADP
cana-5261	67	24	data	datum	NOUN
cana-5261	67	25	ingestion	ingestion	NOUN
cana-5261	67	26	,	,	PUNCT
cana-5261	67	27	real	real	ADJ
cana-5261	67	28	-	-	PUNCT
cana-5261	67	29	time	time	NOUN
cana-5261	67	30	analytics	analytic	NOUN
cana-5261	67	31	,	,	PUNCT
cana-5261	67	32	and	and	CCONJ
cana-5261	67	33	alert	alert	NOUN
cana-5261	67	34	generation	generation	NOUN
cana-5261	67	35	.	.	PUNCT
cana-5261	68	1	these	these	DET
cana-5261	68	2	platforms	platform	NOUN
cana-5261	68	3	support	support	VERB
cana-5261	68	4	the	the	DET
cana-5261	68	5	real	real	ADJ
cana-5261	68	6	-	-	PUNCT
cana-5261	68	7	time	time	NOUN
cana-5261	68	8	decision	decision	NOUN
cana-5261	68	9	-	-	PUNCT
cana-5261	68	10	making	making	NOUN
cana-5261	68	11	required	require	VERB
cana-5261	68	12	for	for	ADP
cana-5261	68	13	predictive	predictive	ADJ
cana-5261	68	14	maintenance	maintenance	NOUN
cana-5261	68	15	applications	application	NOUN
cana-5261	68	16	in	in	ADP
cana-5261	68	17	supply	supply	NOUN
cana-5261	68	18	chain	chain	NOUN
cana-5261	68	19	systems	system	NOUN
cana-5261	68	20	,	,	PUNCT
cana-5261	68	21	where	where	SCONJ
cana-5261	68	22	asset	asset	NOUN
cana-5261	68	23	performance	performance	NOUN
cana-5261	68	24	has	have	VERB
cana-5261	68	25	a	a	DET
cana-5261	68	26	direct	direct	ADJ
cana-5261	68	27	impact	impact	NOUN
cana-5261	68	28	on	on	ADP
cana-5261	68	29	inventory	inventory	NOUN
cana-5261	68	30	flow	flow	NOUN
cana-5261	68	31	and	and	CCONJ
cana-5261	68	32	service	service	NOUN
cana-5261	68	33	level	level	NOUN
cana-5261	68	34	agreements	agreement	NOUN
cana-5261	68	35	(	(	PUNCT
cana-5261	68	36	verdouw	verdouw	PROPN
cana-5261	68	37	et	et	PROPN
cana-5261	68	38	al	al	PROPN
cana-5261	68	39	.	.	PROPN
cana-5261	68	40	,	,	PUNCT
cana-5261	68	41	2016	2016	NUM
cana-5261	68	42	)	)	PUNCT
cana-5261	68	43	.	.	PUNCT
cana-5261	69	1	the	the	DET
cana-5261	69	2	industrial	industrial	ADJ
cana-5261	69	3	internet	internet	NOUN
cana-5261	69	4	of	of	ADP
cana-5261	69	5	things	thing	NOUN
cana-5261	69	6	(	(	PUNCT
cana-5261	69	7	iiot	iiot	NOUN
cana-5261	69	8	)	)	PUNCT
cana-5261	69	9	extends	extend	VERB
cana-5261	69	10	these	these	DET
cana-5261	69	11	capabilities	capability	NOUN
cana-5261	69	12	by	by	ADP
cana-5261	69	13	incorporating	incorporate	VERB
cana-5261	69	14	more	more	ADV
cana-5261	69	15	rugged	rugged	ADJ
cana-5261	69	16	,	,	PUNCT
cana-5261	69	17	industry	industry	NOUN
cana-5261	69	18	-	-	PUNCT
cana-5261	69	19	grade	grade	NOUN
cana-5261	69	20	sensors	sensor	NOUN
cana-5261	69	21	and	and	CCONJ
cana-5261	69	22	integrating	integrate	VERB
cana-5261	69	23	with	with	ADP
cana-5261	69	24	existing	exist	VERB
cana-5261	69	25	scada	scada	PROPN
cana-5261	69	26	(	(	PUNCT
cana-5261	69	27	supervisory	supervisory	ADJ
cana-5261	69	28	control	control	NOUN
cana-5261	69	29	and	and	CCONJ
cana-5261	69	30	data	datum	NOUN
cana-5261	69	31	acquisition	acquisition	NOUN
cana-5261	69	32	)	)	PUNCT
cana-5261	69	33	systems	system	NOUN
cana-5261	69	34	.	.	PUNCT
cana-5261	70	1	the	the	DET
cana-5261	70	2	data	datum	NOUN
cana-5261	70	3	acquired	acquire	VERB
cana-5261	70	4	through	through	ADP
cana-5261	70	5	iiot	iiot	NOUN
cana-5261	70	6	enables	enable	VERB
cana-5261	70	7	condition	condition	NOUN
cana-5261	70	8	monitoring	monitoring	NOUN
cana-5261	70	9	at	at	ADP
cana-5261	70	10	scale	scale	NOUN
cana-5261	70	11	,	,	PUNCT
cana-5261	70	12	which	which	PRON
cana-5261	70	13	is	be	AUX
cana-5261	70	14	especially	especially	ADV
cana-5261	70	15	beneficial	beneficial	ADJ
cana-5261	70	16	for	for	ADP
cana-5261	70	17	geographically	geographically	ADV
cana-5261	70	18	distributed	distribute	VERB
cana-5261	70	19	supply	supply	NOUN
cana-5261	70	20	chain	chain	NOUN
cana-5261	70	21	infrastructures	infrastructure	NOUN
cana-5261	70	22	(	(	PUNCT
cana-5261	70	23	lee	lee	PROPN
cana-5261	70	24	et	et	PROPN
cana-5261	70	25	al	al	PROPN
cana-5261	70	26	.	.	PROPN
cana-5261	70	27	,	,	PUNCT
cana-5261	70	28	2015	2015	NUM
cana-5261	70	29	)	)	PUNCT
cana-5261	70	30	.	.	PUNCT
cana-5261	71	1	2.3	2.3	NUM
cana-5261	71	2	machine	machine	NOUN
cana-5261	71	3	learning	learn	VERB
cana-5261	71	4	for	for	ADP
cana-5261	71	5	predictive	predictive	ADJ
cana-5261	71	6	analytics	analytic	NOUN
cana-5261	71	7	machine	machine	NOUN
cana-5261	71	8	learning	learning	NOUN
cana-5261	71	9	(	(	PUNCT
cana-5261	71	10	ml	ml	NOUN
cana-5261	71	11	)	)	PUNCT
cana-5261	71	12	has	have	AUX
cana-5261	71	13	become	become	VERB
cana-5261	71	14	an	an	DET
cana-5261	71	15	essential	essential	ADJ
cana-5261	71	16	tool	tool	NOUN
cana-5261	71	17	in	in	ADP
cana-5261	71	18	predictive	predictive	ADJ
cana-5261	71	19	maintenance	maintenance	NOUN
cana-5261	71	20	,	,	PUNCT
cana-5261	71	21	allowing	allow	VERB
cana-5261	71	22	systems	system	NOUN
cana-5261	71	23	to	to	PART
cana-5261	71	24	recognize	recognize	VERB
cana-5261	71	25	patterns	pattern	NOUN
cana-5261	71	26	in	in	ADP
cana-5261	71	27	large	large	ADJ
cana-5261	71	28	datasets	dataset	NOUN
cana-5261	71	29	and	and	CCONJ
cana-5261	71	30	make	make	VERB
cana-5261	71	31	accurate	accurate	ADJ
cana-5261	71	32	predictions	prediction	NOUN
cana-5261	71	33	about	about	ADP
cana-5261	71	34	future	future	ADJ
cana-5261	71	35	equipment	equipment	NOUN
cana-5261	71	36	failures	failure	NOUN
cana-5261	71	37	.	.	PUNCT
cana-5261	72	1	unlike	unlike	ADP
cana-5261	72	2	rule	rule	NOUN
cana-5261	72	3	-	-	PUNCT
cana-5261	72	4	based	base	VERB
cana-5261	72	5	systems	system	NOUN
cana-5261	72	6	,	,	PUNCT
cana-5261	72	7	ml	ml	ADP
cana-5261	72	8	models	model	NOUN
cana-5261	72	9	learn	learn	VERB
cana-5261	72	10	from	from	ADP
cana-5261	72	11	historical	historical	ADJ
cana-5261	72	12	data	datum	NOUN
cana-5261	72	13	to	to	PART
cana-5261	72	14	improve	improve	VERB
cana-5261	72	15	over	over	ADP
cana-5261	72	16	time	time	NOUN
cana-5261	72	17	,	,	PUNCT
cana-5261	72	18	offering	offer	VERB
cana-5261	72	19	higher	high	ADJ
cana-5261	72	20	accuracy	accuracy	NOUN
cana-5261	72	21	and	and	CCONJ
cana-5261	72	22	adaptability	adaptability	NOUN
cana-5261	72	23	.	.	PUNCT
cana-5261	73	1	supervised	supervise	VERB
cana-5261	73	2	learning	learn	VERB
cana-5261	73	3	algorithms	algorithm	NOUN
cana-5261	73	4	such	such	ADJ
cana-5261	73	5	as	as	ADP
cana-5261	73	6	support	support	NOUN
cana-5261	73	7	vector	vector	NOUN
cana-5261	73	8	machines	machine	NOUN
cana-5261	73	9	(	(	PUNCT
cana-5261	73	10	svm	svm	PROPN
cana-5261	73	11	)	)	PUNCT
cana-5261	73	12	,	,	PUNCT
cana-5261	73	13	decision	decision	NOUN
cana-5261	73	14	trees	tree	NOUN
cana-5261	73	15	,	,	PUNCT
cana-5261	73	16	random	random	ADJ
cana-5261	73	17	forest	forest	NOUN
cana-5261	73	18	,	,	PUNCT
cana-5261	73	19	and	and	CCONJ
cana-5261	73	20	logistic	logistic	ADJ
cana-5261	73	21	regression	regression	NOUN
cana-5261	73	22	have	have	AUX
cana-5261	73	23	been	be	AUX
cana-5261	73	24	widely	widely	ADV
cana-5261	73	25	used	use	VERB
cana-5261	73	26	for	for	ADP
cana-5261	73	27	classification	classification	NOUN
cana-5261	73	28	of	of	ADP
cana-5261	73	29	failure	failure	NOUN
cana-5261	73	30	types	type	NOUN
cana-5261	73	31	and	and	CCONJ
cana-5261	73	32	remaining	remain	VERB
cana-5261	73	33	useful	useful	ADJ
cana-5261	73	34	life	life	NOUN
cana-5261	73	35	(	(	PUNCT
cana-5261	73	36	rul	rul	NOUN
cana-5261	73	37	)	)	PUNCT
cana-5261	73	38	estimation	estimation	NOUN
cana-5261	73	39	(	(	PUNCT
cana-5261	73	40	susto	susto	NOUN
cana-5261	73	41	et	et	NOUN
cana-5261	73	42	al	al	PROPN
cana-5261	73	43	.	.	PROPN
cana-5261	73	44	,	,	PUNCT
cana-5261	73	45	2015	2015	NUM
cana-5261	73	46	)	)	PUNCT
cana-5261	73	47	.	.	PUNCT
cana-5261	74	1	unsupervised	unsupervised	ADJ
cana-5261	74	2	learning	learning	NOUN
cana-5261	74	3	methods	method	NOUN
cana-5261	74	4	communications	communication	NOUN
cana-5261	74	5	on	on	ADP
cana-5261	74	6	applied	apply	VERB
cana-5261	74	7	nonlinear	nonlinear	ADJ
cana-5261	74	8	analysis	analysis	NOUN
cana-5261	74	9	issn	issn	NOUN
cana-5261	74	10	:	:	PUNCT
cana-5261	74	11	1074	1074	NUM
cana-5261	74	12	-	-	PUNCT
cana-5261	74	13	133x	133x	NUM
cana-5261	74	14	vol	vol	VERB
cana-5261	74	15	32	32	NUM
cana-5261	74	16	no	no	NOUN
cana-5261	74	17	.	.	PUNCT
cana-5261	75	1	10s	10	NOUN
cana-5261	75	2	(	(	PUNCT
cana-5261	75	3	2025	2025	NUM
cana-5261	75	4	)	)	PUNCT
cana-5261	75	5	1581	1581	NUM
cana-5261	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	75	7	like	like	ADP
cana-5261	75	8	k	k	X
cana-5261	75	9	-	-	PUNCT
cana-5261	75	10	means	mean	VERB
cana-5261	75	11	clustering	clustering	NOUN
cana-5261	75	12	or	or	CCONJ
cana-5261	75	13	principal	principal	ADJ
cana-5261	75	14	component	component	NOUN
cana-5261	75	15	analysis	analysis	NOUN
cana-5261	75	16	(	(	PUNCT
cana-5261	75	17	pca	pca	NOUN
cana-5261	75	18	)	)	PUNCT
cana-5261	75	19	are	be	AUX
cana-5261	75	20	useful	useful	ADJ
cana-5261	75	21	for	for	ADP
cana-5261	75	22	anomaly	anomaly	NOUN
cana-5261	75	23	detection	detection	NOUN
cana-5261	75	24	when	when	SCONJ
cana-5261	75	25	labeled	label	VERB
cana-5261	75	26	failure	failure	NOUN
cana-5261	75	27	data	datum	NOUN
cana-5261	75	28	is	be	AUX
cana-5261	75	29	unavailable	unavailable	ADJ
cana-5261	75	30	(	(	PUNCT
cana-5261	75	31	zhang	zhang	X
cana-5261	75	32	et	et	PROPN
cana-5261	75	33	al	al	PROPN
cana-5261	75	34	.	.	PROPN
cana-5261	75	35	,	,	PUNCT
cana-5261	75	36	2019	2019	NUM
cana-5261	75	37	)	)	PUNCT
cana-5261	75	38	.	.	PUNCT
cana-5261	76	1	recent	recent	ADJ
cana-5261	76	2	advances	advance	NOUN
cana-5261	76	3	in	in	ADP
cana-5261	76	4	deep	deep	ADJ
cana-5261	76	5	learning	learning	NOUN
cana-5261	76	6	,	,	PUNCT
cana-5261	76	7	particularly	particularly	ADV
cana-5261	76	8	recurrent	recurrent	ADJ
cana-5261	76	9	neural	neural	ADJ
cana-5261	76	10	networks	network	NOUN
cana-5261	76	11	(	(	PUNCT
cana-5261	76	12	rnns	rnns	PROPN
cana-5261	76	13	)	)	PUNCT
cana-5261	76	14	and	and	CCONJ
cana-5261	76	15	long	long	ADJ
cana-5261	76	16	short	short	ADJ
cana-5261	76	17	-	-	PUNCT
cana-5261	76	18	term	term	NOUN
cana-5261	76	19	memory	memory	NOUN
cana-5261	76	20	(	(	PUNCT
cana-5261	76	21	lstm	lstm	NOUN
cana-5261	76	22	)	)	PUNCT
cana-5261	76	23	models	model	NOUN
cana-5261	76	24	,	,	PUNCT
cana-5261	76	25	have	have	AUX
cana-5261	76	26	shown	show	VERB
cana-5261	76	27	promising	promising	ADJ
cana-5261	76	28	results	result	NOUN
cana-5261	76	29	in	in	ADP
cana-5261	76	30	processing	processing	NOUN
cana-5261	76	31	time	time	NOUN
cana-5261	76	32	-	-	PUNCT
cana-5261	76	33	series	series	NOUN
cana-5261	76	34	data	datum	NOUN
cana-5261	76	35	from	from	ADP
cana-5261	76	36	iot	iot	ADJ
cana-5261	76	37	sensors	sensor	NOUN
cana-5261	76	38	.	.	PUNCT
cana-5261	77	1	these	these	DET
cana-5261	77	2	models	model	NOUN
cana-5261	77	3	capture	capture	VERB
cana-5261	77	4	long	long	ADJ
cana-5261	77	5	-	-	PUNCT
cana-5261	77	6	term	term	NOUN
cana-5261	77	7	dependencies	dependency	NOUN
cana-5261	77	8	and	and	CCONJ
cana-5261	77	9	are	be	AUX
cana-5261	77	10	highly	highly	ADV
cana-5261	77	11	effective	effective	ADJ
cana-5261	77	12	in	in	ADP
cana-5261	77	13	forecasting	forecast	VERB
cana-5261	77	14	equipment	equipment	NOUN
cana-5261	77	15	degradation	degradation	NOUN
cana-5261	77	16	trends	trend	NOUN
cana-5261	77	17	(	(	PUNCT
cana-5261	77	18	zhao	zhao	PROPN
cana-5261	77	19	et	et	PROPN
cana-5261	77	20	al	al	PROPN
cana-5261	77	21	.	.	PROPN
cana-5261	77	22	,	,	PUNCT
cana-5261	77	23	2017	2017	NUM
cana-5261	77	24	)	)	PUNCT
cana-5261	77	25	.	.	PUNCT
cana-5261	78	1	machine	machine	NOUN
cana-5261	78	2	learning	learning	NOUN
cana-5261	78	3	also	also	ADV
cana-5261	78	4	supports	support	VERB
cana-5261	78	5	data	datum	NOUN
cana-5261	78	6	fusion	fusion	NOUN
cana-5261	78	7	,	,	PUNCT
cana-5261	78	8	integrating	integrate	VERB
cana-5261	78	9	multiple	multiple	ADJ
cana-5261	78	10	sensor	sensor	NOUN
cana-5261	78	11	data	datum	NOUN
cana-5261	78	12	streams	stream	NOUN
cana-5261	78	13	for	for	ADP
cana-5261	78	14	holistic	holistic	ADJ
cana-5261	78	15	equipment	equipment	NOUN
cana-5261	78	16	health	health	NOUN
cana-5261	78	17	diagnostics	diagnostic	NOUN
cana-5261	78	18	.	.	PUNCT
cana-5261	79	1	this	this	DET
cana-5261	79	2	predictive	predictive	ADJ
cana-5261	79	3	capability	capability	NOUN
cana-5261	79	4	is	be	AUX
cana-5261	79	5	instrumental	instrumental	ADJ
cana-5261	79	6	in	in	ADP
cana-5261	79	7	supply	supply	NOUN
cana-5261	79	8	chain	chain	NOUN
cana-5261	79	9	environments	environment	NOUN
cana-5261	79	10	where	where	SCONJ
cana-5261	79	11	machine	machine	NOUN
cana-5261	79	12	failure	failure	NOUN
cana-5261	79	13	can	can	AUX
cana-5261	79	14	lead	lead	VERB
cana-5261	79	15	to	to	ADP
cana-5261	79	16	production	production	NOUN
cana-5261	79	17	delays	delay	NOUN
cana-5261	79	18	,	,	PUNCT
cana-5261	79	19	missed	miss	VERB
cana-5261	79	20	deliveries	delivery	NOUN
cana-5261	79	21	,	,	PUNCT
cana-5261	79	22	and	and	CCONJ
cana-5261	79	23	lost	lose	VERB
cana-5261	79	24	revenue	revenue	NOUN
cana-5261	79	25	(	(	PUNCT
cana-5261	79	26	wang	wang	PROPN
cana-5261	79	27	et	et	PROPN
cana-5261	79	28	al	al	PROPN
cana-5261	79	29	.	.	PROPN
cana-5261	79	30	,	,	PUNCT
cana-5261	79	31	2020	2020	NUM
cana-5261	79	32	)	)	PUNCT
cana-5261	79	33	.	.	PUNCT
cana-5261	80	1	2.4	2.4	NUM
cana-5261	80	2	applications	application	NOUN
cana-5261	80	3	in	in	ADP
cana-5261	80	4	supply	supply	NOUN
cana-5261	80	5	chain	chain	NOUN
cana-5261	80	6	and	and	CCONJ
cana-5261	80	7	manufacturing	manufacture	VERB
cana-5261	80	8	predictive	predictive	ADJ
cana-5261	80	9	maintenance	maintenance	NOUN
cana-5261	80	10	,	,	PUNCT
cana-5261	80	11	enabled	enable	VERB
cana-5261	80	12	by	by	ADP
cana-5261	80	13	iot	iot	NOUN
cana-5261	80	14	and	and	CCONJ
cana-5261	80	15	ml	ml	PROPN
cana-5261	80	16	,	,	PUNCT
cana-5261	80	17	is	be	AUX
cana-5261	80	18	increasingly	increasingly	ADV
cana-5261	80	19	being	be	AUX
cana-5261	80	20	applied	apply	VERB
cana-5261	80	21	in	in	ADP
cana-5261	80	22	manufacturing	manufacturing	NOUN
cana-5261	80	23	,	,	PUNCT
cana-5261	80	24	logistics	logistic	NOUN
cana-5261	80	25	,	,	PUNCT
cana-5261	80	26	and	and	CCONJ
cana-5261	80	27	supply	supply	NOUN
cana-5261	80	28	chain	chain	NOUN
cana-5261	80	29	management	management	NOUN
cana-5261	80	30	(	(	PUNCT
cana-5261	80	31	scm	scm	PROPN
cana-5261	80	32	)	)	PUNCT
cana-5261	80	33	to	to	PART
cana-5261	80	34	reduce	reduce	VERB
cana-5261	80	35	operational	operational	ADJ
cana-5261	80	36	inefficiencies	inefficiency	NOUN
cana-5261	80	37	.	.	PUNCT
cana-5261	81	1	in	in	ADP
cana-5261	81	2	smart	smart	ADJ
cana-5261	81	3	factories	factory	NOUN
cana-5261	81	4	,	,	PUNCT
cana-5261	81	5	pdm	pdm	NOUN
cana-5261	81	6	solutions	solution	NOUN
cana-5261	81	7	are	be	AUX
cana-5261	81	8	used	use	VERB
cana-5261	81	9	to	to	PART
cana-5261	81	10	monitor	monitor	VERB
cana-5261	81	11	cnc	cnc	PROPN
cana-5261	81	12	machines	machine	NOUN
cana-5261	81	13	,	,	PUNCT
cana-5261	81	14	conveyors	conveyor	NOUN
cana-5261	81	15	,	,	PUNCT
cana-5261	81	16	and	and	CCONJ
cana-5261	81	17	robotic	robotic	ADJ
cana-5261	81	18	arms	arm	NOUN
cana-5261	81	19	.	.	PUNCT
cana-5261	82	1	these	these	DET
cana-5261	82	2	systems	system	NOUN
cana-5261	82	3	enable	enable	VERB
cana-5261	82	4	better	well	ADJ
cana-5261	82	5	utilization	utilization	NOUN
cana-5261	82	6	of	of	ADP
cana-5261	82	7	machines	machine	NOUN
cana-5261	82	8	and	and	CCONJ
cana-5261	82	9	reduce	reduce	VERB
cana-5261	82	10	unplanned	unplanned	ADJ
cana-5261	82	11	downtimes	downtime	NOUN
cana-5261	82	12	,	,	PUNCT
cana-5261	82	13	directly	directly	ADV
cana-5261	82	14	improving	improve	VERB
cana-5261	82	15	production	production	NOUN
cana-5261	82	16	throughput	throughput	NOUN
cana-5261	82	17	(	(	PUNCT
cana-5261	82	18	zonta	zonta	PROPN
cana-5261	82	19	et	et	PROPN
cana-5261	82	20	al	al	PROPN
cana-5261	82	21	.	.	PROPN
cana-5261	82	22	,	,	PUNCT
cana-5261	82	23	2020	2020	NUM
cana-5261	82	24	)	)	PUNCT
cana-5261	82	25	.	.	PUNCT
cana-5261	83	1	in	in	ADP
cana-5261	83	2	the	the	DET
cana-5261	83	3	logistics	logistic	NOUN
cana-5261	83	4	sector	sector	NOUN
cana-5261	83	5	,	,	PUNCT
cana-5261	83	6	predictive	predictive	ADJ
cana-5261	83	7	maintenance	maintenance	NOUN
cana-5261	83	8	is	be	AUX
cana-5261	83	9	applied	apply	VERB
cana-5261	83	10	to	to	ADP
cana-5261	83	11	vehicle	vehicle	NOUN
cana-5261	83	12	fleets	fleet	NOUN
cana-5261	83	13	for	for	ADP
cana-5261	83	14	monitoring	monitor	VERB
cana-5261	83	15	engine	engine	NOUN
cana-5261	83	16	health	health	NOUN
cana-5261	83	17	,	,	PUNCT
cana-5261	83	18	tire	tire	NOUN
cana-5261	83	19	pressure	pressure	NOUN
cana-5261	83	20	,	,	PUNCT
cana-5261	83	21	and	and	CCONJ
cana-5261	83	22	fuel	fuel	NOUN
cana-5261	83	23	efficiency	efficiency	NOUN
cana-5261	83	24	.	.	PUNCT
cana-5261	84	1	this	this	PRON
cana-5261	84	2	reduces	reduce	VERB
cana-5261	84	3	the	the	DET
cana-5261	84	4	risk	risk	NOUN
cana-5261	84	5	of	of	ADP
cana-5261	84	6	in	in	ADP
cana-5261	84	7	-	-	PUNCT
cana-5261	84	8	transit	transit	NOUN
cana-5261	84	9	failures	failure	NOUN
cana-5261	84	10	and	and	CCONJ
cana-5261	84	11	ensures	ensure	VERB
cana-5261	84	12	timely	timely	ADJ
cana-5261	84	13	delivery	delivery	NOUN
cana-5261	84	14	,	,	PUNCT
cana-5261	84	15	which	which	PRON
cana-5261	84	16	is	be	AUX
cana-5261	84	17	critical	critical	ADJ
cana-5261	84	18	in	in	ADP
cana-5261	84	19	just	just	ADV
cana-5261	84	20	-	-	PUNCT
cana-5261	84	21	in	in	ADP
cana-5261	84	22	-	-	PUNCT
cana-5261	84	23	time	time	NOUN
cana-5261	84	24	(	(	PUNCT
cana-5261	84	25	jit	jit	NOUN
cana-5261	84	26	)	)	PUNCT
cana-5261	84	27	inventory	inventory	NOUN
cana-5261	84	28	systems	system	NOUN
cana-5261	84	29	(	(	PUNCT
cana-5261	84	30	baryannis	baryannis	PROPN
cana-5261	84	31	et	et	PROPN
cana-5261	84	32	al	al	PROPN
cana-5261	84	33	.	.	PROPN
cana-5261	84	34	,	,	PUNCT
cana-5261	84	35	2019	2019	NUM
cana-5261	84	36	)	)	PUNCT
cana-5261	84	37	.	.	PUNCT
cana-5261	85	1	for	for	ADP
cana-5261	85	2	example	example	NOUN
cana-5261	85	3	,	,	PUNCT
cana-5261	85	4	fedex	fedex	PROPN
cana-5261	85	5	and	and	CCONJ
cana-5261	85	6	dhl	dhl	PROPN
cana-5261	85	7	have	have	AUX
cana-5261	85	8	adopted	adopt	VERB
cana-5261	85	9	iot	iot	ADJ
cana-5261	85	10	-	-	PUNCT
cana-5261	85	11	enabled	enable	VERB
cana-5261	85	12	predictive	predictive	ADJ
cana-5261	85	13	analytics	analytic	NOUN
cana-5261	85	14	to	to	PART
cana-5261	85	15	track	track	VERB
cana-5261	85	16	and	and	CCONJ
cana-5261	85	17	maintain	maintain	VERB
cana-5261	85	18	their	their	PRON
cana-5261	85	19	delivery	delivery	NOUN
cana-5261	85	20	assets	asset	NOUN
cana-5261	85	21	proactively	proactively	ADV
cana-5261	85	22	.	.	PUNCT
cana-5261	86	1	in	in	ADP
cana-5261	86	2	warehouse	warehouse	NOUN
cana-5261	86	3	management	management	NOUN
cana-5261	86	4	,	,	PUNCT
cana-5261	86	5	predictive	predictive	ADJ
cana-5261	86	6	analytics	analytic	NOUN
cana-5261	86	7	help	help	AUX
cana-5261	86	8	maintain	maintain	VERB
cana-5261	86	9	automated	automate	VERB
cana-5261	86	10	storage	storage	NOUN
cana-5261	86	11	and	and	CCONJ
cana-5261	86	12	retrieval	retrieval	NOUN
cana-5261	86	13	systems	system	NOUN
cana-5261	86	14	(	(	PUNCT
cana-5261	86	15	as	as	ADP
cana-5261	86	16	/	/	SYM
cana-5261	86	17	rs	rs	NOUN
cana-5261	86	18	)	)	PUNCT
cana-5261	86	19	and	and	CCONJ
cana-5261	86	20	material	material	NOUN
cana-5261	86	21	handling	handling	NOUN
cana-5261	86	22	equipment	equipment	NOUN
cana-5261	86	23	.	.	PUNCT
cana-5261	87	1	early	early	ADJ
cana-5261	87	2	detection	detection	NOUN
cana-5261	87	3	of	of	ADP
cana-5261	87	4	mechanical	mechanical	ADJ
cana-5261	87	5	issues	issue	NOUN
cana-5261	87	6	allows	allow	VERB
cana-5261	87	7	scheduling	scheduling	NOUN
cana-5261	87	8	of	of	ADP
cana-5261	87	9	repairs	repair	NOUN
cana-5261	87	10	during	during	ADP
cana-5261	87	11	low	low	ADJ
cana-5261	87	12	activity	activity	NOUN
cana-5261	87	13	hours	hour	NOUN
cana-5261	87	14	,	,	PUNCT
cana-5261	87	15	minimizing	minimize	VERB
cana-5261	87	16	disruptions	disruption	NOUN
cana-5261	87	17	.	.	PUNCT
cana-5261	88	1	furthermore	furthermore	ADV
cana-5261	88	2	,	,	PUNCT
cana-5261	88	3	predictive	predictive	ADJ
cana-5261	88	4	maintenance	maintenance	NOUN
cana-5261	88	5	data	datum	NOUN
cana-5261	88	6	can	can	AUX
cana-5261	88	7	be	be	AUX
cana-5261	88	8	linked	link	VERB
cana-5261	88	9	with	with	ADP
cana-5261	88	10	erp	erp	PROPN
cana-5261	88	11	systems	system	NOUN
cana-5261	88	12	to	to	PART
cana-5261	88	13	automate	automate	VERB
cana-5261	88	14	procurement	procurement	NOUN
cana-5261	88	15	of	of	ADP
cana-5261	88	16	spare	spare	ADJ
cana-5261	88	17	parts	part	NOUN
cana-5261	88	18	and	and	CCONJ
cana-5261	88	19	update	update	NOUN
cana-5261	88	20	maintenance	maintenance	NOUN
cana-5261	88	21	schedules	schedule	NOUN
cana-5261	88	22	.	.	PUNCT
cana-5261	89	1	this	this	DET
cana-5261	89	2	closed	close	VERB
cana-5261	89	3	-	-	PUNCT
cana-5261	89	4	loop	loop	NOUN
cana-5261	89	5	integration	integration	NOUN
cana-5261	89	6	across	across	ADP
cana-5261	89	7	the	the	DET
cana-5261	89	8	supply	supply	NOUN
cana-5261	89	9	chain	chain	NOUN
cana-5261	89	10	reduces	reduce	VERB
cana-5261	89	11	manual	manual	ADJ
cana-5261	89	12	interventions	intervention	NOUN
cana-5261	89	13	,	,	PUNCT
cana-5261	89	14	improves	improve	VERB
cana-5261	89	15	asset	asset	NOUN
cana-5261	89	16	management	management	NOUN
cana-5261	89	17	,	,	PUNCT
cana-5261	89	18	and	and	CCONJ
cana-5261	89	19	enhances	enhance	VERB
cana-5261	89	20	visibility	visibility	NOUN
cana-5261	89	21	(	(	PUNCT
cana-5261	89	22	zhou	zhou	X
cana-5261	89	23	et	et	PROPN
cana-5261	89	24	al	al	PROPN
cana-5261	89	25	.	.	PROPN
cana-5261	89	26	,	,	PUNCT
cana-5261	89	27	2020	2020	NUM
cana-5261	89	28	)	)	PUNCT
cana-5261	89	29	.	.	PUNCT
cana-5261	90	1	2.5	2.5	NUM
cana-5261	90	2	gap	gap	NOUN
cana-5261	90	3	analysis	analysis	NOUN
cana-5261	90	4	although	although	SCONJ
cana-5261	90	5	numerous	numerous	ADJ
cana-5261	90	6	studies	study	NOUN
cana-5261	90	7	have	have	AUX
cana-5261	90	8	explored	explore	VERB
cana-5261	90	9	predictive	predictive	ADJ
cana-5261	90	10	maintenance	maintenance	NOUN
cana-5261	90	11	,	,	PUNCT
cana-5261	90	12	several	several	ADJ
cana-5261	90	13	critical	critical	ADJ
cana-5261	90	14	gaps	gap	NOUN
cana-5261	90	15	remain	remain	VERB
cana-5261	90	16	,	,	PUNCT
cana-5261	90	17	particularly	particularly	ADV
cana-5261	90	18	in	in	ADP
cana-5261	90	19	the	the	DET
cana-5261	90	20	context	context	NOUN
cana-5261	90	21	of	of	ADP
cana-5261	90	22	integrated	integrated	ADJ
cana-5261	90	23	supply	supply	NOUN
cana-5261	90	24	chain	chain	NOUN
cana-5261	90	25	management	management	NOUN
cana-5261	90	26	:	:	PUNCT
cana-5261	90	27	•	•	NUM
cana-5261	90	28	lack	lack	NOUN
cana-5261	90	29	of	of	ADP
cana-5261	90	30	standardization	standardization	NOUN
cana-5261	90	31	:	:	PUNCT
cana-5261	90	32	there	there	PRON
cana-5261	90	33	is	be	VERB
cana-5261	90	34	a	a	DET
cana-5261	90	35	lack	lack	NOUN
cana-5261	90	36	of	of	ADP
cana-5261	90	37	universal	universal	ADJ
cana-5261	90	38	frameworks	framework	NOUN
cana-5261	90	39	that	that	PRON
cana-5261	90	40	integrate	integrate	VERB
cana-5261	90	41	iot	iot	NOUN
cana-5261	90	42	and	and	CCONJ
cana-5261	90	43	ml	ml	PROPN
cana-5261	90	44	for	for	ADP
cana-5261	90	45	predictive	predictive	ADJ
cana-5261	90	46	maintenance	maintenance	NOUN
cana-5261	90	47	across	across	ADP
cana-5261	90	48	various	various	ADJ
cana-5261	90	49	types	type	NOUN
cana-5261	90	50	of	of	ADP
cana-5261	90	51	equipment	equipment	NOUN
cana-5261	90	52	and	and	CCONJ
cana-5261	90	53	supply	supply	NOUN
cana-5261	90	54	chain	chain	NOUN
cana-5261	90	55	functions	function	NOUN
cana-5261	90	56	(	(	PUNCT
cana-5261	90	57	lee	lee	PROPN
cana-5261	90	58	et	et	PROPN
cana-5261	90	59	al	al	PROPN
cana-5261	90	60	.	.	PROPN
cana-5261	90	61	,	,	PUNCT
cana-5261	90	62	2014	2014	NUM
cana-5261	90	63	)	)	PUNCT
cana-5261	90	64	.	.	PUNCT
cana-5261	91	1	•	•	NUM
cana-5261	91	2	limited	limit	VERB
cana-5261	91	3	end	end	NOUN
cana-5261	91	4	-	-	PUNCT
cana-5261	91	5	to	to	ADP
cana-5261	91	6	-	-	PUNCT
cana-5261	91	7	end	end	NOUN
cana-5261	91	8	integration	integration	NOUN
cana-5261	91	9	:	:	PUNCT
cana-5261	91	10	many	many	ADJ
cana-5261	91	11	existing	exist	VERB
cana-5261	91	12	implementations	implementation	NOUN
cana-5261	91	13	focus	focus	VERB
cana-5261	91	14	only	only	ADV
cana-5261	91	15	on	on	ADP
cana-5261	91	16	machinery	machinery	NOUN
cana-5261	91	17	health	health	NOUN
cana-5261	91	18	and	and	CCONJ
cana-5261	91	19	overlook	overlook	VERB
cana-5261	91	20	integration	integration	NOUN
cana-5261	91	21	with	with	ADP
cana-5261	91	22	higher	high	ADJ
cana-5261	91	23	-	-	PUNCT
cana-5261	91	24	level	level	NOUN
cana-5261	91	25	scm	scm	NOUN
cana-5261	91	26	systems	system	NOUN
cana-5261	91	27	like	like	ADP
cana-5261	91	28	erp	erp	NOUN
cana-5261	91	29	or	or	CCONJ
cana-5261	91	30	logistics	logistic	NOUN
cana-5261	91	31	platforms	platform	NOUN
cana-5261	91	32	(	(	PUNCT
cana-5261	91	33	veldhuis	veldhuis	PROPN
cana-5261	91	34	et	et	PROPN
cana-5261	91	35	al	al	PROPN
cana-5261	91	36	.	.	PROPN
cana-5261	91	37	,	,	PUNCT
cana-5261	91	38	2019	2019	NUM
cana-5261	91	39	)	)	PUNCT
cana-5261	91	40	.	.	PUNCT
cana-5261	92	1	•	•	NUM
cana-5261	92	2	insufficient	insufficient	ADJ
cana-5261	92	3	real	real	ADJ
cana-5261	92	4	-	-	PUNCT
cana-5261	92	5	time	time	NOUN
cana-5261	92	6	deployment	deployment	NOUN
cana-5261	92	7	:	:	PUNCT
cana-5261	92	8	while	while	SCONJ
cana-5261	92	9	most	most	ADJ
cana-5261	92	10	models	model	NOUN
cana-5261	92	11	perform	perform	VERB
cana-5261	92	12	well	well	ADV
cana-5261	92	13	in	in	ADP
cana-5261	92	14	simulations	simulation	NOUN
cana-5261	92	15	,	,	PUNCT
cana-5261	92	16	few	few	ADJ
cana-5261	92	17	are	be	AUX
cana-5261	92	18	validated	validate	VERB
cana-5261	92	19	in	in	ADP
cana-5261	92	20	real	real	ADJ
cana-5261	92	21	-	-	PUNCT
cana-5261	92	22	time	time	NOUN
cana-5261	92	23	industrial	industrial	ADJ
cana-5261	92	24	settings	setting	NOUN
cana-5261	92	25	with	with	ADP
cana-5261	92	26	varying	vary	VERB
cana-5261	92	27	operating	operating	NOUN
cana-5261	92	28	conditions	condition	NOUN
cana-5261	92	29	.	.	PUNCT
cana-5261	93	1	communications	communication	NOUN
cana-5261	93	2	on	on	ADP
cana-5261	93	3	applied	apply	VERB
cana-5261	93	4	nonlinear	nonlinear	ADJ
cana-5261	93	5	analysis	analysis	NOUN
cana-5261	93	6	issn	issn	NOUN
cana-5261	93	7	:	:	PUNCT
cana-5261	93	8	1074	1074	NUM
cana-5261	93	9	-	-	PUNCT
cana-5261	93	10	133x	133x	NUM
cana-5261	93	11	vol	vol	VERB
cana-5261	93	12	32	32	NUM
cana-5261	93	13	no	no	NOUN
cana-5261	93	14	.	.	PUNCT
cana-5261	94	1	10s	10	NOUN
cana-5261	94	2	(	(	PUNCT
cana-5261	94	3	2025	2025	NUM
cana-5261	94	4	)	)	PUNCT
cana-5261	94	5	1582	1582	NUM
cana-5261	94	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	94	7	•	•	NUM
cana-5261	94	8	data	datum	NOUN
cana-5261	94	9	availability	availability	NOUN
cana-5261	94	10	and	and	CCONJ
cana-5261	94	11	quality	quality	NOUN
cana-5261	94	12	:	:	PUNCT
cana-5261	94	13	effective	effective	ADJ
cana-5261	94	14	ml	ml	NOUN
cana-5261	94	15	models	model	NOUN
cana-5261	94	16	depend	depend	VERB
cana-5261	94	17	heavily	heavily	ADV
cana-5261	94	18	on	on	ADP
cana-5261	94	19	the	the	DET
cana-5261	94	20	availability	availability	NOUN
cana-5261	94	21	of	of	ADP
cana-5261	94	22	large	large	ADJ
cana-5261	94	23	,	,	PUNCT
cana-5261	94	24	high	high	ADJ
cana-5261	94	25	-	-	PUNCT
cana-5261	94	26	quality	quality	NOUN
cana-5261	94	27	labeled	label	VERB
cana-5261	94	28	datasets	dataset	NOUN
cana-5261	94	29	,	,	PUNCT
cana-5261	94	30	which	which	PRON
cana-5261	94	31	are	be	AUX
cana-5261	94	32	often	often	ADV
cana-5261	94	33	difficult	difficult	ADJ
cana-5261	94	34	to	to	PART
cana-5261	94	35	obtain	obtain	VERB
cana-5261	94	36	in	in	ADP
cana-5261	94	37	industrial	industrial	ADJ
cana-5261	94	38	environments	environment	NOUN
cana-5261	94	39	(	(	PUNCT
cana-5261	94	40	zhang	zhang	X
cana-5261	94	41	et	et	PROPN
cana-5261	94	42	al	al	PROPN
cana-5261	94	43	.	.	PROPN
cana-5261	94	44	,	,	PUNCT
cana-5261	94	45	2019	2019	NUM
cana-5261	94	46	)	)	PUNCT
cana-5261	94	47	.	.	PUNCT
cana-5261	95	1	•	•	NOUN
cana-5261	95	2	scalability	scalability	NOUN
cana-5261	95	3	and	and	CCONJ
cana-5261	95	4	cost	cost	NOUN
cana-5261	95	5	:	:	PUNCT
cana-5261	95	6	many	many	ADJ
cana-5261	95	7	iot	iot	NOUN
cana-5261	95	8	and	and	CCONJ
cana-5261	95	9	ml	ml	NOUN
cana-5261	95	10	-	-	PUNCT
cana-5261	95	11	based	base	VERB
cana-5261	95	12	systems	system	NOUN
cana-5261	95	13	are	be	AUX
cana-5261	95	14	not	not	PART
cana-5261	95	15	easily	easily	ADV
cana-5261	95	16	scalable	scalable	ADJ
cana-5261	95	17	for	for	ADP
cana-5261	95	18	small	small	ADJ
cana-5261	95	19	-	-	PUNCT
cana-5261	95	20	tomedium	tomedium	NOUN
cana-5261	95	21	enterprises	enterprise	NOUN
cana-5261	95	22	(	(	PUNCT
cana-5261	95	23	smes	sme	NOUN
cana-5261	95	24	)	)	PUNCT
cana-5261	95	25	due	due	ADP
cana-5261	95	26	to	to	ADP
cana-5261	95	27	cost	cost	NOUN
cana-5261	95	28	and	and	CCONJ
cana-5261	95	29	complexity	complexity	NOUN
cana-5261	95	30	.	.	PUNCT
cana-5261	96	1	therefore	therefore	ADV
cana-5261	96	2	,	,	PUNCT
cana-5261	96	3	there	there	PRON
cana-5261	96	4	is	be	VERB
cana-5261	96	5	a	a	DET
cana-5261	96	6	pressing	press	VERB
cana-5261	96	7	need	need	NOUN
cana-5261	96	8	for	for	ADP
cana-5261	96	9	research	research	NOUN
cana-5261	96	10	that	that	PRON
cana-5261	96	11	bridges	bridge	VERB
cana-5261	96	12	the	the	DET
cana-5261	96	13	gap	gap	NOUN
cana-5261	96	14	between	between	ADP
cana-5261	96	15	technical	technical	ADJ
cana-5261	96	16	innovation	innovation	NOUN
cana-5261	96	17	and	and	CCONJ
cana-5261	96	18	practical	practical	ADJ
cana-5261	96	19	implementation	implementation	NOUN
cana-5261	96	20	—	—	PUNCT
cana-5261	96	21	specifically	specifically	ADV
cana-5261	96	22	,	,	PUNCT
cana-5261	96	23	studies	study	NOUN
cana-5261	96	24	that	that	PRON
cana-5261	96	25	present	present	VERB
cana-5261	96	26	integrated	integrate	VERB
cana-5261	96	27	,	,	PUNCT
cana-5261	96	28	cost	cost	NOUN
cana-5261	96	29	-	-	PUNCT
cana-5261	96	30	effective	effective	ADJ
cana-5261	96	31	,	,	PUNCT
cana-5261	96	32	and	and	CCONJ
cana-5261	96	33	scalable	scalable	ADJ
cana-5261	96	34	frameworks	framework	NOUN
cana-5261	96	35	for	for	ADP
cana-5261	96	36	predictive	predictive	ADJ
cana-5261	96	37	maintenance	maintenance	NOUN
cana-5261	96	38	across	across	ADP
cana-5261	96	39	supply	supply	NOUN
cana-5261	96	40	chains	chain	NOUN
cana-5261	96	41	using	use	VERB
cana-5261	96	42	iot	iot	NOUN
cana-5261	96	43	and	and	CCONJ
cana-5261	96	44	ml	ml	NOUN
cana-5261	96	45	technologies	technology	NOUN
cana-5261	96	46	.	.	PUNCT
cana-5261	97	1	3	3	X
cana-5261	97	2	.	.	X
cana-5261	97	3	methodology	methodology	NOUN
cana-5261	97	4	3.1	3.1	NUM
cana-5261	97	5	system	system	NOUN
cana-5261	97	6	architecture	architecture	NOUN
cana-5261	97	7	for	for	ADP
cana-5261	97	8	predictive	predictive	ADJ
cana-5261	97	9	maintenance	maintenance	NOUN
cana-5261	97	10	the	the	DET
cana-5261	97	11	proposed	propose	VERB
cana-5261	97	12	system	system	NOUN
cana-5261	97	13	architecture	architecture	NOUN
cana-5261	97	14	is	be	AUX
cana-5261	97	15	a	a	DET
cana-5261	97	16	multi	multi	ADJ
cana-5261	97	17	-	-	ADJ
cana-5261	97	18	layered	layered	ADJ
cana-5261	97	19	framework	framework	NOUN
cana-5261	97	20	integrating	integrate	VERB
cana-5261	97	21	iot	iot	ADJ
cana-5261	97	22	-	-	PUNCT
cana-5261	97	23	enabled	enable	VERB
cana-5261	97	24	data	datum	NOUN
cana-5261	97	25	acquisition	acquisition	NOUN
cana-5261	97	26	,	,	PUNCT
cana-5261	97	27	cloud	cloud	ADJ
cana-5261	97	28	/	/	SYM
cana-5261	97	29	edge	edge	NOUN
cana-5261	97	30	processing	processing	NOUN
cana-5261	97	31	,	,	PUNCT
cana-5261	97	32	machine	machine	NOUN
cana-5261	97	33	learning	learning	NOUN
cana-5261	97	34	-	-	PUNCT
cana-5261	97	35	based	base	VERB
cana-5261	97	36	analytics	analytic	NOUN
cana-5261	97	37	,	,	PUNCT
cana-5261	97	38	and	and	CCONJ
cana-5261	97	39	decision	decision	NOUN
cana-5261	97	40	-	-	PUNCT
cana-5261	97	41	making	make	VERB
cana-5261	97	42	interfaces	interface	NOUN
cana-5261	97	43	.	.	PUNCT
cana-5261	98	1	the	the	DET
cana-5261	98	2	architecture	architecture	NOUN
cana-5261	98	3	consists	consist	VERB
cana-5261	98	4	of	of	ADP
cana-5261	98	5	four	four	NUM
cana-5261	98	6	key	key	ADJ
cana-5261	98	7	layers	layer	NOUN
cana-5261	98	8	:	:	PUNCT
cana-5261	98	9	•	•	NUM
cana-5261	98	10	sensor	sensor	NOUN
cana-5261	98	11	layer	layer	NOUN
cana-5261	98	12	:	:	PUNCT
cana-5261	98	13	includes	include	VERB
cana-5261	98	14	physical	physical	ADJ
cana-5261	98	15	sensors	sensor	NOUN
cana-5261	98	16	attached	attach	VERB
cana-5261	98	17	to	to	ADP
cana-5261	98	18	machinery	machinery	NOUN
cana-5261	98	19	for	for	ADP
cana-5261	98	20	capturing	capture	VERB
cana-5261	98	21	real	real	ADJ
cana-5261	98	22	-	-	PUNCT
cana-5261	98	23	time	time	NOUN
cana-5261	98	24	operational	operational	ADJ
cana-5261	98	25	data	datum	NOUN
cana-5261	98	26	(	(	PUNCT
cana-5261	98	27	temperature	temperature	NOUN
cana-5261	98	28	,	,	PUNCT
cana-5261	98	29	vibration	vibration	NOUN
cana-5261	98	30	,	,	PUNCT
cana-5261	98	31	pressure	pressure	NOUN
cana-5261	98	32	,	,	PUNCT
cana-5261	98	33	etc	etc	X
cana-5261	98	34	.	.	X
cana-5261	98	35	)	)	PUNCT
cana-5261	98	36	.	.	PUNCT
cana-5261	99	1	•	•	NUM
cana-5261	99	2	communication	communication	NOUN
cana-5261	99	3	layer	layer	NOUN
cana-5261	99	4	:	:	PUNCT
cana-5261	99	5	facilitates	facilitate	VERB
cana-5261	99	6	data	data	NOUN
cana-5261	99	7	transmission	transmission	NOUN
cana-5261	99	8	via	via	ADP
cana-5261	99	9	wireless	wireless	ADJ
cana-5261	99	10	protocols	protocol	NOUN
cana-5261	99	11	(	(	PUNCT
cana-5261	99	12	e.g.	e.g.	ADV
cana-5261	99	13	,	,	PUNCT
cana-5261	99	14	mqtt	mqtt	PROPN
cana-5261	99	15	,	,	PUNCT
cana-5261	99	16	zigbee	zigbee	PROPN
cana-5261	99	17	,	,	PUNCT
cana-5261	99	18	wi	wi	PROPN
cana-5261	99	19	-	-	PUNCT
cana-5261	99	20	fi	fi	NOUN
cana-5261	99	21	)	)	PUNCT
cana-5261	99	22	to	to	PART
cana-5261	99	23	edge	edge	VERB
cana-5261	99	24	or	or	CCONJ
cana-5261	99	25	cloud	cloud	NOUN
cana-5261	99	26	platforms	platform	NOUN
cana-5261	99	27	(	(	PUNCT
cana-5261	99	28	ray	ray	NOUN
cana-5261	99	29	,	,	PUNCT
cana-5261	99	30	2016	2016	NUM
cana-5261	99	31	)	)	PUNCT
cana-5261	99	32	.	.	PUNCT
cana-5261	100	1	•	•	NOUN
cana-5261	100	2	processing	processing	NOUN
cana-5261	100	3	layer	layer	NOUN
cana-5261	100	4	:	:	PUNCT
cana-5261	100	5	employs	employ	VERB
cana-5261	100	6	data	datum	NOUN
cana-5261	100	7	preprocessing	preprocessing	NOUN
cana-5261	100	8	and	and	CCONJ
cana-5261	100	9	ml	ml	NOUN
cana-5261	100	10	-	-	PUNCT
cana-5261	100	11	based	base	VERB
cana-5261	100	12	analytics	analytic	NOUN
cana-5261	100	13	using	use	VERB
cana-5261	100	14	platforms	platform	NOUN
cana-5261	100	15	like	like	ADP
cana-5261	100	16	python	python	NOUN
cana-5261	100	17	,	,	PUNCT
cana-5261	100	18	tensorflow	tensorflow	NOUN
cana-5261	100	19	,	,	PUNCT
cana-5261	100	20	or	or	CCONJ
cana-5261	100	21	azure	azure	VERB
cana-5261	100	22	ml	ml	PROPN
cana-5261	100	23	.	.	PROPN
cana-5261	101	1	•	•	NOUN
cana-5261	101	2	application	application	NOUN
cana-5261	101	3	layer	layer	NOUN
cana-5261	101	4	:	:	PUNCT
cana-5261	101	5	includes	include	VERB
cana-5261	101	6	dashboards	dashboard	NOUN
cana-5261	101	7	,	,	PUNCT
cana-5261	101	8	alerts	alert	NOUN
cana-5261	101	9	,	,	PUNCT
cana-5261	101	10	and	and	CCONJ
cana-5261	101	11	integration	integration	NOUN
cana-5261	101	12	modules	module	NOUN
cana-5261	101	13	for	for	ADP
cana-5261	101	14	erp	erp	PROPN
cana-5261	101	15	/	/	SYM
cana-5261	101	16	wms	wms	PROPN
cana-5261	101	17	systems	system	NOUN
cana-5261	101	18	,	,	PUNCT
cana-5261	101	19	enabling	enable	VERB
cana-5261	101	20	real	real	ADJ
cana-5261	101	21	-	-	PUNCT
cana-5261	101	22	time	time	NOUN
cana-5261	101	23	maintenance	maintenance	NOUN
cana-5261	101	24	planning	planning	NOUN
cana-5261	101	25	.	.	PUNCT
cana-5261	102	1	this	this	DET
cana-5261	102	2	architecture	architecture	NOUN
cana-5261	102	3	supports	support	VERB
cana-5261	102	4	scalable	scalable	ADJ
cana-5261	102	5	deployment	deployment	NOUN
cana-5261	102	6	,	,	PUNCT
cana-5261	102	7	real	real	ADJ
cana-5261	102	8	-	-	PUNCT
cana-5261	102	9	time	time	NOUN
cana-5261	102	10	feedback	feedback	NOUN
cana-5261	102	11	,	,	PUNCT
cana-5261	102	12	and	and	CCONJ
cana-5261	102	13	interoperability	interoperability	NOUN
cana-5261	102	14	across	across	ADP
cana-5261	102	15	different	different	ADJ
cana-5261	102	16	supply	supply	NOUN
cana-5261	102	17	chain	chain	NOUN
cana-5261	102	18	functions	function	NOUN
cana-5261	102	19	.	.	PUNCT
cana-5261	103	1	3.2	3.2	NUM
cana-5261	103	2	data	data	NOUN
cana-5261	103	3	collection	collection	NOUN
cana-5261	103	4	via	via	ADP
cana-5261	103	5	iot	iot	ADJ
cana-5261	103	6	sensors	sensor	NOUN
cana-5261	103	7	(	(	PUNCT
cana-5261	103	8	temperature	temperature	NOUN
cana-5261	103	9	,	,	PUNCT
cana-5261	103	10	vibration	vibration	NOUN
cana-5261	103	11	,	,	PUNCT
cana-5261	103	12	humidity	humidity	NOUN
cana-5261	103	13	,	,	PUNCT
cana-5261	103	14	etc	etc	X
cana-5261	103	15	.	.	X
cana-5261	103	16	)	)	PUNCT
cana-5261	103	17	data	datum	NOUN
cana-5261	103	18	collection	collection	NOUN
cana-5261	103	19	is	be	AUX
cana-5261	103	20	performed	perform	VERB
cana-5261	103	21	through	through	ADP
cana-5261	103	22	industrial	industrial	ADJ
cana-5261	103	23	-	-	PUNCT
cana-5261	103	24	grade	grade	NOUN
cana-5261	103	25	iot	iot	NOUN
cana-5261	103	26	sensors	sensor	NOUN
cana-5261	103	27	installed	instal	VERB
cana-5261	103	28	on	on	ADP
cana-5261	103	29	critical	critical	ADJ
cana-5261	103	30	machinery	machinery	NOUN
cana-5261	103	31	components	component	NOUN
cana-5261	103	32	such	such	ADJ
cana-5261	103	33	as	as	ADP
cana-5261	103	34	motors	motor	NOUN
cana-5261	103	35	,	,	PUNCT
cana-5261	103	36	bearings	bearing	NOUN
cana-5261	103	37	,	,	PUNCT
cana-5261	103	38	gearboxes	gearbox	NOUN
cana-5261	103	39	,	,	PUNCT
cana-5261	103	40	and	and	CCONJ
cana-5261	103	41	compressors	compressor	NOUN
cana-5261	103	42	.	.	PUNCT
cana-5261	104	1	key	key	ADJ
cana-5261	104	2	sensors	sensor	NOUN
cana-5261	104	3	include	include	VERB
cana-5261	104	4	:	:	PUNCT
cana-5261	104	5	•	•	ADJ
cana-5261	104	6	vibration	vibration	NOUN
cana-5261	104	7	sensors	sensor	NOUN
cana-5261	104	8	(	(	PUNCT
cana-5261	104	9	accelerometers	accelerometer	NOUN
cana-5261	104	10	):	):	PUNCT
cana-5261	104	11	for	for	ADP
cana-5261	104	12	identifying	identify	VERB
cana-5261	104	13	imbalances	imbalance	NOUN
cana-5261	104	14	and	and	CCONJ
cana-5261	104	15	misalignments	misalignment	NOUN
cana-5261	104	16	.	.	PUNCT
cana-5261	105	1	•	•	NUM
cana-5261	105	2	temperature	temperature	NOUN
cana-5261	105	3	sensors	sensor	NOUN
cana-5261	105	4	(	(	PUNCT
cana-5261	105	5	rtds	rtds	NOUN
cana-5261	105	6	or	or	CCONJ
cana-5261	105	7	thermocouples	thermocouple	NOUN
cana-5261	105	8	):	):	PUNCT
cana-5261	105	9	to	to	PART
cana-5261	105	10	detect	detect	VERB
cana-5261	105	11	overheating	overheat	VERB
cana-5261	105	12	due	due	ADP
cana-5261	105	13	to	to	PART
cana-5261	105	14	wear	wear	VERB
cana-5261	105	15	or	or	CCONJ
cana-5261	105	16	friction	friction	NOUN
cana-5261	105	17	.	.	PUNCT
cana-5261	106	1	•	•	NUM
cana-5261	106	2	humidity	humidity	NOUN
cana-5261	106	3	sensors	sensor	NOUN
cana-5261	106	4	:	:	PUNCT
cana-5261	106	5	useful	useful	ADJ
cana-5261	106	6	in	in	ADP
cana-5261	106	7	environments	environment	NOUN
cana-5261	106	8	where	where	SCONJ
cana-5261	106	9	moisture	moisture	NOUN
cana-5261	106	10	affects	affect	VERB
cana-5261	106	11	machinery	machinery	NOUN
cana-5261	106	12	.	.	PUNCT
cana-5261	107	1	•	•	NUM
cana-5261	107	2	current	current	ADJ
cana-5261	107	3	and	and	CCONJ
cana-5261	107	4	voltage	voltage	NOUN
cana-5261	107	5	sensors	sensor	NOUN
cana-5261	107	6	:	:	PUNCT
cana-5261	107	7	to	to	PART
cana-5261	107	8	monitor	monitor	VERB
cana-5261	107	9	power	power	NOUN
cana-5261	107	10	anomalies	anomaly	NOUN
cana-5261	107	11	or	or	CCONJ
cana-5261	107	12	electrical	electrical	ADJ
cana-5261	107	13	issues	issue	NOUN
cana-5261	107	14	(	(	PUNCT
cana-5261	107	15	lee	lee	PROPN
cana-5261	107	16	et	et	PROPN
cana-5261	107	17	al	al	PROPN
cana-5261	107	18	.	.	PROPN
cana-5261	107	19	,	,	PUNCT
cana-5261	107	20	2015	2015	NUM
cana-5261	107	21	)	)	PUNCT
cana-5261	107	22	.	.	PUNCT
cana-5261	108	1	the	the	DET
cana-5261	108	2	sensor	sensor	NOUN
cana-5261	108	3	data	datum	NOUN
cana-5261	108	4	is	be	AUX
cana-5261	108	5	collected	collect	VERB
cana-5261	108	6	at	at	ADP
cana-5261	108	7	predefined	predefine	VERB
cana-5261	108	8	sampling	sampling	NOUN
cana-5261	108	9	rates	rate	NOUN
cana-5261	108	10	(	(	PUNCT
cana-5261	108	11	e.g.	e.g.	ADV
cana-5261	108	12	,	,	PUNCT
cana-5261	108	13	1	1	NUM
cana-5261	108	14	hz	hz	VERB
cana-5261	108	15	to	to	ADP
cana-5261	108	16	10	10	NUM
cana-5261	108	17	khz	khz	NOUN
cana-5261	108	18	)	)	PUNCT
cana-5261	108	19	and	and	CCONJ
cana-5261	108	20	stored	store	VERB
cana-5261	108	21	in	in	ADP
cana-5261	108	22	timestamped	timestamped	ADJ
cana-5261	108	23	formats	format	NOUN
cana-5261	108	24	for	for	ADP
cana-5261	108	25	real	real	ADJ
cana-5261	108	26	-	-	PUNCT
cana-5261	108	27	time	time	NOUN
cana-5261	108	28	monitoring	monitoring	NOUN
cana-5261	108	29	and	and	CCONJ
cana-5261	108	30	historical	historical	ADJ
cana-5261	108	31	trend	trend	NOUN
cana-5261	108	32	analysis	analysis	NOUN
cana-5261	108	33	.	.	PUNCT
cana-5261	109	1	3.3	3.3	NUM
cana-5261	109	2	data	datum	NOUN
cana-5261	109	3	preprocessing	preprocessing	NOUN
cana-5261	109	4	and	and	CCONJ
cana-5261	109	5	feature	feature	NOUN
cana-5261	109	6	selection	selection	NOUN
cana-5261	109	7	raw	raw	ADJ
cana-5261	109	8	data	datum	NOUN
cana-5261	109	9	from	from	ADP
cana-5261	109	10	iot	iot	ADJ
cana-5261	109	11	sensors	sensor	NOUN
cana-5261	109	12	often	often	ADV
cana-5261	109	13	contains	contain	VERB
cana-5261	109	14	noise	noise	NOUN
cana-5261	109	15	,	,	PUNCT
cana-5261	109	16	outliers	outlier	NOUN
cana-5261	109	17	,	,	PUNCT
cana-5261	109	18	or	or	CCONJ
cana-5261	109	19	missing	miss	VERB
cana-5261	109	20	values	value	NOUN
cana-5261	109	21	.	.	PUNCT
cana-5261	110	1	therefore	therefore	ADV
cana-5261	110	2	,	,	PUNCT
cana-5261	110	3	preprocessing	preprocessing	NOUN
cana-5261	110	4	is	be	AUX
cana-5261	110	5	a	a	DET
cana-5261	110	6	critical	critical	ADJ
cana-5261	110	7	step	step	NOUN
cana-5261	110	8	:	:	PUNCT
cana-5261	110	9	•	•	NUM
cana-5261	110	10	data	datum	NOUN
cana-5261	110	11	cleaning	cleaning	NOUN
cana-5261	110	12	:	:	PUNCT
cana-5261	110	13	removing	remove	VERB
cana-5261	110	14	outliers	outlier	NOUN
cana-5261	110	15	using	use	VERB
cana-5261	110	16	z	z	NOUN
cana-5261	110	17	-	-	PUNCT
cana-5261	110	18	score	score	NOUN
cana-5261	110	19	or	or	CCONJ
cana-5261	110	20	iqr	iqr	NOUN
cana-5261	110	21	methods	method	NOUN
cana-5261	110	22	.	.	PUNCT
cana-5261	111	1	communications	communication	NOUN
cana-5261	111	2	on	on	ADP
cana-5261	111	3	applied	apply	VERB
cana-5261	111	4	nonlinear	nonlinear	ADJ
cana-5261	111	5	analysis	analysis	NOUN
cana-5261	111	6	issn	issn	NOUN
cana-5261	111	7	:	:	PUNCT
cana-5261	111	8	1074	1074	NUM
cana-5261	111	9	-	-	PUNCT
cana-5261	111	10	133x	133x	NUM
cana-5261	111	11	vol	vol	VERB
cana-5261	111	12	32	32	NUM
cana-5261	111	13	no	no	NOUN
cana-5261	111	14	.	.	PUNCT
cana-5261	112	1	10s	10	NOUN
cana-5261	112	2	(	(	PUNCT
cana-5261	112	3	2025	2025	NUM
cana-5261	112	4	)	)	PUNCT
cana-5261	112	5	1583	1583	NUM
cana-5261	112	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	112	7	•	•	ADP
cana-5261	112	8	normalization	normalization	NOUN
cana-5261	112	9	/	/	SYM
cana-5261	112	10	standardization	standardization	NOUN
cana-5261	112	11	:	:	PUNCT
cana-5261	112	12	scaling	scale	VERB
cana-5261	112	13	data	datum	NOUN
cana-5261	112	14	for	for	ADP
cana-5261	112	15	ml	ml	NOUN
cana-5261	112	16	compatibility	compatibility	NOUN
cana-5261	112	17	.	.	PUNCT
cana-5261	113	1	•	•	NUM
cana-5261	113	2	data	datum	NOUN
cana-5261	113	3	imputation	imputation	NOUN
cana-5261	113	4	:	:	PUNCT
cana-5261	113	5	using	use	VERB
cana-5261	113	6	interpolation	interpolation	NOUN
cana-5261	113	7	or	or	CCONJ
cana-5261	113	8	k	k	NOUN
cana-5261	113	9	-	-	PUNCT
cana-5261	113	10	nn	nn	NOUN
cana-5261	113	11	to	to	PART
cana-5261	113	12	fill	fill	VERB
cana-5261	113	13	missing	missing	ADJ
cana-5261	113	14	values	value	NOUN
cana-5261	113	15	.	.	PUNCT
cana-5261	114	1	•	•	NUM
cana-5261	114	2	feature	feature	NOUN
cana-5261	114	3	engineering	engineering	NOUN
cana-5261	114	4	:	:	PUNCT
cana-5261	114	5	extracting	extract	VERB
cana-5261	114	6	statistical	statistical	ADJ
cana-5261	114	7	features	feature	NOUN
cana-5261	114	8	such	such	ADJ
cana-5261	114	9	as	as	ADP
cana-5261	114	10	rms	rm	NOUN
cana-5261	114	11	,	,	PUNCT
cana-5261	114	12	kurtosis	kurtosis	NOUN
cana-5261	114	13	,	,	PUNCT
cana-5261	114	14	skewness	skewness	NOUN
cana-5261	114	15	,	,	PUNCT
cana-5261	114	16	spectral	spectral	ADJ
cana-5261	114	17	entropy	entropy	NOUN
cana-5261	114	18	,	,	PUNCT
cana-5261	114	19	and	and	CCONJ
cana-5261	114	20	frequency	frequency	NOUN
cana-5261	114	21	bands	band	NOUN
cana-5261	114	22	(	(	PUNCT
cana-5261	114	23	zhang	zhang	X
cana-5261	114	24	et	et	PROPN
cana-5261	114	25	al	al	PROPN
cana-5261	114	26	.	.	PROPN
cana-5261	114	27	,	,	PUNCT
cana-5261	114	28	2019	2019	NUM
cana-5261	114	29	)	)	PUNCT
cana-5261	114	30	.	.	PUNCT
cana-5261	115	1	feature	feature	NOUN
cana-5261	115	2	selection	selection	NOUN
cana-5261	115	3	techniques	technique	NOUN
cana-5261	115	4	such	such	ADJ
cana-5261	115	5	as	as	ADP
cana-5261	115	6	recursive	recursive	ADJ
cana-5261	115	7	feature	feature	NOUN
cana-5261	115	8	elimination	elimination	NOUN
cana-5261	115	9	(	(	PUNCT
cana-5261	115	10	rfe	rfe	NOUN
cana-5261	115	11	)	)	PUNCT
cana-5261	115	12	and	and	CCONJ
cana-5261	115	13	principal	principal	ADJ
cana-5261	115	14	component	component	NOUN
cana-5261	115	15	analysis	analysis	NOUN
cana-5261	115	16	(	(	PUNCT
cana-5261	115	17	pca	pca	NOUN
cana-5261	115	18	)	)	PUNCT
cana-5261	115	19	are	be	AUX
cana-5261	115	20	used	use	VERB
cana-5261	115	21	to	to	PART
cana-5261	115	22	reduce	reduce	VERB
cana-5261	115	23	dimensionality	dimensionality	NOUN
cana-5261	115	24	and	and	CCONJ
cana-5261	115	25	retain	retain	VERB
cana-5261	115	26	only	only	ADV
cana-5261	115	27	the	the	DET
cana-5261	115	28	most	most	ADV
cana-5261	115	29	relevant	relevant	ADJ
cana-5261	115	30	indicators	indicator	NOUN
cana-5261	115	31	for	for	ADP
cana-5261	115	32	failure	failure	NOUN
cana-5261	115	33	prediction	prediction	NOUN
cana-5261	115	34	.	.	PUNCT
cana-5261	116	1	3.4	3.4	NUM
cana-5261	116	2	ml	ml	NOUN
cana-5261	116	3	algorithms	algorithm	NOUN
cana-5261	116	4	used	use	VERB
cana-5261	116	5	(	(	PUNCT
cana-5261	116	6	random	random	ADJ
cana-5261	116	7	forest	forest	NOUN
cana-5261	116	8	,	,	PUNCT
cana-5261	116	9	xgboost	xgboost	ADV
cana-5261	116	10	,	,	PUNCT
cana-5261	116	11	lstm	lstm	ADJ
cana-5261	116	12	,	,	PUNCT
cana-5261	116	13	etc	etc	X
cana-5261	116	14	.	.	X
cana-5261	116	15	)	)	PUNCT
cana-5261	117	1	multiple	multiple	ADJ
cana-5261	117	2	machine	machine	NOUN
cana-5261	117	3	learning	learn	VERB
cana-5261	117	4	algorithms	algorithm	NOUN
cana-5261	117	5	are	be	AUX
cana-5261	117	6	evaluated	evaluate	VERB
cana-5261	117	7	for	for	ADP
cana-5261	117	8	predicting	predict	VERB
cana-5261	117	9	equipment	equipment	NOUN
cana-5261	117	10	health	health	NOUN
cana-5261	117	11	:	:	PUNCT
cana-5261	117	12	•	•	NUM
cana-5261	117	13	random	random	ADJ
cana-5261	117	14	forest	forest	NOUN
cana-5261	117	15	:	:	PUNCT
cana-5261	117	16	for	for	ADP
cana-5261	117	17	classification	classification	NOUN
cana-5261	117	18	of	of	ADP
cana-5261	117	19	fault	fault	NOUN
cana-5261	117	20	categories	category	NOUN
cana-5261	117	21	using	use	VERB
cana-5261	117	22	ensemble	ensemble	ADJ
cana-5261	117	23	decision	decision	NOUN
cana-5261	117	24	trees	tree	NOUN
cana-5261	117	25	.	.	PUNCT
cana-5261	118	1	•	•	NUM
cana-5261	118	2	xgboost	xgboost	ADV
cana-5261	118	3	:	:	PUNCT
cana-5261	118	4	known	know	VERB
cana-5261	118	5	for	for	ADP
cana-5261	118	6	its	its	PRON
cana-5261	118	7	performance	performance	NOUN
cana-5261	118	8	in	in	ADP
cana-5261	118	9	handling	handle	VERB
cana-5261	118	10	imbalanced	imbalanced	ADJ
cana-5261	118	11	datasets	dataset	NOUN
cana-5261	118	12	and	and	CCONJ
cana-5261	118	13	optimizing	optimize	VERB
cana-5261	118	14	predictive	predictive	ADJ
cana-5261	118	15	accuracy	accuracy	NOUN
cana-5261	118	16	(	(	PUNCT
cana-5261	118	17	susto	susto	NOUN
cana-5261	118	18	et	et	NOUN
cana-5261	118	19	al	al	PROPN
cana-5261	118	20	.	.	PROPN
cana-5261	118	21	,	,	PUNCT
cana-5261	118	22	2015	2015	NUM
cana-5261	118	23	)	)	PUNCT
cana-5261	118	24	.	.	PUNCT
cana-5261	119	1	•	•	NUM
cana-5261	119	2	lstm	lstm	NOUN
cana-5261	119	3	(	(	PUNCT
cana-5261	119	4	long	long	ADJ
cana-5261	119	5	short	short	ADJ
cana-5261	119	6	-	-	PUNCT
cana-5261	119	7	term	term	NOUN
cana-5261	119	8	memory	memory	NOUN
cana-5261	119	9	):	):	PUNCT
cana-5261	119	10	ideal	ideal	NOUN
cana-5261	119	11	for	for	ADP
cana-5261	119	12	time	time	NOUN
cana-5261	119	13	-	-	PUNCT
cana-5261	119	14	series	series	NOUN
cana-5261	119	15	data	datum	NOUN
cana-5261	119	16	to	to	PART
cana-5261	119	17	learn	learn	VERB
cana-5261	119	18	long	long	ADJ
cana-5261	119	19	-	-	PUNCT
cana-5261	119	20	term	term	NOUN
cana-5261	119	21	dependencies	dependency	NOUN
cana-5261	119	22	in	in	ADP
cana-5261	119	23	sensor	sensor	NOUN
cana-5261	119	24	trends	trend	NOUN
cana-5261	119	25	and	and	CCONJ
cana-5261	119	26	detect	detect	VERB
cana-5261	119	27	gradual	gradual	ADJ
cana-5261	119	28	degradation	degradation	NOUN
cana-5261	119	29	(	(	PUNCT
cana-5261	119	30	zhao	zhao	PROPN
cana-5261	119	31	et	et	NOUN
cana-5261	119	32	al	al	PROPN
cana-5261	119	33	.	.	PROPN
cana-5261	119	34	,	,	PUNCT
cana-5261	119	35	2017	2017	NUM
cana-5261	119	36	)	)	PUNCT
cana-5261	119	37	.	.	PUNCT
cana-5261	120	1	models	model	NOUN
cana-5261	120	2	are	be	AUX
cana-5261	120	3	trained	train	VERB
cana-5261	120	4	using	use	VERB
cana-5261	120	5	historical	historical	ADJ
cana-5261	120	6	labeled	label	VERB
cana-5261	120	7	failure	failure	NOUN
cana-5261	120	8	data	datum	NOUN
cana-5261	120	9	,	,	PUNCT
cana-5261	120	10	with	with	ADP
cana-5261	120	11	target	target	NOUN
cana-5261	120	12	labels	label	NOUN
cana-5261	120	13	such	such	ADJ
cana-5261	120	14	as	as	ADP
cana-5261	120	15	“	"	PUNCT
cana-5261	120	16	healthy	healthy	ADJ
cana-5261	120	17	”	"	PUNCT
cana-5261	120	18	,	,	PUNCT
cana-5261	120	19	“	"	PUNCT
cana-5261	120	20	degrading	degrade	VERB
cana-5261	120	21	”	"	PUNCT
cana-5261	120	22	,	,	PUNCT
cana-5261	120	23	and	and	CCONJ
cana-5261	120	24	“	"	PUNCT
cana-5261	120	25	critical	critical	ADJ
cana-5261	120	26	”	"	PUNCT
cana-5261	120	27	.	.	PUNCT
cana-5261	121	1	3.5	3.5	NUM
cana-5261	121	2	model	model	NOUN
cana-5261	121	3	training	training	NOUN
cana-5261	121	4	and	and	CCONJ
cana-5261	121	5	validation	validation	NOUN
cana-5261	121	6	process	process	NOUN
cana-5261	121	7	the	the	DET
cana-5261	121	8	model	model	NOUN
cana-5261	121	9	training	training	NOUN
cana-5261	121	10	and	and	CCONJ
cana-5261	121	11	evaluation	evaluation	NOUN
cana-5261	121	12	process	process	NOUN
cana-5261	121	13	involves	involve	VERB
cana-5261	121	14	:	:	PUNCT
cana-5261	121	15	•	•	NUM
cana-5261	121	16	train	train	NOUN
cana-5261	121	17	-	-	PUNCT
cana-5261	121	18	test	test	NOUN
cana-5261	121	19	split	split	NOUN
cana-5261	121	20	:	:	PUNCT
cana-5261	121	21	typically	typically	ADV
cana-5261	121	22	70	70	NUM
cana-5261	121	23	-	-	SYM
cana-5261	121	24	30	30	NUM
cana-5261	121	25	or	or	CCONJ
cana-5261	121	26	80	80	NUM
cana-5261	121	27	-	-	SYM
cana-5261	121	28	20	20	NUM
cana-5261	121	29	ratios	ratio	NOUN
cana-5261	121	30	.	.	PUNCT
cana-5261	122	1	•	•	NUM
cana-5261	122	2	cross	cross	NOUN
cana-5261	122	3	-	-	NOUN
cana-5261	122	4	validation	validation	ADJ
cana-5261	122	5	:	:	PUNCT
cana-5261	122	6	k	k	ADJ
cana-5261	122	7	-	-	ADJ
cana-5261	122	8	fold	fold	ADJ
cana-5261	122	9	validation	validation	NOUN
cana-5261	122	10	(	(	PUNCT
cana-5261	122	11	k=5	k=5	PROPN
cana-5261	122	12	or	or	CCONJ
cana-5261	122	13	10	10	NUM
cana-5261	122	14	)	)	PUNCT
cana-5261	122	15	to	to	PART
cana-5261	122	16	reduce	reduce	VERB
cana-5261	122	17	overfitting	overfitte	VERB
cana-5261	122	18	.	.	PUNCT
cana-5261	123	1	•	•	NUM
cana-5261	123	2	evaluation	evaluation	NOUN
cana-5261	123	3	metrics	metric	NOUN
cana-5261	123	4	:	:	PUNCT
cana-5261	123	5	accuracy	accuracy	NOUN
cana-5261	123	6	,	,	PUNCT
cana-5261	123	7	f1	f1	NOUN
cana-5261	123	8	-	-	PUNCT
cana-5261	123	9	score	score	NOUN
cana-5261	123	10	,	,	PUNCT
cana-5261	123	11	precision	precision	NOUN
cana-5261	123	12	,	,	PUNCT
cana-5261	123	13	recall	recall	NOUN
cana-5261	123	14	,	,	PUNCT
cana-5261	123	15	and	and	CCONJ
cana-5261	123	16	rmse	rmse	NOUN
cana-5261	123	17	for	for	ADP
cana-5261	123	18	regression	regression	NOUN
cana-5261	123	19	models	model	NOUN
cana-5261	123	20	.	.	PUNCT
cana-5261	124	1	hyperparameter	hyperparameter	NOUN
cana-5261	124	2	tuning	tuning	NOUN
cana-5261	124	3	is	be	AUX
cana-5261	124	4	performed	perform	VERB
cana-5261	124	5	using	use	VERB
cana-5261	124	6	gridsearchcv	gridsearchcv	NOUN
cana-5261	124	7	or	or	CCONJ
cana-5261	124	8	bayesian	bayesian	ADJ
cana-5261	124	9	optimization	optimization	NOUN
cana-5261	124	10	.	.	PUNCT
cana-5261	125	1	the	the	DET
cana-5261	125	2	bestperforming	bestperforming	NOUN
cana-5261	125	3	model	model	NOUN
cana-5261	125	4	is	be	AUX
cana-5261	125	5	deployed	deploy	VERB
cana-5261	125	6	on	on	ADP
cana-5261	125	7	the	the	DET
cana-5261	125	8	cloud	cloud	NOUN
cana-5261	125	9	or	or	CCONJ
cana-5261	125	10	edge	edge	VERB
cana-5261	125	11	device	device	NOUN
cana-5261	125	12	for	for	ADP
cana-5261	125	13	real	real	ADJ
cana-5261	125	14	-	-	PUNCT
cana-5261	125	15	time	time	NOUN
cana-5261	125	16	inference	inference	NOUN
cana-5261	125	17	.	.	PUNCT
cana-5261	126	1	4	4	X
cana-5261	126	2	.	.	X
cana-5261	126	3	case	case	NOUN
cana-5261	126	4	study	study	NOUN
cana-5261	126	5	/	/	SYM
cana-5261	126	6	implementation	implementation	NOUN
cana-5261	126	7	4.1	4.1	NUM
cana-5261	126	8	description	description	NOUN
cana-5261	126	9	of	of	ADP
cana-5261	126	10	equipment	equipment	NOUN
cana-5261	126	11	/	/	SYM
cana-5261	126	12	process	process	NOUN
cana-5261	126	13	studied	study	VERB
cana-5261	126	14	the	the	DET
cana-5261	126	15	implementation	implementation	NOUN
cana-5261	126	16	was	be	AUX
cana-5261	126	17	conducted	conduct	VERB
cana-5261	126	18	on	on	ADP
cana-5261	126	19	a	a	DET
cana-5261	126	20	conveyor	conveyor	NOUN
cana-5261	126	21	belt	belt	NOUN
cana-5261	126	22	system	system	NOUN
cana-5261	126	23	used	use	VERB
cana-5261	126	24	in	in	ADP
cana-5261	126	25	a	a	DET
cana-5261	126	26	warehouse	warehouse	NOUN
cana-5261	126	27	facility	facility	NOUN
cana-5261	126	28	within	within	ADP
cana-5261	126	29	the	the	DET
cana-5261	126	30	supply	supply	NOUN
cana-5261	126	31	chain	chain	NOUN
cana-5261	126	32	network	network	NOUN
cana-5261	126	33	of	of	ADP
cana-5261	126	34	an	an	DET
cana-5261	126	35	fmcg	fmcg	NOUN
cana-5261	126	36	company	company	NOUN
cana-5261	126	37	.	.	PUNCT
cana-5261	127	1	the	the	DET
cana-5261	127	2	conveyor	conveyor	NOUN
cana-5261	127	3	system	system	NOUN
cana-5261	127	4	is	be	AUX
cana-5261	127	5	integral	integral	ADJ
cana-5261	127	6	to	to	ADP
cana-5261	127	7	the	the	DET
cana-5261	127	8	continuous	continuous	ADJ
cana-5261	127	9	flow	flow	NOUN
cana-5261	127	10	of	of	ADP
cana-5261	127	11	goods	good	NOUN
cana-5261	127	12	and	and	CCONJ
cana-5261	127	13	involves	involve	VERB
cana-5261	127	14	motors	motor	NOUN
cana-5261	127	15	,	,	PUNCT
cana-5261	127	16	pulleys	pulley	NOUN
cana-5261	127	17	,	,	PUNCT
cana-5261	127	18	gearboxes	gearbox	NOUN
cana-5261	127	19	,	,	PUNCT
cana-5261	127	20	and	and	CCONJ
cana-5261	127	21	rollers	roller	NOUN
cana-5261	127	22	—	—	PUNCT
cana-5261	127	23	components	component	NOUN
cana-5261	127	24	prone	prone	ADJ
cana-5261	127	25	to	to	PART
cana-5261	127	26	wear	wear	VERB
cana-5261	127	27	and	and	CCONJ
cana-5261	127	28	failure	failure	NOUN
cana-5261	127	29	.	.	PUNCT
cana-5261	128	1	the	the	DET
cana-5261	128	2	primary	primary	ADJ
cana-5261	128	3	failure	failure	NOUN
cana-5261	128	4	modes	mode	NOUN
cana-5261	128	5	observed	observe	VERB
cana-5261	128	6	include	include	VERB
cana-5261	128	7	motor	motor	NOUN
cana-5261	128	8	overheating	overheating	NOUN
cana-5261	128	9	,	,	PUNCT
cana-5261	128	10	bearing	bear	VERB
cana-5261	128	11	wear	wear	NOUN
cana-5261	128	12	,	,	PUNCT
cana-5261	128	13	and	and	CCONJ
cana-5261	128	14	misalignment	misalignment	NOUN
cana-5261	128	15	of	of	ADP
cana-5261	128	16	rollers	roller	NOUN
cana-5261	128	17	,	,	PUNCT
cana-5261	128	18	which	which	PRON
cana-5261	128	19	historically	historically	ADV
cana-5261	128	20	led	lead	VERB
cana-5261	128	21	to	to	ADP
cana-5261	128	22	10	10	NUM
cana-5261	128	23	-	-	SYM
cana-5261	128	24	12	12	NUM
cana-5261	128	25	hours	hour	NOUN
cana-5261	128	26	of	of	ADP
cana-5261	128	27	unplanned	unplanned	ADJ
cana-5261	128	28	downtime	downtime	NOUN
cana-5261	128	29	per	per	ADP
cana-5261	128	30	month	month	NOUN
cana-5261	128	31	.	.	PUNCT
cana-5261	129	1	4.2	4.2	NUM
cana-5261	129	2	sensor	sensor	NOUN
cana-5261	129	3	setup	setup	NOUN
cana-5261	129	4	and	and	CCONJ
cana-5261	129	5	iot	iot	NOUN
cana-5261	129	6	framework	framework	NOUN
cana-5261	129	7	the	the	DET
cana-5261	129	8	following	follow	VERB
cana-5261	129	9	sensor	sensor	NOUN
cana-5261	129	10	configuration	configuration	NOUN
cana-5261	129	11	was	be	AUX
cana-5261	129	12	used	use	VERB
cana-5261	129	13	:	:	PUNCT
cana-5261	129	14	•	•	NUM
cana-5261	129	15	3	3	NUM
cana-5261	129	16	-	-	PUNCT
cana-5261	129	17	axis	axis	NOUN
cana-5261	129	18	vibration	vibration	NOUN
cana-5261	129	19	sensors	sensor	NOUN
cana-5261	129	20	(	(	PUNCT
cana-5261	129	21	on	on	ADP
cana-5261	129	22	bearings	bearing	NOUN
cana-5261	129	23	)	)	PUNCT
cana-5261	129	24	•	•	NUM
cana-5261	129	25	pt100	pt100	PROPN
cana-5261	129	26	rtd	rtd	PROPN
cana-5261	129	27	temperature	temperature	NOUN
cana-5261	129	28	sensors	sensor	NOUN
cana-5261	129	29	(	(	PUNCT
cana-5261	129	30	on	on	ADP
cana-5261	129	31	motor	motor	NOUN
cana-5261	129	32	housing	housing	NOUN
cana-5261	129	33	)	)	PUNCT
cana-5261	129	34	•	•	ADP
cana-5261	129	35	current	current	ADJ
cana-5261	129	36	transducers	transducer	NOUN
cana-5261	129	37	(	(	PUNCT
cana-5261	129	38	on	on	ADP
cana-5261	129	39	motor	motor	NOUN
cana-5261	129	40	power	power	NOUN
cana-5261	129	41	supply	supply	NOUN
cana-5261	129	42	)	)	PUNCT
cana-5261	129	43	communications	communication	NOUN
cana-5261	129	44	on	on	ADP
cana-5261	129	45	applied	apply	VERB
cana-5261	129	46	nonlinear	nonlinear	ADJ
cana-5261	129	47	analysis	analysis	NOUN
cana-5261	129	48	issn	issn	NOUN
cana-5261	129	49	:	:	PUNCT
cana-5261	129	50	1074	1074	NUM
cana-5261	129	51	-	-	PUNCT
cana-5261	129	52	133x	133x	NUM
cana-5261	129	53	vol	vol	VERB
cana-5261	129	54	32	32	NUM
cana-5261	129	55	no	no	NOUN
cana-5261	129	56	.	.	PUNCT
cana-5261	130	1	10s	10	NOUN
cana-5261	130	2	(	(	PUNCT
cana-5261	130	3	2025	2025	NUM
cana-5261	130	4	)	)	PUNCT
cana-5261	130	5	1584	1584	NUM
cana-5261	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	131	1	these	these	DET
cana-5261	131	2	sensors	sensor	NOUN
cana-5261	131	3	were	be	AUX
cana-5261	131	4	connected	connect	VERB
cana-5261	131	5	to	to	ADP
cana-5261	131	6	an	an	DET
cana-5261	131	7	iot	iot	NOUN
cana-5261	131	8	gateway	gateway	NOUN
cana-5261	131	9	(	(	PUNCT
cana-5261	131	10	raspberry	raspberry	NOUN
cana-5261	131	11	pi	pi	NOUN
cana-5261	131	12	4	4	NUM
cana-5261	131	13	)	)	PUNCT
cana-5261	131	14	equipped	equip	VERB
cana-5261	131	15	with	with	ADP
cana-5261	131	16	wi	wi	PROPN
cana-5261	131	17	-	-	PUNCT
cana-5261	131	18	fi	fi	NOUN
cana-5261	131	19	and	and	CCONJ
cana-5261	131	20	lte	lte	PROPN
cana-5261	131	21	communication	communication	NOUN
cana-5261	131	22	modules	module	NOUN
cana-5261	131	23	.	.	PUNCT
cana-5261	132	1	data	datum	NOUN
cana-5261	132	2	was	be	AUX
cana-5261	132	3	transmitted	transmit	VERB
cana-5261	132	4	to	to	ADP
cana-5261	132	5	an	an	DET
cana-5261	132	6	aws	aws	NOUN
cana-5261	132	7	iot	iot	NOUN
cana-5261	132	8	core	core	PROPN
cana-5261	132	9	cloud	cloud	NOUN
cana-5261	132	10	platform	platform	NOUN
cana-5261	132	11	for	for	ADP
cana-5261	132	12	processing	processing	NOUN
cana-5261	132	13	.	.	PUNCT
cana-5261	133	1	the	the	DET
cana-5261	133	2	edge	edge	NOUN
cana-5261	133	3	device	device	NOUN
cana-5261	133	4	handled	handle	VERB
cana-5261	133	5	preliminary	preliminary	ADJ
cana-5261	133	6	filtering	filtering	NOUN
cana-5261	133	7	and	and	CCONJ
cana-5261	133	8	fft	fft	VERB
cana-5261	133	9	analysis	analysis	NOUN
cana-5261	133	10	before	before	ADP
cana-5261	133	11	pushing	push	VERB
cana-5261	133	12	features	feature	NOUN
cana-5261	133	13	to	to	ADP
cana-5261	133	14	the	the	DET
cana-5261	133	15	cloud	cloud	NOUN
cana-5261	133	16	.	.	PUNCT
cana-5261	134	1	4.3	4.3	NUM
cana-5261	134	2	dataset	dataset	ADJ
cana-5261	134	3	description	description	NOUN
cana-5261	134	4	and	and	CCONJ
cana-5261	134	5	time	time	NOUN
cana-5261	134	6	period	period	NOUN
cana-5261	134	7	the	the	DET
cana-5261	134	8	data	data	NOUN
cana-5261	134	9	collection	collection	NOUN
cana-5261	134	10	period	period	NOUN
cana-5261	134	11	spanned	span	VERB
cana-5261	134	12	8	8	NUM
cana-5261	134	13	weeks	week	NOUN
cana-5261	134	14	,	,	PUNCT
cana-5261	134	15	generating	generate	VERB
cana-5261	134	16	a	a	DET
cana-5261	134	17	dataset	dataset	NOUN
cana-5261	134	18	of	of	ADP
cana-5261	134	19	approximately	approximately	ADV
cana-5261	134	20	1.2	1.2	NUM
cana-5261	134	21	million	million	NUM
cana-5261	134	22	data	datum	NOUN
cana-5261	134	23	points	point	NOUN
cana-5261	134	24	.	.	PUNCT
cana-5261	135	1	the	the	DET
cana-5261	135	2	data	datum	NOUN
cana-5261	135	3	included	include	VERB
cana-5261	135	4	:	:	PUNCT
cana-5261	135	5	•	•	NUM
cana-5261	135	6	timestamped	timestamped	ADJ
cana-5261	135	7	readings	reading	NOUN
cana-5261	135	8	at	at	ADP
cana-5261	135	9	1	1	NUM
cana-5261	135	10	hz	hz	VERB
cana-5261	135	11	sampling	sample	VERB
cana-5261	135	12	rate	rate	NOUN
cana-5261	135	13	•	•	ADP
cana-5261	135	14	operational	operational	ADJ
cana-5261	135	15	status	status	NOUN
cana-5261	135	16	logs	log	VERB
cana-5261	135	17	•	•	NOUN
cana-5261	135	18	maintenance	maintenance	NOUN
cana-5261	135	19	and	and	CCONJ
cana-5261	135	20	failure	failure	NOUN
cana-5261	135	21	logs	log	NOUN
cana-5261	135	22	(	(	PUNCT
cana-5261	135	23	used	use	VERB
cana-5261	135	24	for	for	ADP
cana-5261	135	25	labeling	labeling	NOUN
cana-5261	135	26	)	)	PUNCT
cana-5261	135	27	labels	label	NOUN
cana-5261	135	28	were	be	AUX
cana-5261	135	29	assigned	assign	VERB
cana-5261	135	30	based	base	VERB
cana-5261	135	31	on	on	ADP
cana-5261	135	32	technician	technician	ADJ
cana-5261	135	33	notes	note	NOUN
cana-5261	135	34	and	and	CCONJ
cana-5261	135	35	breakdown	breakdown	ADJ
cana-5261	135	36	history	history	NOUN
cana-5261	135	37	.	.	PUNCT
cana-5261	136	1	the	the	DET
cana-5261	136	2	dataset	dataset	NOUN
cana-5261	136	3	was	be	AUX
cana-5261	136	4	divided	divide	VERB
cana-5261	136	5	into	into	ADP
cana-5261	136	6	training	training	NOUN
cana-5261	136	7	(	(	PUNCT
cana-5261	136	8	70	70	NUM
cana-5261	136	9	%	%	NOUN
cana-5261	136	10	)	)	PUNCT
cana-5261	136	11	and	and	CCONJ
cana-5261	136	12	testing	testing	NOUN
cana-5261	136	13	(	(	PUNCT
cana-5261	136	14	30	30	NUM
cana-5261	136	15	%	%	NOUN
cana-5261	136	16	)	)	PUNCT
cana-5261	136	17	sets	set	NOUN
cana-5261	136	18	.	.	PUNCT
cana-5261	137	1	4.4	4.4	NUM
cana-5261	137	2	predictive	predictive	ADJ
cana-5261	137	3	model	model	NOUN
cana-5261	137	4	application	application	NOUN
cana-5261	137	5	and	and	CCONJ
cana-5261	137	6	monitoring	monitor	VERB
cana-5261	137	7	the	the	DET
cana-5261	137	8	best	well	ADV
cana-5261	137	9	-	-	PUNCT
cana-5261	137	10	performing	perform	VERB
cana-5261	137	11	model	model	NOUN
cana-5261	137	12	,	,	PUNCT
cana-5261	137	13	lstm	lstm	PROPN
cana-5261	137	14	,	,	PUNCT
cana-5261	137	15	achieved	achieve	VERB
cana-5261	137	16	an	an	DET
cana-5261	137	17	f1	f1	NOUN
cana-5261	137	18	-	-	PUNCT
cana-5261	137	19	score	score	NOUN
cana-5261	137	20	of	of	ADP
cana-5261	137	21	92	92	NUM
cana-5261	137	22	%	%	NOUN
cana-5261	137	23	for	for	ADP
cana-5261	137	24	predicting	predict	VERB
cana-5261	137	25	motor	motor	NOUN
cana-5261	137	26	failures	failure	NOUN
cana-5261	137	27	within	within	ADP
cana-5261	137	28	a	a	DET
cana-5261	137	29	48	48	NUM
cana-5261	137	30	-	-	PUNCT
cana-5261	137	31	hour	hour	NOUN
cana-5261	137	32	horizon	horizon	NOUN
cana-5261	137	33	.	.	PUNCT
cana-5261	138	1	a	a	DET
cana-5261	138	2	dashboard	dashboard	NOUN
cana-5261	138	3	was	be	AUX
cana-5261	138	4	created	create	VERB
cana-5261	138	5	using	use	VERB
cana-5261	138	6	grafana	grafana	NOUN
cana-5261	138	7	,	,	PUNCT
cana-5261	138	8	which	which	PRON
cana-5261	138	9	provided	provide	VERB
cana-5261	138	10	:	:	PUNCT
cana-5261	138	11	•	•	NUM
cana-5261	138	12	live	live	ADJ
cana-5261	138	13	sensor	sensor	NOUN
cana-5261	138	14	data	datum	NOUN
cana-5261	138	15	•	•	ADP
cana-5261	138	16	predicted	predict	VERB
cana-5261	138	17	failure	failure	NOUN
cana-5261	138	18	risk	risk	NOUN
cana-5261	138	19	(	(	PUNCT
cana-5261	138	20	low	low	ADJ
cana-5261	138	21	,	,	PUNCT
cana-5261	138	22	medium	medium	ADJ
cana-5261	138	23	,	,	PUNCT
cana-5261	138	24	high	high	ADJ
cana-5261	138	25	)	)	PUNCT
cana-5261	138	26	•	•	NOUN
cana-5261	138	27	alerts	alert	NOUN
cana-5261	138	28	via	via	ADP
cana-5261	138	29	sms	sms	PROPN
cana-5261	138	30	/	/	SYM
cana-5261	138	31	email	email	NOUN
cana-5261	138	32	when	when	SCONJ
cana-5261	138	33	the	the	DET
cana-5261	138	34	risk	risk	NOUN
cana-5261	138	35	threshold	threshold	NOUN
cana-5261	138	36	exceeded	exceed	VERB
cana-5261	138	37	0.8	0.8	NUM
cana-5261	138	38	(	(	PUNCT
cana-5261	138	39	on	on	ADP
cana-5261	138	40	a	a	DET
cana-5261	138	41	0–1	0–1	NUM
cana-5261	138	42	scale	scale	NOUN
cana-5261	138	43	)	)	PUNCT
cana-5261	138	44	,	,	PUNCT
cana-5261	138	45	a	a	DET
cana-5261	138	46	maintenance	maintenance	NOUN
cana-5261	138	47	ticket	ticket	NOUN
cana-5261	138	48	was	be	AUX
cana-5261	138	49	auto	auto	NOUN
cana-5261	138	50	-	-	PUNCT
cana-5261	138	51	generated	generate	VERB
cana-5261	138	52	in	in	ADP
cana-5261	138	53	the	the	DET
cana-5261	138	54	company	company	NOUN
cana-5261	138	55	's	's	PART
cana-5261	138	56	cmms	cmms	NOUN
cana-5261	138	57	(	(	PUNCT
cana-5261	138	58	computerized	computerized	ADJ
cana-5261	138	59	maintenance	maintenance	NOUN
cana-5261	138	60	management	management	NOUN
cana-5261	138	61	system	system	NOUN
cana-5261	138	62	)	)	PUNCT
cana-5261	138	63	.	.	PUNCT
cana-5261	139	1	4.5	4.5	NUM
cana-5261	139	2	integration	integration	NOUN
cana-5261	139	3	with	with	ADP
cana-5261	139	4	scm	scm	PROPN
cana-5261	139	5	platform	platform	PROPN
cana-5261	139	6	(	(	PUNCT
cana-5261	139	7	erp	erp	PROPN
cana-5261	139	8	/	/	SYM
cana-5261	139	9	wms	wms	PROPN
cana-5261	139	10	/	/	SYM
cana-5261	139	11	etc	etc	X
cana-5261	139	12	.	.	X
cana-5261	139	13	)	)	PUNCT
cana-5261	140	1	the	the	DET
cana-5261	140	2	predictive	predictive	ADJ
cana-5261	140	3	maintenance	maintenance	NOUN
cana-5261	140	4	module	module	NOUN
cana-5261	140	5	was	be	AUX
cana-5261	140	6	integrated	integrate	VERB
cana-5261	140	7	with	with	ADP
cana-5261	140	8	the	the	DET
cana-5261	140	9	organization	organization	NOUN
cana-5261	140	10	’s	’s	PART
cana-5261	140	11	sap	sap	PROPN
cana-5261	140	12	erp	erp	PROPN
cana-5261	140	13	and	and	CCONJ
cana-5261	140	14	oracle	oracle	PROPN
cana-5261	140	15	wms	wms	PROPN
cana-5261	140	16	platforms	platform	NOUN
cana-5261	140	17	through	through	ADP
cana-5261	140	18	rest	rest	NOUN
cana-5261	140	19	apis	apis	ADJ
cana-5261	140	20	:	:	PUNCT
cana-5261	140	21	•	•	NUM
cana-5261	140	22	erp	erp	NOUN
cana-5261	140	23	integration	integration	NOUN
cana-5261	140	24	:	:	PUNCT
cana-5261	140	25	triggered	trigger	VERB
cana-5261	140	26	spare	spare	ADJ
cana-5261	140	27	part	part	NOUN
cana-5261	140	28	requisitions	requisition	NOUN
cana-5261	140	29	and	and	CCONJ
cana-5261	140	30	updated	update	VERB
cana-5261	140	31	inventory	inventory	NOUN
cana-5261	140	32	in	in	ADP
cana-5261	140	33	real	real	ADJ
cana-5261	140	34	time	time	NOUN
cana-5261	140	35	.	.	PUNCT
cana-5261	141	1	•	•	NUM
cana-5261	141	2	wms	wms	PROPN
cana-5261	141	3	integration	integration	NOUN
cana-5261	141	4	:	:	PUNCT
cana-5261	141	5	re	re	VERB
cana-5261	141	6	-	-	VERB
cana-5261	141	7	routed	route	VERB
cana-5261	141	8	orders	order	NOUN
cana-5261	141	9	to	to	PART
cana-5261	141	10	alternate	alternate	VERB
cana-5261	141	11	conveyor	conveyor	NOUN
cana-5261	141	12	lines	line	NOUN
cana-5261	141	13	when	when	SCONJ
cana-5261	141	14	a	a	DET
cana-5261	141	15	machine	machine	NOUN
cana-5261	141	16	was	be	AUX
cana-5261	141	17	flagged	flag	VERB
cana-5261	141	18	as	as	ADP
cana-5261	141	19	"	"	PUNCT
cana-5261	141	20	at	at	ADP
cana-5261	141	21	risk	risk	NOUN
cana-5261	141	22	.	.	PUNCT
cana-5261	141	23	"	"	PUNCT
cana-5261	142	1	this	this	DET
cana-5261	142	2	integration	integration	NOUN
cana-5261	142	3	allowed	allow	VERB
cana-5261	142	4	proactive	proactive	ADJ
cana-5261	142	5	decision	decision	NOUN
cana-5261	142	6	-	-	PUNCT
cana-5261	142	7	making	make	VERB
cana-5261	142	8	and	and	CCONJ
cana-5261	142	9	minimized	minimized	ADJ
cana-5261	142	10	disruption	disruption	NOUN
cana-5261	142	11	in	in	ADP
cana-5261	142	12	warehouse	warehouse	NOUN
cana-5261	142	13	operations	operation	NOUN
cana-5261	142	14	and	and	CCONJ
cana-5261	142	15	outbound	outbound	NOUN
cana-5261	142	16	logistics	logistic	NOUN
cana-5261	142	17	.	.	PUNCT
cana-5261	143	1	5	5	X
cana-5261	143	2	.	.	X
cana-5261	143	3	results	result	NOUN
cana-5261	143	4	and	and	CCONJ
cana-5261	143	5	discussion	discussion	NOUN
cana-5261	143	6	5.1	5.1	NUM
cana-5261	143	7	model	model	NOUN
cana-5261	143	8	performance	performance	NOUN
cana-5261	143	9	metrics	metric	NOUN
cana-5261	143	10	(	(	PUNCT
cana-5261	143	11	accuracy	accuracy	NOUN
cana-5261	143	12	,	,	PUNCT
cana-5261	143	13	precision	precision	NOUN
cana-5261	143	14	,	,	PUNCT
cana-5261	143	15	recall	recall	NOUN
cana-5261	143	16	,	,	PUNCT
cana-5261	143	17	rmse	rmse	PROPN
cana-5261	143	18	)	)	PUNCT
cana-5261	143	19	the	the	DET
cana-5261	143	20	proposed	propose	VERB
cana-5261	143	21	predictive	predictive	ADJ
cana-5261	143	22	maintenance	maintenance	NOUN
cana-5261	143	23	system	system	NOUN
cana-5261	143	24	was	be	AUX
cana-5261	143	25	evaluated	evaluate	VERB
cana-5261	143	26	using	use	VERB
cana-5261	143	27	several	several	ADJ
cana-5261	143	28	machine	machine	NOUN
cana-5261	143	29	learning	learning	NOUN
cana-5261	143	30	models	model	NOUN
cana-5261	143	31	including	include	VERB
cana-5261	143	32	random	random	ADJ
cana-5261	143	33	forest	forest	NOUN
cana-5261	143	34	(	(	PUNCT
cana-5261	143	35	rf	rf	NOUN
cana-5261	143	36	)	)	PUNCT
cana-5261	143	37	,	,	PUNCT
cana-5261	143	38	xgboost	xgboost	ADV
cana-5261	143	39	,	,	PUNCT
cana-5261	143	40	and	and	CCONJ
cana-5261	143	41	long	long	ADJ
cana-5261	143	42	short	short	ADJ
cana-5261	143	43	-	-	PUNCT
cana-5261	143	44	term	term	NOUN
cana-5261	143	45	memory	memory	NOUN
cana-5261	143	46	(	(	PUNCT
cana-5261	143	47	lstm	lstm	NOUN
cana-5261	143	48	)	)	PUNCT
cana-5261	143	49	.	.	PUNCT
cana-5261	144	1	after	after	ADP
cana-5261	144	2	training	training	NOUN
cana-5261	144	3	and	and	CCONJ
cana-5261	144	4	testing	testing	NOUN
cana-5261	144	5	on	on	ADP
cana-5261	144	6	the	the	DET
cana-5261	144	7	preprocessed	preprocesse	VERB
cana-5261	144	8	dataset	dataset	NOUN
cana-5261	144	9	,	,	PUNCT
cana-5261	144	10	lstm	lstm	PROPN
cana-5261	144	11	outperformed	outperform	VERB
cana-5261	144	12	other	other	ADJ
cana-5261	144	13	models	model	NOUN
cana-5261	144	14	due	due	ADP
cana-5261	144	15	to	to	ADP
cana-5261	144	16	its	its	PRON
cana-5261	144	17	ability	ability	NOUN
cana-5261	144	18	to	to	PART
cana-5261	144	19	capture	capture	VERB
cana-5261	144	20	temporal	temporal	ADJ
cana-5261	144	21	dependencies	dependency	NOUN
cana-5261	144	22	in	in	ADP
cana-5261	144	23	time	time	NOUN
cana-5261	144	24	-	-	PUNCT
cana-5261	144	25	series	series	NOUN
cana-5261	144	26	sensor	sensor	NOUN
cana-5261	144	27	data	datum	NOUN
cana-5261	144	28	.	.	PUNCT
cana-5261	145	1	table	table	NOUN
cana-5261	145	2	1.1	1.1	NUM
cana-5261	146	1	the	the	DET
cana-5261	146	2	model	model	NOUN
cana-5261	146	3	evaluation	evaluation	NOUN
cana-5261	146	4	metrics	metric	NOUN
cana-5261	146	5	are	be	AUX
cana-5261	146	6	summarized	summarize	VERB
cana-5261	146	7	model	model	NOUN
cana-5261	146	8	accuracy	accuracy	NOUN
cana-5261	146	9	precision	precision	NOUN
cana-5261	146	10	recall	recall	VERB
cana-5261	146	11	f1	f1	NOUN
cana-5261	146	12	-	-	PUNCT
cana-5261	146	13	score	score	NOUN
cana-5261	146	14	rmse	rmse	NOUN
cana-5261	146	15	(	(	PUNCT
cana-5261	146	16	for	for	ADP
cana-5261	146	17	rul	rul	NOUN
cana-5261	146	18	)	)	PUNCT
cana-5261	146	19	random	random	ADJ
cana-5261	146	20	forest	forest	NOUN
cana-5261	146	21	88.60	88.60	NUM
cana-5261	146	22	%	%	NOUN
cana-5261	146	23	86.30	86.30	NUM
cana-5261	146	24	%	%	NOUN
cana-5261	146	25	84.90	84.90	NUM
cana-5261	146	26	%	%	NOUN
cana-5261	146	27	85.60	85.60	NUM
cana-5261	146	28	%	%	NOUN
cana-5261	146	29	0.175	0.175	NUM
cana-5261	146	30	xgboost	xgboost	NOUN
cana-5261	146	31	91.20	91.20	NUM
cana-5261	146	32	%	%	NOUN
cana-5261	146	33	89.70	89.70	NUM
cana-5261	146	34	%	%	NOUN
cana-5261	146	35	88.10	88.10	NUM
cana-5261	146	36	%	%	NOUN
cana-5261	146	37	88.90	88.90	NUM
cana-5261	146	38	%	%	NOUN
cana-5261	146	39	0.148	0.148	NUM
cana-5261	146	40	lstm	lstm	NOUN
cana-5261	146	41	94.80	94.80	NUM
cana-5261	146	42	%	%	NOUN
cana-5261	146	43	93.50	93.50	NUM
cana-5261	146	44	%	%	NOUN
cana-5261	146	45	91.70	91.70	NUM
cana-5261	146	46	%	%	NOUN
cana-5261	146	47	92.60	92.60	NUM
cana-5261	146	48	%	%	NOUN
cana-5261	146	49	0.098	0.098	NUM
cana-5261	146	50	communications	communication	NOUN
cana-5261	146	51	on	on	ADP
cana-5261	146	52	applied	apply	VERB
cana-5261	146	53	nonlinear	nonlinear	ADJ
cana-5261	146	54	analysis	analysis	NOUN
cana-5261	146	55	issn	issn	NOUN
cana-5261	146	56	:	:	PUNCT
cana-5261	146	57	1074	1074	NUM
cana-5261	146	58	-	-	PUNCT
cana-5261	146	59	133x	133x	NUM
cana-5261	146	60	vol	vol	VERB
cana-5261	146	61	32	32	NUM
cana-5261	146	62	no	no	NOUN
cana-5261	146	63	.	.	PUNCT
cana-5261	147	1	10s	10	NOUN
cana-5261	147	2	(	(	PUNCT
cana-5261	147	3	2025	2025	NUM
cana-5261	147	4	)	)	PUNCT
cana-5261	147	5	1585	1585	NUM
cana-5261	147	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	147	7	lstm	lstm	NOUN
cana-5261	147	8	provided	provide	VERB
cana-5261	147	9	the	the	DET
cana-5261	147	10	most	most	ADV
cana-5261	147	11	reliable	reliable	ADJ
cana-5261	147	12	predictions	prediction	NOUN
cana-5261	147	13	with	with	ADP
cana-5261	147	14	the	the	DET
cana-5261	147	15	lowest	low	ADJ
cana-5261	147	16	root	root	NOUN
cana-5261	147	17	mean	mean	ADJ
cana-5261	147	18	square	square	ADJ
cana-5261	147	19	error	error	NOUN
cana-5261	147	20	(	(	PUNCT
cana-5261	147	21	rmse	rmse	NOUN
cana-5261	147	22	)	)	PUNCT
cana-5261	147	23	,	,	PUNCT
cana-5261	147	24	ensuring	ensure	VERB
cana-5261	147	25	accurate	accurate	ADJ
cana-5261	147	26	forecasts	forecast	NOUN
cana-5261	147	27	of	of	ADP
cana-5261	147	28	equipment	equipment	NOUN
cana-5261	147	29	failures	failure	NOUN
cana-5261	147	30	and	and	CCONJ
cana-5261	147	31	remaining	remain	VERB
cana-5261	147	32	useful	useful	ADJ
cana-5261	147	33	life	life	NOUN
cana-5261	147	34	(	(	PUNCT
cana-5261	147	35	zhao	zhao	PROPN
cana-5261	147	36	et	et	PROPN
cana-5261	147	37	al	al	PROPN
cana-5261	147	38	.	.	PROPN
cana-5261	147	39	,	,	PUNCT
cana-5261	147	40	2017	2017	NUM
cana-5261	147	41	)	)	PUNCT
cana-5261	147	42	.	.	PUNCT
cana-5261	148	1	the	the	DET
cana-5261	148	2	high	high	ADJ
cana-5261	148	3	f1	f1	NOUN
cana-5261	148	4	-	-	PUNCT
cana-5261	148	5	score	score	NOUN
cana-5261	148	6	indicates	indicate	VERB
cana-5261	148	7	a	a	DET
cana-5261	148	8	good	good	ADJ
cana-5261	148	9	balance	balance	NOUN
cana-5261	148	10	between	between	ADP
cana-5261	148	11	precision	precision	NOUN
cana-5261	148	12	and	and	CCONJ
cana-5261	148	13	recall	recall	NOUN
cana-5261	148	14	,	,	PUNCT
cana-5261	148	15	which	which	PRON
cana-5261	148	16	is	be	AUX
cana-5261	148	17	crucial	crucial	ADJ
cana-5261	148	18	in	in	ADP
cana-5261	148	19	minimizing	minimize	VERB
cana-5261	148	20	false	false	ADJ
cana-5261	148	21	positives	positive	NOUN
cana-5261	148	22	and	and	CCONJ
cana-5261	148	23	negatives	negative	NOUN
cana-5261	148	24	in	in	ADP
cana-5261	148	25	a	a	DET
cana-5261	148	26	real	real	ADJ
cana-5261	148	27	-	-	PUNCT
cana-5261	148	28	time	time	NOUN
cana-5261	148	29	maintenance	maintenance	NOUN
cana-5261	148	30	environment	environment	NOUN
cana-5261	148	31	.	.	PUNCT
cana-5261	149	1	5.2	5.2	NUM
cana-5261	149	2	maintenance	maintenance	NOUN
cana-5261	149	3	scheduling	scheduling	NOUN
cana-5261	149	4	improvements	improvement	NOUN
cana-5261	149	5	the	the	DET
cana-5261	149	6	implementation	implementation	NOUN
cana-5261	149	7	of	of	ADP
cana-5261	149	8	the	the	DET
cana-5261	149	9	predictive	predictive	ADJ
cana-5261	149	10	model	model	NOUN
cana-5261	149	11	enabled	enable	VERB
cana-5261	149	12	a	a	DET
cana-5261	149	13	shift	shift	NOUN
cana-5261	149	14	from	from	ADP
cana-5261	149	15	reactive	reactive	ADJ
cana-5261	149	16	and	and	CCONJ
cana-5261	149	17	preventive	preventive	ADJ
cana-5261	149	18	schedules	schedule	NOUN
cana-5261	149	19	to	to	ADP
cana-5261	149	20	dynamic	dynamic	ADJ
cana-5261	149	21	,	,	PUNCT
cana-5261	149	22	condition	condition	NOUN
cana-5261	149	23	-	-	PUNCT
cana-5261	149	24	based	base	VERB
cana-5261	149	25	maintenance	maintenance	NOUN
cana-5261	149	26	planning	planning	NOUN
cana-5261	149	27	.	.	PUNCT
cana-5261	150	1	before	before	ADP
cana-5261	150	2	implementation	implementation	NOUN
cana-5261	150	3	,	,	PUNCT
cana-5261	150	4	maintenance	maintenance	NOUN
cana-5261	150	5	schedules	schedule	NOUN
cana-5261	150	6	were	be	AUX
cana-5261	150	7	based	base	VERB
cana-5261	150	8	on	on	ADP
cana-5261	150	9	fixed	fix	VERB
cana-5261	150	10	time	time	NOUN
cana-5261	150	11	intervals	interval	NOUN
cana-5261	150	12	or	or	CCONJ
cana-5261	150	13	reactive	reactive	ADJ
cana-5261	150	14	triggers	trigger	NOUN
cana-5261	150	15	post	post	ADJ
cana-5261	150	16	-	-	NOUN
cana-5261	150	17	failure	failure	NOUN
cana-5261	150	18	.	.	PUNCT
cana-5261	151	1	with	with	ADP
cana-5261	151	2	the	the	DET
cana-5261	151	3	deployment	deployment	NOUN
cana-5261	151	4	of	of	ADP
cana-5261	151	5	the	the	DET
cana-5261	151	6	lstm	lstm	PROPN
cana-5261	151	7	model	model	NOUN
cana-5261	151	8	:	:	PUNCT
cana-5261	151	9	•	•	NUM
cana-5261	151	10	70	70	NUM
cana-5261	151	11	%	%	NOUN
cana-5261	151	12	of	of	ADP
cana-5261	151	13	maintenance	maintenance	NOUN
cana-5261	151	14	tasks	task	NOUN
cana-5261	151	15	were	be	AUX
cana-5261	151	16	transitioned	transition	VERB
cana-5261	151	17	to	to	ADP
cana-5261	151	18	predictive	predictive	ADJ
cana-5261	151	19	schedules	schedule	NOUN
cana-5261	151	20	.	.	PUNCT
cana-5261	152	1	•	•	NUM
cana-5261	152	2	maintenance	maintenance	NOUN
cana-5261	152	3	alerts	alert	NOUN
cana-5261	152	4	were	be	AUX
cana-5261	152	5	triggered	trigger	VERB
cana-5261	152	6	48–72	48–72	NUM
cana-5261	152	7	hours	hour	NOUN
cana-5261	152	8	in	in	ADP
cana-5261	152	9	advance	advance	NOUN
cana-5261	152	10	based	base	VERB
cana-5261	152	11	on	on	ADP
cana-5261	152	12	risk	risk	NOUN
cana-5261	152	13	predictions	prediction	NOUN
cana-5261	152	14	.	.	PUNCT
cana-5261	153	1	•	•	NOUN
cana-5261	153	2	work	work	NOUN
cana-5261	153	3	orders	order	NOUN
cana-5261	153	4	were	be	AUX
cana-5261	153	5	automatically	automatically	ADV
cana-5261	153	6	generated	generate	VERB
cana-5261	153	7	and	and	CCONJ
cana-5261	153	8	synchronized	synchronize	VERB
cana-5261	153	9	with	with	ADP
cana-5261	153	10	erp	erp	NOUN
cana-5261	153	11	systems	system	NOUN
cana-5261	153	12	.	.	PUNCT
cana-5261	154	1	this	this	PRON
cana-5261	154	2	allowed	allow	VERB
cana-5261	154	3	maintenance	maintenance	NOUN
cana-5261	154	4	personnel	personnel	NOUN
cana-5261	154	5	to	to	PART
cana-5261	154	6	optimize	optimize	VERB
cana-5261	154	7	resource	resource	NOUN
cana-5261	154	8	allocation	allocation	NOUN
cana-5261	154	9	,	,	PUNCT
cana-5261	154	10	reduce	reduce	VERB
cana-5261	154	11	labor	labor	NOUN
cana-5261	154	12	redundancy	redundancy	NOUN
cana-5261	154	13	,	,	PUNCT
cana-5261	154	14	and	and	CCONJ
cana-5261	154	15	coordinate	coordinate	VERB
cana-5261	154	16	maintenance	maintenance	NOUN
cana-5261	154	17	during	during	ADP
cana-5261	154	18	non	non	ADJ
cana-5261	154	19	-	-	ADJ
cana-5261	154	20	peak	peak	ADJ
cana-5261	154	21	hours	hour	NOUN
cana-5261	154	22	,	,	PUNCT
cana-5261	154	23	thereby	thereby	ADV
cana-5261	154	24	avoiding	avoid	VERB
cana-5261	154	25	disruption	disruption	NOUN
cana-5261	154	26	to	to	ADP
cana-5261	154	27	operations	operation	NOUN
cana-5261	154	28	(	(	PUNCT
cana-5261	154	29	wang	wang	PROPN
cana-5261	154	30	et	et	PROPN
cana-5261	154	31	al	al	PROPN
cana-5261	154	32	.	.	PROPN
cana-5261	154	33	,	,	PUNCT
cana-5261	154	34	2020	2020	NUM
cana-5261	154	35	)	)	PUNCT
cana-5261	154	36	.	.	PUNCT
cana-5261	155	1	5.3	5.3	NUM
cana-5261	155	2	reduction	reduction	NOUN
cana-5261	155	3	in	in	ADP
cana-5261	155	4	downtime	downtime	NOUN
cana-5261	155	5	and	and	CCONJ
cana-5261	155	6	supply	supply	NOUN
cana-5261	155	7	chain	chain	NOUN
cana-5261	155	8	delays	delay	NOUN
cana-5261	155	9	a	a	DET
cana-5261	155	10	key	key	ADJ
cana-5261	155	11	performance	performance	NOUN
cana-5261	155	12	indicator	indicator	NOUN
cana-5261	155	13	for	for	ADP
cana-5261	155	14	evaluating	evaluate	VERB
cana-5261	155	15	the	the	DET
cana-5261	155	16	success	success	NOUN
cana-5261	155	17	of	of	ADP
cana-5261	155	18	the	the	DET
cana-5261	155	19	predictive	predictive	ADJ
cana-5261	155	20	maintenance	maintenance	NOUN
cana-5261	155	21	system	system	NOUN
cana-5261	155	22	was	be	AUX
cana-5261	155	23	the	the	DET
cana-5261	155	24	reduction	reduction	NOUN
cana-5261	155	25	in	in	ADP
cana-5261	155	26	unplanned	unplanned	ADJ
cana-5261	155	27	equipment	equipment	NOUN
cana-5261	155	28	downtime	downtime	NOUN
cana-5261	155	29	.	.	PUNCT
cana-5261	156	1	the	the	DET
cana-5261	156	2	system	system	NOUN
cana-5261	156	3	led	lead	VERB
cana-5261	156	4	to	to	ADP
cana-5261	156	5	the	the	DET
cana-5261	156	6	following	follow	VERB
cana-5261	156	7	improvements	improvement	NOUN
cana-5261	156	8	:	:	PUNCT
cana-5261	156	9	•	•	NUM
cana-5261	156	10	unplanned	unplanned	ADJ
cana-5261	156	11	downtime	downtime	NOUN
cana-5261	156	12	reduced	reduce	VERB
cana-5261	156	13	by	by	ADP
cana-5261	156	14	60	60	NUM
cana-5261	156	15	%	%	NOUN
cana-5261	156	16	,	,	PUNCT
cana-5261	156	17	from	from	ADP
cana-5261	156	18	an	an	DET
cana-5261	156	19	average	average	NOUN
cana-5261	156	20	of	of	ADP
cana-5261	156	21	12	12	NUM
cana-5261	156	22	hours	hour	NOUN
cana-5261	156	23	/	/	SYM
cana-5261	156	24	month	month	NOUN
cana-5261	156	25	to	to	ADP
cana-5261	156	26	less	less	ADJ
cana-5261	156	27	than	than	ADP
cana-5261	156	28	5	5	NUM
cana-5261	156	29	hours	hour	NOUN
cana-5261	156	30	/	/	SYM
cana-5261	156	31	month	month	NOUN
cana-5261	156	32	.	.	PUNCT
cana-5261	157	1	•	•	NOUN
cana-5261	157	2	on	on	ADP
cana-5261	157	3	-	-	PUNCT
cana-5261	157	4	time	time	NOUN
cana-5261	157	5	delivery	delivery	NOUN
cana-5261	157	6	rate	rate	NOUN
cana-5261	157	7	improved	improve	VERB
cana-5261	157	8	from	from	ADP
cana-5261	157	9	92	92	NUM
cana-5261	157	10	%	%	NOUN
cana-5261	157	11	to	to	PART
cana-5261	157	12	97	97	NUM
cana-5261	157	13	%	%	NOUN
cana-5261	157	14	,	,	PUNCT
cana-5261	157	15	reducing	reduce	VERB
cana-5261	157	16	late	late	ADJ
cana-5261	157	17	shipments	shipment	NOUN
cana-5261	157	18	.	.	PUNCT
cana-5261	158	1	•	•	NUM
cana-5261	158	2	line	line	NOUN
cana-5261	158	3	stoppage	stoppage	NOUN
cana-5261	158	4	incidents	incident	NOUN
cana-5261	158	5	dropped	drop	VERB
cana-5261	158	6	by	by	ADP
cana-5261	158	7	45	45	NUM
cana-5261	158	8	%	%	NOUN
cana-5261	158	9	,	,	PUNCT
cana-5261	158	10	ensuring	ensure	VERB
cana-5261	158	11	smoother	smooth	ADJ
cana-5261	158	12	production	production	NOUN
cana-5261	158	13	flow	flow	NOUN
cana-5261	158	14	.	.	PUNCT
cana-5261	159	1	these	these	DET
cana-5261	159	2	improvements	improvement	NOUN
cana-5261	159	3	had	have	VERB
cana-5261	159	4	a	a	DET
cana-5261	159	5	ripple	ripple	ADJ
cana-5261	159	6	effect	effect	NOUN
cana-5261	159	7	on	on	ADP
cana-5261	159	8	the	the	DET
cana-5261	159	9	supply	supply	NOUN
cana-5261	159	10	chain	chain	NOUN
cana-5261	159	11	,	,	PUNCT
cana-5261	159	12	preventing	prevent	VERB
cana-5261	159	13	stockouts	stockout	NOUN
cana-5261	159	14	,	,	PUNCT
cana-5261	159	15	order	order	NOUN
cana-5261	159	16	cancellations	cancellation	NOUN
cana-5261	159	17	,	,	PUNCT
cana-5261	159	18	and	and	CCONJ
cana-5261	159	19	delivery	delivery	NOUN
cana-5261	159	20	rescheduling	rescheduling	NOUN
cana-5261	159	21	(	(	PUNCT
cana-5261	159	22	zonta	zonta	PROPN
cana-5261	159	23	et	et	PROPN
cana-5261	159	24	al	al	PROPN
cana-5261	159	25	.	.	PROPN
cana-5261	159	26	,	,	PUNCT
cana-5261	159	27	2020	2020	NUM
cana-5261	159	28	)	)	PUNCT
cana-5261	159	29	.	.	PUNCT
cana-5261	160	1	predictive	predictive	ADJ
cana-5261	160	2	alerts	alert	NOUN
cana-5261	160	3	enabled	enable	VERB
cana-5261	160	4	warehouse	warehouse	NOUN
cana-5261	160	5	managers	manager	NOUN
cana-5261	160	6	to	to	PART
cana-5261	160	7	reroute	reroute	VERB
cana-5261	160	8	operations	operation	NOUN
cana-5261	160	9	or	or	CCONJ
cana-5261	160	10	activate	activate	VERB
cana-5261	160	11	backup	backup	ADJ
cana-5261	160	12	systems	system	NOUN
cana-5261	160	13	before	before	SCONJ
cana-5261	160	14	disruptions	disruption	NOUN
cana-5261	160	15	occurred	occur	VERB
cana-5261	160	16	.	.	PUNCT
cana-5261	161	1	5.4	5.4	NUM
cana-5261	161	2	economic	economic	ADJ
cana-5261	161	3	benefits	benefit	NOUN
cana-5261	161	4	and	and	CCONJ
cana-5261	161	5	roi	roi	VERB
cana-5261	161	6	the	the	DET
cana-5261	161	7	economic	economic	ADJ
cana-5261	161	8	impact	impact	NOUN
cana-5261	161	9	of	of	ADP
cana-5261	161	10	implementing	implement	VERB
cana-5261	161	11	iot	iot	NOUN
cana-5261	161	12	and	and	CCONJ
cana-5261	161	13	ml	ml	NOUN
cana-5261	161	14	-	-	PUNCT
cana-5261	161	15	driven	drive	VERB
cana-5261	161	16	predictive	predictive	ADJ
cana-5261	161	17	maintenance	maintenance	NOUN
cana-5261	161	18	was	be	AUX
cana-5261	161	19	analyzed	analyze	VERB
cana-5261	161	20	using	use	VERB
cana-5261	161	21	a	a	DET
cana-5261	161	22	cost	cost	NOUN
cana-5261	161	23	-	-	PUNCT
cana-5261	161	24	benefit	benefit	NOUN
cana-5261	161	25	approach	approach	NOUN
cana-5261	161	26	.	.	PUNCT
cana-5261	162	1	key	key	ADJ
cana-5261	162	2	financial	financial	ADJ
cana-5261	162	3	outcomes	outcome	NOUN
cana-5261	162	4	include	include	VERB
cana-5261	162	5	:	:	PUNCT
cana-5261	162	6	•	•	PUNCT
cana-5261	162	7	maintenance	maintenance	NOUN
cana-5261	162	8	costs	cost	NOUN
cana-5261	162	9	reduced	reduce	VERB
cana-5261	162	10	by	by	ADP
cana-5261	162	11	28	28	NUM
cana-5261	162	12	%	%	NOUN
cana-5261	162	13	,	,	PUNCT
cana-5261	162	14	primarily	primarily	ADV
cana-5261	162	15	through	through	ADP
cana-5261	162	16	optimized	optimize	VERB
cana-5261	162	17	labor	labor	NOUN
cana-5261	162	18	deployment	deployment	NOUN
cana-5261	162	19	and	and	CCONJ
cana-5261	162	20	just	just	ADV
cana-5261	162	21	-	-	PUNCT
cana-5261	162	22	in	in	ADP
cana-5261	162	23	-	-	PUNCT
cana-5261	162	24	time	time	NOUN
cana-5261	162	25	part	part	NOUN
cana-5261	162	26	replacement	replacement	NOUN
cana-5261	162	27	.	.	PUNCT
cana-5261	163	1	•	•	NUM
cana-5261	163	2	loss	loss	NOUN
cana-5261	163	3	due	due	ADP
cana-5261	163	4	to	to	ADP
cana-5261	163	5	unplanned	unplanned	ADJ
cana-5261	163	6	downtime	downtime	NOUN
cana-5261	163	7	reduced	reduce	VERB
cana-5261	163	8	by	by	ADP
cana-5261	163	9	₹	₹	PROPN
cana-5261	163	10	4.6	4.6	NUM
cana-5261	163	11	lakhs	lakh	NOUN
cana-5261	163	12	/	/	SYM
cana-5261	163	13	month	month	NOUN
cana-5261	163	14	.	.	PUNCT
cana-5261	164	1	•	•	ADP
cana-5261	164	2	sensor	sensor	NOUN
cana-5261	164	3	and	and	CCONJ
cana-5261	164	4	system	system	NOUN
cana-5261	164	5	setup	setup	NOUN
cana-5261	164	6	costs	cost	NOUN
cana-5261	164	7	recovered	recover	VERB
cana-5261	164	8	within	within	ADP
cana-5261	164	9	6	6	NUM
cana-5261	164	10	months	month	NOUN
cana-5261	164	11	,	,	PUNCT
cana-5261	164	12	indicating	indicate	VERB
cana-5261	164	13	a	a	DET
cana-5261	164	14	short	short	ADJ
cana-5261	164	15	payback	payback	NOUN
cana-5261	164	16	period	period	NOUN
cana-5261	164	17	.	.	PUNCT
cana-5261	165	1	•	•	NOUN
cana-5261	165	2	return	return	NOUN
cana-5261	165	3	on	on	ADP
cana-5261	165	4	investment	investment	NOUN
cana-5261	165	5	(	(	PUNCT
cana-5261	165	6	roi	roi	NOUN
cana-5261	165	7	)	)	PUNCT
cana-5261	165	8	for	for	ADP
cana-5261	165	9	the	the	DET
cana-5261	165	10	predictive	predictive	ADJ
cana-5261	165	11	maintenance	maintenance	NOUN
cana-5261	165	12	system	system	NOUN
cana-5261	165	13	was	be	AUX
cana-5261	165	14	calculated	calculate	VERB
cana-5261	165	15	at	at	ADP
cana-5261	165	16	~230	~230	NOUN
cana-5261	165	17	%	%	NOUN
cana-5261	165	18	annually	annually	ADV
cana-5261	165	19	.	.	PUNCT
cana-5261	166	1	communications	communication	NOUN
cana-5261	166	2	on	on	ADP
cana-5261	166	3	applied	apply	VERB
cana-5261	166	4	nonlinear	nonlinear	ADJ
cana-5261	166	5	analysis	analysis	NOUN
cana-5261	166	6	issn	issn	NOUN
cana-5261	166	7	:	:	PUNCT
cana-5261	166	8	1074	1074	NUM
cana-5261	166	9	-	-	PUNCT
cana-5261	166	10	133x	133x	NUM
cana-5261	166	11	vol	vol	VERB
cana-5261	166	12	32	32	NUM
cana-5261	166	13	no	no	NOUN
cana-5261	166	14	.	.	PUNCT
cana-5261	167	1	10s	10	NOUN
cana-5261	167	2	(	(	PUNCT
cana-5261	167	3	2025	2025	NUM
cana-5261	167	4	)	)	PUNCT
cana-5261	167	5	1586	1586	NUM
cana-5261	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	167	7	table	table	NOUN
cana-5261	167	8	1.2	1.2	NUM
cana-5261	167	9	comparison	comparison	NOUN
cana-5261	167	10	with	with	ADP
cana-5261	167	11	traditional	traditional	ADJ
cana-5261	167	12	maintenance	maintenance	NOUN
cana-5261	167	13	practices	practice	NOUN
cana-5261	167	14	criteria	criterion	NOUN
cana-5261	167	15	reactive	reactive	ADJ
cana-5261	167	16	maintenance	maintenance	NOUN
cana-5261	167	17	preventive	preventive	ADJ
cana-5261	167	18	maintenance	maintenance	NOUN
cana-5261	167	19	predictive	predictive	ADJ
cana-5261	167	20	maintenance	maintenance	NOUN
cana-5261	167	21	basis	basis	NOUN
cana-5261	167	22	failure	failure	NOUN
cana-5261	167	23	occurrence	occurrence	NOUN
cana-5261	167	24	time	time	NOUN
cana-5261	167	25	/	/	SYM
cana-5261	167	26	usage	usage	NOUN
cana-5261	167	27	-	-	PUNCT
cana-5261	167	28	based	base	VERB
cana-5261	167	29	condition	condition	NOUN
cana-5261	167	30	/	/	SYM
cana-5261	167	31	data	data	NOUN
cana-5261	167	32	-	-	PUNCT
cana-5261	167	33	based	base	VERB
cana-5261	167	34	downtime	downtime	NOUN
cana-5261	167	35	high	high	ADJ
cana-5261	167	36	moderate	moderate	ADJ
cana-5261	167	37	low	low	ADJ
cana-5261	167	38	cost	cost	NOUN
cana-5261	167	39	efficiency	efficiency	NOUN
cana-5261	167	40	low	low	ADJ
cana-5261	167	41	(	(	PUNCT
cana-5261	167	42	costly	costly	ADJ
cana-5261	167	43	repairs	repair	NOUN
cana-5261	167	44	)	)	PUNCT
cana-5261	167	45	moderate	moderate	ADJ
cana-5261	167	46	high	high	ADJ
cana-5261	167	47	labor	labor	NOUN
cana-5261	167	48	planning	planning	NOUN
cana-5261	167	49	unpredictable	unpredictable	ADJ
cana-5261	167	50	fixed	fix	VERB
cana-5261	167	51	intervals	interval	NOUN
cana-5261	167	52	dynamic	dynamic	ADJ
cana-5261	167	53	and	and	CCONJ
cana-5261	167	54	optimal	optimal	ADJ
cana-5261	167	55	supply	supply	NOUN
cana-5261	167	56	chain	chain	NOUN
cana-5261	167	57	impact	impact	NOUN
cana-5261	167	58	severe	severe	ADJ
cana-5261	167	59	delays	delay	NOUN
cana-5261	167	60	occasional	occasional	ADJ
cana-5261	167	61	reschedules	reschedules	PROPN
cana-5261	167	62	proactive	proactive	ADJ
cana-5261	167	63	mitigation	mitigation	NOUN
cana-5261	167	64	data	datum	NOUN
cana-5261	167	65	utilization	utilization	NOUN
cana-5261	167	66	none	none	NOUN
cana-5261	167	67	minimal	minimal	ADJ
cana-5261	167	68	high	high	ADJ
cana-5261	167	69	(	(	PUNCT
cana-5261	167	70	sensor	sensor	NOUN
cana-5261	167	71	+	+	CCONJ
cana-5261	167	72	ml	ml	NOUN
cana-5261	167	73	)	)	PUNCT
cana-5261	167	74	6	6	NUM
cana-5261	167	75	.	.	PUNCT
cana-5261	168	1	conclusion	conclusion	NOUN
cana-5261	168	2	6.1	6.1	NUM
cana-5261	168	3	summary	summary	NOUN
cana-5261	168	4	of	of	ADP
cana-5261	168	5	key	key	ADJ
cana-5261	168	6	findings	finding	NOUN
cana-5261	168	7	this	this	DET
cana-5261	168	8	study	study	NOUN
cana-5261	168	9	successfully	successfully	ADV
cana-5261	168	10	developed	develop	VERB
cana-5261	168	11	and	and	CCONJ
cana-5261	168	12	implemented	implement	VERB
cana-5261	168	13	an	an	DET
cana-5261	168	14	iot	iot	NOUN
cana-5261	168	15	and	and	CCONJ
cana-5261	168	16	machine	machine	NOUN
cana-5261	168	17	learning	learning	NOUN
cana-5261	168	18	(	(	PUNCT
cana-5261	168	19	ml)-based	ml)-base	VERB
cana-5261	168	20	predictive	predictive	ADJ
cana-5261	168	21	maintenance	maintenance	NOUN
cana-5261	168	22	framework	framework	NOUN
cana-5261	168	23	tailored	tailor	VERB
cana-5261	168	24	for	for	ADP
cana-5261	168	25	supply	supply	NOUN
cana-5261	168	26	chain	chain	NOUN
cana-5261	168	27	environments	environment	NOUN
cana-5261	168	28	.	.	PUNCT
cana-5261	169	1	through	through	ADP
cana-5261	169	2	the	the	DET
cana-5261	169	3	deployment	deployment	NOUN
cana-5261	169	4	of	of	ADP
cana-5261	169	5	real	real	ADJ
cana-5261	169	6	-	-	PUNCT
cana-5261	169	7	time	time	NOUN
cana-5261	169	8	sensor	sensor	NOUN
cana-5261	169	9	data	data	NOUN
cana-5261	169	10	collection	collection	NOUN
cana-5261	169	11	,	,	PUNCT
cana-5261	169	12	advanced	advanced	ADJ
cana-5261	169	13	data	datum	NOUN
cana-5261	169	14	preprocessing	preprocessing	NOUN
cana-5261	169	15	,	,	PUNCT
cana-5261	169	16	and	and	CCONJ
cana-5261	169	17	machine	machine	NOUN
cana-5261	169	18	learning	learn	VERB
cana-5261	169	19	algorithms	algorithm	NOUN
cana-5261	169	20	such	such	ADJ
cana-5261	169	21	as	as	ADP
cana-5261	169	22	lstm	lstm	NOUN
cana-5261	169	23	,	,	PUNCT
cana-5261	169	24	the	the	DET
cana-5261	169	25	research	research	NOUN
cana-5261	169	26	demonstrated	demonstrate	VERB
cana-5261	169	27	that	that	SCONJ
cana-5261	169	28	predictive	predictive	ADJ
cana-5261	169	29	maintenance	maintenance	NOUN
cana-5261	169	30	can	can	AUX
cana-5261	169	31	significantly	significantly	ADV
cana-5261	169	32	enhance	enhance	VERB
cana-5261	169	33	equipment	equipment	NOUN
cana-5261	169	34	reliability	reliability	NOUN
cana-5261	169	35	and	and	CCONJ
cana-5261	169	36	supply	supply	NOUN
cana-5261	169	37	chain	chain	NOUN
cana-5261	169	38	continuity	continuity	NOUN
cana-5261	169	39	.	.	PUNCT
cana-5261	170	1	key	key	ADJ
cana-5261	170	2	findings	finding	NOUN
cana-5261	170	3	include	include	VERB
cana-5261	170	4	:	:	PUNCT
cana-5261	170	5	•	•	SCONJ
cana-5261	170	6	the	the	DET
cana-5261	170	7	lstm	lstm	PROPN
cana-5261	170	8	model	model	NOUN
cana-5261	170	9	achieved	achieve	VERB
cana-5261	170	10	the	the	DET
cana-5261	170	11	highest	high	ADJ
cana-5261	170	12	performance	performance	NOUN
cana-5261	170	13	with	with	ADP
cana-5261	170	14	an	an	DET
cana-5261	170	15	accuracy	accuracy	NOUN
cana-5261	170	16	of	of	ADP
cana-5261	170	17	94.8	94.8	NUM
cana-5261	170	18	%	%	NOUN
cana-5261	170	19	and	and	CCONJ
cana-5261	170	20	f1score	f1score	NOUN
cana-5261	170	21	of	of	ADP
cana-5261	170	22	92.6	92.6	NUM
cana-5261	170	23	%	%	NOUN
cana-5261	170	24	,	,	PUNCT
cana-5261	170	25	outperforming	outperform	VERB
cana-5261	170	26	random	random	ADJ
cana-5261	170	27	forest	forest	NOUN
cana-5261	170	28	and	and	CCONJ
cana-5261	170	29	xgboost	xgboost	X
cana-5261	170	30	.	.	PUNCT
cana-5261	171	1	•	•	NOUN
cana-5261	171	2	the	the	DET
cana-5261	171	3	system	system	NOUN
cana-5261	171	4	facilitated	facilitate	VERB
cana-5261	171	5	a	a	DET
cana-5261	171	6	60	60	NUM
cana-5261	171	7	%	%	NOUN
cana-5261	171	8	reduction	reduction	NOUN
cana-5261	171	9	in	in	ADP
cana-5261	171	10	unplanned	unplanned	ADJ
cana-5261	171	11	downtime	downtime	NOUN
cana-5261	171	12	,	,	PUNCT
cana-5261	171	13	leading	lead	VERB
cana-5261	171	14	to	to	ADP
cana-5261	171	15	enhanced	enhanced	ADJ
cana-5261	171	16	delivery	delivery	NOUN
cana-5261	171	17	timelines	timeline	NOUN
cana-5261	171	18	and	and	CCONJ
cana-5261	171	19	production	production	NOUN
cana-5261	171	20	efficiency	efficiency	NOUN
cana-5261	171	21	.	.	PUNCT
cana-5261	172	1	•	•	NUM
cana-5261	172	2	the	the	DET
cana-5261	172	3	integration	integration	NOUN
cana-5261	172	4	of	of	ADP
cana-5261	172	5	predictive	predictive	ADJ
cana-5261	172	6	insights	insight	NOUN
cana-5261	172	7	with	with	ADP
cana-5261	172	8	erp	erp	PROPN
cana-5261	172	9	and	and	CCONJ
cana-5261	172	10	wms	wms	PROPN
cana-5261	172	11	platforms	platform	NOUN
cana-5261	172	12	enabled	enable	VERB
cana-5261	172	13	automated	automated	ADJ
cana-5261	172	14	maintenance	maintenance	NOUN
cana-5261	172	15	scheduling	scheduling	NOUN
cana-5261	172	16	,	,	PUNCT
cana-5261	172	17	reducing	reduce	VERB
cana-5261	172	18	human	human	ADJ
cana-5261	172	19	intervention	intervention	NOUN
cana-5261	172	20	and	and	CCONJ
cana-5261	172	21	improving	improve	VERB
cana-5261	172	22	response	response	NOUN
cana-5261	172	23	time	time	NOUN
cana-5261	172	24	.	.	PUNCT
cana-5261	173	1	•	•	ADP
cana-5261	173	2	a	a	DET
cana-5261	173	3	return	return	NOUN
cana-5261	173	4	on	on	ADP
cana-5261	173	5	investment	investment	NOUN
cana-5261	173	6	(	(	PUNCT
cana-5261	173	7	roi	roi	NOUN
cana-5261	173	8	)	)	PUNCT
cana-5261	173	9	of	of	ADP
cana-5261	173	10	approximately	approximately	ADV
cana-5261	173	11	230	230	NUM
cana-5261	173	12	%	%	NOUN
cana-5261	173	13	annually	annually	ADV
cana-5261	173	14	validated	validate	VERB
cana-5261	173	15	the	the	DET
cana-5261	173	16	financial	financial	ADJ
cana-5261	173	17	feasibility	feasibility	NOUN
cana-5261	173	18	of	of	ADP
cana-5261	173	19	the	the	DET
cana-5261	173	20	solution	solution	NOUN
cana-5261	173	21	.	.	PUNCT
cana-5261	174	1	overall	overall	ADV
cana-5261	174	2	,	,	PUNCT
cana-5261	174	3	the	the	DET
cana-5261	174	4	proposed	propose	VERB
cana-5261	174	5	framework	framework	NOUN
cana-5261	174	6	proved	prove	VERB
cana-5261	174	7	effective	effective	ADJ
cana-5261	174	8	in	in	ADP
cana-5261	174	9	shifting	shift	VERB
cana-5261	174	10	maintenance	maintenance	NOUN
cana-5261	174	11	strategies	strategy	NOUN
cana-5261	174	12	from	from	ADP
cana-5261	174	13	reactive	reactive	ADJ
cana-5261	174	14	and	and	CCONJ
cana-5261	174	15	preventive	preventive	ADJ
cana-5261	174	16	to	to	ADP
cana-5261	174	17	data	data	NOUN
cana-5261	174	18	-	-	PUNCT
cana-5261	174	19	driven	drive	VERB
cana-5261	174	20	,	,	PUNCT
cana-5261	174	21	intelligent	intelligent	ADJ
cana-5261	174	22	,	,	PUNCT
cana-5261	174	23	and	and	CCONJ
cana-5261	174	24	proactive	proactive	ADJ
cana-5261	174	25	models	model	NOUN
cana-5261	174	26	that	that	PRON
cana-5261	174	27	directly	directly	ADV
cana-5261	174	28	benefit	benefit	VERB
cana-5261	174	29	the	the	DET
cana-5261	174	30	supply	supply	NOUN
cana-5261	174	31	chain	chain	NOUN
cana-5261	174	32	.	.	PUNCT
cana-5261	175	1	6.2	6.2	NUM
cana-5261	175	2	practical	practical	ADJ
cana-5261	175	3	implications	implication	NOUN
cana-5261	175	4	for	for	ADP
cana-5261	175	5	industry	industry	NOUN
cana-5261	175	6	the	the	DET
cana-5261	175	7	practical	practical	ADJ
cana-5261	175	8	applications	application	NOUN
cana-5261	175	9	of	of	ADP
cana-5261	175	10	this	this	DET
cana-5261	175	11	research	research	NOUN
cana-5261	175	12	extend	extend	NOUN
cana-5261	175	13	to	to	ADP
cana-5261	175	14	several	several	ADJ
cana-5261	175	15	industrial	industrial	ADJ
cana-5261	175	16	sectors	sector	NOUN
cana-5261	175	17	,	,	PUNCT
cana-5261	175	18	especially	especially	ADV
cana-5261	175	19	those	those	PRON
cana-5261	175	20	relying	rely	VERB
cana-5261	175	21	heavily	heavily	ADV
cana-5261	175	22	on	on	ADP
cana-5261	175	23	continuous	continuous	ADJ
cana-5261	175	24	production	production	NOUN
cana-5261	175	25	and	and	CCONJ
cana-5261	175	26	logistics	logistic	NOUN
cana-5261	175	27	operations	operation	NOUN
cana-5261	175	28	such	such	ADJ
cana-5261	175	29	as	as	ADP
cana-5261	175	30	manufacturing	manufacturing	NOUN
cana-5261	175	31	,	,	PUNCT
cana-5261	175	32	automotive	automotive	ADJ
cana-5261	175	33	,	,	PUNCT
cana-5261	175	34	food	food	NOUN
cana-5261	175	35	processing	processing	NOUN
cana-5261	175	36	,	,	PUNCT
cana-5261	175	37	and	and	CCONJ
cana-5261	175	38	e	e	NOUN
cana-5261	175	39	-	-	NOUN
cana-5261	175	40	commerce	commerce	NOUN
cana-5261	175	41	.	.	PUNCT
cana-5261	176	1	the	the	DET
cana-5261	176	2	key	key	ADJ
cana-5261	176	3	implications	implication	NOUN
cana-5261	176	4	include	include	VERB
cana-5261	176	5	:	:	PUNCT
cana-5261	176	6	•	•	NUM
cana-5261	176	7	enhanced	enhance	VERB
cana-5261	176	8	asset	asset	NOUN
cana-5261	176	9	management	management	NOUN
cana-5261	176	10	:	:	PUNCT
cana-5261	176	11	the	the	DET
cana-5261	176	12	predictive	predictive	ADJ
cana-5261	176	13	model	model	NOUN
cana-5261	176	14	supports	support	VERB
cana-5261	176	15	real	real	ADJ
cana-5261	176	16	-	-	PUNCT
cana-5261	176	17	time	time	NOUN
cana-5261	176	18	monitoring	monitoring	NOUN
cana-5261	176	19	and	and	CCONJ
cana-5261	176	20	proactive	proactive	ADJ
cana-5261	176	21	maintenance	maintenance	NOUN
cana-5261	176	22	,	,	PUNCT
cana-5261	176	23	increasing	increase	VERB
cana-5261	176	24	machinery	machinery	NOUN
cana-5261	176	25	lifespan	lifespan	NOUN
cana-5261	176	26	and	and	CCONJ
cana-5261	176	27	reducing	reduce	VERB
cana-5261	176	28	spare	spare	ADJ
cana-5261	176	29	part	part	NOUN
cana-5261	176	30	wastage	wastage	NOUN
cana-5261	176	31	.	.	PUNCT
cana-5261	177	1	•	•	NUM
cana-5261	177	2	operational	operational	ADJ
cana-5261	177	3	efficiency	efficiency	NOUN
cana-5261	177	4	:	:	PUNCT
cana-5261	177	5	timely	timely	ADJ
cana-5261	177	6	maintenance	maintenance	NOUN
cana-5261	177	7	reduces	reduce	VERB
cana-5261	177	8	disruptions	disruption	NOUN
cana-5261	177	9	in	in	ADP
cana-5261	177	10	the	the	DET
cana-5261	177	11	flow	flow	NOUN
cana-5261	177	12	of	of	ADP
cana-5261	177	13	materials	material	NOUN
cana-5261	177	14	and	and	CCONJ
cana-5261	177	15	goods	good	NOUN
cana-5261	177	16	,	,	PUNCT
cana-5261	177	17	ensuring	ensure	VERB
cana-5261	177	18	better	well	ADJ
cana-5261	177	19	throughput	throughput	NOUN
cana-5261	177	20	and	and	CCONJ
cana-5261	177	21	fulfillment	fulfillment	NOUN
cana-5261	177	22	rates	rate	NOUN
cana-5261	177	23	.	.	PUNCT
cana-5261	178	1	communications	communication	NOUN
cana-5261	178	2	on	on	ADP
cana-5261	178	3	applied	apply	VERB
cana-5261	178	4	nonlinear	nonlinear	ADJ
cana-5261	178	5	analysis	analysis	NOUN
cana-5261	178	6	issn	issn	NOUN
cana-5261	178	7	:	:	PUNCT
cana-5261	178	8	1074	1074	NUM
cana-5261	178	9	-	-	PUNCT
cana-5261	178	10	133x	133x	NUM
cana-5261	178	11	vol	vol	VERB
cana-5261	178	12	32	32	NUM
cana-5261	178	13	no	no	NOUN
cana-5261	178	14	.	.	PUNCT
cana-5261	179	1	10s	10	NOUN
cana-5261	179	2	(	(	PUNCT
cana-5261	179	3	2025	2025	NUM
cana-5261	179	4	)	)	PUNCT
cana-5261	179	5	1587	1587	NUM
cana-5261	179	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-5261	179	7	•	•	NUM
cana-5261	179	8	data	data	NOUN
cana-5261	179	9	-	-	PUNCT
cana-5261	179	10	driven	drive	VERB
cana-5261	179	11	decision	decision	NOUN
cana-5261	179	12	making	making	NOUN
cana-5261	179	13	:	:	PUNCT
cana-5261	179	14	maintenance	maintenance	NOUN
cana-5261	179	15	and	and	CCONJ
cana-5261	179	16	supply	supply	NOUN
cana-5261	179	17	chain	chain	NOUN
cana-5261	179	18	managers	manager	NOUN
cana-5261	179	19	can	can	AUX
cana-5261	179	20	base	base	VERB
cana-5261	179	21	their	their	PRON
cana-5261	179	22	scheduling	scheduling	NOUN
cana-5261	179	23	and	and	CCONJ
cana-5261	179	24	inventory	inventory	NOUN
cana-5261	179	25	decisions	decision	NOUN
cana-5261	179	26	on	on	ADP
cana-5261	179	27	real	real	ADJ
cana-5261	179	28	-	-	PUNCT
cana-5261	179	29	time	time	NOUN
cana-5261	179	30	equipment	equipment	NOUN
cana-5261	179	31	health	health	NOUN
cana-5261	179	32	rather	rather	ADV
cana-5261	179	33	than	than	ADP
cana-5261	179	34	estimates	estimate	NOUN
cana-5261	179	35	.	.	PUNCT
cana-5261	180	1	•	•	NUM
cana-5261	180	2	automation	automation	NOUN
cana-5261	180	3	readiness	readiness	NOUN
cana-5261	180	4	:	:	PUNCT
cana-5261	180	5	the	the	DET
cana-5261	180	6	integration	integration	NOUN
cana-5261	180	7	with	with	ADP
cana-5261	180	8	erp	erp	PROPN
cana-5261	180	9	and	and	CCONJ
cana-5261	180	10	wms	wms	PROPN
cana-5261	180	11	platforms	platform	NOUN
cana-5261	180	12	sets	set	VERB
cana-5261	180	13	the	the	DET
cana-5261	180	14	foundation	foundation	NOUN
cana-5261	180	15	for	for	ADP
cana-5261	180	16	fully	fully	ADV
cana-5261	180	17	automated	automate	VERB
cana-5261	180	18	maintenance	maintenance	NOUN
cana-5261	180	19	workflows	workflow	NOUN
cana-5261	180	20	within	within	ADP
cana-5261	180	21	smart	smart	ADJ
cana-5261	180	22	factories	factory	NOUN
cana-5261	180	23	and	and	CCONJ
cana-5261	180	24	warehouses	warehouse	NOUN
cana-5261	180	25	.	.	PUNCT
cana-5261	181	1	this	this	DET
cana-5261	181	2	research	research	NOUN
cana-5261	181	3	demonstrates	demonstrate	VERB
cana-5261	181	4	that	that	SCONJ
cana-5261	181	5	predictive	predictive	ADJ
cana-5261	181	6	maintenance	maintenance	NOUN
cana-5261	181	7	is	be	AUX
cana-5261	181	8	not	not	PART
cana-5261	181	9	just	just	ADV
cana-5261	181	10	a	a	DET
cana-5261	181	11	maintenance	maintenance	NOUN
cana-5261	181	12	strategy	strategy	NOUN
cana-5261	181	13	but	but	CCONJ
cana-5261	181	14	a	a	DET
cana-5261	181	15	strategic	strategic	ADJ
cana-5261	181	16	enabler	enabler	NOUN
cana-5261	181	17	for	for	ADP
cana-5261	181	18	competitive	competitive	ADJ
cana-5261	181	19	and	and	CCONJ
cana-5261	181	20	agile	agile	ADJ
cana-5261	181	21	supply	supply	NOUN
cana-5261	181	22	chains	chain	NOUN
cana-5261	181	23	.	.	PUNCT
cana-5261	182	1	6.3	6.3	NUM
cana-5261	182	2	limitations	limitation	NOUN
cana-5261	182	3	while	while	SCONJ
cana-5261	182	4	the	the	DET
cana-5261	182	5	results	result	NOUN
cana-5261	182	6	are	be	AUX
cana-5261	182	7	promising	promise	VERB
cana-5261	182	8	,	,	PUNCT
cana-5261	182	9	this	this	DET
cana-5261	182	10	study	study	NOUN
cana-5261	182	11	has	have	VERB
cana-5261	182	12	a	a	DET
cana-5261	182	13	few	few	ADJ
cana-5261	182	14	limitations	limitation	NOUN
cana-5261	182	15	that	that	PRON
cana-5261	182	16	warrant	warrant	VERB
cana-5261	182	17	consideration	consideration	NOUN
cana-5261	182	18	:	:	PUNCT
cana-5261	182	19	•	•	NUM
cana-5261	182	20	limited	limited	ADJ
cana-5261	182	21	dataset	dataset	VERB
cana-5261	182	22	size	size	NOUN
cana-5261	182	23	and	and	CCONJ
cana-5261	182	24	scope	scope	NOUN
cana-5261	182	25	:	:	PUNCT
cana-5261	182	26	the	the	DET
cana-5261	182	27	case	case	NOUN
cana-5261	182	28	study	study	NOUN
cana-5261	182	29	was	be	AUX
cana-5261	182	30	confined	confine	VERB
cana-5261	182	31	to	to	ADP
cana-5261	182	32	a	a	DET
cana-5261	182	33	specific	specific	ADJ
cana-5261	182	34	warehouse	warehouse	NOUN
cana-5261	182	35	conveyor	conveyor	NOUN
cana-5261	182	36	system	system	NOUN
cana-5261	182	37	over	over	ADP
cana-5261	182	38	a	a	DET
cana-5261	182	39	short	short	ADJ
cana-5261	182	40	time	time	NOUN
cana-5261	182	41	frame	frame	NOUN
cana-5261	182	42	(	(	PUNCT
cana-5261	182	43	8	8	NUM
cana-5261	182	44	weeks	week	NOUN
cana-5261	182	45	)	)	PUNCT
cana-5261	182	46	.	.	PUNCT
cana-5261	183	1	broader	broad	ADJ
cana-5261	183	2	implementation	implementation	NOUN
cana-5261	183	3	across	across	ADP
cana-5261	183	4	diverse	diverse	ADJ
cana-5261	183	5	assets	asset	NOUN
cana-5261	183	6	could	could	AUX
cana-5261	183	7	yield	yield	VERB
cana-5261	183	8	deeper	deep	ADJ
cana-5261	183	9	insights	insight	NOUN
cana-5261	183	10	.	.	PUNCT
cana-5261	184	1	•	•	NUM
cana-5261	184	2	sensor	sensor	NOUN
cana-5261	184	3	and	and	CCONJ
cana-5261	184	4	infrastructure	infrastructure	NOUN
cana-5261	184	5	costs	cost	NOUN
cana-5261	184	6	:	:	PUNCT
cana-5261	184	7	initial	initial	ADJ
cana-5261	184	8	setup	setup	NOUN
cana-5261	184	9	for	for	ADP
cana-5261	184	10	iot	iot	NOUN
cana-5261	184	11	infrastructure	infrastructure	NOUN
cana-5261	184	12	can	can	AUX
cana-5261	184	13	be	be	AUX
cana-5261	184	14	cost	cost	NOUN
cana-5261	184	15	-	-	PUNCT
cana-5261	184	16	prohibitive	prohibitive	ADJ
cana-5261	184	17	for	for	ADP
cana-5261	184	18	small	small	ADJ
cana-5261	184	19	-	-	PUNCT
cana-5261	184	20	scale	scale	NOUN
cana-5261	184	21	enterprises	enterprise	NOUN
cana-5261	184	22	.	.	PUNCT
cana-5261	185	1	•	•	NUM
cana-5261	185	2	dependence	dependence	NOUN
cana-5261	185	3	on	on	ADP
cana-5261	185	4	data	datum	NOUN
cana-5261	185	5	quality	quality	NOUN
cana-5261	185	6	:	:	PUNCT
cana-5261	185	7	the	the	DET
cana-5261	185	8	accuracy	accuracy	NOUN
cana-5261	185	9	of	of	ADP
cana-5261	185	10	predictions	prediction	NOUN
cana-5261	185	11	heavily	heavily	ADV
cana-5261	185	12	depends	depend	VERB
cana-5261	185	13	on	on	ADP
cana-5261	185	14	the	the	DET
cana-5261	185	15	quality	quality	NOUN
cana-5261	185	16	and	and	CCONJ
cana-5261	185	17	quantity	quantity	NOUN
cana-5261	185	18	of	of	ADP
cana-5261	185	19	collected	collect	VERB
cana-5261	185	20	data	datum	NOUN
cana-5261	185	21	.	.	PUNCT
cana-5261	186	1	missing	missing	ADJ
cana-5261	186	2	or	or	CCONJ
cana-5261	186	3	noisy	noisy	ADJ
cana-5261	186	4	data	datum	NOUN
cana-5261	186	5	can	can	AUX
cana-5261	186	6	impair	impair	VERB
cana-5261	186	7	model	model	NOUN
cana-5261	186	8	performance	performance	NOUN
cana-5261	186	9	.	.	PUNCT
cana-5261	187	1	•	•	NUM
cana-5261	187	2	model	model	NOUN
cana-5261	187	3	interpretability	interpretability	NOUN
cana-5261	187	4	:	:	PUNCT
cana-5261	187	5	deep	deep	ADJ
cana-5261	187	6	learning	learning	NOUN
cana-5261	187	7	models	model	NOUN
cana-5261	187	8	like	like	ADP
cana-5261	187	9	lstm	lstm	NOUN
cana-5261	187	10	,	,	PUNCT
cana-5261	187	11	although	although	SCONJ
cana-5261	187	12	accurate	accurate	ADJ
cana-5261	187	13	,	,	PUNCT
cana-5261	187	14	often	often	ADV
cana-5261	187	15	lack	lack	VERB
cana-5261	187	16	transparency	transparency	NOUN
cana-5261	187	17	,	,	PUNCT
cana-5261	187	18	making	make	VERB
cana-5261	187	19	it	it	PRON
cana-5261	187	20	difficult	difficult	ADJ
cana-5261	187	21	for	for	SCONJ
cana-5261	187	22	engineers	engineer	NOUN
cana-5261	187	23	to	to	PART
cana-5261	187	24	understand	understand	VERB
cana-5261	187	25	the	the	DET
cana-5261	187	26	decision	decision	NOUN
cana-5261	187	27	process	process	NOUN
cana-5261	187	28	.	.	PUNCT
cana-5261	188	1	6.4	6.4	NUM
cana-5261	188	2	future	future	ADJ
cana-5261	188	3	scope	scope	NOUN
cana-5261	188	4	(	(	PUNCT
cana-5261	188	5	ai	ai	NOUN
cana-5261	188	6	-	-	PUNCT
cana-5261	188	7	based	base	VERB
cana-5261	188	8	automation	automation	NOUN
cana-5261	188	9	,	,	PUNCT
cana-5261	188	10	digital	digital	ADJ
cana-5261	188	11	twins	twin	NOUN
cana-5261	188	12	,	,	PUNCT
cana-5261	188	13	etc	etc	X
cana-5261	188	14	.	.	X
cana-5261	188	15	)	)	PUNCT
cana-5261	188	16	several	several	ADJ
cana-5261	188	17	opportunities	opportunity	NOUN
cana-5261	188	18	exist	exist	VERB
cana-5261	188	19	for	for	ADP
cana-5261	188	20	extending	extend	VERB
cana-5261	188	21	this	this	DET
cana-5261	188	22	research	research	NOUN
cana-5261	188	23	in	in	ADP
cana-5261	188	24	both	both	DET
cana-5261	188	25	depth	depth	NOUN
cana-5261	188	26	and	and	CCONJ
cana-5261	188	27	breadth	breadth	NOUN
cana-5261	188	28	:	:	PUNCT
cana-5261	188	29	•	•	NUM
cana-5261	188	30	digital	digital	ADJ
cana-5261	188	31	twin	twin	ADJ
cana-5261	188	32	integration	integration	NOUN
cana-5261	188	33	:	:	PUNCT
cana-5261	188	34	future	future	ADJ
cana-5261	188	35	work	work	NOUN
cana-5261	188	36	can	can	AUX
cana-5261	188	37	explore	explore	VERB
cana-5261	188	38	integrating	integrate	VERB
cana-5261	188	39	predictive	predictive	ADJ
cana-5261	188	40	maintenance	maintenance	NOUN
cana-5261	188	41	with	with	ADP
cana-5261	188	42	digital	digital	ADJ
cana-5261	188	43	twins	twin	NOUN
cana-5261	188	44	—	—	PUNCT
cana-5261	188	45	virtual	virtual	ADJ
cana-5261	188	46	models	model	NOUN
cana-5261	188	47	of	of	ADP
cana-5261	188	48	physical	physical	ADJ
cana-5261	188	49	systems	system	NOUN
cana-5261	188	50	—	—	PUNCT
cana-5261	188	51	for	for	ADP
cana-5261	188	52	real	real	ADJ
cana-5261	188	53	-	-	PUNCT
cana-5261	188	54	time	time	NOUN
cana-5261	188	55	simulation	simulation	NOUN
cana-5261	188	56	,	,	PUNCT
cana-5261	188	57	diagnostics	diagnostic	NOUN
cana-5261	188	58	,	,	PUNCT
cana-5261	188	59	and	and	CCONJ
cana-5261	188	60	prescriptive	prescriptive	ADJ
cana-5261	188	61	maintenance	maintenance	NOUN
cana-5261	188	62	.	.	PUNCT
cana-5261	189	1	•	•	NUM
cana-5261	189	2	reinforcement	reinforcement	NOUN
cana-5261	189	3	learning	learning	NOUN
cana-5261	189	4	and	and	CCONJ
cana-5261	189	5	adaptive	adaptive	ADJ
cana-5261	189	6	models	model	NOUN
cana-5261	189	7	:	:	PUNCT
cana-5261	189	8	incorporating	incorporate	VERB
cana-5261	189	9	reinforcement	reinforcement	NOUN
cana-5261	189	10	learning	learning	NOUN
cana-5261	189	11	can	can	AUX
cana-5261	189	12	allow	allow	VERB
cana-5261	189	13	the	the	DET
cana-5261	189	14	system	system	NOUN
cana-5261	189	15	to	to	AUX
cana-5261	189	16	self	self	NOUN
cana-5261	189	17	-	-	PUNCT
cana-5261	189	18	improve	improve	VERB
cana-5261	189	19	over	over	ADP
cana-5261	189	20	time	time	NOUN
cana-5261	189	21	by	by	ADP
cana-5261	189	22	learning	learn	VERB
cana-5261	189	23	from	from	ADP
cana-5261	189	24	new	new	ADJ
cana-5261	189	25	failure	failure	NOUN
cana-5261	189	26	cases	case	NOUN
cana-5261	189	27	and	and	CCONJ
cana-5261	189	28	maintenance	maintenance	NOUN
cana-5261	189	29	outcomes	outcome	NOUN
cana-5261	189	30	.	.	PUNCT
cana-5261	190	1	•	•	NUM
cana-5261	190	2	multi	multi	ADJ
cana-5261	190	3	-	-	ADJ
cana-5261	190	4	asset	asset	ADJ
cana-5261	190	5	and	and	CCONJ
cana-5261	190	6	multi	multi	ADJ
cana-5261	190	7	-	-	ADJ
cana-5261	190	8	site	site	ADJ
cana-5261	190	9	deployment	deployment	NOUN
cana-5261	190	10	:	:	PUNCT
cana-5261	190	11	scaling	scale	VERB
cana-5261	190	12	the	the	DET
cana-5261	190	13	solution	solution	NOUN
cana-5261	190	14	to	to	PART
cana-5261	190	15	monitor	monitor	VERB
cana-5261	190	16	multiple	multiple	ADJ
cana-5261	190	17	types	type	NOUN
cana-5261	190	18	of	of	ADP
cana-5261	190	19	equipment	equipment	NOUN
cana-5261	190	20	across	across	ADP
cana-5261	190	21	geographically	geographically	ADV
cana-5261	190	22	distributed	distribute	VERB
cana-5261	190	23	supply	supply	NOUN
cana-5261	190	24	chains	chain	NOUN
cana-5261	190	25	could	could	AUX
cana-5261	190	26	enhance	enhance	VERB
cana-5261	190	27	its	its	PRON
cana-5261	190	28	robustness	robustness	NOUN
cana-5261	190	29	and	and	CCONJ
cana-5261	190	30	generalizability	generalizability	NOUN
cana-5261	190	31	.	.	PUNCT
cana-5261	191	1	•	•	NUM
cana-5261	191	2	cybersecurity	cybersecurity	NOUN
cana-5261	191	3	enhancements	enhancement	NOUN
cana-5261	191	4	:	:	PUNCT
cana-5261	191	5	with	with	ADP
cana-5261	191	6	increasing	increase	VERB
cana-5261	191	7	connectivity	connectivity	NOUN
cana-5261	191	8	,	,	PUNCT
cana-5261	191	9	future	future	ADJ
cana-5261	191	10	studies	study	NOUN
cana-5261	191	11	should	should	AUX
cana-5261	191	12	address	address	VERB
cana-5261	191	13	the	the	DET
cana-5261	191	14	security	security	NOUN
cana-5261	191	15	of	of	ADP
cana-5261	191	16	maintenance	maintenance	NOUN
cana-5261	191	17	data	datum	NOUN
cana-5261	191	18	and	and	CCONJ
cana-5261	191	19	system	system	NOUN
cana-5261	191	20	resilience	resilience	NOUN
cana-5261	191	21	against	against	ADP
cana-5261	191	22	cyber	cyber	PROPN
cana-5261	191	23	threats	threat	NOUN
cana-5261	191	24	.	.	PUNCT
cana-5261	192	1	•	•	NUM
cana-5261	192	2	sustainability	sustainability	NOUN
cana-5261	192	3	and	and	CCONJ
cana-5261	192	4	green	green	PROPN
cana-5261	192	5	scm	scm	PROPN
cana-5261	192	6	:	:	PUNCT
cana-5261	192	7	predictive	predictive	ADJ
cana-5261	192	8	maintenance	maintenance	NOUN
cana-5261	192	9	contributes	contribute	VERB
cana-5261	192	10	to	to	ADP
cana-5261	192	11	sustainability	sustainability	NOUN
cana-5261	192	12	by	by	ADP
cana-5261	192	13	reducing	reduce	VERB
cana-5261	192	14	energy	energy	NOUN
cana-5261	192	15	waste	waste	NOUN
cana-5261	192	16	and	and	CCONJ
cana-5261	192	17	material	material	ADJ
cana-5261	192	18	consumption	consumption	NOUN
cana-5261	192	19	.	.	PUNCT
cana-5261	193	1	further	further	ADJ
cana-5261	193	2	research	research	NOUN
cana-5261	193	3	could	could	AUX
cana-5261	193	4	quantify	quantify	VERB
cana-5261	193	5	and	and	CCONJ
cana-5261	193	6	optimize	optimize	VERB
cana-5261	193	7	this	this	DET
cana-5261	193	8	impact	impact	NOUN
cana-5261	193	9	in	in	ADP
cana-5261	193	10	green	green	ADJ
cana-5261	193	11	supply	supply	NOUN
cana-5261	193	12	chain	chain	NOUN
cana-5261	193	13	models	model	NOUN
cana-5261	193	14	.	.	PUNCT
cana-5261	194	1	in	in	ADP
cana-5261	194	2	conclusion	conclusion	NOUN
cana-5261	194	3	,	,	PUNCT
cana-5261	194	4	predictive	predictive	ADJ
cana-5261	194	5	maintenance	maintenance	NOUN
cana-5261	194	6	using	use	VERB
cana-5261	194	7	iot	iot	NOUN
cana-5261	194	8	and	and	CCONJ
cana-5261	194	9	machine	machine	NOUN
cana-5261	194	10	learning	learning	NOUN
cana-5261	194	11	presents	present	VERB
cana-5261	194	12	a	a	DET
cana-5261	194	13	powerful	powerful	ADJ
cana-5261	194	14	approach	approach	NOUN
cana-5261	194	15	to	to	ADP
cana-5261	194	16	optimizing	optimize	VERB
cana-5261	194	17	industrial	industrial	ADJ
cana-5261	194	18	operations	operation	NOUN
cana-5261	194	19	.	.	PUNCT
cana-5261	195	1	by	by	ADP
cana-5261	195	2	bridging	bridge	VERB
cana-5261	195	3	the	the	DET
cana-5261	195	4	gap	gap	NOUN
cana-5261	195	5	between	between	ADP
cana-5261	195	6	asset	asset	NOUN
cana-5261	195	7	health	health	NOUN
cana-5261	195	8	and	and	CCONJ
cana-5261	195	9	supply	supply	NOUN
cana-5261	195	10	chain	chain	NOUN
cana-5261	195	11	agility	agility	NOUN
cana-5261	195	12	,	,	PUNCT
cana-5261	195	13	such	such	ADJ
cana-5261	195	14	systems	system	NOUN
cana-5261	195	15	represent	represent	VERB
cana-5261	195	16	a	a	DET
cana-5261	195	17	significant	significant	ADJ
cana-5261	195	18	leap	leap	NOUN
cana-5261	195	19	toward	toward	ADP
cana-5261	195	20	smart	smart	ADJ
cana-5261	195	21	,	,	PUNCT
cana-5261	195	22	self	self	NOUN
cana-5261	195	23	-	-	PUNCT
cana-5261	195	24	aware	aware	ADJ
cana-5261	195	25	,	,	PUNCT
cana-5261	195	26	and	and	CCONJ
cana-5261	195	27	resilient	resilient	ADJ
cana-5261	195	28	manufacturing	manufacturing	NOUN
cana-5261	195	29	ecosystems	ecosystem	NOUN
cana-5261	195	30	in	in	ADP
cana-5261	195	31	the	the	DET
cana-5261	195	32	industry	industry	NOUN
cana-5261	195	33	4.0	4.0	NUM
cana-5261	195	34	era	era	NOUN
cana-5261	195	35	.	.	PUNCT
cana-5261	196	1	communications	communication	NOUN
cana-5261	196	2	on	on	ADP
cana-5261	196	3	applied	apply	VERB
cana-5261	196	4	nonlinear	nonlinear	ADJ
cana-5261	196	5	analysis	analysis	NOUN
cana-5261	196	6	issn	issn	NOUN
cana-5261	196	7	:	:	PUNCT
cana-5261	196	8	1074	1074	NUM
cana-5261	196	9	-	-	PUNCT
cana-5261	196	10	133x	133x	NUM
cana-5261	196	11	vol	vol	VERB
cana-5261	196	12	32	32	NUM
cana-5261	196	13	no	no	NOUN
cana-5261	196	14	.	.	PUNCT
cana-5261	197	1	10s	10	NOUN
cana-5261	197	2	(	(	PUNCT
cana-5261	197	3	2025	2025	NUM
cana-5261	197	4	)	)	PUNCT
cana-5261	197	5	1588	1588	NUM
cana-5261	198	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5261	198	2	references	reference	NOUN
cana-5261	198	3	:	:	PUNCT
cana-5261	198	4	[	[	X
cana-5261	198	5	1	1	NUM
cana-5261	198	6	]	]	X
cana-5261	198	7	ashton	ashton	PROPN
cana-5261	198	8	,	,	PUNCT
cana-5261	198	9	k.	k.	PROPN
cana-5261	198	10	(	(	PUNCT
cana-5261	198	11	2009	2009	NUM
cana-5261	198	12	)	)	PUNCT
cana-5261	198	13	.	.	PUNCT
cana-5261	199	1	that	that	PRON
cana-5261	199	2	'	'	PUNCT
cana-5261	199	3	internet	internet	NOUN
cana-5261	199	4	of	of	ADP
cana-5261	199	5	things	thing	NOUN
cana-5261	199	6	'	'	PART
cana-5261	199	7	thing	thing	NOUN
cana-5261	199	8	.	.	PUNCT
cana-5261	200	1	rfid	rfid	ADJ
cana-5261	200	2	journal	journal	NOUN
cana-5261	200	3	.	.	PUNCT
cana-5261	201	1	[	[	X
cana-5261	201	2	2	2	NUM
cana-5261	201	3	]	]	PUNCT
cana-5261	201	4	baryannis	baryannis	NOUN
cana-5261	201	5	,	,	PUNCT
cana-5261	201	6	g.	g.	PROPN
cana-5261	201	7	,	,	PUNCT
cana-5261	201	8	dani	dani	PROPN
cana-5261	201	9	,	,	PUNCT
cana-5261	201	10	s.	s.	PROPN
cana-5261	201	11	,	,	PUNCT
cana-5261	201	12	&	&	CCONJ
cana-5261	201	13	antoniou	antoniou	PROPN
cana-5261	201	14	,	,	PUNCT
cana-5261	201	15	g.	g.	PROPN
cana-5261	201	16	(	(	PUNCT
cana-5261	201	17	2019	2019	NUM
cana-5261	201	18	)	)	PUNCT
cana-5261	201	19	.	.	PUNCT
cana-5261	202	1	predictive	predictive	ADJ
cana-5261	202	2	analytics	analytic	NOUN
cana-5261	202	3	and	and	CCONJ
cana-5261	202	4	artificial	artificial	ADJ
cana-5261	202	5	intelligence	intelligence	NOUN
cana-5261	202	6	in	in	ADP
cana-5261	202	7	supply	supply	NOUN
cana-5261	202	8	chain	chain	NOUN
cana-5261	202	9	management	management	NOUN
cana-5261	202	10	:	:	PUNCT
cana-5261	202	11	review	review	NOUN
cana-5261	202	12	and	and	CCONJ
cana-5261	202	13	implications	implication	NOUN
cana-5261	202	14	for	for	ADP
cana-5261	202	15	the	the	DET
cana-5261	202	16	future	future	NOUN
cana-5261	202	17	.	.	PUNCT
cana-5261	203	1	computers	computer	NOUN
cana-5261	203	2	&	&	CCONJ
cana-5261	203	3	industrial	industrial	ADJ
cana-5261	203	4	engineering	engineering	NOUN
cana-5261	203	5	.	.	PUNCT
cana-5261	204	1	[	[	X
cana-5261	204	2	3	3	X
cana-5261	204	3	]	]	PUNCT
cana-5261	204	4	grieves	grief	NOUN
cana-5261	204	5	,	,	PUNCT
cana-5261	204	6	m.	m.	NOUN
cana-5261	204	7	,	,	PUNCT
cana-5261	204	8	&	&	CCONJ
cana-5261	204	9	vickers	vickers	PROPN
cana-5261	204	10	,	,	PUNCT
cana-5261	204	11	j.	j.	PROPN
cana-5261	204	12	(	(	PUNCT
cana-5261	204	13	2017	2017	NUM
cana-5261	204	14	)	)	PUNCT
cana-5261	204	15	.	.	PUNCT
cana-5261	205	1	digital	digital	ADJ
cana-5261	205	2	twin	twin	NOUN
cana-5261	205	3	:	:	PUNCT
cana-5261	205	4	mitigating	mitigate	VERB
cana-5261	205	5	unpredictable	unpredictable	ADJ
cana-5261	205	6	,	,	PUNCT
cana-5261	205	7	undesirable	undesirable	ADJ
cana-5261	205	8	emergent	emergent	ADJ
cana-5261	205	9	behavior	behavior	NOUN
cana-5261	205	10	in	in	ADP
cana-5261	205	11	complex	complex	ADJ
cana-5261	205	12	systems	system	NOUN
cana-5261	205	13	.	.	PUNCT
cana-5261	206	1	in	in	ADP
cana-5261	206	2	transdisciplinary	transdisciplinary	ADJ
cana-5261	206	3	perspectives	perspective	NOUN
cana-5261	206	4	on	on	ADP
cana-5261	206	5	complex	complex	ADJ
cana-5261	206	6	systems	system	NOUN
cana-5261	206	7	.	.	PUNCT
cana-5261	207	1	[	[	X
cana-5261	207	2	4	4	NUM
cana-5261	207	3	]	]	X
cana-5261	207	4	jardine	jardine	PROPN
cana-5261	207	5	,	,	PUNCT
cana-5261	207	6	a.	a.	PROPN
cana-5261	207	7	k.	k.	PROPN
cana-5261	207	8	s.	s.	PROPN
cana-5261	207	9	,	,	PUNCT
cana-5261	207	10	lin	lin	PROPN
cana-5261	207	11	,	,	PUNCT
cana-5261	207	12	d.	d.	PROPN
cana-5261	207	13	,	,	PUNCT
cana-5261	207	14	&	&	CCONJ
cana-5261	207	15	banjevic	banjevic	PROPN
cana-5261	207	16	,	,	PUNCT
cana-5261	207	17	d.	d.	PROPN
cana-5261	207	18	(	(	PUNCT
cana-5261	207	19	2006	2006	NUM
cana-5261	207	20	)	)	PUNCT
cana-5261	207	21	.	.	PUNCT
cana-5261	208	1	a	a	DET
cana-5261	208	2	review	review	NOUN
cana-5261	208	3	on	on	ADP
cana-5261	208	4	machinery	machinery	NOUN
cana-5261	208	5	diagnostics	diagnostic	NOUN
cana-5261	208	6	and	and	CCONJ
cana-5261	208	7	prognostics	prognostic	NOUN
cana-5261	208	8	implementing	implement	VERB
cana-5261	208	9	condition	condition	NOUN
cana-5261	208	10	-	-	PUNCT
cana-5261	208	11	based	base	VERB
cana-5261	208	12	maintenance	maintenance	NOUN
cana-5261	208	13	.	.	PUNCT
cana-5261	209	1	mechanical	mechanical	ADJ
cana-5261	209	2	systems	system	NOUN
cana-5261	209	3	and	and	CCONJ
cana-5261	209	4	signal	signal	NOUN
cana-5261	209	5	processing	processing	NOUN
cana-5261	209	6	.	.	PUNCT
cana-5261	210	1	[	[	X
cana-5261	210	2	5	5	NUM
cana-5261	210	3	]	]	X
cana-5261	210	4	jardine	jardine	PROPN
cana-5261	210	5	,	,	PUNCT
cana-5261	210	6	a.	a.	PROPN
cana-5261	210	7	k.	k.	PROPN
cana-5261	210	8	s.	s.	PROPN
cana-5261	210	9	,	,	PUNCT
cana-5261	210	10	lin	lin	PROPN
cana-5261	210	11	,	,	PUNCT
cana-5261	210	12	d.	d.	PROPN
cana-5261	210	13	,	,	PUNCT
cana-5261	210	14	&	&	CCONJ
cana-5261	210	15	banjevic	banjevic	PROPN
cana-5261	210	16	,	,	PUNCT
cana-5261	210	17	d.	d.	PROPN
cana-5261	210	18	(	(	PUNCT
cana-5261	210	19	2006	2006	NUM
cana-5261	210	20	)	)	PUNCT
cana-5261	210	21	.	.	PUNCT
cana-5261	211	1	a	a	DET
cana-5261	211	2	review	review	NOUN
cana-5261	211	3	on	on	ADP
cana-5261	211	4	machinery	machinery	NOUN
cana-5261	211	5	diagnostics	diagnostic	NOUN
cana-5261	211	6	and	and	CCONJ
cana-5261	211	7	prognostics	prognostic	NOUN
cana-5261	211	8	implementing	implement	VERB
cana-5261	211	9	condition	condition	NOUN
cana-5261	211	10	-	-	PUNCT
cana-5261	211	11	based	base	VERB
cana-5261	211	12	maintenance	maintenance	NOUN
cana-5261	211	13	.	.	PUNCT
cana-5261	212	1	mechanical	mechanical	ADJ
cana-5261	212	2	systems	system	NOUN
cana-5261	212	3	and	and	CCONJ
cana-5261	212	4	signal	signal	NOUN
cana-5261	212	5	processing	processing	NOUN
cana-5261	212	6	.	.	PUNCT
cana-5261	213	1	[	[	X
cana-5261	213	2	6	6	NUM
cana-5261	213	3	]	]	X
cana-5261	213	4	lee	lee	PROPN
cana-5261	213	5	,	,	PUNCT
cana-5261	213	6	j.	j.	PROPN
cana-5261	213	7	,	,	PUNCT
cana-5261	213	8	bagheri	bagheri	PROPN
cana-5261	213	9	,	,	PUNCT
cana-5261	213	10	b.	b.	PROPN
cana-5261	213	11	,	,	PUNCT
cana-5261	213	12	&	&	CCONJ
cana-5261	213	13	kao	kao	PROPN
cana-5261	213	14	,	,	PUNCT
cana-5261	213	15	h.	h.	PROPN
cana-5261	213	16	a.	a.	PROPN
cana-5261	213	17	(	(	PUNCT
cana-5261	213	18	2015	2015	NUM
cana-5261	213	19	)	)	PUNCT
cana-5261	213	20	.	.	PUNCT
cana-5261	214	1	a	a	DET
cana-5261	214	2	cyber	cyber	NOUN
cana-5261	214	3	-	-	PUNCT
cana-5261	214	4	physical	physical	ADJ
cana-5261	214	5	systems	system	NOUN
cana-5261	214	6	architecture	architecture	NOUN
cana-5261	214	7	for	for	ADP
cana-5261	214	8	industry	industry	NOUN
cana-5261	214	9	4.0	4.0	NUM
cana-5261	214	10	-	-	PUNCT
cana-5261	214	11	based	base	VERB
cana-5261	214	12	manufacturing	manufacturing	NOUN
cana-5261	214	13	systems	system	NOUN
cana-5261	214	14	.	.	PUNCT
cana-5261	215	1	manufacturing	manufacturing	NOUN
cana-5261	215	2	letters	letter	NOUN
cana-5261	215	3	.	.	PUNCT
cana-5261	216	1	[	[	X
cana-5261	216	2	7	7	NUM
cana-5261	216	3	]	]	X
cana-5261	216	4	lee	lee	PROPN
cana-5261	216	5	,	,	PUNCT
cana-5261	216	6	j.	j.	PROPN
cana-5261	216	7	,	,	PUNCT
cana-5261	216	8	bagheri	bagheri	PROPN
cana-5261	216	9	,	,	PUNCT
cana-5261	216	10	b.	b.	PROPN
cana-5261	216	11	,	,	PUNCT
cana-5261	216	12	&	&	CCONJ
cana-5261	216	13	kao	kao	PROPN
cana-5261	216	14	,	,	PUNCT
cana-5261	216	15	h.	h.	PROPN
cana-5261	216	16	a.	a.	PROPN
cana-5261	216	17	(	(	PUNCT
cana-5261	216	18	2015	2015	NUM
cana-5261	216	19	)	)	PUNCT
cana-5261	216	20	.	.	PUNCT
cana-5261	217	1	a	a	DET
cana-5261	217	2	cyber	cyber	NOUN
cana-5261	217	3	-	-	PUNCT
cana-5261	217	4	physical	physical	ADJ
cana-5261	217	5	systems	system	NOUN
cana-5261	217	6	architecture	architecture	NOUN
cana-5261	217	7	for	for	ADP
cana-5261	217	8	industry	industry	NOUN
cana-5261	217	9	4.0	4.0	NUM
cana-5261	217	10	-	-	PUNCT
cana-5261	217	11	based	base	VERB
cana-5261	217	12	manufacturing	manufacturing	NOUN
cana-5261	217	13	systems	system	NOUN
cana-5261	217	14	.	.	PUNCT
cana-5261	218	1	manufacturing	manufacturing	NOUN
cana-5261	218	2	letters	letter	NOUN
cana-5261	218	3	.	.	PUNCT
cana-5261	219	1	[	[	X
cana-5261	219	2	8	8	NUM
cana-5261	219	3	]	]	X
cana-5261	219	4	lee	lee	PROPN
cana-5261	219	5	,	,	PUNCT
cana-5261	219	6	j.	j.	PROPN
cana-5261	219	7	,	,	PUNCT
cana-5261	219	8	kao	kao	PROPN
cana-5261	219	9	,	,	PUNCT
cana-5261	219	10	h.	h.	PROPN
cana-5261	219	11	a.	a.	PROPN
cana-5261	219	12	,	,	PUNCT
cana-5261	219	13	&	&	CCONJ
cana-5261	219	14	yang	yang	PROPN
cana-5261	219	15	,	,	PUNCT
cana-5261	219	16	s.	s.	PROPN
cana-5261	219	17	(	(	PUNCT
cana-5261	219	18	2014	2014	NUM
cana-5261	219	19	)	)	PUNCT
cana-5261	219	20	.	.	PUNCT
cana-5261	220	1	service	service	NOUN
cana-5261	220	2	innovation	innovation	NOUN
cana-5261	220	3	and	and	CCONJ
cana-5261	220	4	smart	smart	ADJ
cana-5261	220	5	analytics	analytic	NOUN
cana-5261	220	6	for	for	ADP
cana-5261	220	7	industry	industry	NOUN
cana-5261	220	8	4.0	4.0	NUM
cana-5261	220	9	and	and	CCONJ
cana-5261	220	10	big	big	ADJ
cana-5261	220	11	data	datum	NOUN
cana-5261	220	12	environment	environment	NOUN
cana-5261	220	13	.	.	PUNCT
cana-5261	221	1	procedia	procedia	PROPN
cana-5261	221	2	cirp	cirp	NOUN
cana-5261	221	3	.	.	PUNCT
cana-5261	222	1	[	[	X
cana-5261	222	2	9	9	NUM
cana-5261	222	3	]	]	SYM
cana-5261	222	4	mobley	mobley	PROPN
cana-5261	222	5	,	,	PUNCT
cana-5261	222	6	r.	r.	PROPN
cana-5261	222	7	k.	k.	PROPN
cana-5261	222	8	(	(	PUNCT
cana-5261	222	9	2002	2002	NUM
cana-5261	222	10	)	)	PUNCT
cana-5261	222	11	.	.	PUNCT
cana-5261	223	1	an	an	DET
cana-5261	223	2	introduction	introduction	NOUN
cana-5261	223	3	to	to	ADP
cana-5261	223	4	predictive	predictive	ADJ
cana-5261	223	5	maintenance	maintenance	NOUN
cana-5261	223	6	.	.	PUNCT
cana-5261	224	1	butterworth	butterworth	PROPN
cana-5261	224	2	-	-	PUNCT
cana-5261	224	3	heinemann	heinemann	PROPN
cana-5261	224	4	.	.	PUNCT
cana-5261	225	1	[	[	X
cana-5261	225	2	10	10	NUM
cana-5261	225	3	]	]	X
cana-5261	225	4	ray	ray	NOUN
cana-5261	225	5	,	,	PUNCT
cana-5261	225	6	p.	p.	NOUN
cana-5261	225	7	p.	p.	NOUN
cana-5261	225	8	(	(	PUNCT
cana-5261	225	9	2016	2016	NUM
cana-5261	225	10	)	)	PUNCT
cana-5261	225	11	.	.	PUNCT
cana-5261	226	1	a	a	DET
cana-5261	226	2	survey	survey	NOUN
cana-5261	226	3	on	on	ADP
cana-5261	226	4	internet	internet	NOUN
cana-5261	226	5	of	of	ADP
cana-5261	226	6	things	thing	NOUN
cana-5261	226	7	architectures	architecture	NOUN
cana-5261	226	8	.	.	PUNCT
cana-5261	227	1	journal	journal	PROPN
cana-5261	227	2	of	of	ADP
cana-5261	227	3	king	king	PROPN
cana-5261	227	4	saud	saud	PROPN
cana-5261	227	5	university	university	PROPN
cana-5261	227	6	–	–	PUNCT
cana-5261	227	7	computer	computer	NOUN
cana-5261	227	8	and	and	CCONJ
cana-5261	227	9	information	information	NOUN
cana-5261	227	10	sciences	science	NOUN
cana-5261	227	11	.	.	PUNCT
cana-5261	228	1	[	[	X
cana-5261	228	2	11	11	NUM
cana-5261	228	3	]	]	X
cana-5261	228	4	schwabacher	schwabacher	ADJ
cana-5261	228	5	,	,	PUNCT
cana-5261	228	6	m.	m.	NOUN
cana-5261	228	7	(	(	PUNCT
cana-5261	228	8	2005	2005	NUM
cana-5261	228	9	)	)	PUNCT
cana-5261	228	10	.	.	PUNCT
cana-5261	229	1	a	a	DET
cana-5261	229	2	survey	survey	NOUN
cana-5261	229	3	of	of	ADP
cana-5261	229	4	data	data	NOUN
cana-5261	229	5	-	-	PUNCT
cana-5261	229	6	driven	drive	VERB
cana-5261	229	7	prognostics	prognostic	NOUN
cana-5261	229	8	.	.	PUNCT
cana-5261	230	1	nasa	nasa	PROPN
cana-5261	230	2	ames	ames	PROPN
cana-5261	230	3	research	research	NOUN
cana-5261	230	4	center	center	NOUN
cana-5261	230	5	.	.	PUNCT
cana-5261	231	1	[	[	X
cana-5261	231	2	12	12	NUM
cana-5261	231	3	]	]	PUNCT
cana-5261	231	4	susto	susto	NOUN
cana-5261	231	5	,	,	PUNCT
cana-5261	231	6	g.	g.	PROPN
cana-5261	231	7	a.	a.	PROPN
cana-5261	231	8	,	,	PUNCT
cana-5261	231	9	schirru	schirru	NOUN
cana-5261	231	10	,	,	PUNCT
cana-5261	231	11	a.	a.	NOUN
cana-5261	231	12	,	,	PUNCT
cana-5261	231	13	pampuri	pampuri	PROPN
cana-5261	231	14	,	,	PUNCT
cana-5261	231	15	s.	s.	PROPN
cana-5261	231	16	,	,	PUNCT
cana-5261	231	17	mcloone	mcloone	PROPN
cana-5261	231	18	,	,	PUNCT
cana-5261	231	19	s.	s.	PROPN
cana-5261	231	20	,	,	PUNCT
cana-5261	231	21	&	&	CCONJ
cana-5261	231	22	beghi	beghi	PROPN
cana-5261	231	23	,	,	PUNCT
cana-5261	231	24	a.	a.	NOUN
cana-5261	231	25	(	(	PUNCT
cana-5261	231	26	2015	2015	NUM
cana-5261	231	27	)	)	PUNCT
cana-5261	231	28	.	.	PUNCT
cana-5261	232	1	machine	machine	NOUN
cana-5261	232	2	learning	learn	VERB
cana-5261	232	3	for	for	ADP
cana-5261	232	4	predictive	predictive	ADJ
cana-5261	232	5	maintenance	maintenance	NOUN
cana-5261	232	6	:	:	PUNCT
cana-5261	232	7	a	a	DET
cana-5261	232	8	multiple	multiple	ADJ
cana-5261	232	9	classifier	classifier	NOUN
cana-5261	232	10	approach	approach	NOUN
cana-5261	232	11	.	.	PUNCT
cana-5261	233	1	ieee	ieee	NOUN
cana-5261	233	2	transactions	transaction	NOUN
cana-5261	233	3	on	on	ADP
cana-5261	233	4	industrial	industrial	ADJ
cana-5261	233	5	informatics	informatic	NOUN
cana-5261	233	6	.	.	PUNCT
cana-5261	234	1	[	[	X
cana-5261	234	2	13	13	NUM
cana-5261	234	3	]	]	SYM
cana-5261	234	4	susto	susto	NOUN
cana-5261	234	5	,	,	PUNCT
cana-5261	234	6	g.	g.	PROPN
cana-5261	234	7	a.	a.	PROPN
cana-5261	234	8	,	,	PUNCT
cana-5261	234	9	schirru	schirru	NOUN
cana-5261	234	10	,	,	PUNCT
cana-5261	234	11	a.	a.	NOUN
cana-5261	234	12	,	,	PUNCT
cana-5261	234	13	pampuri	pampuri	PROPN
cana-5261	234	14	,	,	PUNCT
cana-5261	234	15	s.	s.	PROPN
cana-5261	234	16	,	,	PUNCT
cana-5261	234	17	mcloone	mcloone	PROPN
cana-5261	234	18	,	,	PUNCT
cana-5261	234	19	s.	s.	PROPN
cana-5261	234	20	,	,	PUNCT
cana-5261	234	21	&	&	CCONJ
cana-5261	234	22	beghi	beghi	PROPN
cana-5261	234	23	,	,	PUNCT
cana-5261	234	24	a.	a.	NOUN
cana-5261	234	25	(	(	PUNCT
cana-5261	234	26	2015	2015	NUM
cana-5261	234	27	)	)	PUNCT
cana-5261	234	28	.	.	PUNCT
cana-5261	234	29	machine	machine	NOUN
cana-5261	234	30	learning	learn	VERB
cana-5261	234	31	for	for	ADP
cana-5261	234	32	predictive	predictive	ADJ
cana-5261	234	33	maintenance	maintenance	NOUN
cana-5261	234	34	:	:	PUNCT
cana-5261	234	35	a	a	DET
cana-5261	234	36	multiple	multiple	ADJ
cana-5261	234	37	classifier	classifier	NOUN
cana-5261	234	38	approach	approach	NOUN
cana-5261	234	39	.	.	PUNCT
cana-5261	235	1	ieee	ieee	NOUN
cana-5261	235	2	transactions	transaction	NOUN
cana-5261	235	3	on	on	ADP
cana-5261	235	4	industrial	industrial	ADJ
cana-5261	235	5	informatics	informatic	NOUN
cana-5261	235	6	.	.	PUNCT
cana-5261	236	1	[	[	X
cana-5261	236	2	14	14	NUM
cana-5261	236	3	]	]	X
cana-5261	236	4	veldhuis	veldhuis	ADJ
cana-5261	236	5	,	,	PUNCT
cana-5261	236	6	g.	g.	PROPN
cana-5261	236	7	j.	j.	PROPN
cana-5261	236	8	,	,	PUNCT
cana-5261	236	9	wortmann	wortmann	PROPN
cana-5261	236	10	,	,	PUNCT
cana-5261	236	11	j.	j.	PROPN
cana-5261	236	12	c.	c.	PROPN
cana-5261	236	13	,	,	PUNCT
cana-5261	236	14	&	&	CCONJ
cana-5261	236	15	klingenberg	klingenberg	PROPN
cana-5261	236	16	,	,	PUNCT
cana-5261	236	17	w.	w.	PROPN
cana-5261	236	18	(	(	PUNCT
cana-5261	236	19	2019	2019	NUM
cana-5261	236	20	)	)	PUNCT
cana-5261	236	21	.	.	PUNCT
cana-5261	237	1	the	the	DET
cana-5261	237	2	impact	impact	NOUN
cana-5261	237	3	of	of	ADP
cana-5261	237	4	predictive	predictive	ADJ
cana-5261	237	5	maintenance	maintenance	NOUN
cana-5261	237	6	on	on	ADP
cana-5261	237	7	supply	supply	NOUN
cana-5261	237	8	chain	chain	NOUN
cana-5261	237	9	performance	performance	NOUN
cana-5261	237	10	.	.	PUNCT
cana-5261	238	1	journal	journal	NOUN
cana-5261	238	2	of	of	ADP
cana-5261	238	3	manufacturing	manufacturing	NOUN
cana-5261	238	4	technology	technology	NOUN
cana-5261	238	5	management	management	NOUN
cana-5261	238	6	.	.	PUNCT
cana-5261	239	1	[	[	X
cana-5261	239	2	15	15	NUM
cana-5261	239	3	]	]	X
cana-5261	239	4	verdouw	verdouw	ADJ
cana-5261	239	5	,	,	PUNCT
cana-5261	239	6	c.	c.	PROPN
cana-5261	239	7	n.	n.	PROPN
cana-5261	239	8	,	,	PUNCT
cana-5261	239	9	wolfert	wolfert	PROPN
cana-5261	239	10	,	,	PUNCT
cana-5261	239	11	j.	j.	PROPN
cana-5261	239	12	,	,	PUNCT
cana-5261	239	13	beulens	beulens	PROPN
cana-5261	239	14	,	,	PUNCT
cana-5261	239	15	a.	a.	PROPN
cana-5261	239	16	j.	j.	PROPN
cana-5261	239	17	m.	m.	PROPN
cana-5261	239	18	,	,	PUNCT
cana-5261	239	19	&	&	CCONJ
cana-5261	239	20	rialland	rialland	PROPN
cana-5261	239	21	,	,	PUNCT
cana-5261	239	22	a.	a.	NOUN
cana-5261	239	23	(	(	PUNCT
cana-5261	239	24	2016	2016	NUM
cana-5261	239	25	)	)	PUNCT
cana-5261	239	26	.	.	PUNCT
cana-5261	240	1	virtualization	virtualization	NOUN
cana-5261	240	2	of	of	ADP
cana-5261	240	3	food	food	NOUN
cana-5261	240	4	supply	supply	NOUN
cana-5261	240	5	chains	chain	NOUN
cana-5261	240	6	with	with	ADP
cana-5261	240	7	the	the	DET
cana-5261	240	8	internet	internet	NOUN
cana-5261	240	9	of	of	ADP
cana-5261	240	10	things	thing	NOUN
cana-5261	240	11	.	.	PUNCT
cana-5261	241	1	journal	journal	NOUN
cana-5261	241	2	of	of	ADP
cana-5261	241	3	food	food	NOUN
cana-5261	241	4	engineering	engineering	NOUN
cana-5261	241	5	.	.	PUNCT
cana-5261	242	1	[	[	X
cana-5261	242	2	16	16	NUM
cana-5261	242	3	]	]	X
cana-5261	242	4	wang	wang	PROPN
cana-5261	242	5	,	,	PUNCT
cana-5261	242	6	k.	k.	PROPN
cana-5261	242	7	,	,	PUNCT
cana-5261	242	8	liu	liu	PROPN
cana-5261	242	9	,	,	PUNCT
cana-5261	242	10	y.	y.	PROPN
cana-5261	242	11	,	,	PUNCT
cana-5261	242	12	zhang	zhang	PROPN
cana-5261	242	13	,	,	PUNCT
cana-5261	242	14	d.	d.	PROPN
cana-5261	242	15	,	,	PUNCT
cana-5261	242	16	&	&	CCONJ
cana-5261	242	17	lv	lv	PROPN
cana-5261	242	18	,	,	PUNCT
cana-5261	242	19	z.	z.	PROPN
cana-5261	242	20	(	(	PUNCT
cana-5261	242	21	2020	2020	NUM
cana-5261	242	22	)	)	PUNCT
cana-5261	242	23	.	.	PUNCT
cana-5261	243	1	data	data	NOUN
cana-5261	243	2	-	-	PUNCT
cana-5261	243	3	driven	drive	VERB
cana-5261	243	4	predictive	predictive	ADJ
cana-5261	243	5	maintenance	maintenance	NOUN
cana-5261	243	6	planning	planning	NOUN
cana-5261	243	7	framework	framework	NOUN
cana-5261	243	8	for	for	ADP
cana-5261	243	9	smart	smart	ADJ
cana-5261	243	10	supply	supply	NOUN
cana-5261	243	11	chain	chain	NOUN
cana-5261	243	12	.	.	PUNCT
cana-5261	244	1	journal	journal	NOUN
cana-5261	244	2	of	of	ADP
cana-5261	244	3	intelligent	intelligent	ADJ
cana-5261	244	4	manufacturing	manufacturing	NOUN
cana-5261	244	5	.	.	PUNCT
cana-5261	245	1	[	[	X
cana-5261	245	2	17	17	NUM
cana-5261	245	3	]	]	X
cana-5261	245	4	zhang	zhang	PROPN
cana-5261	245	5	,	,	PUNCT
cana-5261	245	6	w.	w.	PROPN
cana-5261	245	7	,	,	PUNCT
cana-5261	245	8	yang	yang	PROPN
cana-5261	245	9	,	,	PUNCT
cana-5261	245	10	d.	d.	PROPN
cana-5261	245	11	,	,	PUNCT
cana-5261	245	12	&	&	CCONJ
cana-5261	245	13	wang	wang	PROPN
cana-5261	245	14	,	,	PUNCT
cana-5261	245	15	h.	h.	PROPN
cana-5261	245	16	(	(	PUNCT
cana-5261	245	17	2019	2019	NUM
cana-5261	245	18	)	)	PUNCT
cana-5261	245	19	.	.	PUNCT
cana-5261	246	1	data	data	NOUN
cana-5261	246	2	-	-	PUNCT
cana-5261	246	3	driven	drive	VERB
cana-5261	246	4	methods	method	NOUN
cana-5261	246	5	for	for	ADP
cana-5261	246	6	predictive	predictive	ADJ
cana-5261	246	7	maintenance	maintenance	NOUN
cana-5261	246	8	of	of	ADP
cana-5261	246	9	industrial	industrial	ADJ
cana-5261	246	10	equipment	equipment	NOUN
cana-5261	246	11	:	:	PUNCT
cana-5261	246	12	a	a	DET
cana-5261	246	13	survey	survey	NOUN
cana-5261	246	14	.	.	PUNCT
cana-5261	247	1	ieee	ieee	NOUN
cana-5261	247	2	systems	system	NOUN
cana-5261	247	3	journal	journal	NOUN
cana-5261	247	4	.	.	PUNCT
cana-5261	248	1	[	[	X
cana-5261	248	2	18	18	NUM
cana-5261	248	3	]	]	X
cana-5261	248	4	nuresh	nuresh	PROPN
cana-5261	248	5	kumar	kumar	PROPN
cana-5261	248	6	khunte	khunte	PROPN
cana-5261	248	7	(	(	PUNCT
cana-5261	248	8	2021	2021	NUM
cana-5261	248	9	)	)	PUNCT
cana-5261	248	10	an	an	DET
cana-5261	248	11	experimental	experimental	ADJ
cana-5261	248	12	study	study	NOUN
cana-5261	248	13	on	on	ADP
cana-5261	248	14	processing	processing	NOUN
cana-5261	248	15	,	,	PUNCT
cana-5261	248	16	characterization	characterization	NOUN
cana-5261	248	17	and	and	CCONJ
cana-5261	248	18	model	model	NOUN
cana-5261	248	19	analysis	analysis	NOUN
cana-5261	248	20	of	of	ADP
cana-5261	248	21	randomly	randomly	ADV
cana-5261	248	22	oriented	orient	VERB
cana-5261	248	23	short	short	ADJ
cana-5261	248	24	banana	banana	NOUN
cana-5261	248	25	&	&	CCONJ
cana-5261	248	26	glass	glass	PROPN
cana-5261	248	27	fiber	fiber	NOUN
cana-5261	248	28	reinforced	reinforce	VERB
cana-5261	248	29	hybrid	hybrid	ADJ
cana-5261	248	30	polymer	polymer	NOUN
cana-5261	248	31	composites	composite	NOUN
cana-5261	248	32	[	[	X
cana-5261	248	33	19	19	NUM
cana-5261	248	34	]	]	X
cana-5261	248	35	zhao	zhao	PROPN
cana-5261	248	36	,	,	PUNCT
cana-5261	248	37	r.	r.	PROPN
cana-5261	248	38	,	,	PUNCT
cana-5261	248	39	yan	yan	PROPN
cana-5261	248	40	,	,	PUNCT
cana-5261	248	41	r.	r.	PROPN
cana-5261	248	42	,	,	PUNCT
cana-5261	248	43	chen	chen	PROPN
cana-5261	248	44	,	,	PUNCT
cana-5261	248	45	z.	z.	PROPN
cana-5261	248	46	,	,	PUNCT
cana-5261	248	47	mao	mao	PROPN
cana-5261	248	48	,	,	PUNCT
cana-5261	248	49	k.	k.	PROPN
cana-5261	248	50	,	,	PUNCT
cana-5261	248	51	wang	wang	PROPN
cana-5261	248	52	,	,	PUNCT
cana-5261	248	53	p.	p.	PROPN
cana-5261	248	54	,	,	PUNCT
cana-5261	248	55	&	&	CCONJ
cana-5261	248	56	gao	gao	PROPN
cana-5261	248	57	,	,	PUNCT
cana-5261	248	58	r.	r.	PROPN
cana-5261	248	59	x.	x.	PROPN
cana-5261	248	60	(	(	PUNCT
cana-5261	248	61	2017	2017	NUM
cana-5261	248	62	)	)	PUNCT
cana-5261	248	63	.	.	PUNCT
cana-5261	249	1	deep	deep	ADJ
cana-5261	249	2	learning	learning	NOUN
cana-5261	249	3	and	and	CCONJ
cana-5261	249	4	its	its	PRON
cana-5261	249	5	applications	application	NOUN
cana-5261	249	6	to	to	PART
cana-5261	249	7	machine	machine	VERB
cana-5261	249	8	health	health	NOUN
cana-5261	249	9	monitoring	monitoring	NOUN
cana-5261	249	10	.	.	PUNCT
cana-5261	250	1	mechanical	mechanical	ADJ
cana-5261	250	2	systems	system	NOUN
cana-5261	250	3	and	and	CCONJ
cana-5261	250	4	signal	signal	NOUN
cana-5261	250	5	processing	processing	NOUN
cana-5261	250	6	.	.	PUNCT
cana-5261	251	1	[	[	X
cana-5261	251	2	20	20	NUM
cana-5261	251	3	]	]	X
cana-5261	251	4	zhou	zhou	PROPN
cana-5261	251	5	,	,	PUNCT
cana-5261	251	6	q.	q.	PROPN
cana-5261	251	7	,	,	PUNCT
cana-5261	251	8	chong	chong	PROPN
cana-5261	251	9	,	,	PUNCT
cana-5261	251	10	a.	a.	PROPN
cana-5261	251	11	y.	y.	PROPN
cana-5261	251	12	l.	l.	PROPN
cana-5261	251	13	,	,	PUNCT
cana-5261	251	14	&	&	CCONJ
cana-5261	251	15	ngai	ngai	PROPN
cana-5261	251	16	,	,	PUNCT
cana-5261	251	17	e.	e.	PROPN
cana-5261	251	18	w.	w.	PROPN
cana-5261	251	19	t.	t.	PROPN
cana-5261	251	20	(	(	PUNCT
cana-5261	251	21	2020	2020	NUM
cana-5261	251	22	)	)	PUNCT
cana-5261	251	23	.	.	PUNCT
cana-5261	252	1	supply	supply	NOUN
cana-5261	252	2	chain	chain	NOUN
cana-5261	252	3	digitalization	digitalization	NOUN
cana-5261	252	4	and	and	CCONJ
cana-5261	252	5	its	its	PRON
cana-5261	252	6	impact	impact	NOUN
cana-5261	252	7	on	on	ADP
cana-5261	252	8	supply	supply	NOUN
cana-5261	252	9	chain	chain	NOUN
cana-5261	252	10	resilience	resilience	NOUN
cana-5261	252	11	.	.	PUNCT
cana-5261	253	1	international	international	ADJ
cana-5261	253	2	journal	journal	PROPN
cana-5261	253	3	of	of	ADP
cana-5261	253	4	production	production	NOUN
cana-5261	253	5	research	research	NOUN
cana-5261	253	6	.	.	PUNCT
cana-5261	254	1	[	[	X
cana-5261	254	2	21	21	NUM
cana-5261	254	3	]	]	X
cana-5261	254	4	zonta	zonta	PROPN
cana-5261	254	5	,	,	PUNCT
cana-5261	254	6	t.	t.	PROPN
cana-5261	254	7	,	,	PUNCT
cana-5261	254	8	da	da	PROPN
cana-5261	254	9	costa	costa	PROPN
cana-5261	254	10	,	,	PUNCT
cana-5261	254	11	c.	c.	PROPN
cana-5261	254	12	a.	a.	PROPN
cana-5261	254	13	,	,	PUNCT
cana-5261	254	14	da	da	PROPN
cana-5261	254	15	rosa	rosa	PROPN
cana-5261	254	16	righi	righi	PROPN
cana-5261	254	17	,	,	PUNCT
cana-5261	254	18	r.	r.	PROPN
cana-5261	254	19	,	,	PUNCT
cana-5261	254	20	de	de	X
cana-5261	254	21	lima	lima	PROPN
cana-5261	254	22	,	,	PUNCT
cana-5261	254	23	m.	m.	NOUN
cana-5261	254	24	j.	j.	PROPN
cana-5261	254	25	,	,	PUNCT
cana-5261	254	26	da	da	PROPN
cana-5261	254	27	trindade	trindade	PROPN
cana-5261	254	28	,	,	PUNCT
cana-5261	254	29	e.	e.	PROPN
cana-5261	254	30	s.	s.	PROPN
cana-5261	254	31	,	,	PUNCT
cana-5261	254	32	&	&	CCONJ
cana-5261	254	33	li	li	PROPN
cana-5261	254	34	,	,	PUNCT
cana-5261	254	35	g.	g.	PROPN
cana-5261	254	36	p.	p.	PROPN
cana-5261	254	37	(	(	PUNCT
cana-5261	254	38	2020	2020	NUM
cana-5261	254	39	)	)	PUNCT
cana-5261	254	40	.	.	PUNCT
cana-5261	255	1	predictive	predictive	ADJ
cana-5261	255	2	maintenance	maintenance	NOUN
cana-5261	255	3	in	in	ADP
cana-5261	255	4	the	the	DET
cana-5261	255	5	industry	industry	NOUN
cana-5261	255	6	4.0	4.0	NUM
cana-5261	255	7	:	:	PUNCT
cana-5261	255	8	a	a	DET
cana-5261	255	9	systematic	systematic	ADJ
cana-5261	255	10	literature	literature	NOUN
cana-5261	255	11	review	review	NOUN
cana-5261	255	12	.	.	PUNCT
cana-5261	256	1	computers	computer	NOUN
cana-5261	256	2	&	&	CCONJ
cana-5261	256	3	industrial	industrial	ADJ
cana-5261	256	4	engineering	engineering	NOUN
cana-5261	256	5	.	.	PUNCT