id	sid	tid	token	lemma	pos
easat-7072	1	1	edelweiss	edelweiss	PROPN
easat-7072	1	2	applied	apply	VERB
easat-7072	1	3	science	science	NOUN
easat-7072	1	4	and	and	CCONJ
easat-7072	1	5	technology	technology	NOUN
easat-7072	1	6	issn	issn	PROPN
easat-7072	1	7	:	:	PUNCT
easat-7072	1	8	2576	2576	NUM
easat-7072	1	9	-	-	SYM
easat-7072	1	10	8484	8484	NUM
easat-7072	1	11	vol	vol	NOUN
easat-7072	1	12	.	.	PROPN
easat-7072	2	1	9	9	NUM
easat-7072	2	2	,	,	PUNCT
easat-7072	2	3	no	no	INTJ
easat-7072	2	4	.	.	NOUN
easat-7072	2	5	5	5	NUM
easat-7072	2	6	,	,	PUNCT
easat-7072	2	7	1040	1040	NUM
easat-7072	2	8	-	-	SYM
easat-7072	2	9	1056	1056	NUM
easat-7072	2	10	2025	2025	NUM
easat-7072	2	11	publisher	publisher	NOUN
easat-7072	2	12	:	:	PUNCT
easat-7072	2	13	learning	learn	VERB
easat-7072	2	14	gate	gate	NOUN
easat-7072	2	15	doi	doi	PROPN
easat-7072	2	16	:	:	PUNCT
easat-7072	2	17	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	2	18	©	©	PROPN
easat-7072	2	19	2025	2025	NUM
easat-7072	2	20	by	by	ADP
easat-7072	2	21	the	the	DET
easat-7072	2	22	authors	author	NOUN
easat-7072	2	23	;	;	PUNCT
easat-7072	2	24	licensee	licensee	PROPN
easat-7072	2	25	learning	learning	NOUN
easat-7072	2	26	gate	gate	NOUN
easat-7072	3	1	©	©	PROPN
easat-7072	3	2	2025	2025	NUM
easat-7072	3	3	by	by	ADP
easat-7072	3	4	the	the	DET
easat-7072	3	5	authors	author	NOUN
easat-7072	3	6	;	;	PUNCT
easat-7072	3	7	licensee	licensee	PROPN
easat-7072	3	8	learning	learning	NOUN
easat-7072	3	9	gate	gate	NOUN
easat-7072	3	10	history	history	NOUN
easat-7072	3	11	:	:	PUNCT
easat-7072	3	12	received	receive	VERB
easat-7072	3	13	:	:	PUNCT
easat-7072	3	14	24	24	NUM
easat-7072	3	15	february	february	NOUN
easat-7072	3	16	2025	2025	NUM
easat-7072	3	17	;	;	PUNCT
easat-7072	3	18	revised	revise	VERB
easat-7072	3	19	:	:	PUNCT
easat-7072	3	20	16	16	NUM
easat-7072	3	21	april	april	PROPN
easat-7072	3	22	2025	2025	NUM
easat-7072	3	23	;	;	PUNCT
easat-7072	3	24	accepted	accept	VERB
easat-7072	3	25	:	:	PUNCT
easat-7072	3	26	21	21	NUM
easat-7072	3	27	april	april	PROPN
easat-7072	3	28	2025	2025	NUM
easat-7072	3	29	;	;	PUNCT
easat-7072	3	30	published	publish	VERB
easat-7072	3	31	:	:	PUNCT
easat-7072	3	32	12	12	NUM
easat-7072	3	33	may	may	PROPN
easat-7072	3	34	2025	2025	NUM
easat-7072	3	35	*	*	PUNCT
easat-7072	3	36	correspondence	correspondence	NOUN
easat-7072	3	37	:	:	PUNCT
easat-7072	3	38	shahniza@uitm.edu.my	shahniza@uitm.edu.my	NOUN
easat-7072	3	39	fault	fault	NOUN
easat-7072	3	40	prediction	prediction	NOUN
easat-7072	3	41	models	model	NOUN
easat-7072	3	42	for	for	ADP
easat-7072	3	43	big	big	ADJ
easat-7072	3	44	data	datum	NOUN
easat-7072	3	45	analysis	analysis	NOUN
easat-7072	3	46	in	in	ADP
easat-7072	3	47	industrial	industrial	ADJ
easat-7072	3	48	internet	internet	NOUN
easat-7072	3	49	of	of	ADP
easat-7072	3	50	things	thing	NOUN
easat-7072	3	51	:	:	PUNCT
easat-7072	3	52	a	a	DET
easat-7072	3	53	literature	literature	NOUN
easat-7072	3	54	review	review	NOUN
easat-7072	3	55	yang	yang	PROPN
easat-7072	3	56	zhou1	zhou1	PROPN
easat-7072	3	57	,	,	PUNCT
easat-7072	3	58	nor	nor	CCONJ
easat-7072	3	59	shahniza	shahniza	NOUN
easat-7072	3	60	binti	binti	PROPN
easat-7072	3	61	kamal	kamal	PROPN
easat-7072	3	62	bashah2	bashah2	PROPN
easat-7072	3	63	*	*	PROPN
easat-7072	4	1	1school	1school	NUM
easat-7072	4	2	of	of	ADP
easat-7072	4	3	artificial	artificial	ADJ
easat-7072	4	4	intelligence	intelligence	NOUN
easat-7072	4	5	and	and	CCONJ
easat-7072	4	6	manufacturing	manufacturing	NOUN
easat-7072	4	7	,	,	PUNCT
easat-7072	4	8	hefei	hefei	PROPN
easat-7072	4	9	college	college	PROPN
easat-7072	4	10	of	of	ADP
easat-7072	4	11	finance	finance	NOUN
easat-7072	4	12	and	and	CCONJ
easat-7072	4	13	economics	economic	NOUN
easat-7072	4	14	,	,	PUNCT
easat-7072	4	15	china	china	PROPN
easat-7072	4	16	;	;	PUNCT
easat-7072	5	1	zhouyangdh@gmail.com	zhouyangdh@gmail.com	PROPN
easat-7072	5	2	(	(	PUNCT
easat-7072	5	3	y.z	y.z	PROPN
easat-7072	5	4	.	.	PROPN
easat-7072	5	5	)	)	PUNCT
easat-7072	6	1	2college	2college	PROPN
easat-7072	6	2	of	of	ADP
easat-7072	6	3	computing	computing	PROPN
easat-7072	6	4	,	,	PUNCT
easat-7072	6	5	informatics	informatic	NOUN
easat-7072	6	6	and	and	CCONJ
easat-7072	6	7	mathematics	mathematic	NOUN
easat-7072	6	8	,	,	PUNCT
easat-7072	6	9	universiti	universiti	PROPN
easat-7072	6	10	teknologi	teknologi	PROPN
easat-7072	6	11	mara,40450	mara,40450	PROPN
easat-7072	6	12	shah	shah	PROPN
easat-7072	6	13	alam	alam	PROPN
easat-7072	6	14	,	,	PUNCT
easat-7072	6	15	selangor	selangor	PROPN
easat-7072	6	16	,	,	PUNCT
easat-7072	6	17	malaysia	malaysia	PROPN
easat-7072	6	18	;	;	PUNCT
easat-7072	6	19	shahniza@uitm.edu.my	shahniza@uitm.edu.my	NOUN
easat-7072	6	20	(	(	PUNCT
easat-7072	6	21	n.s.b.k.b	n.s.b.k.b	PROPN
easat-7072	6	22	.	.	PUNCT
easat-7072	6	23	)	)	PUNCT
easat-7072	7	1	abstract	abstract	NOUN
easat-7072	7	2	:	:	PUNCT
easat-7072	7	3	over	over	ADP
easat-7072	7	4	time	time	NOUN
easat-7072	7	5	,	,	PUNCT
easat-7072	7	6	fault	fault	VERB
easat-7072	7	7	prediction	prediction	NOUN
easat-7072	7	8	methods	method	NOUN
easat-7072	7	9	have	have	AUX
easat-7072	7	10	seen	see	VERB
easat-7072	7	11	significant	significant	ADJ
easat-7072	7	12	advancements	advancement	NOUN
easat-7072	7	13	,	,	PUNCT
easat-7072	7	14	becoming	become	VERB
easat-7072	7	15	integral	integral	ADJ
easat-7072	7	16	to	to	ADP
easat-7072	7	17	ensuring	ensure	VERB
easat-7072	7	18	the	the	DET
easat-7072	7	19	seamless	seamless	ADJ
easat-7072	7	20	operation	operation	NOUN
easat-7072	7	21	of	of	ADP
easat-7072	7	22	complex	complex	ADJ
easat-7072	7	23	modern	modern	ADJ
easat-7072	7	24	systems	system	NOUN
easat-7072	7	25	.	.	PUNCT
easat-7072	8	1	these	these	DET
easat-7072	8	2	innovations	innovation	NOUN
easat-7072	8	3	are	be	AUX
easat-7072	8	4	vital	vital	ADJ
easat-7072	8	5	for	for	ADP
easat-7072	8	6	controlling	control	VERB
easat-7072	8	7	costs	cost	NOUN
easat-7072	8	8	and	and	CCONJ
easat-7072	8	9	improving	improve	VERB
easat-7072	8	10	safety	safety	NOUN
easat-7072	8	11	in	in	ADP
easat-7072	8	12	industries	industry	NOUN
easat-7072	8	13	that	that	PRON
easat-7072	8	14	rely	rely	VERB
easat-7072	8	15	on	on	ADP
easat-7072	8	16	high	high	ADJ
easat-7072	8	17	-	-	PUNCT
easat-7072	8	18	value	value	NOUN
easat-7072	8	19	assets	asset	NOUN
easat-7072	8	20	,	,	PUNCT
easat-7072	8	21	including	include	VERB
easat-7072	8	22	sectors	sector	NOUN
easat-7072	8	23	like	like	ADP
easat-7072	8	24	oil	oil	NOUN
easat-7072	8	25	and	and	CCONJ
easat-7072	8	26	gas	gas	NOUN
easat-7072	8	27	,	,	PUNCT
easat-7072	8	28	manufacturing	manufacturing	NOUN
easat-7072	8	29	,	,	PUNCT
easat-7072	8	30	and	and	CCONJ
easat-7072	8	31	power	power	NOUN
easat-7072	8	32	generation	generation	NOUN
easat-7072	8	33	.	.	PUNCT
easat-7072	9	1	this	this	DET
easat-7072	9	2	paper	paper	NOUN
easat-7072	9	3	primarily	primarily	ADV
easat-7072	9	4	aims	aim	VERB
easat-7072	9	5	to	to	PART
easat-7072	9	6	investigate	investigate	VERB
easat-7072	9	7	the	the	DET
easat-7072	9	8	evolution	evolution	NOUN
easat-7072	9	9	of	of	ADP
easat-7072	9	10	various	various	ADJ
easat-7072	9	11	fault	fault	NOUN
easat-7072	9	12	prediction	prediction	NOUN
easat-7072	9	13	techniques	technique	NOUN
easat-7072	9	14	,	,	PUNCT
easat-7072	9	15	highlighting	highlight	VERB
easat-7072	9	16	their	their	PRON
easat-7072	9	17	real	real	ADJ
easat-7072	9	18	-	-	PUNCT
easat-7072	9	19	world	world	NOUN
easat-7072	9	20	applications	application	NOUN
easat-7072	9	21	and	and	CCONJ
easat-7072	9	22	benefits	benefit	NOUN
easat-7072	9	23	across	across	ADP
easat-7072	9	24	different	different	ADJ
easat-7072	9	25	industries	industry	NOUN
easat-7072	9	26	.	.	PUNCT
easat-7072	10	1	it	it	PRON
easat-7072	10	2	provides	provide	VERB
easat-7072	10	3	an	an	DET
easat-7072	10	4	in	in	ADP
easat-7072	10	5	-	-	PUNCT
easat-7072	10	6	depth	depth	NOUN
easat-7072	10	7	and	and	CCONJ
easat-7072	10	8	up	up	ADP
easat-7072	10	9	-	-	PUNCT
easat-7072	10	10	to	to	ADP
easat-7072	10	11	-	-	PUNCT
easat-7072	10	12	date	date	NOUN
easat-7072	10	13	review	review	NOUN
easat-7072	10	14	of	of	ADP
easat-7072	10	15	state	state	NOUN
easat-7072	10	16	-	-	PUNCT
easat-7072	10	17	of	of	ADP
easat-7072	10	18	-	-	PUNCT
easat-7072	10	19	the	the	DET
easat-7072	10	20	-	-	PUNCT
easat-7072	10	21	art	art	NOUN
easat-7072	10	22	fault	fault	NOUN
easat-7072	10	23	detection	detection	NOUN
easat-7072	10	24	models	model	NOUN
easat-7072	10	25	,	,	PUNCT
easat-7072	10	26	focusing	focus	VERB
easat-7072	10	27	particularly	particularly	ADV
easat-7072	10	28	on	on	ADP
easat-7072	10	29	their	their	PRON
easat-7072	10	30	deployment	deployment	NOUN
easat-7072	10	31	in	in	ADP
easat-7072	10	32	industrial	industrial	ADJ
easat-7072	10	33	environments	environment	NOUN
easat-7072	10	34	.	.	PUNCT
easat-7072	11	1	to	to	PART
easat-7072	11	2	achieve	achieve	VERB
easat-7072	11	3	this	this	PRON
easat-7072	11	4	,	,	PUNCT
easat-7072	11	5	advanced	advanced	ADJ
easat-7072	11	6	bibliometric	bibliometric	ADJ
easat-7072	11	7	approaches	approach	NOUN
easat-7072	11	8	are	be	AUX
easat-7072	11	9	used	use	VERB
easat-7072	11	10	to	to	PART
easat-7072	11	11	analyze	analyze	VERB
easat-7072	11	12	over	over	ADP
easat-7072	11	13	500	500	NUM
easat-7072	11	14	peer	peer	NOUN
easat-7072	11	15	-	-	PUNCT
easat-7072	11	16	reviewed	review	VERB
easat-7072	11	17	articles	article	NOUN
easat-7072	11	18	published	publish	VERB
easat-7072	11	19	after	after	ADP
easat-7072	11	20	2010	2010	NUM
easat-7072	11	21	.	.	PUNCT
easat-7072	12	1	a	a	DET
easat-7072	12	2	preliminary	preliminary	ADJ
easat-7072	12	3	exploratory	exploratory	ADJ
easat-7072	12	4	analysis	analysis	NOUN
easat-7072	12	5	identifies	identify	VERB
easat-7072	12	6	key	key	ADJ
easat-7072	12	7	players	player	NOUN
easat-7072	12	8	,	,	PUNCT
easat-7072	12	9	influential	influential	ADJ
easat-7072	12	10	authors	author	NOUN
easat-7072	12	11	,	,	PUNCT
easat-7072	12	12	leading	lead	VERB
easat-7072	12	13	countries	country	NOUN
easat-7072	12	14	,	,	PUNCT
easat-7072	12	15	and	and	CCONJ
easat-7072	12	16	other	other	ADJ
easat-7072	12	17	key	key	ADJ
easat-7072	12	18	metrics	metric	NOUN
easat-7072	12	19	.	.	PUNCT
easat-7072	13	1	additionally	additionally	ADV
easat-7072	13	2	,	,	PUNCT
easat-7072	13	3	a	a	DET
easat-7072	13	4	co	co	NOUN
easat-7072	13	5	-	-	NOUN
easat-7072	13	6	citation	citation	NOUN
easat-7072	13	7	network	network	NOUN
easat-7072	13	8	analysis	analysis	NOUN
easat-7072	13	9	is	be	AUX
easat-7072	13	10	performed	perform	VERB
easat-7072	13	11	to	to	PART
easat-7072	13	12	uncover	uncover	VERB
easat-7072	13	13	and	and	CCONJ
easat-7072	13	14	visualize	visualize	VERB
easat-7072	13	15	key	key	ADJ
easat-7072	13	16	research	research	NOUN
easat-7072	13	17	clusters	cluster	NOUN
easat-7072	13	18	in	in	ADP
easat-7072	13	19	the	the	DET
easat-7072	13	20	field	field	NOUN
easat-7072	13	21	.	.	PUNCT
easat-7072	14	1	a	a	DET
easat-7072	14	2	thorough	thorough	ADJ
easat-7072	14	3	content	content	NOUN
easat-7072	14	4	analysis	analysis	NOUN
easat-7072	14	5	of	of	ADP
easat-7072	14	6	the	the	DET
easat-7072	14	7	100	100	NUM
easat-7072	14	8	most	most	ADV
easat-7072	14	9	-	-	PUNCT
easat-7072	14	10	cited	cite	VERB
easat-7072	14	11	papers	paper	NOUN
easat-7072	14	12	follows	follow	VERB
easat-7072	14	13	,	,	PUNCT
easat-7072	14	14	aiming	aim	VERB
easat-7072	14	15	to	to	PART
easat-7072	14	16	chart	chart	VERB
easat-7072	14	17	the	the	DET
easat-7072	14	18	evolution	evolution	NOUN
easat-7072	14	19	of	of	ADP
easat-7072	14	20	fault	fault	NOUN
easat-7072	14	21	detection	detection	NOUN
easat-7072	14	22	strategies	strategy	NOUN
easat-7072	14	23	and	and	CCONJ
easat-7072	14	24	the	the	DET
easat-7072	14	25	growing	grow	VERB
easat-7072	14	26	influence	influence	NOUN
easat-7072	14	27	of	of	ADP
easat-7072	14	28	artificial	artificial	ADJ
easat-7072	14	29	intelligencebased	intelligencebase	VERB
easat-7072	14	30	algorithms	algorithm	NOUN
easat-7072	14	31	in	in	ADP
easat-7072	14	32	various	various	ADJ
easat-7072	14	33	industrial	industrial	ADJ
easat-7072	14	34	domains	domain	NOUN
easat-7072	14	35	.	.	PUNCT
easat-7072	15	1	the	the	DET
easat-7072	15	2	study	study	NOUN
easat-7072	15	3	’s	’s	PART
easat-7072	15	4	findings	finding	NOUN
easat-7072	15	5	offer	offer	VERB
easat-7072	15	6	valuable	valuable	ADJ
easat-7072	15	7	insights	insight	NOUN
easat-7072	15	8	into	into	ADP
easat-7072	15	9	the	the	DET
easat-7072	15	10	historical	historical	ADJ
easat-7072	15	11	progression	progression	NOUN
easat-7072	15	12	of	of	ADP
easat-7072	15	13	fault	fault	NOUN
easat-7072	15	14	detection	detection	NOUN
easat-7072	15	15	methods	method	NOUN
easat-7072	15	16	,	,	PUNCT
easat-7072	15	17	emphasizing	emphasize	VERB
easat-7072	15	18	their	their	PRON
easat-7072	15	19	reliability	reliability	NOUN
easat-7072	15	20	while	while	SCONJ
easat-7072	15	21	highlighting	highlight	VERB
easat-7072	15	22	the	the	DET
easat-7072	15	23	increasing	increase	VERB
easat-7072	15	24	importance	importance	NOUN
easat-7072	15	25	of	of	ADP
easat-7072	15	26	intelligent	intelligent	ADJ
easat-7072	15	27	algorithms	algorithm	NOUN
easat-7072	15	28	.	.	PUNCT
easat-7072	16	1	this	this	DET
easat-7072	16	2	research	research	NOUN
easat-7072	16	3	presents	present	VERB
easat-7072	16	4	a	a	DET
easat-7072	16	5	unique	unique	ADJ
easat-7072	16	6	perspective	perspective	NOUN
easat-7072	16	7	on	on	ADP
easat-7072	16	8	the	the	DET
easat-7072	16	9	potential	potential	ADJ
easat-7072	16	10	future	future	ADJ
easat-7072	16	11	directions	direction	NOUN
easat-7072	16	12	of	of	ADP
easat-7072	16	13	fault	fault	NOUN
easat-7072	16	14	detection	detection	NOUN
easat-7072	16	15	,	,	PUNCT
easat-7072	16	16	providing	provide	VERB
easat-7072	16	17	a	a	DET
easat-7072	16	18	roadmap	roadmap	NOUN
easat-7072	16	19	for	for	ADP
easat-7072	16	20	researchers	researcher	NOUN
easat-7072	16	21	,	,	PUNCT
easat-7072	16	22	policymakers	policymaker	NOUN
easat-7072	16	23	,	,	PUNCT
easat-7072	16	24	and	and	CCONJ
easat-7072	16	25	industries	industry	NOUN
easat-7072	16	26	with	with	ADP
easat-7072	16	27	significant	significant	ADJ
easat-7072	16	28	asset	asset	NOUN
easat-7072	16	29	dependencies	dependency	NOUN
easat-7072	16	30	.	.	PUNCT
easat-7072	17	1	keywords	keyword	NOUN
easat-7072	17	2	:	:	PUNCT
easat-7072	17	3	big	big	ADJ
easat-7072	17	4	data	datum	NOUN
easat-7072	17	5	analysis	analysis	NOUN
easat-7072	17	6	,	,	PUNCT
easat-7072	17	7	fault	fault	NOUN
easat-7072	17	8	prediction	prediction	NOUN
easat-7072	17	9	,	,	PUNCT
easat-7072	17	10	industrial	industrial	ADJ
easat-7072	17	11	internet	internet	NOUN
easat-7072	17	12	of	of	ADP
easat-7072	17	13	things	thing	NOUN
easat-7072	17	14	(	(	PUNCT
easat-7072	17	15	iiot	iiot	NOUN
easat-7072	17	16	)	)	PUNCT
easat-7072	17	17	,	,	PUNCT
easat-7072	17	18	predictive	predictive	ADJ
easat-7072	17	19	maintenance	maintenance	NOUN
easat-7072	17	20	.	.	PUNCT
easat-7072	18	1	1	1	X
easat-7072	18	2	.	.	X
easat-7072	18	3	introduction	introduction	NOUN
easat-7072	18	4	fault	fault	NOUN
easat-7072	18	5	prediction	prediction	NOUN
easat-7072	18	6	plays	play	VERB
easat-7072	18	7	a	a	DET
easat-7072	18	8	pivotal	pivotal	ADJ
easat-7072	18	9	role	role	NOUN
easat-7072	18	10	in	in	ADP
easat-7072	18	11	improving	improve	VERB
easat-7072	18	12	asset	asset	NOUN
easat-7072	18	13	reliability	reliability	NOUN
easat-7072	18	14	and	and	CCONJ
easat-7072	18	15	minimizing	minimize	VERB
easat-7072	18	16	the	the	DET
easat-7072	18	17	financial	financial	ADJ
easat-7072	18	18	impact	impact	NOUN
easat-7072	18	19	of	of	ADP
easat-7072	18	20	equipment	equipment	NOUN
easat-7072	18	21	failures	failure	NOUN
easat-7072	18	22	.	.	PUNCT
easat-7072	19	1	recently	recently	ADV
easat-7072	19	2	,	,	PUNCT
easat-7072	19	3	the	the	DET
easat-7072	19	4	advent	advent	NOUN
easat-7072	19	5	of	of	ADP
easat-7072	19	6	deep	deep	ADJ
easat-7072	19	7	learning	learning	NOUN
easat-7072	19	8	models	model	NOUN
easat-7072	19	9	,	,	PUNCT
easat-7072	19	10	particularly	particularly	ADV
easat-7072	19	11	long	long	ADV
easat-7072	19	12	shortterm	shortterm	NOUN
easat-7072	19	13	memory	memory	NOUN
easat-7072	19	14	(	(	PUNCT
easat-7072	19	15	lstm	lstm	NOUN
easat-7072	19	16	)	)	PUNCT
easat-7072	19	17	networks	network	NOUN
easat-7072	19	18	,	,	PUNCT
easat-7072	19	19	has	have	AUX
easat-7072	19	20	brought	bring	VERB
easat-7072	19	21	significant	significant	ADJ
easat-7072	19	22	advancements	advancement	NOUN
easat-7072	19	23	in	in	ADP
easat-7072	19	24	fault	fault	NOUN
easat-7072	19	25	prediction	prediction	NOUN
easat-7072	19	26	,	,	PUNCT
easat-7072	19	27	especially	especially	ADV
easat-7072	19	28	in	in	ADP
easat-7072	19	29	scenarios	scenario	NOUN
easat-7072	19	30	involving	involve	VERB
easat-7072	19	31	large	large	ADJ
easat-7072	19	32	-	-	PUNCT
easat-7072	19	33	scale	scale	NOUN
easat-7072	19	34	time	time	NOUN
easat-7072	19	35	-	-	PUNCT
easat-7072	19	36	series	series	NOUN
easat-7072	19	37	data	data	PROPN
easat-7072	19	38	.	.	PUNCT
easat-7072	20	1	lstm	lstm	PROPN
easat-7072	20	2	networks	network	NOUN
easat-7072	20	3	are	be	AUX
easat-7072	20	4	highly	highly	ADV
easat-7072	20	5	effective	effective	ADJ
easat-7072	20	6	in	in	ADP
easat-7072	20	7	capturing	capture	VERB
easat-7072	20	8	long	long	ADJ
easat-7072	20	9	-	-	PUNCT
easat-7072	20	10	term	term	NOUN
easat-7072	20	11	dependencies	dependency	NOUN
easat-7072	20	12	in	in	ADP
easat-7072	20	13	data	datum	NOUN
easat-7072	20	14	,	,	PUNCT
easat-7072	20	15	making	make	VERB
easat-7072	20	16	them	they	PRON
easat-7072	20	17	an	an	DET
easat-7072	20	18	ideal	ideal	ADJ
easat-7072	20	19	choice	choice	NOUN
easat-7072	20	20	for	for	ADP
easat-7072	20	21	predicting	predict	VERB
easat-7072	20	22	future	future	ADJ
easat-7072	20	23	failures	failure	NOUN
easat-7072	20	24	based	base	VERB
easat-7072	20	25	on	on	ADP
easat-7072	20	26	historical	historical	ADJ
easat-7072	20	27	data	datum	NOUN
easat-7072	20	28	patterns	pattern	NOUN
easat-7072	20	29	.	.	PUNCT
easat-7072	21	1	lstm	lstm	PROPN
easat-7072	21	2	's	's	PART
easat-7072	21	3	ability	ability	NOUN
easat-7072	21	4	to	to	PART
easat-7072	21	5	handle	handle	VERB
easat-7072	21	6	sequential	sequential	ADJ
easat-7072	21	7	and	and	CCONJ
easat-7072	21	8	non	non	ADJ
easat-7072	21	9	-	-	ADJ
easat-7072	21	10	linear	linear	ADJ
easat-7072	21	11	relationships	relationship	NOUN
easat-7072	21	12	is	be	AUX
easat-7072	21	13	essential	essential	ADJ
easat-7072	21	14	for	for	ADP
easat-7072	21	15	real	real	ADJ
easat-7072	21	16	-	-	PUNCT
easat-7072	21	17	time	time	NOUN
easat-7072	21	18	fault	fault	NOUN
easat-7072	21	19	detection	detection	NOUN
easat-7072	21	20	in	in	ADP
easat-7072	21	21	industries	industry	NOUN
easat-7072	21	22	like	like	ADP
easat-7072	21	23	oil	oil	NOUN
easat-7072	21	24	and	and	CCONJ
easat-7072	21	25	gas	gas	NOUN
easat-7072	21	26	,	,	PUNCT
easat-7072	21	27	manufacturing	manufacturing	NOUN
easat-7072	21	28	,	,	PUNCT
easat-7072	21	29	and	and	CCONJ
easat-7072	21	30	power	power	NOUN
easat-7072	21	31	generation	generation	NOUN
easat-7072	21	32	,	,	PUNCT
easat-7072	21	33	where	where	SCONJ
easat-7072	21	34	operational	operational	ADJ
easat-7072	21	35	efficiency	efficiency	NOUN
easat-7072	21	36	and	and	CCONJ
easat-7072	21	37	safety	safety	NOUN
easat-7072	21	38	are	be	AUX
easat-7072	21	39	paramount	paramount	ADJ
easat-7072	21	40	.	.	PUNCT
easat-7072	22	1	as	as	SCONJ
easat-7072	22	2	industries	industry	NOUN
easat-7072	22	3	that	that	PRON
easat-7072	22	4	heavily	heavily	ADV
easat-7072	22	5	rely	rely	VERB
easat-7072	22	6	on	on	ADP
easat-7072	22	7	assets	asset	NOUN
easat-7072	22	8	,	,	PUNCT
easat-7072	22	9	such	such	ADJ
easat-7072	22	10	as	as	ADP
easat-7072	22	11	oil	oil	NOUN
easat-7072	22	12	and	and	CCONJ
easat-7072	22	13	gas	gas	NOUN
easat-7072	22	14	,	,	PUNCT
easat-7072	22	15	manufacturing	manufacturing	NOUN
easat-7072	22	16	,	,	PUNCT
easat-7072	22	17	and	and	CCONJ
easat-7072	22	18	power	power	NOUN
easat-7072	22	19	generation	generation	NOUN
easat-7072	22	20	,	,	PUNCT
easat-7072	22	21	continue	continue	VERB
easat-7072	22	22	to	to	PART
easat-7072	22	23	grow	grow	VERB
easat-7072	22	24	,	,	PUNCT
easat-7072	22	25	the	the	DET
easat-7072	22	26	demand	demand	NOUN
easat-7072	22	27	for	for	ADP
easat-7072	22	28	systems	system	NOUN
easat-7072	22	29	that	that	PRON
easat-7072	22	30	enhance	enhance	VERB
easat-7072	22	31	productivity	productivity	NOUN
easat-7072	22	32	,	,	PUNCT
easat-7072	22	33	availability	availability	NOUN
easat-7072	22	34	,	,	PUNCT
easat-7072	22	35	and	and	CCONJ
easat-7072	22	36	efficiency	efficiency	NOUN
easat-7072	22	37	with	with	ADP
easat-7072	22	38	minimal	minimal	ADJ
easat-7072	22	39	maintenance	maintenance	NOUN
easat-7072	22	40	costs	cost	NOUN
easat-7072	22	41	is	be	AUX
easat-7072	22	42	escalating	escalate	VERB
easat-7072	22	43	.	.	PUNCT
easat-7072	23	1	in	in	ADP
easat-7072	23	2	the	the	DET
easat-7072	23	3	early	early	ADJ
easat-7072	23	4	stages	stage	NOUN
easat-7072	23	5	of	of	ADP
easat-7072	23	6	industrial	industrial	ADJ
easat-7072	23	7	development	development	NOUN
easat-7072	23	8	,	,	PUNCT
easat-7072	23	9	fault	fault	NOUN
easat-7072	23	10	detection	detection	NOUN
easat-7072	23	11	posed	pose	VERB
easat-7072	23	12	significant	significant	ADJ
easat-7072	23	13	challenges	challenge	NOUN
easat-7072	23	14	.	.	PUNCT
easat-7072	24	1	however	however	ADV
easat-7072	24	2	,	,	PUNCT
easat-7072	24	3	the	the	DET
easat-7072	24	4	integration	integration	NOUN
easat-7072	24	5	of	of	ADP
easat-7072	24	6	computational	computational	ADJ
easat-7072	24	7	intelligence	intelligence	NOUN
easat-7072	24	8	and	and	CCONJ
easat-7072	24	9	machine	machine	NOUN
easat-7072	24	10	learning	learning	NOUN
easat-7072	24	11	(	(	PUNCT
easat-7072	24	12	ml	ml	NOUN
easat-7072	24	13	)	)	PUNCT
easat-7072	24	14	has	have	AUX
easat-7072	24	15	facilitated	facilitate	VERB
easat-7072	24	16	the	the	DET
easat-7072	24	17	creation	creation	NOUN
easat-7072	24	18	of	of	ADP
easat-7072	24	19	advanced	advanced	ADJ
easat-7072	24	20	solutions	solution	NOUN
easat-7072	24	21	for	for	ADP
easat-7072	24	22	predicting	predict	VERB
easat-7072	24	23	machinery	machinery	NOUN
easat-7072	24	24	faults	fault	NOUN
easat-7072	24	25	with	with	ADP
easat-7072	24	26	greater	great	ADJ
easat-7072	24	27	accuracy	accuracy	NOUN
easat-7072	24	28	.	.	PUNCT
easat-7072	25	1	although	although	SCONJ
easat-7072	25	2	the	the	DET
easat-7072	25	3	terms	term	NOUN
easat-7072	25	4	"	"	PUNCT
easat-7072	25	5	fault	fault	NOUN
easat-7072	25	6	"	"	PUNCT
easat-7072	25	7	and	and	CCONJ
easat-7072	25	8	"	"	PUNCT
easat-7072	25	9	failure	failure	NOUN
easat-7072	25	10	"	"	PUNCT
easat-7072	25	11	are	be	AUX
easat-7072	25	12	often	often	ADV
easat-7072	25	13	used	use	VERB
easat-7072	25	14	interchangeably	interchangeably	ADV
easat-7072	25	15	in	in	ADP
easat-7072	25	16	industrial	industrial	ADJ
easat-7072	25	17	contexts	contexts	NOUN
easat-7072	25	18	,	,	PUNCT
easat-7072	25	19	they	they	PRON
easat-7072	25	20	describe	describe	VERB
easat-7072	25	21	different	different	ADJ
easat-7072	25	22	conditions	condition	NOUN
easat-7072	25	23	of	of	ADP
easat-7072	25	24	equipment	equipment	NOUN
easat-7072	25	25	.	.	PUNCT
easat-7072	26	1	a	a	DET
easat-7072	26	2	https://orcid.org/0009-0005-3128-1882	https://orcid.org/0009-0005-3128-1882	PROPN
easat-7072	26	3	1041	1041	NUM
easat-7072	26	4	edelweiss	edelweiss	PROPN
easat-7072	26	5	applied	apply	VERB
easat-7072	26	6	science	science	NOUN
easat-7072	26	7	and	and	CCONJ
easat-7072	26	8	technology	technology	NOUN
easat-7072	26	9	issn	issn	PROPN
easat-7072	26	10	:	:	PUNCT
easat-7072	26	11	2576	2576	NUM
easat-7072	26	12	-	-	SYM
easat-7072	26	13	8484	8484	NUM
easat-7072	26	14	vol	vol	NOUN
easat-7072	26	15	.	.	PROPN
easat-7072	27	1	9	9	NUM
easat-7072	27	2	,	,	PUNCT
easat-7072	27	3	no	no	INTJ
easat-7072	27	4	.	.	NOUN
easat-7072	27	5	5	5	NUM
easat-7072	27	6	:	:	PUNCT
easat-7072	27	7	1040	1040	NUM
easat-7072	27	8	-	-	SYM
easat-7072	27	9	1056	1056	NUM
easat-7072	27	10	,	,	PUNCT
easat-7072	27	11	2025	2025	NUM
easat-7072	27	12	doi	doi	NOUN
easat-7072	27	13	:	:	PUNCT
easat-7072	27	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	27	15	©	©	PROPN
easat-7072	27	16	2025	2025	NUM
easat-7072	27	17	by	by	ADP
easat-7072	27	18	the	the	DET
easat-7072	27	19	authors	author	NOUN
easat-7072	27	20	;	;	PUNCT
easat-7072	27	21	licensee	licensee	PROPN
easat-7072	27	22	learning	learning	NOUN
easat-7072	27	23	gate	gate	NOUN
easat-7072	27	24	fault	fault	NOUN
easat-7072	27	25	refers	refer	VERB
easat-7072	27	26	to	to	ADP
easat-7072	27	27	a	a	DET
easat-7072	27	28	situation	situation	NOUN
easat-7072	27	29	where	where	SCONJ
easat-7072	27	30	equipment	equipment	NOUN
easat-7072	27	31	is	be	AUX
easat-7072	27	32	still	still	ADV
easat-7072	27	33	operational	operational	ADJ
easat-7072	27	34	but	but	CCONJ
easat-7072	27	35	exhibits	exhibit	VERB
easat-7072	27	36	reduced	reduced	ADJ
easat-7072	27	37	functionality	functionality	NOUN
easat-7072	27	38	,	,	PUNCT
easat-7072	27	39	or	or	CCONJ
easat-7072	27	40	fails	fail	VERB
easat-7072	27	41	to	to	PART
easat-7072	27	42	perform	perform	VERB
easat-7072	27	43	as	as	SCONJ
easat-7072	27	44	expected	expect	VERB
easat-7072	27	45	when	when	SCONJ
easat-7072	27	46	needed	need	VERB
easat-7072	27	47	.	.	PUNCT
easat-7072	28	1	in	in	ADP
easat-7072	28	2	contrast	contrast	NOUN
easat-7072	28	3	,	,	PUNCT
easat-7072	28	4	a	a	DET
easat-7072	28	5	failure	failure	NOUN
easat-7072	28	6	occurs	occur	VERB
easat-7072	28	7	when	when	SCONJ
easat-7072	28	8	the	the	DET
easat-7072	28	9	equipment	equipment	NOUN
easat-7072	28	10	completely	completely	ADV
easat-7072	28	11	ceases	cease	VERB
easat-7072	28	12	to	to	PART
easat-7072	28	13	function	function	VERB
easat-7072	28	14	.	.	PUNCT
easat-7072	29	1	for	for	ADP
easat-7072	29	2	example	example	NOUN
easat-7072	29	3	,	,	PUNCT
easat-7072	29	4	when	when	SCONJ
easat-7072	29	5	a	a	DET
easat-7072	29	6	valve	valve	NOUN
easat-7072	29	7	fails	fail	VERB
easat-7072	29	8	to	to	PART
easat-7072	29	9	open	open	VERB
easat-7072	29	10	or	or	CCONJ
easat-7072	29	11	close	close	ADJ
easat-7072	29	12	as	as	SCONJ
easat-7072	29	13	commanded	commanded	ADJ
easat-7072	29	14	,	,	PUNCT
easat-7072	29	15	it	it	PRON
easat-7072	29	16	is	be	AUX
easat-7072	29	17	considered	consider	VERB
easat-7072	29	18	a	a	DET
easat-7072	29	19	failure	failure	NOUN
easat-7072	29	20	,	,	PUNCT
easat-7072	29	21	while	while	SCONJ
easat-7072	29	22	a	a	DET
easat-7072	29	23	valve	valve	NOUN
easat-7072	29	24	that	that	PRON
easat-7072	29	25	leaks	leak	NOUN
easat-7072	29	26	but	but	CCONJ
easat-7072	29	27	continues	continue	VERB
easat-7072	29	28	to	to	PART
easat-7072	29	29	function	function	VERB
easat-7072	29	30	is	be	AUX
easat-7072	29	31	categorized	categorize	VERB
easat-7072	29	32	as	as	ADP
easat-7072	29	33	a	a	DET
easat-7072	29	34	fault	fault	NOUN
easat-7072	29	35	.	.	PUNCT
easat-7072	30	1	faults	fault	NOUN
easat-7072	30	2	typically	typically	ADV
easat-7072	30	3	allow	allow	VERB
easat-7072	30	4	for	for	ADP
easat-7072	30	5	a	a	DET
easat-7072	30	6	period	period	NOUN
easat-7072	30	7	of	of	ADP
easat-7072	30	8	time	time	NOUN
easat-7072	30	9	in	in	ADP
easat-7072	30	10	which	which	PRON
easat-7072	30	11	maintenance	maintenance	NOUN
easat-7072	30	12	can	can	AUX
easat-7072	30	13	be	be	AUX
easat-7072	30	14	planned	plan	VERB
easat-7072	30	15	,	,	PUNCT
easat-7072	30	16	helping	help	VERB
easat-7072	30	17	ensure	ensure	VERB
easat-7072	30	18	continuous	continuous	ADJ
easat-7072	30	19	operation	operation	NOUN
easat-7072	30	20	,	,	PUNCT
easat-7072	30	21	safety	safety	NOUN
easat-7072	30	22	,	,	PUNCT
easat-7072	30	23	reliability	reliability	NOUN
easat-7072	30	24	,	,	PUNCT
easat-7072	30	25	and	and	CCONJ
easat-7072	30	26	optimal	optimal	ADJ
easat-7072	30	27	maintenance	maintenance	NOUN
easat-7072	30	28	costs	cost	NOUN
easat-7072	30	29	.	.	PUNCT
easat-7072	31	1	early	early	ADJ
easat-7072	31	2	fault	fault	NOUN
easat-7072	31	3	detection	detection	NOUN
easat-7072	31	4	is	be	AUX
easat-7072	31	5	crucial	crucial	ADJ
easat-7072	31	6	to	to	PART
easat-7072	31	7	prevent	prevent	VERB
easat-7072	31	8	failures	failure	NOUN
easat-7072	31	9	,	,	PUNCT
easat-7072	31	10	control	control	NOUN
easat-7072	31	11	repair	repair	NOUN
easat-7072	31	12	costs	cost	NOUN
easat-7072	31	13	,	,	PUNCT
easat-7072	31	14	and	and	CCONJ
easat-7072	31	15	improve	improve	VERB
easat-7072	31	16	asset	asset	NOUN
easat-7072	31	17	reliability	reliability	NOUN
easat-7072	31	18	.	.	PUNCT
easat-7072	32	1	identifying	identify	VERB
easat-7072	32	2	faults	fault	NOUN
easat-7072	32	3	early	early	ADV
easat-7072	32	4	allows	allow	VERB
easat-7072	32	5	for	for	ADP
easat-7072	32	6	timely	timely	ADJ
easat-7072	32	7	corrective	corrective	ADJ
easat-7072	32	8	actions	action	NOUN
easat-7072	32	9	,	,	PUNCT
easat-7072	32	10	which	which	PRON
easat-7072	32	11	help	help	VERB
easat-7072	32	12	avoid	avoid	VERB
easat-7072	32	13	costly	costly	ADJ
easat-7072	32	14	breakdowns	breakdown	NOUN
easat-7072	32	15	—	—	PUNCT
easat-7072	32	16	repair	repair	NOUN
easat-7072	32	17	costs	cost	NOUN
easat-7072	32	18	for	for	ADP
easat-7072	32	19	unplanned	unplanned	ADJ
easat-7072	32	20	failures	failure	NOUN
easat-7072	32	21	are	be	AUX
easat-7072	32	22	often	often	ADV
easat-7072	32	23	several	several	ADJ
easat-7072	32	24	times	time	NOUN
easat-7072	32	25	higher	high	ADJ
easat-7072	32	26	than	than	ADP
easat-7072	32	27	for	for	ADP
easat-7072	32	28	planned	planned	ADJ
easat-7072	32	29	maintenance	maintenance	NOUN
easat-7072	32	30	.	.	PUNCT
easat-7072	33	1	higher	high	ADJ
easat-7072	33	2	reliability	reliability	NOUN
easat-7072	33	3	,	,	PUNCT
easat-7072	33	4	reflected	reflect	VERB
easat-7072	33	5	by	by	ADP
easat-7072	33	6	the	the	DET
easat-7072	33	7	mean	mean	ADJ
easat-7072	33	8	time	time	NOUN
easat-7072	33	9	between	between	ADP
easat-7072	33	10	failures	failure	NOUN
easat-7072	33	11	,	,	PUNCT
easat-7072	33	12	signifies	signify	VERB
easat-7072	33	13	a	a	DET
easat-7072	33	14	reduced	reduced	ADJ
easat-7072	33	15	probability	probability	NOUN
easat-7072	33	16	of	of	ADP
easat-7072	33	17	failure	failure	NOUN
easat-7072	33	18	over	over	ADP
easat-7072	33	19	time	time	NOUN
easat-7072	33	20	,	,	PUNCT
easat-7072	33	21	improving	improve	VERB
easat-7072	33	22	the	the	DET
easat-7072	33	23	equipment	equipment	NOUN
easat-7072	33	24	's	's	PART
easat-7072	33	25	ability	ability	NOUN
easat-7072	33	26	to	to	PART
easat-7072	33	27	perform	perform	VERB
easat-7072	33	28	its	its	PRON
easat-7072	33	29	intended	intended	ADJ
easat-7072	33	30	function	function	NOUN
easat-7072	33	31	.	.	PUNCT
easat-7072	34	1	additionally	additionally	ADV
easat-7072	34	2	,	,	PUNCT
easat-7072	34	3	early	early	ADJ
easat-7072	34	4	fault	fault	NOUN
easat-7072	34	5	detection	detection	NOUN
easat-7072	34	6	aids	aid	NOUN
easat-7072	34	7	in	in	ADP
easat-7072	34	8	better	well	ADJ
easat-7072	34	9	maintainability	maintainability	NOUN
easat-7072	34	10	by	by	ADP
easat-7072	34	11	providing	provide	VERB
easat-7072	34	12	more	more	ADJ
easat-7072	34	13	time	time	NOUN
easat-7072	34	14	for	for	ADP
easat-7072	34	15	maintenance	maintenance	NOUN
easat-7072	34	16	planning	planning	NOUN
easat-7072	34	17	,	,	PUNCT
easat-7072	34	18	reducing	reduce	VERB
easat-7072	34	19	downtime	downtime	NOUN
easat-7072	34	20	,	,	PUNCT
easat-7072	34	21	and	and	CCONJ
easat-7072	34	22	ensuring	ensure	VERB
easat-7072	34	23	faster	fast	ADJ
easat-7072	34	24	repairs	repair	NOUN
easat-7072	34	25	.	.	PUNCT
easat-7072	35	1	this	this	PRON
easat-7072	35	2	ultimately	ultimately	ADV
easat-7072	35	3	enhances	enhance	VERB
easat-7072	35	4	both	both	PRON
easat-7072	35	5	plant	plant	NOUN
easat-7072	35	6	availability	availability	NOUN
easat-7072	35	7	and	and	CCONJ
easat-7072	35	8	overall	overall	ADJ
easat-7072	35	9	system	system	NOUN
easat-7072	35	10	performance	performance	NOUN
easat-7072	35	11	.	.	PUNCT
easat-7072	36	1	reliability	reliability	NOUN
easat-7072	36	2	,	,	PUNCT
easat-7072	36	3	maintainability	maintainability	NOUN
easat-7072	36	4	,	,	PUNCT
easat-7072	36	5	and	and	CCONJ
easat-7072	36	6	availability	availability	NOUN
easat-7072	36	7	are	be	AUX
easat-7072	36	8	interrelated	interrelate	VERB
easat-7072	36	9	,	,	PUNCT
easat-7072	36	10	with	with	ADP
easat-7072	36	11	improvements	improvement	NOUN
easat-7072	36	12	in	in	ADP
easat-7072	36	13	reliability	reliability	NOUN
easat-7072	36	14	and	and	CCONJ
easat-7072	36	15	reduced	reduced	ADJ
easat-7072	36	16	repair	repair	NOUN
easat-7072	36	17	time	time	NOUN
easat-7072	36	18	leading	lead	VERB
easat-7072	36	19	to	to	ADP
easat-7072	36	20	increased	increase	VERB
easat-7072	36	21	availability	availability	NOUN
easat-7072	36	22	.	.	PUNCT
easat-7072	37	1	several	several	ADJ
easat-7072	37	2	literature	literature	NOUN
easat-7072	37	3	reviews	review	NOUN
easat-7072	37	4	have	have	AUX
easat-7072	37	5	addressed	address	VERB
easat-7072	37	6	fault	fault	NOUN
easat-7072	37	7	prediction	prediction	NOUN
easat-7072	37	8	models	model	NOUN
easat-7072	37	9	,	,	PUNCT
easat-7072	37	10	often	often	ADV
easat-7072	37	11	focusing	focus	VERB
easat-7072	37	12	on	on	ADP
easat-7072	37	13	specific	specific	ADJ
easat-7072	37	14	applications	application	NOUN
easat-7072	37	15	,	,	PUNCT
easat-7072	37	16	such	such	ADJ
easat-7072	37	17	as	as	ADP
easat-7072	37	18	wind	wind	NOUN
easat-7072	37	19	turbines	turbine	NOUN
easat-7072	37	20	,	,	PUNCT
easat-7072	37	21	power	power	NOUN
easat-7072	37	22	inverters	inverter	NOUN
easat-7072	37	23	,	,	PUNCT
easat-7072	37	24	and	and	CCONJ
easat-7072	37	25	software	software	NOUN
easat-7072	37	26	quality	quality	NOUN
easat-7072	37	27	,	,	PUNCT
easat-7072	37	28	among	among	ADP
easat-7072	37	29	others	other	NOUN
easat-7072	37	30	.	.	PUNCT
easat-7072	38	1	while	while	SCONJ
easat-7072	38	2	earlier	early	ADJ
easat-7072	38	3	reviews	review	NOUN
easat-7072	38	4	have	have	AUX
easat-7072	38	5	provided	provide	VERB
easat-7072	38	6	insights	insight	NOUN
easat-7072	38	7	into	into	ADP
easat-7072	38	8	fault	fault	NOUN
easat-7072	38	9	prediction	prediction	NOUN
easat-7072	38	10	methodologies	methodology	NOUN
easat-7072	38	11	,	,	PUNCT
easat-7072	38	12	most	most	ADJ
easat-7072	38	13	have	have	AUX
easat-7072	38	14	primarily	primarily	ADV
easat-7072	38	15	examined	examine	VERB
easat-7072	38	16	statistical	statistical	ADJ
easat-7072	38	17	approaches	approach	NOUN
easat-7072	38	18	and	and	CCONJ
easat-7072	38	19	did	do	AUX
easat-7072	38	20	not	not	PART
easat-7072	38	21	employ	employ	VERB
easat-7072	38	22	a	a	DET
easat-7072	38	23	systematic	systematic	ADJ
easat-7072	38	24	literature	literature	NOUN
easat-7072	38	25	review	review	NOUN
easat-7072	38	26	framework	framework	NOUN
easat-7072	38	27	.	.	PUNCT
easat-7072	39	1	recent	recent	ADJ
easat-7072	39	2	studies	study	NOUN
easat-7072	39	3	,	,	PUNCT
easat-7072	39	4	such	such	ADJ
easat-7072	39	5	as	as	ADP
easat-7072	39	6	those	those	PRON
easat-7072	39	7	by	by	ADP
easat-7072	39	8	alauddin	alauddin	NOUN
easat-7072	39	9	,	,	PUNCT
easat-7072	39	10	et	et	PROPN
easat-7072	39	11	al	al	PROPN
easat-7072	39	12	.	.	PUNCT
easat-7072	40	1	[	[	X
easat-7072	40	2	1	1	X
easat-7072	40	3	]	]	PUNCT
easat-7072	40	4	have	have	AUX
easat-7072	40	5	utilized	utilize	VERB
easat-7072	40	6	bibliometric	bibliometric	ADJ
easat-7072	40	7	analysis	analysis	NOUN
easat-7072	40	8	(	(	PUNCT
easat-7072	40	9	ba	ba	NOUN
easat-7072	40	10	)	)	PUNCT
easat-7072	40	11	tools	tool	NOUN
easat-7072	40	12	to	to	PART
easat-7072	40	13	conduct	conduct	VERB
easat-7072	40	14	an	an	DET
easat-7072	40	15	slr	slr	NOUN
easat-7072	40	16	,	,	PUNCT
easat-7072	40	17	but	but	CCONJ
easat-7072	40	18	this	this	DET
easat-7072	40	19	paper	paper	NOUN
easat-7072	40	20	distinguishes	distinguish	VERB
easat-7072	40	21	itself	itself	PRON
easat-7072	40	22	by	by	ADP
easat-7072	40	23	focusing	focus	VERB
easat-7072	40	24	on	on	ADP
easat-7072	40	25	ai	ai	ADJ
easat-7072	40	26	-	-	PUNCT
easat-7072	40	27	based	base	VERB
easat-7072	40	28	models	model	NOUN
easat-7072	40	29	for	for	ADP
easat-7072	40	30	fault	fault	NOUN
easat-7072	40	31	prediction	prediction	NOUN
easat-7072	40	32	,	,	PUNCT
easat-7072	40	33	with	with	ADP
easat-7072	40	34	particular	particular	ADJ
easat-7072	40	35	attention	attention	NOUN
easat-7072	40	36	to	to	ADP
easat-7072	40	37	research	research	NOUN
easat-7072	40	38	from	from	ADP
easat-7072	40	39	the	the	DET
easat-7072	40	40	past	past	ADJ
easat-7072	40	41	decade	decade	NOUN
easat-7072	40	42	.	.	PUNCT
easat-7072	41	1	traditional	traditional	ADJ
easat-7072	41	2	statistical	statistical	ADJ
easat-7072	41	3	methods	method	NOUN
easat-7072	41	4	,	,	PUNCT
easat-7072	41	5	such	such	ADJ
easat-7072	41	6	as	as	ADP
easat-7072	41	7	arima	arima	NOUN
easat-7072	41	8	models	model	NOUN
easat-7072	41	9	and	and	CCONJ
easat-7072	41	10	hidden	hidden	ADJ
easat-7072	41	11	markov	markov	NOUN
easat-7072	41	12	models	model	NOUN
easat-7072	41	13	(	(	PUNCT
easat-7072	41	14	hmm	hmm	INTJ
easat-7072	41	15	)	)	PUNCT
easat-7072	41	16	,	,	PUNCT
easat-7072	41	17	were	be	AUX
easat-7072	41	18	once	once	ADV
easat-7072	41	19	widely	widely	ADV
easat-7072	41	20	used	use	VERB
easat-7072	41	21	tools	tool	NOUN
easat-7072	41	22	.	.	PUNCT
easat-7072	42	1	the	the	DET
easat-7072	42	2	arima	arima	PROPN
easat-7072	42	3	model	model	NOUN
easat-7072	42	4	is	be	AUX
easat-7072	42	5	used	use	VERB
easat-7072	42	6	in	in	ADP
easat-7072	42	7	time	time	NOUN
easat-7072	42	8	series	series	NOUN
easat-7072	42	9	analysis	analysis	NOUN
easat-7072	42	10	to	to	PART
easat-7072	42	11	capture	capture	VERB
easat-7072	42	12	the	the	DET
easat-7072	42	13	trend	trend	NOUN
easat-7072	42	14	of	of	ADP
easat-7072	42	15	equipment	equipment	NOUN
easat-7072	42	16	failures	failure	NOUN
easat-7072	42	17	and	and	CCONJ
easat-7072	42	18	predict	predict	VERB
easat-7072	42	19	future	future	ADJ
easat-7072	42	20	failure	failure	NOUN
easat-7072	42	21	modes	mode	NOUN
easat-7072	42	22	.	.	PUNCT
easat-7072	43	1	the	the	DET
easat-7072	43	2	hmm	hmm	PROPN
easat-7072	43	3	model	model	NOUN
easat-7072	43	4	can	can	AUX
easat-7072	43	5	simulate	simulate	VERB
easat-7072	43	6	the	the	DET
easat-7072	43	7	changes	change	NOUN
easat-7072	43	8	in	in	ADP
easat-7072	43	9	system	system	NOUN
easat-7072	43	10	states	state	NOUN
easat-7072	43	11	,	,	PUNCT
easat-7072	43	12	provide	provide	VERB
easat-7072	43	13	transition	transition	NOUN
easat-7072	43	14	probabilities	probability	NOUN
easat-7072	43	15	between	between	ADP
easat-7072	43	16	different	different	ADJ
easat-7072	43	17	health	health	NOUN
easat-7072	43	18	states	state	NOUN
easat-7072	43	19	,	,	PUNCT
easat-7072	43	20	and	and	CCONJ
easat-7072	43	21	thus	thus	ADV
easat-7072	43	22	predict	predict	VERB
easat-7072	43	23	failures	failure	NOUN
easat-7072	43	24	.	.	PUNCT
easat-7072	44	1	however	however	ADV
easat-7072	44	2	,	,	PUNCT
easat-7072	44	3	with	with	ADP
easat-7072	44	4	the	the	DET
easat-7072	44	5	rise	rise	NOUN
easat-7072	44	6	of	of	ADP
easat-7072	44	7	the	the	DET
easat-7072	44	8	industrial	industrial	ADJ
easat-7072	44	9	internet	internet	NOUN
easat-7072	44	10	of	of	ADP
easat-7072	44	11	things	thing	NOUN
easat-7072	44	12	(	(	PUNCT
easat-7072	44	13	iiot	iiot	NOUN
easat-7072	44	14	)	)	PUNCT
easat-7072	44	15	and	and	CCONJ
easat-7072	44	16	big	big	ADJ
easat-7072	44	17	data	datum	NOUN
easat-7072	44	18	analysis	analysis	NOUN
easat-7072	44	19	,	,	PUNCT
easat-7072	44	20	methods	method	NOUN
easat-7072	44	21	based	base	VERB
easat-7072	44	22	on	on	ADP
easat-7072	44	23	ai	ai	NOUN
easat-7072	44	24	and	and	CCONJ
easat-7072	44	25	machine	machine	NOUN
easat-7072	44	26	learning	learning	NOUN
easat-7072	44	27	have	have	AUX
easat-7072	44	28	gradually	gradually	ADV
easat-7072	44	29	become	become	VERB
easat-7072	44	30	mainstream	mainstream	ADJ
easat-7072	44	31	to	to	PART
easat-7072	44	32	improve	improve	VERB
easat-7072	44	33	prediction	prediction	NOUN
easat-7072	44	34	accuracy	accuracy	NOUN
easat-7072	44	35	.	.	PUNCT
easat-7072	45	1	in	in	ADP
easat-7072	45	2	order	order	NOUN
easat-7072	45	3	to	to	PART
easat-7072	45	4	meet	meet	VERB
easat-7072	45	5	the	the	DET
easat-7072	45	6	challenges	challenge	NOUN
easat-7072	45	7	of	of	ADP
easat-7072	45	8	large	large	ADJ
easat-7072	45	9	-	-	PUNCT
easat-7072	45	10	scale	scale	NOUN
easat-7072	45	11	data	datum	NOUN
easat-7072	45	12	processing	processing	NOUN
easat-7072	45	13	,	,	PUNCT
easat-7072	45	14	distributed	distribute	VERB
easat-7072	45	15	computing	computing	NOUN
easat-7072	45	16	technologies	technology	NOUN
easat-7072	45	17	,	,	PUNCT
easat-7072	45	18	such	such	ADJ
easat-7072	45	19	as	as	ADP
easat-7072	45	20	apache	apache	NOUN
easat-7072	45	21	spark	spark	NOUN
easat-7072	45	22	,	,	PUNCT
easat-7072	45	23	are	be	AUX
easat-7072	45	24	being	be	AUX
easat-7072	45	25	widely	widely	ADV
easat-7072	45	26	used	use	VERB
easat-7072	45	27	to	to	PART
easat-7072	45	28	process	process	VERB
easat-7072	45	29	large	large	ADJ
easat-7072	45	30	amounts	amount	NOUN
easat-7072	45	31	of	of	ADP
easat-7072	45	32	data	datum	NOUN
easat-7072	45	33	from	from	ADP
easat-7072	45	34	iiot	iiot	NOUN
easat-7072	45	35	devices	device	NOUN
easat-7072	45	36	to	to	PART
easat-7072	45	37	achieve	achieve	VERB
easat-7072	45	38	real	real	ADJ
easat-7072	45	39	-	-	PUNCT
easat-7072	45	40	time	time	NOUN
easat-7072	45	41	data	datum	NOUN
easat-7072	45	42	processing	processing	NOUN
easat-7072	45	43	and	and	CCONJ
easat-7072	45	44	fault	fault	VERB
easat-7072	45	45	prediction	prediction	NOUN
easat-7072	45	46	.	.	PUNCT
easat-7072	46	1	the	the	DET
easat-7072	46	2	slr	slr	NOUN
easat-7072	46	3	presented	present	VERB
easat-7072	46	4	in	in	ADP
easat-7072	46	5	this	this	DET
easat-7072	46	6	paper	paper	NOUN
easat-7072	46	7	leverages	leverage	NOUN
easat-7072	46	8	advanced	advance	VERB
easat-7072	46	9	bibliometric	bibliometric	ADJ
easat-7072	46	10	analysis	analysis	NOUN
easat-7072	46	11	tools	tool	NOUN
easat-7072	46	12	to	to	PART
easat-7072	46	13	perform	perform	VERB
easat-7072	46	14	cocitation	cocitation	NOUN
easat-7072	46	15	analysis	analysis	NOUN
easat-7072	46	16	and	and	CCONJ
easat-7072	46	17	identify	identify	VERB
easat-7072	46	18	clusters	cluster	NOUN
easat-7072	46	19	of	of	ADP
easat-7072	46	20	research	research	NOUN
easat-7072	46	21	within	within	ADP
easat-7072	46	22	the	the	DET
easat-7072	46	23	field	field	NOUN
easat-7072	46	24	.	.	PUNCT
easat-7072	47	1	by	by	ADP
easat-7072	47	2	applying	apply	VERB
easat-7072	47	3	multivariate	multivariate	NOUN
easat-7072	47	4	clustering	cluster	VERB
easat-7072	47	5	methods	method	NOUN
easat-7072	47	6	,	,	PUNCT
easat-7072	47	7	this	this	DET
easat-7072	47	8	study	study	NOUN
easat-7072	47	9	visualizes	visualize	VERB
easat-7072	47	10	these	these	DET
easat-7072	47	11	research	research	NOUN
easat-7072	47	12	clusters	cluster	NOUN
easat-7072	47	13	and	and	CCONJ
easat-7072	47	14	identifies	identify	VERB
easat-7072	47	15	key	key	ADJ
easat-7072	47	16	themes	theme	NOUN
easat-7072	47	17	and	and	CCONJ
easat-7072	47	18	trends	trend	NOUN
easat-7072	47	19	.	.	PUNCT
easat-7072	48	1	a	a	DET
easat-7072	48	2	detailed	detailed	ADJ
easat-7072	48	3	content	content	NOUN
easat-7072	48	4	analysis	analysis	NOUN
easat-7072	48	5	of	of	ADP
easat-7072	48	6	the	the	DET
easat-7072	48	7	top	top	ADJ
easat-7072	48	8	100	100	NUM
easat-7072	48	9	most	most	ADV
easat-7072	48	10	-	-	PUNCT
easat-7072	48	11	cited	cite	VERB
easat-7072	48	12	papers	paper	NOUN
easat-7072	48	13	is	be	AUX
easat-7072	48	14	provided	provide	VERB
easat-7072	48	15	,	,	PUNCT
easat-7072	48	16	focusing	focus	VERB
easat-7072	48	17	on	on	ADP
easat-7072	48	18	ai	ai	NOUN
easat-7072	48	19	techniques	technique	NOUN
easat-7072	48	20	and	and	CCONJ
easat-7072	48	21	their	their	PRON
easat-7072	48	22	applications	application	NOUN
easat-7072	48	23	in	in	ADP
easat-7072	48	24	industrial	industrial	ADJ
easat-7072	48	25	settings	setting	NOUN
easat-7072	48	26	.	.	PUNCT
easat-7072	49	1	in	in	ADP
easat-7072	49	2	contrast	contrast	NOUN
easat-7072	49	3	to	to	ADP
easat-7072	49	4	previous	previous	ADJ
easat-7072	49	5	reviews	review	NOUN
easat-7072	49	6	,	,	PUNCT
easat-7072	49	7	this	this	DET
easat-7072	49	8	paper	paper	NOUN
easat-7072	49	9	offers	offer	VERB
easat-7072	49	10	a	a	DET
easat-7072	49	11	comprehensive	comprehensive	ADJ
easat-7072	49	12	,	,	PUNCT
easat-7072	49	13	up	up	ADP
easat-7072	49	14	-	-	PUNCT
easat-7072	49	15	to	to	ADP
easat-7072	49	16	-	-	PUNCT
easat-7072	49	17	date	date	NOUN
easat-7072	49	18	slr	slr	NOUN
easat-7072	49	19	,	,	PUNCT
easat-7072	49	20	utilizing	utilize	VERB
easat-7072	49	21	modern	modern	ADJ
easat-7072	49	22	bibliometric	bibliometric	ADJ
easat-7072	49	23	techniques	technique	NOUN
easat-7072	49	24	to	to	PART
easat-7072	49	25	analyze	analyze	VERB
easat-7072	49	26	the	the	DET
easat-7072	49	27	literature	literature	NOUN
easat-7072	49	28	on	on	ADP
easat-7072	49	29	fault	fault	PROPN
easat-7072	49	30	prediction	prediction	NOUN
easat-7072	49	31	.	.	PUNCT
easat-7072	50	1	the	the	DET
easat-7072	50	2	slr	slr	NOUN
easat-7072	50	3	framework	framework	NOUN
easat-7072	50	4	used	use	VERB
easat-7072	50	5	in	in	ADP
easat-7072	50	6	this	this	DET
easat-7072	50	7	study	study	NOUN
easat-7072	50	8	avoids	avoid	VERB
easat-7072	50	9	the	the	DET
easat-7072	50	10	biases	bias	NOUN
easat-7072	50	11	often	often	ADV
easat-7072	50	12	associated	associate	VERB
easat-7072	50	13	with	with	ADP
easat-7072	50	14	traditional	traditional	ADJ
easat-7072	50	15	reviews	review	NOUN
easat-7072	50	16	,	,	PUNCT
easat-7072	50	17	offering	offer	VERB
easat-7072	50	18	a	a	DET
easat-7072	50	19	more	more	ADV
easat-7072	50	20	objective	objective	ADJ
easat-7072	50	21	and	and	CCONJ
easat-7072	50	22	holistic	holistic	ADJ
easat-7072	50	23	view	view	NOUN
easat-7072	50	24	of	of	ADP
easat-7072	50	25	the	the	DET
easat-7072	50	26	research	research	NOUN
easat-7072	50	27	landscape	landscape	NOUN
easat-7072	50	28	.	.	PUNCT
easat-7072	51	1	key	key	ADJ
easat-7072	51	2	findings	finding	NOUN
easat-7072	51	3	from	from	ADP
easat-7072	51	4	this	this	DET
easat-7072	51	5	analysis	analysis	NOUN
easat-7072	51	6	will	will	AUX
easat-7072	51	7	contribute	contribute	VERB
easat-7072	51	8	to	to	ADP
easat-7072	51	9	identifying	identify	VERB
easat-7072	51	10	future	future	ADJ
easat-7072	51	11	research	research	NOUN
easat-7072	51	12	directions	direction	NOUN
easat-7072	51	13	and	and	CCONJ
easat-7072	51	14	establishing	establish	VERB
easat-7072	51	15	a	a	DET
easat-7072	51	16	roadmap	roadmap	NOUN
easat-7072	51	17	for	for	ADP
easat-7072	51	18	further	further	ADJ
easat-7072	51	19	advancements	advancement	NOUN
easat-7072	51	20	in	in	ADP
easat-7072	51	21	the	the	DET
easat-7072	51	22	field	field	NOUN
easat-7072	51	23	.	.	PUNCT
easat-7072	52	1	the	the	DET
easat-7072	52	2	structure	structure	NOUN
easat-7072	52	3	of	of	ADP
easat-7072	52	4	this	this	DET
easat-7072	52	5	paper	paper	NOUN
easat-7072	52	6	is	be	AUX
easat-7072	52	7	organized	organize	VERB
easat-7072	52	8	as	as	SCONJ
easat-7072	52	9	follows	follow	VERB
easat-7072	52	10	:	:	PUNCT
easat-7072	52	11	section	section	NOUN
easat-7072	52	12	2	2	NUM
easat-7072	52	13	outlines	outline	VERB
easat-7072	52	14	the	the	DET
easat-7072	52	15	conceptual	conceptual	ADJ
easat-7072	52	16	framework	framework	NOUN
easat-7072	52	17	for	for	ADP
easat-7072	52	18	the	the	DET
easat-7072	52	19	systematic	systematic	ADJ
easat-7072	52	20	literature	literature	PROPN
easat-7072	52	21	review	review	PROPN
easat-7072	52	22	(	(	PUNCT
easat-7072	52	23	slr	slr	NOUN
easat-7072	52	24	)	)	PUNCT
easat-7072	52	25	and	and	CCONJ
easat-7072	52	26	details	detail	NOUN
easat-7072	52	27	the	the	DET
easat-7072	52	28	criteria	criterion	NOUN
easat-7072	52	29	used	use	VERB
easat-7072	52	30	to	to	PART
easat-7072	52	31	select	select	VERB
easat-7072	52	32	relevant	relevant	ADJ
easat-7072	52	33	studies	study	NOUN
easat-7072	52	34	from	from	ADP
easat-7072	52	35	key	key	ADJ
easat-7072	52	36	academic	academic	ADJ
easat-7072	52	37	databases	database	NOUN
easat-7072	52	38	.	.	PUNCT
easat-7072	53	1	section	section	NOUN
easat-7072	53	2	3	3	NUM
easat-7072	53	3	provides	provide	VERB
easat-7072	53	4	an	an	DET
easat-7072	53	5	exploratory	exploratory	ADJ
easat-7072	53	6	bibliometric	bibliometric	ADJ
easat-7072	53	7	analysis	analysis	NOUN
easat-7072	53	8	to	to	PART
easat-7072	53	9	uncover	uncover	VERB
easat-7072	53	10	key	key	ADJ
easat-7072	53	11	research	research	NOUN
easat-7072	53	12	indicators	indicator	NOUN
easat-7072	53	13	,	,	PUNCT
easat-7072	53	14	such	such	ADJ
easat-7072	53	15	as	as	ADP
easat-7072	53	16	the	the	DET
easat-7072	53	17	most	most	ADV
easat-7072	53	18	cited	cite	VERB
easat-7072	53	19	papers	paper	NOUN
easat-7072	53	20	,	,	PUNCT
easat-7072	53	21	leading	lead	VERB
easat-7072	53	22	authors	author	NOUN
easat-7072	53	23	,	,	PUNCT
easat-7072	53	24	and	and	CCONJ
easat-7072	53	25	top	top	ADV
easat-7072	53	26	-	-	PUNCT
easat-7072	53	27	performing	perform	VERB
easat-7072	53	28	countries	country	NOUN
easat-7072	53	29	.	.	PUNCT
easat-7072	54	1	in	in	ADP
easat-7072	54	2	section	section	NOUN
easat-7072	54	3	4	4	NUM
easat-7072	54	4	,	,	PUNCT
easat-7072	54	5	a	a	DET
easat-7072	54	6	co	co	NOUN
easat-7072	54	7	-	-	NOUN
easat-7072	54	8	citation	citation	NOUN
easat-7072	54	9	network	network	NOUN
easat-7072	54	10	analysis	analysis	NOUN
easat-7072	54	11	is	be	AUX
easat-7072	54	12	conducted	conduct	VERB
easat-7072	54	13	to	to	PART
easat-7072	54	14	highlight	highlight	VERB
easat-7072	54	15	the	the	DET
easat-7072	54	16	relationships	relationship	NOUN
easat-7072	54	17	between	between	ADP
easat-7072	54	18	significant	significant	ADJ
easat-7072	54	19	studies	study	NOUN
easat-7072	54	20	.	.	PUNCT
easat-7072	55	1	section	section	NOUN
easat-7072	55	2	5	5	NUM
easat-7072	55	3	presents	present	VERB
easat-7072	55	4	an	an	DET
easat-7072	55	5	in	in	ADP
easat-7072	55	6	-	-	PUNCT
easat-7072	55	7	depth	depth	NOUN
easat-7072	55	8	content	content	NOUN
easat-7072	55	9	analysis	analysis	NOUN
easat-7072	55	10	of	of	ADP
easat-7072	55	11	the	the	DET
easat-7072	55	12	100	100	NUM
easat-7072	55	13	most	most	ADV
easat-7072	55	14	-	-	PUNCT
easat-7072	55	15	cited	cite	VERB
easat-7072	55	16	articles	article	NOUN
easat-7072	55	17	.	.	PUNCT
easat-7072	56	1	section	section	NOUN
easat-7072	56	2	6	6	NUM
easat-7072	56	3	examines	examine	VERB
easat-7072	56	4	current	current	ADJ
easat-7072	56	5	trends	trend	NOUN
easat-7072	56	6	in	in	ADP
easat-7072	56	7	fault	fault	NOUN
easat-7072	56	8	detection	detection	NOUN
easat-7072	56	9	research	research	NOUN
easat-7072	56	10	,	,	PUNCT
easat-7072	56	11	while	while	SCONJ
easat-7072	56	12	section	section	NOUN
easat-7072	56	13	7	7	NUM
easat-7072	56	14	offers	offer	VERB
easat-7072	56	15	a	a	DET
easat-7072	56	16	summary	summary	NOUN
easat-7072	56	17	of	of	ADP
easat-7072	56	18	key	key	ADJ
easat-7072	56	19	findings	finding	NOUN
easat-7072	56	20	and	and	CCONJ
easat-7072	56	21	suggests	suggest	VERB
easat-7072	56	22	potential	potential	ADJ
easat-7072	56	23	avenues	avenue	NOUN
easat-7072	56	24	for	for	ADP
easat-7072	56	25	future	future	ADJ
easat-7072	56	26	research	research	NOUN
easat-7072	56	27	.	.	PUNCT
easat-7072	57	1	1042	1042	NUM
easat-7072	57	2	edelweiss	edelweiss	PROPN
easat-7072	57	3	applied	apply	VERB
easat-7072	57	4	science	science	NOUN
easat-7072	57	5	and	and	CCONJ
easat-7072	57	6	technology	technology	NOUN
easat-7072	57	7	issn	issn	PROPN
easat-7072	57	8	:	:	PUNCT
easat-7072	57	9	2576	2576	NUM
easat-7072	57	10	-	-	SYM
easat-7072	57	11	8484	8484	NUM
easat-7072	57	12	vol	vol	NOUN
easat-7072	57	13	.	.	PROPN
easat-7072	58	1	9	9	NUM
easat-7072	58	2	,	,	PUNCT
easat-7072	58	3	no	no	INTJ
easat-7072	58	4	.	.	NOUN
easat-7072	58	5	5	5	NUM
easat-7072	58	6	:	:	PUNCT
easat-7072	58	7	1040	1040	NUM
easat-7072	58	8	-	-	SYM
easat-7072	58	9	1056	1056	NUM
easat-7072	58	10	,	,	PUNCT
easat-7072	58	11	2025	2025	NUM
easat-7072	58	12	doi	doi	NOUN
easat-7072	58	13	:	:	PUNCT
easat-7072	58	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	58	15	©	©	PROPN
easat-7072	58	16	2025	2025	NUM
easat-7072	58	17	by	by	ADP
easat-7072	58	18	the	the	DET
easat-7072	58	19	authors	author	NOUN
easat-7072	58	20	;	;	PUNCT
easat-7072	58	21	licensee	licensee	PROPN
easat-7072	58	22	learning	learning	NOUN
easat-7072	58	23	gate	gate	NOUN
easat-7072	58	24	2	2	NUM
easat-7072	58	25	.	.	PUNCT
easat-7072	58	26	conceptual	conceptual	ADJ
easat-7072	58	27	framework	framework	NOUN
easat-7072	58	28	and	and	CCONJ
easat-7072	58	29	literature	literature	NOUN
easat-7072	58	30	search	search	NOUN
easat-7072	58	31	strategy	strategy	NOUN
easat-7072	58	32	in	in	ADP
easat-7072	58	33	the	the	DET
easat-7072	58	34	process	process	NOUN
easat-7072	58	35	of	of	ADP
easat-7072	58	36	modeling	model	VERB
easat-7072	58	37	fault	fault	NOUN
easat-7072	58	38	prediction	prediction	NOUN
easat-7072	58	39	,	,	PUNCT
easat-7072	58	40	classical	classical	ADJ
easat-7072	58	41	statistical	statistical	ADJ
easat-7072	58	42	methods	method	NOUN
easat-7072	58	43	such	such	ADJ
easat-7072	58	44	as	as	ADP
easat-7072	58	45	arima	arima	PROPN
easat-7072	58	46	and	and	CCONJ
easat-7072	58	47	hmm	hmm	INTJ
easat-7072	58	48	have	have	AUX
easat-7072	58	49	been	be	AUX
easat-7072	58	50	traditionally	traditionally	ADV
easat-7072	58	51	used	use	VERB
easat-7072	58	52	for	for	ADP
easat-7072	58	53	time	time	NOUN
easat-7072	58	54	-	-	PUNCT
easat-7072	58	55	series	series	NOUN
easat-7072	58	56	analysis	analysis	NOUN
easat-7072	58	57	and	and	CCONJ
easat-7072	58	58	system	system	NOUN
easat-7072	58	59	state	state	NOUN
easat-7072	58	60	prediction	prediction	NOUN
easat-7072	58	61	.	.	PUNCT
easat-7072	59	1	however	however	ADV
easat-7072	59	2	,	,	PUNCT
easat-7072	59	3	these	these	DET
easat-7072	59	4	models	model	NOUN
easat-7072	59	5	face	face	VERB
easat-7072	59	6	challenges	challenge	NOUN
easat-7072	59	7	when	when	SCONJ
easat-7072	59	8	handling	handle	VERB
easat-7072	59	9	non	non	ADJ
easat-7072	59	10	-	-	ADJ
easat-7072	59	11	linear	linear	ADJ
easat-7072	59	12	patterns	pattern	NOUN
easat-7072	59	13	and	and	CCONJ
easat-7072	59	14	large	large	ADJ
easat-7072	59	15	-	-	PUNCT
easat-7072	59	16	scale	scale	NOUN
easat-7072	59	17	datasets	dataset	NOUN
easat-7072	59	18	.	.	PUNCT
easat-7072	60	1	recently	recently	ADV
easat-7072	60	2	,	,	PUNCT
easat-7072	60	3	long	long	ADJ
easat-7072	60	4	short	short	ADJ
easat-7072	60	5	-	-	PUNCT
easat-7072	60	6	term	term	NOUN
easat-7072	60	7	memory	memory	NOUN
easat-7072	60	8	(	(	PUNCT
easat-7072	60	9	lstm	lstm	NOUN
easat-7072	60	10	)	)	PUNCT
easat-7072	60	11	networks	network	NOUN
easat-7072	60	12	,	,	PUNCT
easat-7072	60	13	a	a	DET
easat-7072	60	14	type	type	NOUN
easat-7072	60	15	of	of	ADP
easat-7072	60	16	recurrent	recurrent	ADJ
easat-7072	60	17	neural	neural	ADJ
easat-7072	60	18	network	network	NOUN
easat-7072	60	19	(	(	PUNCT
easat-7072	60	20	rnn	rnn	PROPN
easat-7072	60	21	)	)	PUNCT
easat-7072	60	22	,	,	PUNCT
easat-7072	60	23	have	have	AUX
easat-7072	60	24	gained	gain	VERB
easat-7072	60	25	traction	traction	NOUN
easat-7072	60	26	in	in	ADP
easat-7072	60	27	fault	fault	NOUN
easat-7072	60	28	prediction	prediction	NOUN
easat-7072	60	29	models	model	NOUN
easat-7072	60	30	.	.	PUNCT
easat-7072	61	1	lstm	lstm	NOUN
easat-7072	61	2	networks	network	NOUN
easat-7072	61	3	are	be	AUX
easat-7072	61	4	particularly	particularly	ADV
easat-7072	61	5	effective	effective	ADJ
easat-7072	61	6	in	in	ADP
easat-7072	61	7	capturing	capture	VERB
easat-7072	61	8	long	long	ADJ
easat-7072	61	9	-	-	PUNCT
easat-7072	61	10	term	term	NOUN
easat-7072	61	11	dependencies	dependency	NOUN
easat-7072	61	12	within	within	ADP
easat-7072	61	13	time	time	NOUN
easat-7072	61	14	-	-	PUNCT
easat-7072	61	15	series	series	NOUN
easat-7072	61	16	data	datum	NOUN
easat-7072	61	17	,	,	PUNCT
easat-7072	61	18	making	make	VERB
easat-7072	61	19	them	they	PRON
easat-7072	61	20	suitable	suitable	ADJ
easat-7072	61	21	for	for	ADP
easat-7072	61	22	fault	fault	NOUN
easat-7072	61	23	prediction	prediction	NOUN
easat-7072	61	24	in	in	ADP
easat-7072	61	25	industrial	industrial	ADJ
easat-7072	61	26	systems	system	NOUN
easat-7072	61	27	with	with	ADP
easat-7072	61	28	complex	complex	ADJ
easat-7072	61	29	,	,	PUNCT
easat-7072	61	30	non	non	ADJ
easat-7072	61	31	-	-	ADJ
easat-7072	61	32	linear	linear	ADJ
easat-7072	61	33	behavior	behavior	NOUN
easat-7072	61	34	.	.	PUNCT
easat-7072	62	1	by	by	ADP
easat-7072	62	2	learning	learn	VERB
easat-7072	62	3	the	the	DET
easat-7072	62	4	temporal	temporal	ADJ
easat-7072	62	5	relationships	relationship	NOUN
easat-7072	62	6	in	in	ADP
easat-7072	62	7	equipment	equipment	NOUN
easat-7072	62	8	performance	performance	NOUN
easat-7072	62	9	,	,	PUNCT
easat-7072	62	10	lstm	lstm	ADJ
easat-7072	62	11	networks	network	NOUN
easat-7072	62	12	can	can	AUX
easat-7072	62	13	predict	predict	VERB
easat-7072	62	14	faults	fault	NOUN
easat-7072	62	15	more	more	ADV
easat-7072	62	16	accurately	accurately	ADV
easat-7072	62	17	and	and	CCONJ
easat-7072	62	18	dynamically	dynamically	ADV
easat-7072	62	19	adapt	adapt	VERB
easat-7072	62	20	to	to	ADP
easat-7072	62	21	changing	change	VERB
easat-7072	62	22	operational	operational	ADJ
easat-7072	62	23	conditions	condition	NOUN
easat-7072	62	24	.	.	PUNCT
easat-7072	63	1	especially	especially	ADV
easat-7072	63	2	in	in	ADP
easat-7072	63	3	the	the	DET
easat-7072	63	4	processing	processing	NOUN
easat-7072	63	5	of	of	ADP
easat-7072	63	6	large	large	ADJ
easat-7072	63	7	-	-	PUNCT
easat-7072	63	8	scale	scale	NOUN
easat-7072	63	9	data	data	NOUN
easat-7072	63	10	sets	set	NOUN
easat-7072	63	11	,	,	PUNCT
easat-7072	63	12	long	long	ADJ
easat-7072	63	13	short	short	ADJ
easat-7072	63	14	-	-	PUNCT
easat-7072	63	15	term	term	NOUN
easat-7072	63	16	memory	memory	NOUN
easat-7072	63	17	(	(	PUNCT
easat-7072	63	18	lstm	lstm	NOUN
easat-7072	63	19	)	)	PUNCT
easat-7072	63	20	are	be	AUX
easat-7072	63	21	used	use	VERB
easat-7072	63	22	to	to	PART
easat-7072	63	23	mine	mine	VERB
easat-7072	63	24	research	research	NOUN
easat-7072	63	25	topics	topic	NOUN
easat-7072	63	26	in	in	ADP
easat-7072	63	27	large	large	ADJ
easat-7072	63	28	-	-	PUNCT
easat-7072	63	29	scale	scale	NOUN
easat-7072	63	30	literature	literature	NOUN
easat-7072	63	31	,	,	PUNCT
easat-7072	63	32	thereby	thereby	ADV
easat-7072	63	33	revealing	reveal	VERB
easat-7072	63	34	the	the	DET
easat-7072	63	35	evolution	evolution	NOUN
easat-7072	63	36	trend	trend	NOUN
easat-7072	63	37	in	in	ADP
easat-7072	63	38	the	the	DET
easat-7072	63	39	field	field	NOUN
easat-7072	63	40	of	of	ADP
easat-7072	63	41	fault	fault	NOUN
easat-7072	63	42	prediction	prediction	NOUN
easat-7072	63	43	.	.	PUNCT
easat-7072	64	1	lstm	lstm	NOUN
easat-7072	64	2	can	can	AUX
easat-7072	64	3	help	help	VERB
easat-7072	64	4	researchers	researcher	NOUN
easat-7072	64	5	identify	identify	VERB
easat-7072	64	6	the	the	DET
easat-7072	64	7	most	most	ADV
easat-7072	64	8	important	important	ADJ
easat-7072	64	9	research	research	NOUN
easat-7072	64	10	directions	direction	NOUN
easat-7072	64	11	and	and	CCONJ
easat-7072	64	12	technological	technological	ADJ
easat-7072	64	13	advances	advance	NOUN
easat-7072	64	14	in	in	ADP
easat-7072	64	15	fault	fault	NOUN
easat-7072	64	16	detection	detection	NOUN
easat-7072	64	17	by	by	ADP
easat-7072	64	18	performing	perform	VERB
easat-7072	64	19	topic	topic	NOUN
easat-7072	64	20	modeling	modeling	NOUN
easat-7072	64	21	on	on	ADP
easat-7072	64	22	a	a	DET
easat-7072	64	23	large	large	ADJ
easat-7072	64	24	amount	amount	NOUN
easat-7072	64	25	of	of	ADP
easat-7072	64	26	literature	literature	NOUN
easat-7072	64	27	data	datum	NOUN
easat-7072	64	28	.	.	PUNCT
easat-7072	65	1	in	in	ADP
easat-7072	65	2	addition	addition	NOUN
easat-7072	65	3	,	,	PUNCT
easat-7072	65	4	hidden	hide	VERB
easat-7072	65	5	markov	markov	NOUN
easat-7072	65	6	models	model	NOUN
easat-7072	65	7	(	(	PUNCT
easat-7072	65	8	hmms	hmms	NOUN
easat-7072	65	9	)	)	PUNCT
easat-7072	65	10	are	be	AUX
easat-7072	65	11	also	also	ADV
easat-7072	65	12	widely	widely	ADV
easat-7072	65	13	used	use	VERB
easat-7072	65	14	in	in	ADP
easat-7072	65	15	some	some	DET
easat-7072	65	16	fault	fault	NOUN
easat-7072	65	17	prediction	prediction	NOUN
easat-7072	65	18	systems	system	NOUN
easat-7072	65	19	,	,	PUNCT
easat-7072	65	20	especially	especially	ADV
easat-7072	65	21	in	in	ADP
easat-7072	65	22	those	those	DET
easat-7072	65	23	cases	case	NOUN
easat-7072	65	24	where	where	SCONJ
easat-7072	65	25	the	the	DET
easat-7072	65	26	system	system	NOUN
easat-7072	65	27	state	state	NOUN
easat-7072	65	28	changes	change	NOUN
easat-7072	65	29	.	.	PUNCT
easat-7072	66	1	hmms	hmms	NOUN
easat-7072	66	2	can	can	AUX
easat-7072	66	3	effectively	effectively	ADV
easat-7072	66	4	simulate	simulate	VERB
easat-7072	66	5	the	the	DET
easat-7072	66	6	transition	transition	NOUN
easat-7072	66	7	process	process	NOUN
easat-7072	66	8	between	between	ADP
easat-7072	66	9	different	different	ADJ
easat-7072	66	10	health	health	NOUN
easat-7072	66	11	states	state	NOUN
easat-7072	66	12	,	,	PUNCT
easat-7072	66	13	thereby	thereby	ADV
easat-7072	66	14	providing	provide	VERB
easat-7072	66	15	accurate	accurate	ADJ
easat-7072	66	16	fault	fault	NOUN
easat-7072	66	17	prediction	prediction	NOUN
easat-7072	66	18	.	.	PUNCT
easat-7072	67	1	traditional	traditional	ADJ
easat-7072	67	2	time	time	NOUN
easat-7072	67	3	series	series	PROPN
easat-7072	67	4	models	model	NOUN
easat-7072	67	5	,	,	PUNCT
easat-7072	67	6	such	such	ADJ
easat-7072	67	7	as	as	ADP
easat-7072	67	8	arima	arima	NOUN
easat-7072	67	9	,	,	PUNCT
easat-7072	67	10	have	have	VERB
easat-7072	67	11	advantages	advantage	NOUN
easat-7072	67	12	in	in	ADP
easat-7072	67	13	capturing	capture	VERB
easat-7072	67	14	the	the	DET
easat-7072	67	15	long	long	ADJ
easat-7072	67	16	-	-	PUNCT
easat-7072	67	17	term	term	NOUN
easat-7072	67	18	trend	trend	NOUN
easat-7072	67	19	of	of	ADP
easat-7072	67	20	equipment	equipment	NOUN
easat-7072	67	21	failures	failure	NOUN
easat-7072	67	22	,	,	PUNCT
easat-7072	67	23	but	but	CCONJ
easat-7072	67	24	often	often	ADV
easat-7072	67	25	face	face	VERB
easat-7072	67	26	the	the	DET
easat-7072	67	27	limitation	limitation	NOUN
easat-7072	67	28	of	of	ADP
easat-7072	67	29	not	not	PART
easat-7072	67	30	being	be	AUX
easat-7072	67	31	able	able	ADJ
easat-7072	67	32	to	to	PART
easat-7072	67	33	handle	handle	VERB
easat-7072	67	34	nonlinear	nonlinear	ADJ
easat-7072	67	35	data	datum	NOUN
easat-7072	67	36	and	and	CCONJ
easat-7072	67	37	complex	complex	ADJ
easat-7072	67	38	patterns	pattern	NOUN
easat-7072	67	39	.	.	PUNCT
easat-7072	68	1	with	with	ADP
easat-7072	68	2	the	the	DET
easat-7072	68	3	application	application	NOUN
easat-7072	68	4	of	of	ADP
easat-7072	68	5	machine	machine	NOUN
easat-7072	68	6	learning	learning	NOUN
easat-7072	68	7	methods	method	NOUN
easat-7072	68	8	in	in	ADP
easat-7072	68	9	fault	fault	PROPN
easat-7072	68	10	prediction	prediction	NOUN
easat-7072	68	11	,	,	PUNCT
easat-7072	68	12	hyperparameter	hyperparameter	NOUN
easat-7072	68	13	optimization	optimization	NOUN
easat-7072	68	14	has	have	AUX
easat-7072	68	15	become	become	VERB
easat-7072	68	16	a	a	DET
easat-7072	68	17	key	key	ADJ
easat-7072	68	18	step	step	NOUN
easat-7072	68	19	to	to	PART
easat-7072	68	20	improve	improve	VERB
easat-7072	68	21	the	the	DET
easat-7072	68	22	accuracy	accuracy	NOUN
easat-7072	68	23	of	of	ADP
easat-7072	68	24	model	model	NOUN
easat-7072	68	25	prediction	prediction	NOUN
easat-7072	68	26	.	.	PUNCT
easat-7072	69	1	common	common	ADJ
easat-7072	69	2	hyperparameter	hyperparameter	NOUN
easat-7072	69	3	optimization	optimization	NOUN
easat-7072	69	4	methods	method	NOUN
easat-7072	69	5	,	,	PUNCT
easat-7072	69	6	such	such	ADJ
easat-7072	69	7	as	as	ADP
easat-7072	69	8	grid	grid	NOUN
easat-7072	69	9	search	search	NOUN
easat-7072	69	10	,	,	PUNCT
easat-7072	69	11	random	random	ADJ
easat-7072	69	12	search	search	NOUN
easat-7072	69	13	,	,	PUNCT
easat-7072	69	14	and	and	CCONJ
easat-7072	69	15	bayesian	bayesian	NOUN
easat-7072	69	16	optimization	optimization	NOUN
easat-7072	69	17	,	,	PUNCT
easat-7072	69	18	can	can	AUX
easat-7072	69	19	find	find	VERB
easat-7072	69	20	the	the	DET
easat-7072	69	21	best	good	ADJ
easat-7072	69	22	configuration	configuration	NOUN
easat-7072	69	23	among	among	ADP
easat-7072	69	24	different	different	ADJ
easat-7072	69	25	model	model	NOUN
easat-7072	69	26	parameters	parameter	NOUN
easat-7072	69	27	,	,	PUNCT
easat-7072	69	28	thereby	thereby	ADV
easat-7072	69	29	significantly	significantly	ADV
easat-7072	69	30	improving	improve	VERB
easat-7072	69	31	the	the	DET
easat-7072	69	32	accuracy	accuracy	NOUN
easat-7072	69	33	and	and	CCONJ
easat-7072	69	34	stability	stability	NOUN
easat-7072	69	35	of	of	ADP
easat-7072	69	36	fault	fault	NOUN
easat-7072	69	37	prediction	prediction	NOUN
easat-7072	69	38	.	.	PUNCT
easat-7072	70	1	by	by	ADP
easat-7072	70	2	tuning	tune	VERB
easat-7072	70	3	the	the	DET
easat-7072	70	4	hyperparameters	hyperparameter	NOUN
easat-7072	70	5	of	of	ADP
easat-7072	70	6	machine	machine	NOUN
easat-7072	70	7	learning	learning	NOUN
easat-7072	70	8	models	model	NOUN
easat-7072	70	9	such	such	ADJ
easat-7072	70	10	as	as	ADP
easat-7072	70	11	neural	neural	ADJ
easat-7072	70	12	networks	network	NOUN
easat-7072	70	13	and	and	CCONJ
easat-7072	70	14	support	support	VERB
easat-7072	70	15	vector	vector	NOUN
easat-7072	70	16	machines	machine	NOUN
easat-7072	70	17	,	,	PUNCT
easat-7072	70	18	more	more	ADV
easat-7072	70	19	accurate	accurate	ADJ
easat-7072	70	20	fault	fault	NOUN
easat-7072	70	21	prediction	prediction	NOUN
easat-7072	70	22	results	result	NOUN
easat-7072	70	23	can	can	AUX
easat-7072	70	24	be	be	AUX
easat-7072	70	25	obtained	obtain	VERB
easat-7072	70	26	.	.	PUNCT
easat-7072	71	1	on	on	ADP
easat-7072	71	2	the	the	DET
easat-7072	71	3	other	other	ADJ
easat-7072	71	4	hand	hand	NOUN
easat-7072	71	5	,	,	PUNCT
easat-7072	71	6	with	with	ADP
easat-7072	71	7	the	the	DET
easat-7072	71	8	rise	rise	NOUN
easat-7072	71	9	of	of	ADP
easat-7072	71	10	big	big	ADJ
easat-7072	71	11	data	datum	NOUN
easat-7072	71	12	,	,	PUNCT
easat-7072	71	13	distributed	distribute	VERB
easat-7072	71	14	computing	computing	NOUN
easat-7072	71	15	technologies	technology	NOUN
easat-7072	71	16	such	such	ADJ
easat-7072	71	17	as	as	ADP
easat-7072	71	18	apache	apache	NOUN
easat-7072	71	19	spark	spark	NOUN
easat-7072	71	20	provide	provide	VERB
easat-7072	71	21	powerful	powerful	ADJ
easat-7072	71	22	data	datum	NOUN
easat-7072	71	23	processing	processing	NOUN
easat-7072	71	24	capabilities	capability	NOUN
easat-7072	71	25	for	for	ADP
easat-7072	71	26	real	real	ADJ
easat-7072	71	27	-	-	PUNCT
easat-7072	71	28	time	time	NOUN
easat-7072	71	29	fault	fault	NOUN
easat-7072	71	30	prediction	prediction	NOUN
easat-7072	71	31	.	.	PUNCT
easat-7072	72	1	using	use	VERB
easat-7072	72	2	apache	apache	NOUN
easat-7072	72	3	spark	spark	NOUN
easat-7072	72	4	,	,	PUNCT
easat-7072	72	5	researchers	researcher	NOUN
easat-7072	72	6	can	can	AUX
easat-7072	72	7	efficiently	efficiently	ADV
easat-7072	72	8	process	process	VERB
easat-7072	72	9	and	and	CCONJ
easat-7072	72	10	analyze	analyze	VERB
easat-7072	72	11	data	datum	NOUN
easat-7072	72	12	from	from	ADP
easat-7072	72	13	multiple	multiple	ADJ
easat-7072	72	14	sensors	sensor	NOUN
easat-7072	72	15	in	in	ADP
easat-7072	72	16	a	a	DET
easat-7072	72	17	distributed	distribute	VERB
easat-7072	72	18	environment	environment	NOUN
easat-7072	72	19	,	,	PUNCT
easat-7072	72	20	thereby	thereby	ADV
easat-7072	72	21	achieving	achieve	VERB
easat-7072	72	22	real	real	ADJ
easat-7072	72	23	-	-	PUNCT
easat-7072	72	24	time	time	NOUN
easat-7072	72	25	updates	update	NOUN
easat-7072	72	26	and	and	CCONJ
easat-7072	72	27	dynamic	dynamic	ADJ
easat-7072	72	28	optimization	optimization	NOUN
easat-7072	72	29	of	of	ADP
easat-7072	72	30	fault	fault	NOUN
easat-7072	72	31	prediction	prediction	NOUN
easat-7072	72	32	models	model	NOUN
easat-7072	72	33	(	(	PUNCT
easat-7072	72	34	figure	figure	NOUN
easat-7072	72	35	1	1	NUM
easat-7072	72	36	)	)	PUNCT
easat-7072	72	37	.	.	PUNCT
easat-7072	73	1	figure	figure	NOUN
easat-7072	73	2	1	1	NUM
easat-7072	73	3	.	.	PUNCT
easat-7072	73	4	research	research	NOUN
easat-7072	73	5	design	design	NOUN
easat-7072	73	6	framework	framework	NOUN
easat-7072	73	7	for	for	ADP
easat-7072	73	8	fault	fault	NOUN
easat-7072	73	9	prediction	prediction	NOUN
easat-7072	73	10	model	model	NOUN
easat-7072	73	11	.	.	PUNCT
easat-7072	74	1	1043	1043	NUM
easat-7072	74	2	edelweiss	edelweiss	PROPN
easat-7072	74	3	applied	apply	VERB
easat-7072	74	4	science	science	NOUN
easat-7072	74	5	and	and	CCONJ
easat-7072	74	6	technology	technology	NOUN
easat-7072	74	7	issn	issn	PROPN
easat-7072	74	8	:	:	PUNCT
easat-7072	74	9	2576	2576	NUM
easat-7072	74	10	-	-	SYM
easat-7072	74	11	8484	8484	NUM
easat-7072	74	12	vol	vol	NOUN
easat-7072	74	13	.	.	PROPN
easat-7072	75	1	9	9	NUM
easat-7072	75	2	,	,	PUNCT
easat-7072	75	3	no	no	INTJ
easat-7072	75	4	.	.	NOUN
easat-7072	75	5	5	5	NUM
easat-7072	75	6	:	:	PUNCT
easat-7072	75	7	1040	1040	NUM
easat-7072	75	8	-	-	SYM
easat-7072	75	9	1056	1056	NUM
easat-7072	75	10	,	,	PUNCT
easat-7072	75	11	2025	2025	NUM
easat-7072	75	12	doi	doi	NOUN
easat-7072	75	13	:	:	PUNCT
easat-7072	75	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	75	15	©	©	PROPN
easat-7072	75	16	2025	2025	NUM
easat-7072	75	17	by	by	ADP
easat-7072	75	18	the	the	DET
easat-7072	75	19	authors	author	NOUN
easat-7072	75	20	;	;	PUNCT
easat-7072	75	21	licensee	licensee	PROPN
easat-7072	75	22	learning	learning	NOUN
easat-7072	75	23	gate	gate	PROPN
easat-7072	75	24	systematic	systematic	PROPN
easat-7072	75	25	literature	literature	PROPN
easat-7072	75	26	reviews	review	NOUN
easat-7072	75	27	(	(	PUNCT
easat-7072	75	28	slrs	slrs	ADJ
easat-7072	75	29	)	)	PUNCT
easat-7072	75	30	are	be	AUX
easat-7072	75	31	typically	typically	ADV
easat-7072	75	32	carried	carry	VERB
easat-7072	75	33	out	out	ADP
easat-7072	75	34	following	follow	VERB
easat-7072	75	35	a	a	DET
easat-7072	75	36	structured	structured	ADJ
easat-7072	75	37	process	process	NOUN
easat-7072	75	38	that	that	PRON
easat-7072	75	39	begins	begin	VERB
easat-7072	75	40	with	with	ADP
easat-7072	75	41	identifying	identify	VERB
easat-7072	75	42	the	the	DET
easat-7072	75	43	most	most	ADV
easat-7072	75	44	relevant	relevant	ADJ
easat-7072	75	45	research	research	NOUN
easat-7072	75	46	through	through	ADP
easat-7072	75	47	targeted	target	VERB
easat-7072	75	48	keyword	keyword	NOUN
easat-7072	75	49	searches	search	NOUN
easat-7072	75	50	.	.	PUNCT
easat-7072	76	1	in	in	ADP
easat-7072	76	2	this	this	DET
easat-7072	76	3	study	study	NOUN
easat-7072	76	4	,	,	PUNCT
easat-7072	76	5	we	we	PRON
easat-7072	76	6	conducted	conduct	VERB
easat-7072	76	7	comprehensive	comprehensive	ADJ
easat-7072	76	8	searches	search	NOUN
easat-7072	76	9	across	across	ADP
easat-7072	76	10	two	two	NUM
easat-7072	76	11	prominent	prominent	ADJ
easat-7072	76	12	research	research	NOUN
easat-7072	76	13	databases	database	NOUN
easat-7072	76	14	:	:	PUNCT
easat-7072	76	15	web	web	NOUN
easat-7072	76	16	of	of	ADP
easat-7072	76	17	science	science	NOUN
easat-7072	76	18	(	(	PUNCT
easat-7072	76	19	wos	wos	NOUN
easat-7072	76	20	)	)	PUNCT
easat-7072	76	21	and	and	CCONJ
easat-7072	76	22	scopus	scopus	PROPN
easat-7072	76	23	.	.	PUNCT
easat-7072	77	1	scopus	scopus	PROPN
easat-7072	77	2	is	be	AUX
easat-7072	77	3	known	know	VERB
easat-7072	77	4	for	for	ADP
easat-7072	77	5	being	be	AUX
easat-7072	77	6	the	the	DET
easat-7072	77	7	largest	large	ADJ
easat-7072	77	8	repository	repository	NOUN
easat-7072	77	9	of	of	ADP
easat-7072	77	10	peer	peer	NOUN
easat-7072	77	11	-	-	PUNCT
easat-7072	77	12	reviewed	review	VERB
easat-7072	77	13	academic	academic	ADJ
easat-7072	77	14	articles	article	NOUN
easat-7072	77	15	,	,	PUNCT
easat-7072	77	16	while	while	SCONJ
easat-7072	77	17	wos	wos	X
easat-7072	77	18	holds	hold	VERB
easat-7072	77	19	the	the	DET
easat-7072	77	20	distinction	distinction	NOUN
easat-7072	77	21	of	of	ADP
easat-7072	77	22	offering	offer	VERB
easat-7072	77	23	the	the	DET
easat-7072	77	24	longest	long	ADJ
easat-7072	77	25	history	history	NOUN
easat-7072	77	26	of	of	ADP
easat-7072	77	27	peer	peer	NOUN
easat-7072	77	28	-	-	PUNCT
easat-7072	77	29	reviewed	review	VERB
easat-7072	77	30	research	research	NOUN
easat-7072	77	31	,	,	PUNCT
easat-7072	77	32	dating	date	VERB
easat-7072	77	33	back	back	ADV
easat-7072	77	34	to	to	ADP
easat-7072	77	35	1900	1900	NUM
easat-7072	77	36	.	.	PUNCT
easat-7072	78	1	the	the	DET
easat-7072	78	2	search	search	NOUN
easat-7072	78	3	queries	query	NOUN
easat-7072	78	4	utilized	utilize	VERB
easat-7072	78	5	included	include	VERB
easat-7072	78	6	combinations	combination	NOUN
easat-7072	78	7	of	of	ADP
easat-7072	78	8	keywords	keyword	NOUN
easat-7072	78	9	such	such	ADJ
easat-7072	78	10	as	as	ADP
easat-7072	78	11	“	"	PUNCT
easat-7072	78	12	fault	fault	NOUN
easat-7072	78	13	”	"	PUNCT
easat-7072	78	14	and	and	CCONJ
easat-7072	78	15	“	"	PUNCT
easat-7072	78	16	reliability	reliability	NOUN
easat-7072	78	17	,	,	PUNCT
easat-7072	78	18	”	"	PUNCT
easat-7072	78	19	as	as	ADV
easat-7072	78	20	well	well	ADV
easat-7072	78	21	as	as	ADP
easat-7072	78	22	“	"	PUNCT
easat-7072	78	23	machine	machine	NOUN
easat-7072	78	24	learning	learning	NOUN
easat-7072	78	25	”	"	PUNCT
easat-7072	78	26	and	and	CCONJ
easat-7072	78	27	“	"	PUNCT
easat-7072	78	28	artificial	artificial	ADJ
easat-7072	78	29	intelligence	intelligence	NOUN
easat-7072	78	30	,	,	PUNCT
easat-7072	78	31	”	"	PUNCT
easat-7072	78	32	ensuring	ensure	VERB
easat-7072	78	33	that	that	SCONJ
easat-7072	78	34	the	the	DET
easat-7072	78	35	search	search	NOUN
easat-7072	78	36	captured	capture	VERB
easat-7072	78	37	all	all	DET
easat-7072	78	38	relevant	relevant	ADJ
easat-7072	78	39	research	research	NOUN
easat-7072	78	40	related	relate	VERB
easat-7072	78	41	to	to	PART
easat-7072	78	42	fault	fault	VERB
easat-7072	78	43	detection	detection	NOUN
easat-7072	78	44	,	,	PUNCT
easat-7072	78	45	reliability	reliability	NOUN
easat-7072	78	46	,	,	PUNCT
easat-7072	78	47	and	and	CCONJ
easat-7072	78	48	advanced	advanced	ADJ
easat-7072	78	49	analytical	analytical	ADJ
easat-7072	78	50	methods	method	NOUN
easat-7072	78	51	like	like	ADP
easat-7072	78	52	ml	ml	NOUN
easat-7072	78	53	and	and	CCONJ
easat-7072	78	54	ai	ai	VERB
easat-7072	78	55	.	.	PUNCT
easat-7072	79	1	to	to	PART
easat-7072	79	2	refine	refine	VERB
easat-7072	79	3	the	the	DET
easat-7072	79	4	search	search	NOUN
easat-7072	79	5	,	,	PUNCT
easat-7072	79	6	we	we	PRON
easat-7072	79	7	focused	focus	VERB
easat-7072	79	8	on	on	ADP
easat-7072	79	9	research	research	NOUN
easat-7072	79	10	from	from	ADP
easat-7072	79	11	the	the	DET
easat-7072	79	12	past	past	NOUN
easat-7072	79	13	decade	decade	NOUN
easat-7072	79	14	,	,	PUNCT
easat-7072	79	15	specifically	specifically	ADV
easat-7072	79	16	from	from	ADP
easat-7072	79	17	2010	2010	NUM
easat-7072	79	18	to	to	ADP
easat-7072	79	19	2020	2020	NUM
easat-7072	79	20	,	,	PUNCT
easat-7072	79	21	and	and	CCONJ
easat-7072	79	22	limited	limit	VERB
easat-7072	79	23	the	the	DET
easat-7072	79	24	selection	selection	NOUN
easat-7072	79	25	to	to	ADP
easat-7072	79	26	peer	peer	NOUN
easat-7072	79	27	-	-	PUNCT
easat-7072	79	28	reviewed	review	VERB
easat-7072	79	29	journal	journal	NOUN
easat-7072	79	30	articles	article	NOUN
easat-7072	79	31	and	and	CCONJ
easat-7072	79	32	conference	conference	NOUN
easat-7072	79	33	papers	paper	NOUN
easat-7072	79	34	published	publish	VERB
easat-7072	79	35	in	in	ADP
easat-7072	79	36	english	english	PROPN
easat-7072	79	37	.	.	PUNCT
easat-7072	80	1	after	after	ADP
easat-7072	80	2	gathering	gather	VERB
easat-7072	80	3	the	the	DET
easat-7072	80	4	relevant	relevant	ADJ
easat-7072	80	5	documents	document	NOUN
easat-7072	80	6	,	,	PUNCT
easat-7072	80	7	we	we	PRON
easat-7072	80	8	meticulously	meticulously	ADV
easat-7072	80	9	screened	screen	VERB
easat-7072	80	10	them	they	PRON
easat-7072	80	11	to	to	PART
easat-7072	80	12	eliminate	eliminate	VERB
easat-7072	80	13	duplicates	duplicate	NOUN
easat-7072	80	14	and	and	CCONJ
easat-7072	80	15	irrelevant	irrelevant	ADJ
easat-7072	80	16	studies	study	NOUN
easat-7072	80	17	.	.	PUNCT
easat-7072	81	1	this	this	PRON
easat-7072	81	2	resulted	result	VERB
easat-7072	81	3	in	in	ADP
easat-7072	81	4	a	a	DET
easat-7072	81	5	dataset	dataset	NOUN
easat-7072	81	6	of	of	ADP
easat-7072	81	7	552	552	NUM
easat-7072	81	8	documents	document	NOUN
easat-7072	81	9	from	from	ADP
easat-7072	81	10	the	the	DET
easat-7072	81	11	scopus	scopus	PROPN
easat-7072	81	12	database	database	NOUN
easat-7072	81	13	were	be	AUX
easat-7072	81	14	peerreviewed	peerreviewe	VERB
easat-7072	81	15	journal	journal	ADJ
easat-7072	81	16	articles	article	NOUN
easat-7072	81	17	.	.	PUNCT
easat-7072	82	1	these	these	DET
easat-7072	82	2	selected	select	VERB
easat-7072	82	3	papers	paper	NOUN
easat-7072	82	4	were	be	AUX
easat-7072	82	5	then	then	ADV
easat-7072	82	6	analyzed	analyze	VERB
easat-7072	82	7	by	by	ADP
easat-7072	82	8	advanced	advanced	ADJ
easat-7072	82	9	bibliometric	bibliometric	ADJ
easat-7072	82	10	analysis	analysis	NOUN
easat-7072	82	11	(	(	PUNCT
easat-7072	82	12	ba	ba	NOUN
easat-7072	82	13	)	)	PUNCT
easat-7072	82	14	tools	tool	NOUN
easat-7072	82	15	to	to	PART
easat-7072	82	16	identify	identify	VERB
easat-7072	82	17	trends	trend	NOUN
easat-7072	82	18	and	and	CCONJ
easat-7072	82	19	key	key	ADJ
easat-7072	82	20	contributions	contribution	NOUN
easat-7072	82	21	in	in	ADP
easat-7072	82	22	the	the	DET
easat-7072	82	23	field	field	NOUN
easat-7072	82	24	.	.	PUNCT
easat-7072	83	1	3	3	X
easat-7072	83	2	.	.	X
easat-7072	83	3	exploratory	exploratory	ADJ
easat-7072	83	4	bibliometric	bibliometric	ADJ
easat-7072	83	5	analysis	analysis	NOUN
easat-7072	83	6	in	in	ADP
easat-7072	83	7	the	the	DET
easat-7072	83	8	co	co	NOUN
easat-7072	83	9	-	-	NOUN
easat-7072	83	10	citation	citation	NOUN
easat-7072	83	11	network	network	NOUN
easat-7072	83	12	analysis	analysis	NOUN
easat-7072	83	13	,	,	PUNCT
easat-7072	83	14	we	we	PRON
easat-7072	83	15	found	find	VERB
easat-7072	83	16	that	that	SCONJ
easat-7072	83	17	the	the	DET
easat-7072	83	18	early	early	ADJ
easat-7072	83	19	research	research	NOUN
easat-7072	83	20	on	on	ADP
easat-7072	83	21	hmm	hmm	INTJ
easat-7072	83	22	and	and	CCONJ
easat-7072	83	23	arima	arima	PROPN
easat-7072	83	24	models	model	NOUN
easat-7072	83	25	still	still	ADV
easat-7072	83	26	occupies	occupy	VERB
easat-7072	83	27	an	an	DET
easat-7072	83	28	important	important	ADJ
easat-7072	83	29	position	position	NOUN
easat-7072	83	30	in	in	ADP
easat-7072	83	31	the	the	DET
easat-7072	83	32	field	field	NOUN
easat-7072	83	33	of	of	ADP
easat-7072	83	34	fault	fault	NOUN
easat-7072	83	35	prediction	prediction	NOUN
easat-7072	83	36	,	,	PUNCT
easat-7072	83	37	particularly	particularly	ADV
easat-7072	83	38	for	for	ADP
easat-7072	83	39	time	time	NOUN
easat-7072	83	40	series	series	PROPN
easat-7072	83	41	data	datum	NOUN
easat-7072	83	42	analysis	analysis	NOUN
easat-7072	83	43	.	.	PUNCT
easat-7072	84	1	however	however	ADV
easat-7072	84	2	,	,	PUNCT
easat-7072	84	3	with	with	ADP
easat-7072	84	4	the	the	DET
easat-7072	84	5	rise	rise	NOUN
easat-7072	84	6	of	of	ADP
easat-7072	84	7	deep	deep	ADJ
easat-7072	84	8	learning	learning	NOUN
easat-7072	84	9	,	,	PUNCT
easat-7072	84	10	long	long	ADJ
easat-7072	84	11	short	short	ADJ
easat-7072	84	12	-	-	PUNCT
easat-7072	84	13	term	term	NOUN
easat-7072	84	14	memory	memory	NOUN
easat-7072	84	15	(	(	PUNCT
easat-7072	84	16	lstm	lstm	NOUN
easat-7072	84	17	)	)	PUNCT
easat-7072	84	18	networks	network	NOUN
easat-7072	84	19	have	have	AUX
easat-7072	84	20	increasingly	increasingly	ADV
easat-7072	84	21	replaced	replace	VERB
easat-7072	84	22	traditional	traditional	ADJ
easat-7072	84	23	statistical	statistical	ADJ
easat-7072	84	24	models	model	NOUN
easat-7072	84	25	for	for	ADP
easat-7072	84	26	time	time	NOUN
easat-7072	84	27	-	-	PUNCT
easat-7072	84	28	series	series	NOUN
easat-7072	84	29	forecasting	forecasting	NOUN
easat-7072	84	30	and	and	CCONJ
easat-7072	84	31	fault	fault	VERB
easat-7072	84	32	detection	detection	NOUN
easat-7072	84	33	.	.	PUNCT
easat-7072	85	1	lstm	lstm	PROPN
easat-7072	85	2	's	's	PART
easat-7072	85	3	unique	unique	ADJ
easat-7072	85	4	ability	ability	NOUN
easat-7072	85	5	to	to	PART
easat-7072	85	6	capture	capture	VERB
easat-7072	85	7	long	long	ADJ
easat-7072	85	8	-	-	PUNCT
easat-7072	85	9	term	term	NOUN
easat-7072	85	10	dependencies	dependency	NOUN
easat-7072	85	11	and	and	CCONJ
easat-7072	85	12	handle	handle	VERB
easat-7072	85	13	complex	complex	ADJ
easat-7072	85	14	,	,	PUNCT
easat-7072	85	15	non	non	ADJ
easat-7072	85	16	-	-	ADJ
easat-7072	85	17	linear	linear	ADJ
easat-7072	85	18	data	datum	NOUN
easat-7072	85	19	patterns	pattern	NOUN
easat-7072	85	20	has	have	AUX
easat-7072	85	21	made	make	VERB
easat-7072	85	22	it	it	PRON
easat-7072	85	23	a	a	DET
easat-7072	85	24	preferred	preferred	ADJ
easat-7072	85	25	choice	choice	NOUN
easat-7072	85	26	in	in	ADP
easat-7072	85	27	fault	fault	NOUN
easat-7072	85	28	prediction	prediction	NOUN
easat-7072	85	29	,	,	PUNCT
easat-7072	85	30	especially	especially	ADV
easat-7072	85	31	in	in	ADP
easat-7072	85	32	real	real	ADJ
easat-7072	85	33	-	-	PUNCT
easat-7072	85	34	time	time	NOUN
easat-7072	85	35	industrial	industrial	ADJ
easat-7072	85	36	applications	application	NOUN
easat-7072	85	37	.	.	PUNCT
easat-7072	86	1	this	this	DET
easat-7072	86	2	shift	shift	NOUN
easat-7072	86	3	in	in	ADP
easat-7072	86	4	research	research	NOUN
easat-7072	86	5	focus	focus	NOUN
easat-7072	86	6	towards	towards	ADP
easat-7072	86	7	deep	deep	ADJ
easat-7072	86	8	learning	learning	NOUN
easat-7072	86	9	,	,	PUNCT
easat-7072	86	10	and	and	CCONJ
easat-7072	86	11	particularly	particularly	ADV
easat-7072	86	12	lstm	lstm	ADJ
easat-7072	86	13	,	,	PUNCT
easat-7072	86	14	reflects	reflect	VERB
easat-7072	86	15	the	the	DET
easat-7072	86	16	growing	grow	VERB
easat-7072	86	17	demand	demand	NOUN
easat-7072	86	18	for	for	ADP
easat-7072	86	19	more	more	ADV
easat-7072	86	20	accurate	accurate	ADJ
easat-7072	86	21	and	and	CCONJ
easat-7072	86	22	adaptive	adaptive	ADJ
easat-7072	86	23	models	model	NOUN
easat-7072	86	24	in	in	ADP
easat-7072	86	25	industries	industry	NOUN
easat-7072	86	26	where	where	SCONJ
easat-7072	86	27	large	large	ADJ
easat-7072	86	28	-	-	PUNCT
easat-7072	86	29	scale	scale	NOUN
easat-7072	86	30	data	datum	NOUN
easat-7072	86	31	and	and	CCONJ
easat-7072	86	32	real	real	ADJ
easat-7072	86	33	-	-	PUNCT
easat-7072	86	34	time	time	NOUN
easat-7072	86	35	analysis	analysis	NOUN
easat-7072	86	36	are	be	AUX
easat-7072	86	37	critical	critical	ADJ
easat-7072	86	38	.	.	PUNCT
easat-7072	87	1	these	these	DET
easat-7072	87	2	classic	classic	ADJ
easat-7072	87	3	statistical	statistical	ADJ
easat-7072	87	4	methods	method	NOUN
easat-7072	87	5	provided	provide	VERB
easat-7072	87	6	the	the	DET
easat-7072	87	7	basic	basic	ADJ
easat-7072	87	8	framework	framework	NOUN
easat-7072	87	9	for	for	ADP
easat-7072	87	10	fault	fault	NOUN
easat-7072	87	11	prediction	prediction	NOUN
easat-7072	87	12	models	model	NOUN
easat-7072	87	13	in	in	ADP
easat-7072	87	14	the	the	DET
easat-7072	87	15	early	early	ADJ
easat-7072	87	16	days	day	NOUN
easat-7072	87	17	,	,	PUNCT
easat-7072	87	18	but	but	CCONJ
easat-7072	87	19	with	with	ADP
easat-7072	87	20	the	the	DET
easat-7072	87	21	advancement	advancement	NOUN
easat-7072	87	22	of	of	ADP
easat-7072	87	23	machine	machine	NOUN
easat-7072	87	24	learning	learn	VERB
easat-7072	87	25	technology	technology	NOUN
easat-7072	87	26	,	,	PUNCT
easat-7072	87	27	more	more	ADJ
easat-7072	87	28	and	and	CCONJ
easat-7072	87	29	more	more	ADJ
easat-7072	87	30	research	research	NOUN
easat-7072	87	31	has	have	AUX
easat-7072	87	32	turned	turn	VERB
easat-7072	87	33	to	to	ADP
easat-7072	87	34	using	use	VERB
easat-7072	87	35	techniques	technique	NOUN
easat-7072	87	36	such	such	ADJ
easat-7072	87	37	as	as	ADP
easat-7072	87	38	deep	deep	ADJ
easat-7072	87	39	learning	learning	NOUN
easat-7072	87	40	and	and	CCONJ
easat-7072	87	41	support	support	VERB
easat-7072	87	42	vector	vector	NOUN
easat-7072	87	43	machines	machine	NOUN
easat-7072	87	44	(	(	PUNCT
easat-7072	87	45	svm	svm	PROPN
easat-7072	87	46	)	)	PUNCT
easat-7072	87	47	to	to	PART
easat-7072	87	48	deal	deal	VERB
easat-7072	87	49	with	with	ADP
easat-7072	87	50	complex	complex	ADJ
easat-7072	87	51	nonlinear	nonlinear	ADJ
easat-7072	87	52	problems	problem	NOUN
easat-7072	87	53	.	.	PUNCT
easat-7072	88	1	hmm	hmm	INTJ
easat-7072	88	2	has	have	VERB
easat-7072	88	3	a	a	DET
easat-7072	88	4	unique	unique	ADJ
easat-7072	88	5	advantage	advantage	NOUN
easat-7072	88	6	in	in	ADP
easat-7072	88	7	simulating	simulate	VERB
easat-7072	88	8	changes	change	NOUN
easat-7072	88	9	in	in	ADP
easat-7072	88	10	the	the	DET
easat-7072	88	11	health	health	NOUN
easat-7072	88	12	state	state	NOUN
easat-7072	88	13	of	of	ADP
easat-7072	88	14	the	the	DET
easat-7072	88	15	system	system	NOUN
easat-7072	88	16	,	,	PUNCT
easat-7072	88	17	while	while	SCONJ
easat-7072	88	18	arima	arima	PROPN
easat-7072	88	19	predicts	predict	VERB
easat-7072	88	20	future	future	ADJ
easat-7072	88	21	failure	failure	NOUN
easat-7072	88	22	trends	trend	NOUN
easat-7072	88	23	by	by	ADP
easat-7072	88	24	analyzing	analyze	VERB
easat-7072	88	25	the	the	DET
easat-7072	88	26	historical	historical	ADJ
easat-7072	88	27	failure	failure	NOUN
easat-7072	88	28	data	datum	NOUN
easat-7072	88	29	of	of	ADP
easat-7072	88	30	the	the	DET
easat-7072	88	31	equipment	equipment	NOUN
easat-7072	88	32	.	.	PUNCT
easat-7072	89	1	although	although	SCONJ
easat-7072	89	2	these	these	DET
easat-7072	89	3	methods	method	NOUN
easat-7072	89	4	are	be	AUX
easat-7072	89	5	still	still	ADV
easat-7072	89	6	effective	effective	ADJ
easat-7072	89	7	,	,	PUNCT
easat-7072	89	8	they	they	PRON
easat-7072	89	9	are	be	AUX
easat-7072	89	10	generally	generally	ADV
easat-7072	89	11	unable	unable	ADJ
easat-7072	89	12	to	to	PART
easat-7072	89	13	handle	handle	VERB
easat-7072	89	14	large	large	ADJ
easat-7072	89	15	-	-	PUNCT
easat-7072	89	16	scale	scale	NOUN
easat-7072	89	17	data	datum	NOUN
easat-7072	89	18	and	and	CCONJ
easat-7072	89	19	complex	complex	ADJ
easat-7072	89	20	multi	multi	ADJ
easat-7072	89	21	-	-	ADJ
easat-7072	89	22	dimensional	dimensional	ADJ
easat-7072	89	23	features	feature	NOUN
easat-7072	89	24	.	.	PUNCT
easat-7072	90	1	a	a	DET
easat-7072	90	2	systematic	systematic	ADJ
easat-7072	90	3	literature	literature	NOUN
easat-7072	90	4	review	review	NOUN
easat-7072	90	5	(	(	PUNCT
easat-7072	90	6	slr	slr	X
easat-7072	90	7	)	)	PUNCT
easat-7072	90	8	serves	serve	VERB
easat-7072	90	9	as	as	ADP
easat-7072	90	10	an	an	DET
easat-7072	90	11	organized	organized	ADJ
easat-7072	90	12	method	method	NOUN
easat-7072	90	13	for	for	ADP
easat-7072	90	14	exploring	explore	VERB
easat-7072	90	15	research	research	NOUN
easat-7072	90	16	in	in	ADP
easat-7072	90	17	a	a	DET
easat-7072	90	18	particular	particular	ADJ
easat-7072	90	19	field	field	NOUN
easat-7072	90	20	or	or	CCONJ
easat-7072	90	21	topic	topic	NOUN
easat-7072	90	22	.	.	PUNCT
easat-7072	91	1	it	it	PRON
easat-7072	91	2	helps	help	VERB
easat-7072	91	3	to	to	PART
easat-7072	91	4	establish	establish	VERB
easat-7072	91	5	an	an	DET
easat-7072	91	6	understanding	understanding	NOUN
easat-7072	91	7	of	of	ADP
easat-7072	91	8	the	the	DET
easat-7072	91	9	development	development	NOUN
easat-7072	91	10	and	and	CCONJ
easat-7072	91	11	benefits	benefit	NOUN
easat-7072	91	12	of	of	ADP
easat-7072	91	13	the	the	DET
easat-7072	91	14	research	research	NOUN
easat-7072	91	15	over	over	ADP
easat-7072	91	16	time	time	NOUN
easat-7072	91	17	,	,	PUNCT
easat-7072	91	18	offering	offer	VERB
easat-7072	91	19	insights	insight	NOUN
easat-7072	91	20	into	into	ADP
easat-7072	91	21	how	how	SCONJ
easat-7072	91	22	methodologies	methodology	NOUN
easat-7072	91	23	and	and	CCONJ
easat-7072	91	24	models	model	NOUN
easat-7072	91	25	evolve	evolve	VERB
easat-7072	91	26	.	.	PUNCT
easat-7072	92	1	this	this	DET
easat-7072	92	2	process	process	NOUN
easat-7072	92	3	not	not	PART
easat-7072	92	4	only	only	ADV
easat-7072	92	5	provides	provide	VERB
easat-7072	92	6	a	a	DET
easat-7072	92	7	comprehensive	comprehensive	ADJ
easat-7072	92	8	overview	overview	NOUN
easat-7072	92	9	of	of	ADP
easat-7072	92	10	the	the	DET
easat-7072	92	11	field	field	NOUN
easat-7072	92	12	but	but	CCONJ
easat-7072	92	13	also	also	ADV
easat-7072	92	14	helps	help	VERB
easat-7072	92	15	shape	shape	VERB
easat-7072	92	16	the	the	DET
easat-7072	92	17	direction	direction	NOUN
easat-7072	92	18	for	for	ADP
easat-7072	92	19	future	future	ADJ
easat-7072	92	20	research	research	NOUN
easat-7072	92	21	.	.	PUNCT
easat-7072	93	1	an	an	DET
easat-7072	93	2	slr	slr	NOUN
easat-7072	93	3	involves	involve	VERB
easat-7072	93	4	several	several	ADJ
easat-7072	93	5	stages	stage	NOUN
easat-7072	93	6	,	,	PUNCT
easat-7072	93	7	one	one	NUM
easat-7072	93	8	of	of	ADP
easat-7072	93	9	which	which	PRON
easat-7072	93	10	is	be	AUX
easat-7072	93	11	exploratory	exploratory	ADJ
easat-7072	93	12	analysis	analysis	NOUN
easat-7072	93	13	,	,	PUNCT
easat-7072	93	14	aimed	aim	VERB
easat-7072	93	15	at	at	ADP
easat-7072	93	16	understanding	understand	VERB
easat-7072	93	17	key	key	ADJ
easat-7072	93	18	characteristics	characteristic	NOUN
easat-7072	93	19	such	such	ADJ
easat-7072	93	20	as	as	ADP
easat-7072	93	21	the	the	DET
easat-7072	93	22	growth	growth	NOUN
easat-7072	93	23	of	of	ADP
easat-7072	93	24	publications	publication	NOUN
easat-7072	93	25	,	,	PUNCT
easat-7072	93	26	influential	influential	ADJ
easat-7072	93	27	works	work	NOUN
easat-7072	93	28	,	,	PUNCT
easat-7072	93	29	leading	lead	VERB
easat-7072	93	30	countries	country	NOUN
easat-7072	93	31	in	in	ADP
easat-7072	93	32	the	the	DET
easat-7072	93	33	field	field	NOUN
easat-7072	93	34	,	,	PUNCT
easat-7072	93	35	and	and	CCONJ
easat-7072	93	36	the	the	DET
easat-7072	93	37	most	most	ADV
easat-7072	93	38	commonly	commonly	ADV
easat-7072	93	39	used	use	VERB
easat-7072	93	40	keywords	keyword	NOUN
easat-7072	93	41	.	.	PUNCT
easat-7072	94	1	in	in	ADP
easat-7072	94	2	this	this	DET
easat-7072	94	3	study	study	NOUN
easat-7072	94	4	,	,	PUNCT
easat-7072	94	5	bibliometric	bibliometric	ADJ
easat-7072	94	6	analysis	analysis	NOUN
easat-7072	94	7	was	be	AUX
easat-7072	94	8	carried	carry	VERB
easat-7072	94	9	out	out	ADP
easat-7072	94	10	using	use	VERB
easat-7072	94	11	the	the	DET
easat-7072	94	12	“	"	PUNCT
easat-7072	94	13	bibliometrix	bibliometrix	NOUN
easat-7072	94	14	”	"	PUNCT
easat-7072	94	15	tool	tool	NOUN
easat-7072	94	16	,	,	PUNCT
easat-7072	94	17	which	which	PRON
easat-7072	94	18	is	be	AUX
easat-7072	94	19	designed	design	VERB
easat-7072	94	20	for	for	ADP
easat-7072	94	21	descriptive	descriptive	ADJ
easat-7072	94	22	bibliometric	bibliometric	ADJ
easat-7072	94	23	analysis	analysis	NOUN
easat-7072	94	24	(	(	PUNCT
easat-7072	94	25	figure	figure	NOUN
easat-7072	94	26	2	2	NUM
easat-7072	94	27	)	)	PUNCT
easat-7072	94	28	.	.	PUNCT
easat-7072	95	1	1044	1044	NUM
easat-7072	95	2	edelweiss	edelweiss	PROPN
easat-7072	95	3	applied	apply	VERB
easat-7072	95	4	science	science	NOUN
easat-7072	95	5	and	and	CCONJ
easat-7072	95	6	technology	technology	NOUN
easat-7072	95	7	issn	issn	PROPN
easat-7072	95	8	:	:	PUNCT
easat-7072	95	9	2576	2576	NUM
easat-7072	95	10	-	-	SYM
easat-7072	95	11	8484	8484	NUM
easat-7072	95	12	vol	vol	NOUN
easat-7072	95	13	.	.	PROPN
easat-7072	96	1	9	9	NUM
easat-7072	96	2	,	,	PUNCT
easat-7072	96	3	no	no	INTJ
easat-7072	96	4	.	.	NOUN
easat-7072	96	5	5	5	NUM
easat-7072	96	6	:	:	PUNCT
easat-7072	96	7	1040	1040	NUM
easat-7072	96	8	-	-	SYM
easat-7072	96	9	1056	1056	NUM
easat-7072	96	10	,	,	PUNCT
easat-7072	96	11	2025	2025	NUM
easat-7072	96	12	doi	doi	NOUN
easat-7072	96	13	:	:	PUNCT
easat-7072	96	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	96	15	©	©	PROPN
easat-7072	96	16	2025	2025	NUM
easat-7072	96	17	by	by	ADP
easat-7072	96	18	the	the	DET
easat-7072	96	19	authors	author	NOUN
easat-7072	96	20	;	;	PUNCT
easat-7072	96	21	licensee	licensee	PROPN
easat-7072	96	22	learning	learn	VERB
easat-7072	96	23	gate	gate	NOUN
easat-7072	96	24	figure	figure	NOUN
easat-7072	96	25	2	2	NUM
easat-7072	96	26	.	.	PUNCT
easat-7072	96	27	sensor	sensor	NOUN
easat-7072	96	28	1vs	1vs	PROPN
easat-7072	96	29	sensor	sensor	PROPN
easat-7072	96	30	2	2	NUM
easat-7072	96	31	:	:	PUNCT
easat-7072	96	32	fault	fault	VERB
easat-7072	96	33	occurrence	occurrence	NOUN
easat-7072	96	34	.	.	PUNCT
easat-7072	97	1	3.1	3.1	NUM
easat-7072	97	2	.	.	PUNCT
easat-7072	97	3	growth	growth	NOUN
easat-7072	97	4	of	of	ADP
easat-7072	97	5	publications	publication	NOUN
easat-7072	97	6	the	the	DET
easat-7072	97	7	growth	growth	NOUN
easat-7072	97	8	of	of	ADP
easat-7072	97	9	publications	publication	NOUN
easat-7072	97	10	over	over	ADP
easat-7072	97	11	the	the	DET
easat-7072	97	12	last	last	ADJ
easat-7072	97	13	decade	decade	NOUN
easat-7072	97	14	is	be	AUX
easat-7072	97	15	illustrated	illustrate	VERB
easat-7072	97	16	.	.	PUNCT
easat-7072	98	1	the	the	DET
easat-7072	98	2	analysis	analysis	NOUN
easat-7072	98	3	spans	span	VERB
easat-7072	98	4	the	the	DET
easat-7072	98	5	period	period	NOUN
easat-7072	98	6	from	from	ADP
easat-7072	98	7	2010	2010	NUM
easat-7072	98	8	to	to	ADP
easat-7072	98	9	2020	2020	NUM
easat-7072	98	10	,	,	PUNCT
easat-7072	98	11	with	with	ADP
easat-7072	98	12	the	the	DET
easat-7072	98	13	most	most	ADV
easat-7072	98	14	recent	recent	ADJ
easat-7072	98	15	complete	complete	ADJ
easat-7072	98	16	year	year	NOUN
easat-7072	98	17	,	,	PUNCT
easat-7072	98	18	2019	2019	NUM
easat-7072	98	19	,	,	PUNCT
easat-7072	98	20	showing	show	VERB
easat-7072	98	21	approximately	approximately	ADV
easat-7072	98	22	141	141	NUM
easat-7072	98	23	published	publish	VERB
easat-7072	98	24	articles	article	NOUN
easat-7072	98	25	.	.	PUNCT
easat-7072	99	1	in	in	ADP
easat-7072	99	2	the	the	DET
easat-7072	99	3	early	early	ADJ
easat-7072	99	4	part	part	NOUN
easat-7072	99	5	of	of	ADP
easat-7072	99	6	2020	2020	NUM
easat-7072	99	7	,	,	PUNCT
easat-7072	99	8	there	there	PRON
easat-7072	99	9	were	be	VERB
easat-7072	99	10	around	around	ADV
easat-7072	99	11	10	10	NUM
easat-7072	99	12	articles	article	NOUN
easat-7072	99	13	published	publish	VERB
easat-7072	99	14	in	in	ADP
easat-7072	99	15	just	just	ADV
easat-7072	99	16	the	the	DET
easat-7072	99	17	first	first	ADJ
easat-7072	99	18	week	week	NOUN
easat-7072	99	19	.	.	PUNCT
easat-7072	100	1	to	to	PART
easat-7072	100	2	model	model	VERB
easat-7072	100	3	the	the	DET
easat-7072	100	4	publication	publication	NOUN
easat-7072	100	5	trend	trend	NOUN
easat-7072	100	6	,	,	PUNCT
easat-7072	100	7	both	both	CCONJ
easat-7072	100	8	linear	linear	ADJ
easat-7072	100	9	and	and	CCONJ
easat-7072	100	10	second	second	ADJ
easat-7072	100	11	-	-	PUNCT
easat-7072	100	12	order	order	NOUN
easat-7072	100	13	polynomial	polynomial	ADJ
easat-7072	100	14	regression	regression	NOUN
easat-7072	100	15	models	model	NOUN
easat-7072	100	16	were	be	AUX
easat-7072	100	17	applied	apply	VERB
easat-7072	100	18	.	.	PUNCT
easat-7072	101	1	the	the	DET
easat-7072	101	2	linear	linear	PROPN
easat-7072	101	3	regression	regression	NOUN
easat-7072	101	4	model	model	NOUN
easat-7072	101	5	indicated	indicate	VERB
easat-7072	101	6	an	an	DET
easat-7072	101	7	annual	annual	ADJ
easat-7072	101	8	growth	growth	NOUN
easat-7072	101	9	rate	rate	NOUN
easat-7072	101	10	of	of	ADP
easat-7072	101	11	roughly	roughly	ADV
easat-7072	101	12	18	18	NUM
easat-7072	101	13	%	%	NOUN
easat-7072	101	14	from	from	ADP
easat-7072	101	15	2010	2010	NUM
easat-7072	101	16	to	to	ADP
easat-7072	101	17	2014	2014	NUM
easat-7072	101	18	,	,	PUNCT
easat-7072	101	19	which	which	PRON
easat-7072	101	20	accelerated	accelerate	VERB
easat-7072	101	21	to	to	ADP
easat-7072	101	22	about	about	ADV
easat-7072	101	23	42	42	NUM
easat-7072	101	24	%	%	NOUN
easat-7072	101	25	between	between	ADP
easat-7072	101	26	2015	2015	NUM
easat-7072	101	27	and	and	CCONJ
easat-7072	101	28	2019	2019	NUM
easat-7072	101	29	.	.	PUNCT
easat-7072	102	1	the	the	DET
easat-7072	102	2	second	second	ADJ
easat-7072	102	3	-	-	PUNCT
easat-7072	102	4	order	order	NOUN
easat-7072	102	5	polynomial	polynomial	ADJ
easat-7072	102	6	regression	regression	NOUN
easat-7072	102	7	model	model	NOUN
easat-7072	102	8	demonstrated	demonstrate	VERB
easat-7072	102	9	a	a	DET
easat-7072	102	10	superior	superior	ADJ
easat-7072	102	11	fit	fit	NOUN
easat-7072	102	12	,	,	PUNCT
easat-7072	102	13	achieving	achieve	VERB
easat-7072	102	14	a	a	DET
easat-7072	102	15	coefficient	coefficient	NOUN
easat-7072	102	16	of	of	ADP
easat-7072	102	17	determination	determination	NOUN
easat-7072	102	18	(	(	PUNCT
easat-7072	102	19	r²	r²	NOUN
easat-7072	102	20	)	)	PUNCT
easat-7072	102	21	of	of	ADP
easat-7072	102	22	0.973	0.973	NUM
easat-7072	102	23	,	,	PUNCT
easat-7072	102	24	in	in	ADP
easat-7072	102	25	contrast	contrast	NOUN
easat-7072	102	26	to	to	ADP
easat-7072	102	27	the	the	DET
easat-7072	102	28	linear	linear	PROPN
easat-7072	102	29	model	model	NOUN
easat-7072	102	30	's	's	PART
easat-7072	102	31	r²	r²	NOUN
easat-7072	102	32	of	of	ADP
easat-7072	102	33	0.845	0.845	NUM
easat-7072	102	34	.	.	PUNCT
easat-7072	103	1	the	the	DET
easat-7072	103	2	analysis	analysis	NOUN
easat-7072	103	3	highlighted	highlight	VERB
easat-7072	103	4	a	a	DET
easat-7072	103	5	consistent	consistent	ADJ
easat-7072	103	6	annual	annual	ADJ
easat-7072	103	7	growth	growth	NOUN
easat-7072	103	8	rate	rate	NOUN
easat-7072	103	9	of	of	ADP
easat-7072	103	10	approximately	approximately	ADV
easat-7072	103	11	2.57	2.57	NUM
easat-7072	103	12	%	%	NOUN
easat-7072	103	13	,	,	PUNCT
easat-7072	103	14	suggesting	suggest	VERB
easat-7072	103	15	a	a	DET
easat-7072	103	16	rising	rise	VERB
easat-7072	103	17	interest	interest	NOUN
easat-7072	103	18	in	in	ADP
easat-7072	103	19	artificial	artificial	ADJ
easat-7072	103	20	intelligence	intelligence	NOUN
easat-7072	103	21	(	(	PUNCT
easat-7072	103	22	ai	ai	NOUN
easat-7072	103	23	)	)	PUNCT
easat-7072	103	24	and	and	CCONJ
easat-7072	103	25	machine	machine	NOUN
easat-7072	103	26	learning	learning	NOUN
easat-7072	103	27	(	(	PUNCT
easat-7072	103	28	ml	ml	NOUN
easat-7072	103	29	)	)	PUNCT
easat-7072	103	30	techniques	technique	NOUN
easat-7072	103	31	for	for	ADP
easat-7072	103	32	fault	fault	NOUN
easat-7072	103	33	detection	detection	NOUN
easat-7072	103	34	.	.	PUNCT
easat-7072	104	1	this	this	DET
easat-7072	104	2	growth	growth	NOUN
easat-7072	104	3	in	in	ADP
easat-7072	104	4	publications	publication	NOUN
easat-7072	104	5	can	can	AUX
easat-7072	104	6	be	be	AUX
easat-7072	104	7	attributed	attribute	VERB
easat-7072	104	8	to	to	ADP
easat-7072	104	9	the	the	DET
easat-7072	104	10	enhanced	enhance	VERB
easat-7072	104	11	performance	performance	NOUN
easat-7072	104	12	of	of	ADP
easat-7072	104	13	aiand	aiand	NOUN
easat-7072	104	14	ml	ml	NOUN
easat-7072	104	15	-	-	PUNCT
easat-7072	104	16	based	base	VERB
easat-7072	104	17	approaches	approach	NOUN
easat-7072	104	18	in	in	ADP
easat-7072	104	19	solving	solve	VERB
easat-7072	104	20	practical	practical	ADJ
easat-7072	104	21	issues	issue	NOUN
easat-7072	104	22	,	,	PUNCT
easat-7072	104	23	as	as	ADV
easat-7072	104	24	well	well	ADV
easat-7072	104	25	as	as	ADP
easat-7072	104	26	significant	significant	ADJ
easat-7072	104	27	improvements	improvement	NOUN
easat-7072	104	28	in	in	ADP
easat-7072	104	29	technology	technology	NOUN
easat-7072	104	30	and	and	CCONJ
easat-7072	104	31	computational	computational	ADJ
easat-7072	104	32	capabilities	capability	NOUN
easat-7072	104	33	in	in	ADP
easat-7072	104	34	recent	recent	ADJ
easat-7072	104	35	years	year	NOUN
easat-7072	104	36	.	.	PUNCT
easat-7072	105	1	although	although	SCONJ
easat-7072	105	2	the	the	DET
easat-7072	105	3	roots	root	NOUN
easat-7072	105	4	of	of	ADP
easat-7072	105	5	fault	fault	NOUN
easat-7072	105	6	detection	detection	NOUN
easat-7072	105	7	using	use	VERB
easat-7072	105	8	ai	ai	NOUN
easat-7072	105	9	and	and	CCONJ
easat-7072	105	10	ml	ml	PART
easat-7072	105	11	trace	trace	VERB
easat-7072	105	12	back	back	ADP
easat-7072	105	13	several	several	ADJ
easat-7072	105	14	decades	decade	NOUN
easat-7072	105	15	,	,	PUNCT
easat-7072	105	16	the	the	DET
easat-7072	105	17	past	past	ADJ
easat-7072	105	18	10	10	NUM
easat-7072	105	19	years	year	NOUN
easat-7072	105	20	have	have	AUX
easat-7072	105	21	witnessed	witness	VERB
easat-7072	105	22	a	a	DET
easat-7072	105	23	marked	mark	VERB
easat-7072	105	24	increase	increase	NOUN
easat-7072	105	25	in	in	ADP
easat-7072	105	26	research	research	NOUN
easat-7072	105	27	activity	activity	NOUN
easat-7072	105	28	in	in	ADP
easat-7072	105	29	this	this	DET
easat-7072	105	30	area	area	NOUN
easat-7072	105	31	.	.	PUNCT
easat-7072	106	1	this	this	DET
easat-7072	106	2	growth	growth	NOUN
easat-7072	106	3	is	be	AUX
easat-7072	106	4	primarily	primarily	ADV
easat-7072	106	5	attributed	attribute	VERB
easat-7072	106	6	to	to	ADP
easat-7072	106	7	factors	factor	NOUN
easat-7072	106	8	such	such	ADJ
easat-7072	106	9	as	as	ADP
easat-7072	106	10	technological	technological	ADJ
easat-7072	106	11	advancements	advancement	NOUN
easat-7072	106	12	,	,	PUNCT
easat-7072	106	13	the	the	DET
easat-7072	106	14	rise	rise	NOUN
easat-7072	106	15	of	of	ADP
easat-7072	106	16	data	datum	NOUN
easat-7072	106	17	analytics	analytic	NOUN
easat-7072	106	18	,	,	PUNCT
easat-7072	106	19	greater	great	ADJ
easat-7072	106	20	computing	computing	NOUN
easat-7072	106	21	capabilities	capability	NOUN
easat-7072	106	22	,	,	PUNCT
easat-7072	106	23	and	and	CCONJ
easat-7072	106	24	the	the	DET
easat-7072	106	25	growing	grow	VERB
easat-7072	106	26	emphasis	emphasis	NOUN
easat-7072	106	27	on	on	ADP
easat-7072	106	28	maintenance	maintenance	NOUN
easat-7072	106	29	cost	cost	NOUN
easat-7072	106	30	optimization	optimization	NOUN
easat-7072	106	31	in	in	ADP
easat-7072	106	32	industries	industry	NOUN
easat-7072	106	33	.	.	PUNCT
easat-7072	107	1	notably	notably	ADV
easat-7072	107	2	,	,	PUNCT
easat-7072	107	3	an	an	DET
easat-7072	107	4	exponential	exponential	ADJ
easat-7072	107	5	rise	rise	NOUN
easat-7072	107	6	in	in	ADP
easat-7072	107	7	the	the	DET
easat-7072	107	8	number	number	NOUN
easat-7072	107	9	of	of	ADP
easat-7072	107	10	publications	publication	NOUN
easat-7072	107	11	in	in	ADP
easat-7072	107	12	the	the	DET
easat-7072	107	13	last	last	ADJ
easat-7072	107	14	five	five	NUM
easat-7072	107	15	years	year	NOUN
easat-7072	107	16	suggests	suggest	VERB
easat-7072	107	17	that	that	SCONJ
easat-7072	107	18	these	these	DET
easat-7072	107	19	aiand	aiand	NOUN
easat-7072	107	20	ml	ml	VERB
easat-7072	107	21	-	-	PUNCT
easat-7072	107	22	driven	drive	VERB
easat-7072	107	23	approaches	approach	NOUN
easat-7072	107	24	have	have	AUX
easat-7072	107	25	become	become	VERB
easat-7072	107	26	a	a	DET
easat-7072	107	27	central	central	ADJ
easat-7072	107	28	focus	focus	NOUN
easat-7072	107	29	in	in	ADP
easat-7072	107	30	fault	fault	NOUN
easat-7072	107	31	detection	detection	NOUN
easat-7072	107	32	research	research	NOUN
easat-7072	107	33	.	.	PUNCT
easat-7072	108	1	3.2	3.2	NUM
easat-7072	108	2	.	.	PUNCT
easat-7072	109	1	influential	influential	ADJ
easat-7072	109	2	authors	author	NOUN
easat-7072	109	3	and	and	CCONJ
easat-7072	109	4	publications	publication	NOUN
easat-7072	109	5	this	this	DET
easat-7072	109	6	section	section	NOUN
easat-7072	109	7	delves	delve	VERB
easat-7072	109	8	into	into	ADP
easat-7072	109	9	the	the	DET
easat-7072	109	10	most	most	ADV
easat-7072	109	11	impactful	impactful	ADJ
easat-7072	109	12	authors	author	NOUN
easat-7072	109	13	and	and	CCONJ
easat-7072	109	14	publications	publication	NOUN
easat-7072	109	15	in	in	ADP
easat-7072	109	16	the	the	DET
easat-7072	109	17	field	field	NOUN
easat-7072	109	18	of	of	ADP
easat-7072	109	19	fault	fault	NOUN
easat-7072	109	20	prediction	prediction	NOUN
easat-7072	109	21	models	model	NOUN
easat-7072	109	22	for	for	ADP
easat-7072	109	23	the	the	DET
easat-7072	109	24	industrial	industrial	ADJ
easat-7072	109	25	internet	internet	NOUN
easat-7072	109	26	of	of	ADP
easat-7072	109	27	things	thing	NOUN
easat-7072	109	28	(	(	PUNCT
easat-7072	109	29	iiot	iiot	NOUN
easat-7072	109	30	)	)	PUNCT
easat-7072	109	31	from	from	ADP
easat-7072	109	32	2010	2010	NUM
easat-7072	109	33	to	to	ADP
easat-7072	109	34	2020	2020	NUM
easat-7072	109	35	.	.	PUNCT
easat-7072	110	1	the	the	DET
easat-7072	110	2	authors	author	NOUN
easat-7072	110	3	and	and	CCONJ
easat-7072	110	4	their	their	PRON
easat-7072	110	5	corresponding	correspond	VERB
easat-7072	110	6	publications	publication	NOUN
easat-7072	110	7	are	be	AUX
easat-7072	110	8	highlighted	highlight	VERB
easat-7072	110	9	in	in	ADP
easat-7072	110	10	the	the	DET
easat-7072	110	11	table	table	NOUN
easat-7072	110	12	.	.	PUNCT
easat-7072	111	1	global	global	ADJ
easat-7072	111	2	citations	citation	NOUN
easat-7072	111	3	(	(	PUNCT
easat-7072	111	4	gc	gc	NOUN
easat-7072	111	5	)	)	PUNCT
easat-7072	111	6	refer	refer	VERB
easat-7072	111	7	to	to	ADP
easat-7072	111	8	the	the	DET
easat-7072	111	9	citation	citation	NOUN
easat-7072	111	10	count	count	NOUN
easat-7072	111	11	of	of	ADP
easat-7072	111	12	a	a	DET
easat-7072	111	13	paper	paper	NOUN
easat-7072	111	14	across	across	ADP
easat-7072	111	15	all	all	DET
easat-7072	111	16	databases	database	NOUN
easat-7072	111	17	,	,	PUNCT
easat-7072	111	18	as	as	SCONJ
easat-7072	111	19	retrieved	retrieve	VERB
easat-7072	111	20	from	from	ADP
easat-7072	111	21	scopus	scopus	NOUN
easat-7072	111	22	at	at	ADP
easat-7072	111	23	the	the	DET
easat-7072	111	24	time	time	NOUN
easat-7072	111	25	of	of	ADP
easat-7072	111	26	data	data	NOUN
easat-7072	111	27	collection	collection	NOUN
easat-7072	111	28	.	.	PUNCT
easat-7072	112	1	on	on	ADP
easat-7072	112	2	the	the	DET
easat-7072	112	3	other	other	ADJ
easat-7072	112	4	hand	hand	NOUN
easat-7072	112	5	,	,	PUNCT
easat-7072	112	6	local	local	ADJ
easat-7072	112	7	citations	citation	NOUN
easat-7072	112	8	(	(	PUNCT
easat-7072	112	9	lc	lc	NOUN
easat-7072	112	10	)	)	PUNCT
easat-7072	112	11	indicate	indicate	VERB
easat-7072	112	12	how	how	SCONJ
easat-7072	112	13	often	often	ADV
easat-7072	112	14	a	a	DET
easat-7072	112	15	publication	publication	NOUN
easat-7072	112	16	is	be	AUX
easat-7072	112	17	referenced	reference	VERB
easat-7072	112	18	within	within	ADP
easat-7072	112	19	the	the	DET
easat-7072	112	20	specific	specific	ADJ
easat-7072	112	21	collection	collection	NOUN
easat-7072	112	22	of	of	ADP
easat-7072	112	23	articles	article	NOUN
easat-7072	112	24	analyzed	analyze	VERB
easat-7072	112	25	(	(	PUNCT
easat-7072	112	26	figure	figure	NOUN
easat-7072	112	27	3	3	NUM
easat-7072	112	28	)	)	PUNCT
easat-7072	112	29	.	.	PUNCT
easat-7072	113	1	1045	1045	NUM
easat-7072	113	2	edelweiss	edelweiss	PROPN
easat-7072	113	3	applied	apply	VERB
easat-7072	113	4	science	science	NOUN
easat-7072	113	5	and	and	CCONJ
easat-7072	113	6	technology	technology	NOUN
easat-7072	113	7	issn	issn	PROPN
easat-7072	113	8	:	:	PUNCT
easat-7072	113	9	2576	2576	NUM
easat-7072	113	10	-	-	SYM
easat-7072	113	11	8484	8484	NUM
easat-7072	113	12	vol	vol	NOUN
easat-7072	113	13	.	.	PROPN
easat-7072	114	1	9	9	NUM
easat-7072	114	2	,	,	PUNCT
easat-7072	114	3	no	no	INTJ
easat-7072	114	4	.	.	NOUN
easat-7072	114	5	5	5	NUM
easat-7072	114	6	:	:	PUNCT
easat-7072	114	7	1040	1040	NUM
easat-7072	114	8	-	-	SYM
easat-7072	114	9	1056	1056	NUM
easat-7072	114	10	,	,	PUNCT
easat-7072	114	11	2025	2025	NUM
easat-7072	114	12	doi	doi	NOUN
easat-7072	114	13	:	:	PUNCT
easat-7072	114	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	114	15	©	©	PROPN
easat-7072	114	16	2025	2025	NUM
easat-7072	114	17	by	by	ADP
easat-7072	114	18	the	the	DET
easat-7072	114	19	authors	author	NOUN
easat-7072	114	20	;	;	PUNCT
easat-7072	114	21	licensee	licensee	PROPN
easat-7072	114	22	learning	learn	VERB
easat-7072	114	23	gate	gate	PROPN
easat-7072	114	24	figure	figure	NOUN
easat-7072	114	25	3	3	NUM
easat-7072	114	26	.	.	PUNCT
easat-7072	114	27	correlation	correlation	NOUN
easat-7072	114	28	matrix	matrix	NOUN
easat-7072	114	29	of	of	ADP
easat-7072	114	30	variables	variable	NOUN
easat-7072	114	31	.	.	PUNCT
easat-7072	115	1	among	among	ADP
easat-7072	115	2	the	the	DET
easat-7072	115	3	various	various	ADJ
easat-7072	115	4	scholarly	scholarly	ADJ
easat-7072	115	5	works	work	NOUN
easat-7072	115	6	,	,	PUNCT
easat-7072	115	7	the	the	DET
easat-7072	115	8	2013	2013	NUM
easat-7072	115	9	paper	paper	NOUN
easat-7072	115	10	authored	author	VERB
easat-7072	115	11	by	by	ADP
easat-7072	115	12	tamilselvan	tamilselvan	NOUN
easat-7072	115	13	and	and	CCONJ
easat-7072	115	14	wang	wang	PROPN
easat-7072	116	1	[	[	X
easat-7072	116	2	2	2	NUM
easat-7072	116	3	]	]	PUNCT
easat-7072	116	4	has	have	AUX
easat-7072	116	5	accumulated	accumulate	VERB
easat-7072	116	6	the	the	DET
easat-7072	116	7	most	most	ADV
easat-7072	116	8	substantial	substantial	ADJ
easat-7072	116	9	number	number	NOUN
easat-7072	116	10	of	of	ADP
easat-7072	116	11	worldwide	worldwide	ADJ
easat-7072	116	12	references	reference	NOUN
easat-7072	116	13	,	,	PUNCT
easat-7072	116	14	totaling	total	VERB
easat-7072	116	15	273	273	NUM
easat-7072	116	16	.	.	PUNCT
easat-7072	117	1	this	this	DET
easat-7072	117	2	investigation	investigation	NOUN
easat-7072	117	3	delves	delve	VERB
easat-7072	117	4	into	into	ADP
easat-7072	117	5	the	the	DET
easat-7072	117	6	utilization	utilization	NOUN
easat-7072	117	7	of	of	ADP
easat-7072	117	8	deep	deep	ADJ
easat-7072	117	9	belief	belief	NOUN
easat-7072	117	10	networks	network	NOUN
easat-7072	117	11	for	for	ADP
easat-7072	117	12	classifying	classify	VERB
easat-7072	117	13	health	health	NOUN
easat-7072	117	14	states	state	NOUN
easat-7072	117	15	,	,	PUNCT
easat-7072	117	16	aiming	aim	VERB
easat-7072	117	17	to	to	PART
easat-7072	117	18	boost	boost	VERB
easat-7072	117	19	system	system	NOUN
easat-7072	117	20	dependability	dependability	NOUN
easat-7072	117	21	and	and	CCONJ
easat-7072	117	22	curtail	curtail	NOUN
easat-7072	117	23	maintenance	maintenance	NOUN
easat-7072	117	24	expenditures	expenditure	NOUN
easat-7072	117	25	.	.	PUNCT
easat-7072	118	1	in	in	ADP
easat-7072	118	2	2015	2015	NUM
easat-7072	118	3	,	,	PUNCT
easat-7072	118	4	a	a	DET
easat-7072	118	5	study	study	NOUN
easat-7072	118	6	by	by	ADP
easat-7072	118	7	li	li	PROPN
easat-7072	118	8	,	,	PUNCT
easat-7072	118	9	et	et	PROPN
easat-7072	118	10	al	al	PROPN
easat-7072	118	11	.	.	PUNCT
easat-7072	119	1	[	[	X
easat-7072	119	2	3	3	NUM
easat-7072	119	3	]	]	PUNCT
easat-7072	119	4	cited	cite	VERB
easat-7072	119	5	142	142	NUM
easat-7072	119	6	times	time	NOUN
easat-7072	119	7	,	,	PUNCT
easat-7072	119	8	proposed	propose	VERB
easat-7072	119	9	a	a	DET
easat-7072	119	10	multimodal	multimodal	ADJ
easat-7072	119	11	deep	deep	ADJ
easat-7072	119	12	support	support	NOUN
easat-7072	119	13	vector	vector	NOUN
easat-7072	119	14	machine	machine	NOUN
easat-7072	119	15	method	method	NOUN
easat-7072	119	16	for	for	ADP
easat-7072	119	17	the	the	DET
easat-7072	119	18	diagnosis	diagnosis	NOUN
easat-7072	119	19	of	of	ADP
easat-7072	119	20	gearbox	gearbox	NOUN
easat-7072	119	21	anomalies	anomaly	NOUN
easat-7072	119	22	.	.	PUNCT
easat-7072	120	1	their	their	PRON
easat-7072	120	2	findings	finding	NOUN
easat-7072	120	3	underscored	underscore	VERB
easat-7072	120	4	the	the	DET
easat-7072	120	5	efficacy	efficacy	NOUN
easat-7072	120	6	of	of	ADP
easat-7072	120	7	deep	deep	ADJ
easat-7072	120	8	learning	learning	NOUN
easat-7072	120	9	as	as	ADP
easat-7072	120	10	a	a	DET
easat-7072	120	11	potent	potent	ADJ
easat-7072	120	12	tool	tool	NOUN
easat-7072	120	13	for	for	ADP
easat-7072	120	14	refining	refining	NOUN
easat-7072	120	15	gearbox	gearbox	NOUN
easat-7072	120	16	fault	fault	NOUN
easat-7072	120	17	identification	identification	NOUN
easat-7072	120	18	and	and	CCONJ
easat-7072	120	19	enhancing	enhance	VERB
easat-7072	120	20	the	the	DET
easat-7072	120	21	overall	overall	ADJ
easat-7072	120	22	robustness	robustness	NOUN
easat-7072	120	23	of	of	ADP
easat-7072	120	24	the	the	DET
easat-7072	120	25	system	system	NOUN
easat-7072	120	26	.	.	PUNCT
easat-7072	121	1	in	in	ADP
easat-7072	121	2	bacha	bacha	PROPN
easat-7072	121	3	,	,	PUNCT
easat-7072	121	4	et	et	PROPN
easat-7072	121	5	al	al	PROPN
easat-7072	121	6	.	.	PUNCT
easat-7072	122	1	[	[	X
easat-7072	122	2	4	4	X
easat-7072	122	3	]	]	PUNCT
easat-7072	122	4	and	and	CCONJ
easat-7072	122	5	associates	associate	NOUN
easat-7072	122	6	employed	employ	VERB
easat-7072	122	7	support	support	NOUN
easat-7072	122	8	vector	vector	NOUN
easat-7072	122	9	machines	machine	NOUN
easat-7072	122	10	(	(	PUNCT
easat-7072	122	11	svm	svm	PROPN
easat-7072	122	12	)	)	PUNCT
easat-7072	122	13	for	for	ADP
easat-7072	122	14	diagnosing	diagnose	VERB
easat-7072	122	15	faults	fault	NOUN
easat-7072	122	16	in	in	ADP
easat-7072	122	17	power	power	NOUN
easat-7072	122	18	transformers	transformer	NOUN
easat-7072	122	19	,	,	PUNCT
easat-7072	122	20	specifically	specifically	ADV
easat-7072	122	21	targeting	target	VERB
easat-7072	122	22	the	the	DET
easat-7072	122	23	analysis	analysis	NOUN
easat-7072	122	24	of	of	ADP
easat-7072	122	25	dissolved	dissolve	VERB
easat-7072	122	26	gases	gas	NOUN
easat-7072	122	27	.	.	PUNCT
easat-7072	123	1	their	their	PRON
easat-7072	123	2	results	result	NOUN
easat-7072	123	3	illustrated	illustrate	VERB
easat-7072	123	4	that	that	SCONJ
easat-7072	123	5	the	the	DET
easat-7072	123	6	proposed	propose	VERB
easat-7072	123	7	methodology	methodology	NOUN
easat-7072	123	8	significantly	significantly	ADV
easat-7072	123	9	elevated	elevate	VERB
easat-7072	123	10	the	the	DET
easat-7072	123	11	accuracy	accuracy	NOUN
easat-7072	123	12	of	of	ADP
easat-7072	123	13	fault	fault	NOUN
easat-7072	123	14	detection	detection	NOUN
easat-7072	123	15	and	and	CCONJ
easat-7072	123	16	increased	increase	VERB
easat-7072	123	17	the	the	DET
easat-7072	123	18	operational	operational	ADJ
easat-7072	123	19	efficiency	efficiency	NOUN
easat-7072	123	20	of	of	ADP
easat-7072	123	21	transformers	transformer	NOUN
easat-7072	123	22	.	.	PUNCT
easat-7072	124	1	additionally	additionally	ADV
easat-7072	124	2	,	,	PUNCT
easat-7072	124	3	it	it	PRON
easat-7072	124	4	reveals	reveal	VERB
easat-7072	124	5	the	the	DET
easat-7072	124	6	authors	author	NOUN
easat-7072	124	7	with	with	ADP
easat-7072	124	8	the	the	DET
easat-7072	124	9	highest	high	ADJ
easat-7072	124	10	number	number	NOUN
easat-7072	124	11	of	of	ADP
easat-7072	124	12	publications	publication	NOUN
easat-7072	124	13	.	.	PUNCT
easat-7072	125	1	li	li	PROPN
easat-7072	125	2	,	,	PUNCT
easat-7072	125	3	et	et	PROPN
easat-7072	125	4	al	al	PROPN
easat-7072	125	5	.	.	PUNCT
easat-7072	126	1	[	[	X
easat-7072	126	2	5	5	NUM
easat-7072	126	3	]	]	PUNCT
easat-7072	126	4	lead	lead	NOUN
easat-7072	126	5	with	with	ADP
easat-7072	126	6	16	16	NUM
easat-7072	126	7	,	,	PUNCT
easat-7072	126	8	12	12	NUM
easat-7072	126	9	,	,	PUNCT
easat-7072	126	10	and	and	CCONJ
easat-7072	126	11	11	11	NUM
easat-7072	126	12	publications	publication	NOUN
easat-7072	126	13	,	,	PUNCT
easat-7072	126	14	respectively	respectively	ADV
easat-7072	126	15	.	.	PUNCT
easat-7072	127	1	3.3	3.3	NUM
easat-7072	127	2	.	.	PUNCT
easat-7072	128	1	leading	lead	VERB
easat-7072	128	2	countries	country	NOUN
easat-7072	128	3	in	in	ADP
easat-7072	128	4	research	research	NOUN
easat-7072	128	5	productivity	productivity	NOUN
easat-7072	128	6	the	the	DET
easat-7072	128	7	application	application	NOUN
easat-7072	128	8	of	of	ADP
easat-7072	128	9	ai	ai	NOUN
easat-7072	128	10	and	and	CCONJ
easat-7072	128	11	ml	ml	X
easat-7072	128	12	in	in	ADP
easat-7072	128	13	fault	fault	NOUN
easat-7072	128	14	diagnosis	diagnosis	NOUN
easat-7072	128	15	through	through	ADP
easat-7072	128	16	intelligent	intelligent	ADJ
easat-7072	128	17	algorithms	algorithm	NOUN
easat-7072	128	18	has	have	AUX
easat-7072	128	19	gained	gain	VERB
easat-7072	128	20	substantial	substantial	ADJ
easat-7072	128	21	attention	attention	NOUN
easat-7072	128	22	due	due	ADP
easat-7072	128	23	to	to	ADP
easat-7072	128	24	its	its	PRON
easat-7072	128	25	potential	potential	NOUN
easat-7072	128	26	to	to	PART
easat-7072	128	27	address	address	VERB
easat-7072	128	28	challenges	challenge	NOUN
easat-7072	128	29	faced	face	VERB
easat-7072	128	30	by	by	ADP
easat-7072	128	31	real	real	ADJ
easat-7072	128	32	-	-	PUNCT
easat-7072	128	33	world	world	NOUN
easat-7072	128	34	industrial	industrial	ADJ
easat-7072	128	35	systems	system	NOUN
easat-7072	128	36	.	.	PUNCT
easat-7072	129	1	while	while	SCONJ
easat-7072	129	2	this	this	DET
easat-7072	129	3	field	field	NOUN
easat-7072	129	4	has	have	VERB
easat-7072	129	5	its	its	PRON
easat-7072	129	6	roots	root	NOUN
easat-7072	129	7	dating	date	VERB
easat-7072	129	8	back	back	ADV
easat-7072	129	9	to	to	ADP
easat-7072	129	10	the	the	DET
easat-7072	129	11	1970s	1970	NOUN
easat-7072	129	12	,	,	PUNCT
easat-7072	129	13	the	the	DET
easat-7072	129	14	last	last	ADJ
easat-7072	129	15	decade	decade	NOUN
easat-7072	129	16	has	have	AUX
easat-7072	129	17	seen	see	VERB
easat-7072	129	18	considerable	considerable	ADJ
easat-7072	129	19	advancements	advancement	NOUN
easat-7072	129	20	driven	drive	VERB
easat-7072	129	21	by	by	ADP
easat-7072	129	22	technological	technological	ADJ
easat-7072	129	23	progress	progress	NOUN
easat-7072	129	24	,	,	PUNCT
easat-7072	129	25	growth	growth	NOUN
easat-7072	129	26	in	in	ADP
easat-7072	129	27	data	datum	NOUN
easat-7072	129	28	analytics	analytic	NOUN
easat-7072	129	29	,	,	PUNCT
easat-7072	129	30	increased	increase	VERB
easat-7072	129	31	computing	computing	NOUN
easat-7072	129	32	power	power	NOUN
easat-7072	129	33	,	,	PUNCT
easat-7072	129	34	and	and	CCONJ
easat-7072	129	35	the	the	DET
easat-7072	129	36	rising	rise	VERB
easat-7072	129	37	importance	importance	NOUN
easat-7072	129	38	of	of	ADP
easat-7072	129	39	maintenance	maintenance	NOUN
easat-7072	129	40	cost	cost	NOUN
easat-7072	129	41	management	management	NOUN
easat-7072	129	42	for	for	ADP
easat-7072	129	43	industries	industry	NOUN
easat-7072	129	44	.	.	PUNCT
easat-7072	130	1	notably	notably	ADV
easat-7072	130	2	,	,	PUNCT
easat-7072	130	3	the	the	DET
easat-7072	130	4	past	past	ADJ
easat-7072	130	5	five	five	NUM
easat-7072	130	6	years	year	NOUN
easat-7072	130	7	have	have	AUX
easat-7072	130	8	witnessed	witness	VERB
easat-7072	130	9	a	a	DET
easat-7072	130	10	sharp	sharp	ADJ
easat-7072	130	11	rise	rise	NOUN
easat-7072	130	12	in	in	ADP
easat-7072	130	13	research	research	NOUN
easat-7072	130	14	activity	activity	NOUN
easat-7072	130	15	within	within	ADP
easat-7072	130	16	this	this	DET
easat-7072	130	17	domain	domain	NOUN
easat-7072	130	18	(	(	PUNCT
easat-7072	130	19	figure	figure	NOUN
easat-7072	130	20	4	4	NUM
easat-7072	130	21	)	)	PUNCT
easat-7072	130	22	.	.	PUNCT
easat-7072	131	1	1046	1046	NUM
easat-7072	131	2	edelweiss	edelweiss	PROPN
easat-7072	131	3	applied	apply	VERB
easat-7072	131	4	science	science	NOUN
easat-7072	131	5	and	and	CCONJ
easat-7072	131	6	technology	technology	NOUN
easat-7072	131	7	issn	issn	PROPN
easat-7072	131	8	:	:	PUNCT
easat-7072	131	9	2576	2576	NUM
easat-7072	131	10	-	-	SYM
easat-7072	131	11	8484	8484	NUM
easat-7072	131	12	vol	vol	NOUN
easat-7072	131	13	.	.	PROPN
easat-7072	132	1	9	9	NUM
easat-7072	132	2	,	,	PUNCT
easat-7072	132	3	no	no	INTJ
easat-7072	132	4	.	.	NOUN
easat-7072	132	5	5	5	NUM
easat-7072	132	6	:	:	PUNCT
easat-7072	132	7	1040	1040	NUM
easat-7072	132	8	-	-	SYM
easat-7072	132	9	1056	1056	NUM
easat-7072	132	10	,	,	PUNCT
easat-7072	132	11	2025	2025	NUM
easat-7072	132	12	doi	doi	NOUN
easat-7072	132	13	:	:	PUNCT
easat-7072	132	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	132	15	©	©	PROPN
easat-7072	132	16	2025	2025	NUM
easat-7072	132	17	by	by	ADP
easat-7072	132	18	the	the	DET
easat-7072	132	19	authors	author	NOUN
easat-7072	132	20	;	;	PUNCT
easat-7072	132	21	licensee	licensee	PROPN
easat-7072	132	22	learning	learn	VERB
easat-7072	132	23	gate	gate	NOUN
easat-7072	132	24	figure	figure	NOUN
easat-7072	132	25	4	4	NUM
easat-7072	132	26	.	.	PUNCT
easat-7072	133	1	sensor	sensor	NOUN
easat-7072	133	2	2	2	NUM
easat-7072	133	3	distribution	distribution	NOUN
easat-7072	133	4	by	by	ADP
easat-7072	133	5	fault	fault	NOUN
easat-7072	133	6	occurrence	occurrence	NOUN
easat-7072	133	7	.	.	PUNCT
easat-7072	134	1	it	it	PRON
easat-7072	134	2	illustrates	illustrate	VERB
easat-7072	134	3	the	the	DET
easat-7072	134	4	research	research	NOUN
easat-7072	134	5	output	output	NOUN
easat-7072	134	6	by	by	ADP
easat-7072	134	7	country	country	NOUN
easat-7072	134	8	,	,	PUNCT
easat-7072	134	9	showing	show	VERB
easat-7072	134	10	the	the	DET
easat-7072	134	11	frequency	frequency	NOUN
easat-7072	134	12	of	of	ADP
easat-7072	134	13	publications	publication	NOUN
easat-7072	134	14	.	.	PUNCT
easat-7072	135	1	the	the	DET
easat-7072	135	2	countries	country	NOUN
easat-7072	135	3	with	with	ADP
easat-7072	135	4	the	the	DET
easat-7072	135	5	highest	high	ADJ
easat-7072	135	6	number	number	NOUN
easat-7072	135	7	of	of	ADP
easat-7072	135	8	publications	publication	NOUN
easat-7072	135	9	are	be	AUX
easat-7072	135	10	china	china	PROPN
easat-7072	135	11	,	,	PUNCT
easat-7072	135	12	the	the	DET
easat-7072	135	13	usa	usa	PROPN
easat-7072	135	14	,	,	PUNCT
easat-7072	135	15	and	and	CCONJ
easat-7072	135	16	india	india	PROPN
easat-7072	135	17	respectively	respectively	ADV
easat-7072	135	18	.	.	PUNCT
easat-7072	136	1	china	china	PROPN
easat-7072	136	2	’s	’s	PART
easat-7072	136	3	output	output	NOUN
easat-7072	136	4	is	be	AUX
easat-7072	136	5	approximately	approximately	ADV
easat-7072	136	6	4.6	4.6	NUM
easat-7072	136	7	times	time	NOUN
easat-7072	136	8	greater	great	ADJ
easat-7072	136	9	than	than	ADP
easat-7072	136	10	that	that	PRON
easat-7072	136	11	of	of	ADP
easat-7072	136	12	the	the	DET
easat-7072	136	13	usa	usa	PROPN
easat-7072	136	14	,	,	PUNCT
easat-7072	136	15	while	while	SCONJ
easat-7072	136	16	the	the	DET
easat-7072	136	17	gap	gap	NOUN
easat-7072	136	18	between	between	ADP
easat-7072	136	19	the	the	DET
easat-7072	136	20	usa	usa	PROPN
easat-7072	136	21	and	and	CCONJ
easat-7072	136	22	india	india	PROPN
easat-7072	136	23	is	be	AUX
easat-7072	136	24	around	around	ADV
easat-7072	136	25	1.9	1.9	NUM
easat-7072	136	26	times	time	NOUN
easat-7072	136	27	.	.	PUNCT
easat-7072	137	1	to	to	PART
easat-7072	137	2	assess	assess	VERB
easat-7072	137	3	the	the	DET
easat-7072	137	4	impact	impact	NOUN
easat-7072	137	5	of	of	ADP
easat-7072	137	6	these	these	DET
easat-7072	137	7	publications	publication	NOUN
easat-7072	137	8	,	,	PUNCT
easat-7072	137	9	we	we	PRON
easat-7072	137	10	calculated	calculate	VERB
easat-7072	137	11	the	the	DET
easat-7072	137	12	ratio	ratio	NOUN
easat-7072	137	13	of	of	ADP
easat-7072	137	14	total	total	ADJ
easat-7072	137	15	citations	citation	NOUN
easat-7072	137	16	(	(	PUNCT
easat-7072	137	17	tc	tc	NOUN
easat-7072	137	18	)	)	PUNCT
easat-7072	137	19	to	to	ADP
easat-7072	137	20	the	the	DET
easat-7072	137	21	number	number	NOUN
easat-7072	137	22	of	of	ADP
easat-7072	137	23	publications	publication	NOUN
easat-7072	137	24	(	(	PUNCT
easat-7072	137	25	np	np	INTJ
easat-7072	137	26	)	)	PUNCT
easat-7072	137	27	.	.	PUNCT
easat-7072	138	1	canada	canada	PROPN
easat-7072	138	2	stands	stand	VERB
easat-7072	138	3	out	out	ADP
easat-7072	138	4	with	with	ADP
easat-7072	138	5	a	a	DET
easat-7072	138	6	ratio	ratio	NOUN
easat-7072	138	7	of	of	ADP
easat-7072	138	8	4.2	4.2	NUM
easat-7072	138	9	,	,	PUNCT
easat-7072	138	10	placing	place	VERB
easat-7072	138	11	it	it	PRON
easat-7072	138	12	at	at	ADP
easat-7072	138	13	the	the	DET
easat-7072	138	14	top	top	NOUN
easat-7072	138	15	,	,	PUNCT
easat-7072	138	16	followed	follow	VERB
easat-7072	138	17	by	by	ADP
easat-7072	138	18	turkey	turkey	NOUN
easat-7072	138	19	and	and	CCONJ
easat-7072	138	20	the	the	DET
easat-7072	138	21	usa	usa	PROPN
easat-7072	138	22	.	.	PROPN
easat-7072	139	1	despite	despite	SCONJ
easat-7072	139	2	china	china	PROPN
easat-7072	139	3	’s	’s	PART
easat-7072	139	4	dominant	dominant	ADJ
easat-7072	139	5	publication	publication	NOUN
easat-7072	139	6	volume	volume	NOUN
easat-7072	139	7	,	,	PUNCT
easat-7072	139	8	its	its	PRON
easat-7072	139	9	tc	tc	NOUN
easat-7072	139	10	/	/	SYM
easat-7072	139	11	np	np	NOUN
easat-7072	139	12	ratio	ratio	NOUN
easat-7072	139	13	ranks	rank	VERB
easat-7072	139	14	eighth	eighth	ADV
easat-7072	139	15	globally	globally	ADV
easat-7072	139	16	,	,	PUNCT
easat-7072	139	17	which	which	PRON
easat-7072	139	18	suggests	suggest	VERB
easat-7072	139	19	that	that	SCONJ
easat-7072	139	20	the	the	DET
easat-7072	139	21	impact	impact	NOUN
easat-7072	139	22	of	of	ADP
easat-7072	139	23	its	its	PRON
easat-7072	139	24	research	research	NOUN
easat-7072	139	25	is	be	AUX
easat-7072	139	26	relatively	relatively	ADV
easat-7072	139	27	lower	low	ADJ
easat-7072	139	28	in	in	ADP
easat-7072	139	29	comparison	comparison	NOUN
easat-7072	139	30	to	to	ADP
easat-7072	139	31	other	other	ADJ
easat-7072	139	32	leading	lead	VERB
easat-7072	139	33	nations	nation	NOUN
easat-7072	139	34	.	.	PUNCT
easat-7072	140	1	it	it	PRON
easat-7072	140	2	also	also	ADV
easat-7072	140	3	presents	present	VERB
easat-7072	140	4	a	a	DET
easat-7072	140	5	global	global	ADJ
easat-7072	140	6	map	map	NOUN
easat-7072	140	7	depicting	depict	VERB
easat-7072	140	8	the	the	DET
easat-7072	140	9	scientific	scientific	ADJ
easat-7072	140	10	productivity	productivity	NOUN
easat-7072	140	11	in	in	ADP
easat-7072	140	12	this	this	DET
easat-7072	140	13	area	area	NOUN
easat-7072	140	14	.	.	PUNCT
easat-7072	141	1	4	4	X
easat-7072	141	2	.	.	X
easat-7072	141	3	network	network	NOUN
easat-7072	141	4	analysis	analysis	NOUN
easat-7072	141	5	long	long	ADJ
easat-7072	141	6	short	short	ADJ
easat-7072	141	7	-	-	PUNCT
easat-7072	141	8	term	term	NOUN
easat-7072	141	9	memory	memory	NOUN
easat-7072	141	10	(	(	PUNCT
easat-7072	141	11	lstm	lstm	NOUN
easat-7072	141	12	)	)	PUNCT
easat-7072	141	13	networks	network	NOUN
easat-7072	141	14	are	be	AUX
easat-7072	141	15	now	now	ADV
easat-7072	141	16	at	at	ADP
easat-7072	141	17	the	the	DET
easat-7072	141	18	forefront	forefront	NOUN
easat-7072	141	19	of	of	ADP
easat-7072	141	20	predictive	predictive	ADJ
easat-7072	141	21	maintenance	maintenance	NOUN
easat-7072	141	22	frameworks	framework	NOUN
easat-7072	141	23	due	due	ADP
easat-7072	141	24	to	to	ADP
easat-7072	141	25	their	their	PRON
easat-7072	141	26	unique	unique	ADJ
easat-7072	141	27	ability	ability	NOUN
easat-7072	141	28	to	to	PART
easat-7072	141	29	process	process	VERB
easat-7072	141	30	sequential	sequential	ADJ
easat-7072	141	31	and	and	CCONJ
easat-7072	141	32	time	time	NOUN
easat-7072	141	33	-	-	PUNCT
easat-7072	141	34	series	series	NOUN
easat-7072	141	35	data	datum	NOUN
easat-7072	141	36	effectively	effectively	ADV
easat-7072	141	37	.	.	PUNCT
easat-7072	142	1	unlike	unlike	ADP
easat-7072	142	2	traditional	traditional	ADJ
easat-7072	142	3	machine	machine	NOUN
easat-7072	142	4	learning	learning	NOUN
easat-7072	142	5	models	model	NOUN
easat-7072	142	6	like	like	ADP
easat-7072	142	7	support	support	NOUN
easat-7072	142	8	vector	vector	NOUN
easat-7072	142	9	machines	machine	NOUN
easat-7072	142	10	(	(	PUNCT
easat-7072	142	11	svm	svm	PROPN
easat-7072	142	12	)	)	PUNCT
easat-7072	142	13	and	and	CCONJ
easat-7072	142	14	artificial	artificial	ADJ
easat-7072	142	15	neural	neural	ADJ
easat-7072	142	16	networks	network	NOUN
easat-7072	142	17	(	(	PUNCT
easat-7072	142	18	ann	ann	PROPN
easat-7072	142	19	)	)	PUNCT
easat-7072	142	20	,	,	PUNCT
easat-7072	142	21	which	which	PRON
easat-7072	142	22	are	be	AUX
easat-7072	142	23	often	often	ADV
easat-7072	142	24	limited	limit	VERB
easat-7072	142	25	in	in	ADP
easat-7072	142	26	capturing	capture	VERB
easat-7072	142	27	long	long	ADJ
easat-7072	142	28	-	-	PUNCT
easat-7072	142	29	term	term	NOUN
easat-7072	142	30	dependencies	dependency	NOUN
easat-7072	142	31	and	and	CCONJ
easat-7072	142	32	non	non	ADJ
easat-7072	142	33	-	-	ADJ
easat-7072	142	34	linear	linear	ADJ
easat-7072	142	35	patterns	pattern	NOUN
easat-7072	142	36	,	,	PUNCT
easat-7072	142	37	lstm	lstm	ADJ
easat-7072	142	38	networks	network	NOUN
easat-7072	142	39	excel	excel	VERB
easat-7072	142	40	in	in	ADP
easat-7072	142	41	learning	learn	VERB
easat-7072	142	42	from	from	ADP
easat-7072	142	43	large	large	ADJ
easat-7072	142	44	volumes	volume	NOUN
easat-7072	142	45	of	of	ADP
easat-7072	142	46	temporal	temporal	ADJ
easat-7072	142	47	data	datum	NOUN
easat-7072	142	48	.	.	PUNCT
easat-7072	143	1	they	they	PRON
easat-7072	143	2	are	be	AUX
easat-7072	143	3	particularly	particularly	ADV
easat-7072	143	4	wellsuited	wellsuite	VERB
easat-7072	143	5	for	for	ADP
easat-7072	143	6	fault	fault	NOUN
easat-7072	143	7	prediction	prediction	NOUN
easat-7072	143	8	in	in	ADP
easat-7072	143	9	complex	complex	ADJ
easat-7072	143	10	industrial	industrial	ADJ
easat-7072	143	11	systems	system	NOUN
easat-7072	143	12	,	,	PUNCT
easat-7072	143	13	where	where	SCONJ
easat-7072	143	14	the	the	DET
easat-7072	143	15	relationship	relationship	NOUN
easat-7072	143	16	between	between	ADP
easat-7072	143	17	past	past	ADJ
easat-7072	143	18	system	system	NOUN
easat-7072	143	19	states	state	NOUN
easat-7072	143	20	and	and	CCONJ
easat-7072	143	21	future	future	ADJ
easat-7072	143	22	failures	failure	NOUN
easat-7072	143	23	is	be	AUX
easat-7072	143	24	crucial	crucial	ADJ
easat-7072	143	25	.	.	PUNCT
easat-7072	144	1	lstm	lstm	NOUN
easat-7072	144	2	models	model	NOUN
easat-7072	144	3	can	can	AUX
easat-7072	144	4	learn	learn	VERB
easat-7072	144	5	from	from	ADP
easat-7072	144	6	historical	historical	ADJ
easat-7072	144	7	data	datum	NOUN
easat-7072	144	8	,	,	PUNCT
easat-7072	144	9	adapt	adapt	VERB
easat-7072	144	10	to	to	ADP
easat-7072	144	11	new	new	ADJ
easat-7072	144	12	patterns	pattern	NOUN
easat-7072	144	13	,	,	PUNCT
easat-7072	144	14	and	and	CCONJ
easat-7072	144	15	predict	predict	VERB
easat-7072	144	16	future	future	ADJ
easat-7072	144	17	faults	fault	NOUN
easat-7072	144	18	with	with	ADP
easat-7072	144	19	greater	great	ADJ
easat-7072	144	20	accuracy	accuracy	NOUN
easat-7072	144	21	and	and	CCONJ
easat-7072	144	22	reliability	reliability	NOUN
easat-7072	144	23	,	,	PUNCT
easat-7072	144	24	providing	provide	VERB
easat-7072	144	25	an	an	DET
easat-7072	144	26	edge	edge	NOUN
easat-7072	144	27	over	over	ADP
easat-7072	144	28	traditional	traditional	ADJ
easat-7072	144	29	methods	method	NOUN
easat-7072	144	30	in	in	ADP
easat-7072	144	31	real	real	ADJ
easat-7072	144	32	-	-	PUNCT
easat-7072	144	33	time	time	NOUN
easat-7072	144	34	fault	fault	NOUN
easat-7072	144	35	detection	detection	NOUN
easat-7072	144	36	applications	application	NOUN
easat-7072	144	37	.	.	PUNCT
easat-7072	145	1	this	this	DET
easat-7072	145	2	section	section	NOUN
easat-7072	145	3	provides	provide	VERB
easat-7072	145	4	an	an	DET
easat-7072	145	5	analysis	analysis	NOUN
easat-7072	145	6	of	of	ADP
easat-7072	145	7	the	the	DET
easat-7072	145	8	research	research	NOUN
easat-7072	145	9	network	network	NOUN
easat-7072	145	10	,	,	PUNCT
easat-7072	145	11	which	which	PRON
easat-7072	145	12	helps	help	VERB
easat-7072	145	13	to	to	PART
easat-7072	145	14	reveal	reveal	VERB
easat-7072	145	15	the	the	DET
easat-7072	145	16	structure	structure	NOUN
easat-7072	145	17	of	of	ADP
easat-7072	145	18	the	the	DET
easat-7072	145	19	field	field	NOUN
easat-7072	145	20	,	,	PUNCT
easat-7072	145	21	the	the	DET
easat-7072	145	22	global	global	ADJ
easat-7072	145	23	collaborations	collaboration	NOUN
easat-7072	145	24	among	among	ADP
easat-7072	145	25	authors	author	NOUN
easat-7072	145	26	,	,	PUNCT
easat-7072	145	27	and	and	CCONJ
easat-7072	145	28	the	the	DET
easat-7072	145	29	recurring	recur	VERB
easat-7072	145	30	themes	theme	NOUN
easat-7072	145	31	that	that	PRON
easat-7072	145	32	appear	appear	VERB
easat-7072	145	33	across	across	ADP
easat-7072	145	34	various	various	ADJ
easat-7072	145	35	studies	study	NOUN
easat-7072	145	36	.	.	PUNCT
easat-7072	146	1	the	the	DET
easat-7072	146	2	analysis	analysis	NOUN
easat-7072	146	3	utilizes	utilize	VERB
easat-7072	146	4	network	network	NOUN
easat-7072	146	5	theory	theory	NOUN
easat-7072	146	6	,	,	PUNCT
easat-7072	146	7	a	a	DET
easat-7072	146	8	discipline	discipline	NOUN
easat-7072	146	9	that	that	PRON
easat-7072	146	10	originated	originate	VERB
easat-7072	146	11	in	in	ADP
easat-7072	146	12	computer	computer	NOUN
easat-7072	146	13	science	science	NOUN
easat-7072	146	14	,	,	PUNCT
easat-7072	146	15	to	to	PART
easat-7072	146	16	identify	identify	VERB
easat-7072	146	17	patterns	pattern	NOUN
easat-7072	146	18	and	and	CCONJ
easat-7072	146	19	influences	influence	NOUN
easat-7072	146	20	within	within	ADP
easat-7072	146	21	research	research	NOUN
easat-7072	146	22	domains	domain	NOUN
easat-7072	146	23	.	.	PUNCT
easat-7072	147	1	specifically	specifically	ADV
easat-7072	147	2	,	,	PUNCT
easat-7072	147	3	a	a	DET
easat-7072	147	4	co	co	NOUN
easat-7072	147	5	-	-	NOUN
easat-7072	147	6	citation	citation	NOUN
easat-7072	147	7	network	network	NOUN
easat-7072	147	8	analysis	analysis	NOUN
easat-7072	147	9	is	be	AUX
easat-7072	147	10	applied	apply	VERB
easat-7072	147	11	to	to	PART
easat-7072	147	12	investigate	investigate	VERB
easat-7072	147	13	how	how	SCONJ
easat-7072	147	14	knowledge	knowledge	NOUN
easat-7072	147	15	is	be	AUX
easat-7072	147	16	1047	1047	NUM
easat-7072	147	17	edelweiss	edelweiss	PROPN
easat-7072	147	18	applied	apply	VERB
easat-7072	147	19	science	science	NOUN
easat-7072	147	20	and	and	CCONJ
easat-7072	147	21	technology	technology	NOUN
easat-7072	147	22	issn	issn	PROPN
easat-7072	147	23	:	:	PUNCT
easat-7072	147	24	2576	2576	NUM
easat-7072	147	25	-	-	SYM
easat-7072	147	26	8484	8484	NUM
easat-7072	147	27	vol	vol	NOUN
easat-7072	147	28	.	.	PROPN
easat-7072	148	1	9	9	NUM
easat-7072	148	2	,	,	PUNCT
easat-7072	148	3	no	no	INTJ
easat-7072	148	4	.	.	NOUN
easat-7072	148	5	5	5	NUM
easat-7072	148	6	:	:	PUNCT
easat-7072	148	7	1040	1040	NUM
easat-7072	148	8	-	-	SYM
easat-7072	148	9	1056	1056	NUM
easat-7072	148	10	,	,	PUNCT
easat-7072	148	11	2025	2025	NUM
easat-7072	148	12	doi	doi	NOUN
easat-7072	148	13	:	:	PUNCT
easat-7072	148	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	148	15	©	©	PROPN
easat-7072	148	16	2025	2025	NUM
easat-7072	148	17	by	by	ADP
easat-7072	148	18	the	the	DET
easat-7072	148	19	authors	author	NOUN
easat-7072	148	20	;	;	PUNCT
easat-7072	148	21	licensee	licensee	PROPN
easat-7072	148	22	learning	learn	VERB
easat-7072	148	23	gate	gate	NOUN
easat-7072	148	24	structured	structure	VERB
easat-7072	148	25	within	within	ADP
easat-7072	148	26	the	the	DET
easat-7072	148	27	fault	fault	NOUN
easat-7072	148	28	prediction	prediction	NOUN
easat-7072	148	29	domain	domain	NOUN
easat-7072	148	30	,	,	PUNCT
easat-7072	148	31	the	the	DET
easat-7072	148	32	main	main	ADJ
easat-7072	148	33	focus	focus	NOUN
easat-7072	148	34	of	of	ADP
easat-7072	148	35	this	this	DET
easat-7072	148	36	review	review	NOUN
easat-7072	148	37	.	.	PUNCT
easat-7072	149	1	this	this	DET
easat-7072	149	2	approach	approach	NOUN
easat-7072	149	3	visualizes	visualize	VERB
easat-7072	149	4	the	the	DET
easat-7072	149	5	relationships	relationship	NOUN
easat-7072	149	6	between	between	ADP
easat-7072	149	7	papers	paper	NOUN
easat-7072	149	8	by	by	ADP
easat-7072	149	9	highlighting	highlight	VERB
easat-7072	149	10	shared	share	VERB
easat-7072	149	11	topics	topic	NOUN
easat-7072	149	12	or	or	CCONJ
easat-7072	149	13	references	reference	NOUN
easat-7072	149	14	.	.	PUNCT
easat-7072	150	1	4.1	4.1	NUM
easat-7072	150	2	.	.	PUNCT
easat-7072	150	3	centrality	centrality	NOUN
easat-7072	150	4	-	-	PUNCT
easat-7072	150	5	based	base	VERB
easat-7072	150	6	clustering	clustering	ADJ
easat-7072	150	7	co	co	NOUN
easat-7072	150	8	-	-	NOUN
easat-7072	150	9	citation	citation	NOUN
easat-7072	150	10	analysis	analysis	NOUN
easat-7072	150	11	is	be	AUX
easat-7072	150	12	a	a	DET
easat-7072	150	13	powerful	powerful	ADJ
easat-7072	150	14	tool	tool	NOUN
easat-7072	150	15	for	for	ADP
easat-7072	150	16	identifying	identify	VERB
easat-7072	150	17	similarities	similarity	NOUN
easat-7072	150	18	among	among	ADP
easat-7072	150	19	research	research	NOUN
easat-7072	150	20	papers	paper	NOUN
easat-7072	150	21	.	.	PUNCT
easat-7072	151	1	by	by	ADP
easat-7072	151	2	examining	examine	VERB
easat-7072	151	3	the	the	DET
easat-7072	151	4	connections	connection	NOUN
easat-7072	151	5	between	between	ADP
easat-7072	151	6	the	the	DET
easat-7072	151	7	cited	cite	VERB
easat-7072	151	8	documents	document	NOUN
easat-7072	151	9	in	in	ADP
easat-7072	151	10	a	a	DET
easat-7072	151	11	co	co	NOUN
easat-7072	151	12	-	-	NOUN
easat-7072	151	13	citation	citation	NOUN
easat-7072	151	14	network	network	NOUN
easat-7072	151	15	,	,	PUNCT
easat-7072	151	16	it	it	PRON
easat-7072	151	17	is	be	AUX
easat-7072	151	18	possible	possible	ADJ
easat-7072	151	19	to	to	PART
easat-7072	151	20	uncover	uncover	VERB
easat-7072	151	21	structural	structural	ADJ
easat-7072	151	22	patterns	pattern	NOUN
easat-7072	151	23	.	.	PUNCT
easat-7072	152	1	this	this	DET
easat-7072	152	2	method	method	NOUN
easat-7072	152	3	allows	allow	VERB
easat-7072	152	4	for	for	ADP
easat-7072	152	5	the	the	DET
easat-7072	152	6	identification	identification	NOUN
easat-7072	152	7	of	of	ADP
easat-7072	152	8	key	key	ADJ
easat-7072	152	9	research	research	NOUN
easat-7072	152	10	papers	paper	NOUN
easat-7072	152	11	and	and	CCONJ
easat-7072	152	12	their	their	PRON
easat-7072	152	13	relationships	relationship	NOUN
easat-7072	152	14	based	base	VERB
easat-7072	152	15	on	on	ADP
easat-7072	152	16	how	how	SCONJ
easat-7072	152	17	frequently	frequently	ADV
easat-7072	152	18	they	they	PRON
easat-7072	152	19	are	be	AUX
easat-7072	152	20	cited	cite	VERB
easat-7072	152	21	together	together	ADV
easat-7072	152	22	.	.	PUNCT
easat-7072	153	1	the	the	DET
easat-7072	153	2	co	co	NOUN
easat-7072	153	3	-	-	NOUN
easat-7072	153	4	citation	citation	NOUN
easat-7072	153	5	network	network	NOUN
easat-7072	153	6	can	can	AUX
easat-7072	153	7	be	be	AUX
easat-7072	153	8	developed	develop	VERB
easat-7072	153	9	using	use	VERB
easat-7072	153	10	bibliometric	bibliometric	ADJ
easat-7072	153	11	software	software	NOUN
easat-7072	153	12	tools	tool	NOUN
easat-7072	153	13	,	,	PUNCT
easat-7072	153	14	such	such	ADJ
easat-7072	153	15	as	as	ADP
easat-7072	153	16	the	the	DET
easat-7072	153	17	“	"	PUNCT
easat-7072	153	18	bibliometrix	bibliometrix	NOUN
easat-7072	153	19	”	"	PUNCT
easat-7072	153	20	r	r	NOUN
easat-7072	153	21	-	-	PUNCT
easat-7072	153	22	package	package	NOUN
easat-7072	153	23	,	,	PUNCT
easat-7072	153	24	which	which	PRON
easat-7072	153	25	we	we	PRON
easat-7072	153	26	applied	apply	VERB
easat-7072	153	27	for	for	ADP
easat-7072	153	28	our	our	PRON
easat-7072	153	29	analysis	analysis	NOUN
easat-7072	153	30	(	(	PUNCT
easat-7072	153	31	figure	figure	NOUN
easat-7072	153	32	5	5	NUM
easat-7072	153	33	)	)	PUNCT
easat-7072	153	34	.	.	PUNCT
easat-7072	154	1	figure	figure	VERB
easat-7072	154	2	5	5	NUM
easat-7072	154	3	.	.	PUNCT
easat-7072	155	1	sensor	sensor	NOUN
easat-7072	155	2	1	1	NUM
easat-7072	155	3	and	and	CCONJ
easat-7072	155	4	fault	fault	VERB
easat-7072	155	5	occurrence	occurrence	NOUN
easat-7072	155	6	over	over	ADP
easat-7072	155	7	time	time	NOUN
easat-7072	155	8	.	.	PUNCT
easat-7072	156	1	the	the	DET
easat-7072	156	2	investigation	investigation	NOUN
easat-7072	156	3	underscores	underscore	VERB
easat-7072	156	4	the	the	DET
easat-7072	156	5	most	most	ADV
easat-7072	156	6	frequently	frequently	ADV
easat-7072	156	7	referenced	reference	VERB
easat-7072	156	8	works	work	NOUN
easat-7072	156	9	within	within	ADP
easat-7072	156	10	the	the	DET
easat-7072	156	11	network	network	NOUN
easat-7072	156	12	(	(	PUNCT
easat-7072	156	13	27	27	NUM
easat-7072	156	14	sources	source	NOUN
easat-7072	156	15	)	)	PUNCT
easat-7072	156	16	,	,	PUNCT
easat-7072	156	17	which	which	PRON
easat-7072	156	18	are	be	AUX
easat-7072	156	19	organized	organize	VERB
easat-7072	156	20	into	into	ADP
easat-7072	156	21	four	four	NUM
easat-7072	156	22	distinct	distinct	ADJ
easat-7072	156	23	groups	group	NOUN
easat-7072	156	24	,	,	PUNCT
easat-7072	156	25	each	each	PRON
easat-7072	156	26	represented	represent	VERB
easat-7072	156	27	by	by	ADP
easat-7072	156	28	a	a	DET
easat-7072	156	29	unique	unique	ADJ
easat-7072	156	30	color	color	NOUN
easat-7072	156	31	.	.	PUNCT
easat-7072	157	1	the	the	DET
easat-7072	157	2	pivotal	pivotal	ADJ
easat-7072	157	3	papers	paper	NOUN
easat-7072	157	4	within	within	ADP
easat-7072	157	5	each	each	DET
easat-7072	157	6	group	group	NOUN
easat-7072	157	7	are	be	AUX
easat-7072	157	8	depicted	depict	VERB
easat-7072	157	9	with	with	ADP
easat-7072	157	10	larger	large	ADJ
easat-7072	157	11	nodes	node	NOUN
easat-7072	157	12	,	,	PUNCT
easat-7072	157	13	indicating	indicate	VERB
easat-7072	157	14	their	their	PRON
easat-7072	157	15	significant	significant	ADJ
easat-7072	157	16	impact	impact	NOUN
easat-7072	157	17	in	in	ADP
easat-7072	157	18	that	that	DET
easat-7072	157	19	specific	specific	ADJ
easat-7072	157	20	cluster	cluster	NOUN
easat-7072	157	21	.	.	PUNCT
easat-7072	158	1	the	the	DET
easat-7072	158	2	study	study	NOUN
easat-7072	158	3	categorizes	categorize	VERB
easat-7072	158	4	the	the	DET
easat-7072	158	5	four	four	NUM
easat-7072	158	6	groups	group	NOUN
easat-7072	158	7	and	and	CCONJ
easat-7072	158	8	provides	provide	VERB
easat-7072	158	9	an	an	DET
easat-7072	158	10	overview	overview	NOUN
easat-7072	158	11	of	of	ADP
easat-7072	158	12	the	the	DET
easat-7072	158	13	themes	theme	NOUN
easat-7072	158	14	explored	explore	VERB
easat-7072	158	15	by	by	ADP
easat-7072	158	16	these	these	DET
easat-7072	158	17	studies	study	NOUN
easat-7072	158	18	.	.	PUNCT
easat-7072	159	1	cluster	cluster	NOUN
easat-7072	159	2	1	1	NUM
easat-7072	159	3	is	be	AUX
easat-7072	159	4	centered	center	VERB
easat-7072	159	5	around	around	ADP
easat-7072	159	6	autonomous	autonomous	ADJ
easat-7072	159	7	fault	fault	NOUN
easat-7072	159	8	detection	detection	NOUN
easat-7072	159	9	methods	method	NOUN
easat-7072	159	10	,	,	PUNCT
easat-7072	159	11	examining	examine	VERB
easat-7072	159	12	techniques	technique	NOUN
easat-7072	159	13	such	such	ADJ
easat-7072	159	14	as	as	ADP
easat-7072	159	15	seismic	seismic	ADJ
easat-7072	159	16	analysis	analysis	NOUN
easat-7072	159	17	,	,	PUNCT
easat-7072	159	18	neural	neural	ADJ
easat-7072	159	19	networks	network	NOUN
easat-7072	159	20	,	,	PUNCT
easat-7072	159	21	and	and	CCONJ
easat-7072	159	22	an	an	DET
easat-7072	159	23	array	array	NOUN
easat-7072	159	24	of	of	ADP
easat-7072	159	25	machine	machine	NOUN
easat-7072	159	26	learning	learn	VERB
easat-7072	159	27	approaches	approach	NOUN
easat-7072	159	28	.	.	PUNCT
easat-7072	160	1	cluster	cluster	NOUN
easat-7072	160	2	2	2	NUM
easat-7072	160	3	is	be	AUX
easat-7072	160	4	predominantly	predominantly	ADV
easat-7072	160	5	concerned	concerned	ADJ
easat-7072	160	6	with	with	ADP
easat-7072	160	7	data	data	NOUN
easat-7072	160	8	-	-	PUNCT
easat-7072	160	9	centric	centric	NOUN
easat-7072	160	10	models	model	NOUN
easat-7072	160	11	and	and	CCONJ
easat-7072	160	12	ai	ai	PRON
easat-7072	160	13	methodologies	methodology	NOUN
easat-7072	160	14	,	,	PUNCT
easat-7072	160	15	including	include	VERB
easat-7072	160	16	deep	deep	ADJ
easat-7072	160	17	learning	learning	NOUN
easat-7072	160	18	and	and	CCONJ
easat-7072	160	19	support	support	VERB
easat-7072	160	20	vector	vector	NOUN
easat-7072	160	21	machines	machine	NOUN
easat-7072	160	22	(	(	PUNCT
easat-7072	160	23	svms	svms	NOUN
easat-7072	160	24	)	)	PUNCT
easat-7072	160	25	.	.	PUNCT
easat-7072	161	1	clusters	cluster	NOUN
easat-7072	161	2	3	3	NUM
easat-7072	161	3	and	and	CCONJ
easat-7072	161	4	4	4	NUM
easat-7072	161	5	concentrate	concentrate	VERB
easat-7072	161	6	on	on	ADP
easat-7072	161	7	fault	fault	NOUN
easat-7072	161	8	detection	detection	NOUN
easat-7072	161	9	applications	application	NOUN
easat-7072	161	10	and	and	CCONJ
easat-7072	161	11	the	the	DET
easat-7072	161	12	extraction	extraction	NOUN
easat-7072	161	13	of	of	ADP
easat-7072	161	14	knowledge	knowledge	NOUN
easat-7072	161	15	through	through	ADP
easat-7072	161	16	ai	ai	PROPN
easat-7072	161	17	methods	method	NOUN
easat-7072	161	18	,	,	PUNCT
easat-7072	161	19	such	such	ADJ
easat-7072	161	20	as	as	ADP
easat-7072	161	21	artificial	artificial	ADJ
easat-7072	161	22	neural	neural	ADJ
easat-7072	161	23	networks	network	NOUN
easat-7072	161	24	and	and	CCONJ
easat-7072	161	25	particle	particle	NOUN
easat-7072	161	26	swarm	swarm	NOUN
easat-7072	161	27	optimization	optimization	NOUN
easat-7072	161	28	.	.	PUNCT
easat-7072	162	1	4.2	4.2	NUM
easat-7072	162	2	.	.	PUNCT
easat-7072	162	3	modularity	modularity	NOUN
easat-7072	162	4	-	-	PUNCT
easat-7072	162	5	based	base	VERB
easat-7072	162	6	clustering	clustering	NOUN
easat-7072	162	7	modularity	modularity	NOUN
easat-7072	162	8	is	be	AUX
easat-7072	162	9	a	a	DET
easat-7072	162	10	concept	concept	NOUN
easat-7072	162	11	used	use	VERB
easat-7072	162	12	to	to	PART
easat-7072	162	13	assess	assess	VERB
easat-7072	162	14	the	the	DET
easat-7072	162	15	community	community	NOUN
easat-7072	162	16	structure	structure	NOUN
easat-7072	162	17	within	within	ADP
easat-7072	162	18	a	a	DET
easat-7072	162	19	network	network	NOUN
easat-7072	162	20	,	,	PUNCT
easat-7072	162	21	determining	determine	VERB
easat-7072	162	22	how	how	SCONJ
easat-7072	162	23	well	well	ADV
easat-7072	162	24	links	link	NOUN
easat-7072	162	25	are	be	AUX
easat-7072	162	26	distributed	distribute	VERB
easat-7072	162	27	within	within	ADP
easat-7072	162	28	clusters	cluster	NOUN
easat-7072	162	29	compared	compare	VERB
easat-7072	162	30	to	to	ADP
easat-7072	162	31	those	those	PRON
easat-7072	162	32	between	between	ADP
easat-7072	162	33	clusters	cluster	NOUN
easat-7072	162	34	.	.	PUNCT
easat-7072	163	1	to	to	PART
easat-7072	163	2	analyze	analyze	VERB
easat-7072	163	3	the	the	DET
easat-7072	163	4	1048	1048	NUM
easat-7072	163	5	edelweiss	edelweiss	PROPN
easat-7072	163	6	applied	apply	VERB
easat-7072	163	7	science	science	NOUN
easat-7072	163	8	and	and	CCONJ
easat-7072	163	9	technology	technology	NOUN
easat-7072	163	10	issn	issn	PROPN
easat-7072	163	11	:	:	PUNCT
easat-7072	163	12	2576	2576	NUM
easat-7072	163	13	-	-	SYM
easat-7072	163	14	8484	8484	NUM
easat-7072	163	15	vol	vol	NOUN
easat-7072	163	16	.	.	PROPN
easat-7072	164	1	9	9	NUM
easat-7072	164	2	,	,	PUNCT
easat-7072	164	3	no	no	INTJ
easat-7072	164	4	.	.	NOUN
easat-7072	164	5	5	5	NUM
easat-7072	164	6	:	:	PUNCT
easat-7072	164	7	1040	1040	NUM
easat-7072	164	8	-	-	SYM
easat-7072	164	9	1056	1056	NUM
easat-7072	164	10	,	,	PUNCT
easat-7072	164	11	2025	2025	NUM
easat-7072	164	12	doi	doi	NOUN
easat-7072	164	13	:	:	PUNCT
easat-7072	164	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	164	15	©	©	PROPN
easat-7072	164	16	2025	2025	NUM
easat-7072	164	17	by	by	ADP
easat-7072	164	18	the	the	DET
easat-7072	164	19	authors	author	NOUN
easat-7072	164	20	;	;	PUNCT
easat-7072	164	21	licensee	licensee	PROPN
easat-7072	164	22	learning	learn	VERB
easat-7072	164	23	gate	gate	NOUN
easat-7072	164	24	modularity	modularity	NOUN
easat-7072	164	25	of	of	ADP
easat-7072	164	26	the	the	DET
easat-7072	164	27	co	co	NOUN
easat-7072	164	28	-	-	NOUN
easat-7072	164	29	citation	citation	NOUN
easat-7072	164	30	network	network	NOUN
easat-7072	164	31	,	,	PUNCT
easat-7072	164	32	we	we	PRON
easat-7072	164	33	utilized	utilize	VERB
easat-7072	164	34	the	the	DET
easat-7072	164	35	open	open	ADJ
easat-7072	164	36	-	-	PUNCT
easat-7072	164	37	source	source	NOUN
easat-7072	164	38	tool	tool	NOUN
easat-7072	164	39	gephi	gephi	ADJ
easat-7072	164	40	,	,	PUNCT
easat-7072	164	41	which	which	PRON
easat-7072	164	42	is	be	AUX
easat-7072	164	43	widely	widely	ADV
easat-7072	164	44	used	use	VERB
easat-7072	164	45	to	to	PART
easat-7072	164	46	represent	represent	VERB
easat-7072	164	47	and	and	CCONJ
easat-7072	164	48	analyze	analyze	VERB
easat-7072	164	49	complex	complex	ADJ
easat-7072	164	50	networks	network	NOUN
easat-7072	164	51	.	.	PUNCT
easat-7072	165	1	gephi	gephi	PROPN
easat-7072	165	2	uses	use	VERB
easat-7072	165	3	modularity	modularity	NOUN
easat-7072	165	4	classes	class	NOUN
easat-7072	165	5	to	to	PART
easat-7072	165	6	cluster	cluster	VERB
easat-7072	165	7	the	the	DET
easat-7072	165	8	network	network	NOUN
easat-7072	165	9	into	into	ADP
easat-7072	165	10	distinct	distinct	ADJ
easat-7072	165	11	groups	group	NOUN
easat-7072	165	12	.	.	PUNCT
easat-7072	166	1	in	in	ADP
easat-7072	166	2	this	this	DET
easat-7072	166	3	analysis	analysis	NOUN
easat-7072	166	4	,	,	PUNCT
easat-7072	166	5	three	three	NUM
easat-7072	166	6	modularity	modularity	NOUN
easat-7072	166	7	clusters	cluster	NOUN
easat-7072	166	8	(	(	PUNCT
easat-7072	166	9	labeled	label	VERB
easat-7072	166	10	0	0	NUM
easat-7072	166	11	,	,	PUNCT
easat-7072	166	12	1	1	NUM
easat-7072	166	13	,	,	PUNCT
easat-7072	166	14	and	and	CCONJ
easat-7072	166	15	2	2	X
easat-7072	166	16	)	)	PUNCT
easat-7072	166	17	were	be	AUX
easat-7072	166	18	identified	identify	VERB
easat-7072	166	19	.	.	PUNCT
easat-7072	167	1	within	within	ADP
easat-7072	167	2	each	each	DET
easat-7072	167	3	cluster	cluster	NOUN
easat-7072	167	4	,	,	PUNCT
easat-7072	167	5	the	the	DET
easat-7072	167	6	top	top	ADJ
easat-7072	167	7	10	10	NUM
easat-7072	167	8	references	reference	NOUN
easat-7072	167	9	were	be	AUX
easat-7072	167	10	selected	select	VERB
easat-7072	167	11	based	base	VERB
easat-7072	167	12	on	on	ADP
easat-7072	167	13	their	their	PRON
easat-7072	167	14	pagerank	pagerank	NOUN
easat-7072	167	15	,	,	PUNCT
easat-7072	167	16	a	a	DET
easat-7072	167	17	measure	measure	NOUN
easat-7072	167	18	of	of	ADP
easat-7072	167	19	their	their	PRON
easat-7072	167	20	importance	importance	NOUN
easat-7072	167	21	within	within	ADP
easat-7072	167	22	the	the	DET
easat-7072	167	23	network	network	NOUN
easat-7072	167	24	.	.	PUNCT
easat-7072	168	1	it	it	PRON
easat-7072	168	2	also	also	ADV
easat-7072	168	3	highlights	highlight	VERB
easat-7072	168	4	the	the	DET
easat-7072	168	5	key	key	ADJ
easat-7072	168	6	contributions	contribution	NOUN
easat-7072	168	7	of	of	ADP
easat-7072	168	8	these	these	DET
easat-7072	168	9	influential	influential	ADJ
easat-7072	168	10	papers	paper	NOUN
easat-7072	168	11	.	.	PUNCT
easat-7072	169	1	the	the	DET
easat-7072	169	2	five	five	NUM
easat-7072	169	3	most	most	ADV
easat-7072	169	4	highly	highly	ADV
easat-7072	169	5	ranked	rank	VERB
easat-7072	169	6	papers	paper	NOUN
easat-7072	169	7	in	in	ADP
easat-7072	169	8	each	each	DET
easat-7072	169	9	cluster	cluster	NOUN
easat-7072	169	10	were	be	AUX
easat-7072	169	11	identified	identify	VERB
easat-7072	169	12	and	and	CCONJ
easat-7072	169	13	summarized	summarize	VERB
easat-7072	169	14	.	.	PUNCT
easat-7072	170	1	in	in	ADP
easat-7072	170	2	cluster	cluster	NOUN
easat-7072	170	3	0	0	NUM
easat-7072	170	4	,	,	PUNCT
easat-7072	170	5	the	the	DET
easat-7072	170	6	top	top	ADJ
easat-7072	170	7	papers	paper	NOUN
easat-7072	170	8	include	include	VERB
easat-7072	170	9	works	work	NOUN
easat-7072	170	10	by	by	ADP
easat-7072	170	11	nimmo	nimmo	PROPN
easat-7072	171	1	[	[	X
easat-7072	171	2	6	6	NUM
easat-7072	171	3	]	]	PUNCT
easat-7072	171	4	;	;	PUNCT
easat-7072	171	5	gertler	gertler	NOUN
easat-7072	171	6	[	[	X
easat-7072	171	7	7	7	NUM
easat-7072	171	8	]	]	PUNCT
easat-7072	171	9	;	;	PUNCT
easat-7072	172	1	massoumnia	massoumnia	X
easat-7072	172	2	[	[	X
easat-7072	172	3	8	8	NUM
easat-7072	172	4	]	]	PUNCT
easat-7072	172	5	and	and	CCONJ
easat-7072	172	6	basseville	basseville	NOUN
easat-7072	172	7	and	and	CCONJ
easat-7072	172	8	nikiforov	nikiforov	NOUN
easat-7072	173	1	[	[	X
easat-7072	173	2	9	9	NUM
easat-7072	173	3	]	]	PUNCT
easat-7072	173	4	.	.	PUNCT
easat-7072	174	1	cluster	cluster	NOUN
easat-7072	174	2	1	1	NUM
easat-7072	174	3	's	's	PART
easat-7072	174	4	most	most	ADV
easat-7072	174	5	prominent	prominent	ADJ
easat-7072	174	6	papers	paper	NOUN
easat-7072	174	7	include	include	VERB
easat-7072	174	8	silver	silver	NOUN
easat-7072	174	9	,	,	PUNCT
easat-7072	174	10	et	et	PROPN
easat-7072	174	11	al	al	PROPN
easat-7072	174	12	.	.	PUNCT
easat-7072	175	1	[	[	X
easat-7072	175	2	10	10	NUM
easat-7072	175	3	]	]	X
easat-7072	175	4	;	;	PUNCT
easat-7072	175	5	silver	silver	NOUN
easat-7072	175	6	,	,	PUNCT
easat-7072	175	7	et	et	PROPN
easat-7072	175	8	al	al	PROPN
easat-7072	175	9	.	.	PUNCT
easat-7072	176	1	[	[	X
easat-7072	176	2	11	11	NUM
easat-7072	176	3	]	]	PUNCT
easat-7072	176	4	;	;	PUNCT
easat-7072	176	5	wang	wang	PROPN
easat-7072	176	6	and	and	CCONJ
easat-7072	176	7	wang	wang	PROPN
easat-7072	177	1	[	[	X
easat-7072	177	2	12	12	NUM
easat-7072	177	3	]	]	PUNCT
easat-7072	177	4	and	and	CCONJ
easat-7072	177	5	zhu	zhu	PROPN
easat-7072	177	6	,	,	PUNCT
easat-7072	177	7	et	et	PROPN
easat-7072	177	8	al	al	PROPN
easat-7072	177	9	.	.	PUNCT
easat-7072	178	1	[	[	X
easat-7072	178	2	13	13	NUM
easat-7072	178	3	]	]	PUNCT
easat-7072	178	4	.	.	PUNCT
easat-7072	179	1	these	these	DET
easat-7072	179	2	papers	paper	NOUN
easat-7072	179	3	are	be	AUX
easat-7072	179	4	discussed	discuss	VERB
easat-7072	179	5	in	in	ADP
easat-7072	179	6	more	more	ADJ
easat-7072	179	7	detail	detail	NOUN
easat-7072	179	8	in	in	ADP
easat-7072	179	9	the	the	DET
easat-7072	179	10	following	follow	VERB
easat-7072	179	11	sections	section	NOUN
easat-7072	179	12	,	,	PUNCT
easat-7072	179	13	where	where	SCONJ
easat-7072	179	14	we	we	PRON
easat-7072	179	15	analyze	analyze	VERB
easat-7072	179	16	their	their	PRON
easat-7072	179	17	contributions	contribution	NOUN
easat-7072	179	18	within	within	ADP
easat-7072	179	19	each	each	DET
easat-7072	179	20	modularity	modularity	NOUN
easat-7072	179	21	class	class	NOUN
easat-7072	179	22	(	(	PUNCT
easat-7072	179	23	figure	figure	NOUN
easat-7072	179	24	6	6	NUM
easat-7072	179	25	)	)	PUNCT
easat-7072	179	26	.	.	PUNCT
easat-7072	180	1	figure	figure	VERB
easat-7072	180	2	6	6	NUM
easat-7072	180	3	.	.	PUNCT
easat-7072	181	1	sensor	sensor	NOUN
easat-7072	181	2	l	l	NOUN
easat-7072	181	3	data	datum	NOUN
easat-7072	181	4	by	by	ADP
easat-7072	181	5	fault	fault	NOUN
easat-7072	181	6	occurrence	occurrence	NOUN
easat-7072	181	7	.	.	PUNCT
easat-7072	182	1	4.2.1	4.2.1	NOUN
easat-7072	182	2	.	.	PUNCT
easat-7072	183	1	cluster	cluster	NOUN
easat-7072	183	2	0	0	NUM
easat-7072	183	3	:	:	PUNCT
easat-7072	183	4	fault	fault	VERB
easat-7072	183	5	identification	identification	NOUN
easat-7072	183	6	in	in	ADP
easat-7072	183	7	processes	process	NOUN
easat-7072	183	8	and	and	CCONJ
easat-7072	183	9	systems	system	NOUN
easat-7072	183	10	this	this	DET
easat-7072	183	11	group	group	NOUN
easat-7072	183	12	accounts	account	VERB
easat-7072	183	13	for	for	ADP
easat-7072	183	14	approximately	approximately	ADV
easat-7072	183	15	13	13	NUM
easat-7072	183	16	%	%	NOUN
easat-7072	183	17	of	of	ADP
easat-7072	183	18	the	the	DET
easat-7072	183	19	overall	overall	ADJ
easat-7072	183	20	papers	paper	NOUN
easat-7072	183	21	considered	consider	VERB
easat-7072	183	22	in	in	ADP
easat-7072	183	23	the	the	DET
easat-7072	183	24	review	review	NOUN
easat-7072	183	25	.	.	PUNCT
easat-7072	184	1	in	in	ADP
easat-7072	184	2	this	this	DET
easat-7072	184	3	section	section	NOUN
easat-7072	184	4	,	,	PUNCT
easat-7072	184	5	we	we	PRON
easat-7072	184	6	provide	provide	VERB
easat-7072	184	7	a	a	DET
easat-7072	184	8	brief	brief	ADJ
easat-7072	184	9	overview	overview	NOUN
easat-7072	184	10	of	of	ADP
easat-7072	184	11	the	the	DET
easat-7072	184	12	ten	ten	NUM
easat-7072	184	13	most	most	ADV
easat-7072	184	14	significant	significant	ADJ
easat-7072	184	15	studies	study	NOUN
easat-7072	184	16	identified	identify	VERB
easat-7072	184	17	through	through	ADP
easat-7072	184	18	pagerank	pagerank	NOUN
easat-7072	184	19	,	,	PUNCT
easat-7072	184	20	all	all	PRON
easat-7072	184	21	of	of	ADP
easat-7072	184	22	which	which	PRON
easat-7072	184	23	concentrate	concentrate	VERB
easat-7072	184	24	on	on	ADP
easat-7072	184	25	fault	fault	NOUN
easat-7072	184	26	identification	identification	NOUN
easat-7072	184	27	utilizing	utilize	VERB
easat-7072	184	28	ai	ai	NOUN
easat-7072	184	29	-	-	PUNCT
easat-7072	184	30	driven	drive	VERB
easat-7072	184	31	methodologies	methodology	NOUN
easat-7072	184	32	.	.	PUNCT
easat-7072	185	1	a	a	DET
easat-7072	185	2	prominent	prominent	ADJ
easat-7072	185	3	study	study	NOUN
easat-7072	185	4	from	from	ADP
easat-7072	185	5	the	the	DET
easat-7072	185	6	early	early	ADJ
easat-7072	185	7	1990s	1990	NOUN
easat-7072	185	8	by	by	ADP
easat-7072	185	9	isermann	isermann	PROPN
easat-7072	186	1	[	[	X
easat-7072	186	2	14	14	NUM
easat-7072	186	3	]	]	PUNCT
easat-7072	186	4	examines	examine	VERB
easat-7072	186	5	foundational	foundational	ADJ
easat-7072	186	6	fault	fault	NOUN
easat-7072	186	7	detection	detection	NOUN
easat-7072	186	8	methods	method	NOUN
easat-7072	186	9	,	,	PUNCT
easat-7072	186	10	including	include	VERB
easat-7072	186	11	parameter	parameter	NOUN
easat-7072	186	12	estimation	estimation	NOUN
easat-7072	186	13	techniques	technique	NOUN
easat-7072	186	14	for	for	ADP
easat-7072	186	15	systems	system	NOUN
easat-7072	186	16	operating	operate	VERB
easat-7072	186	17	in	in	ADP
easat-7072	186	18	continuous	continuous	ADJ
easat-7072	186	19	time	time	NOUN
easat-7072	186	20	.	.	PUNCT
easat-7072	187	1	gertler	gertler	NOUN
easat-7072	187	2	[	[	X
easat-7072	187	3	7	7	X
easat-7072	187	4	]	]	PUNCT
easat-7072	187	5	proposed	propose	VERB
easat-7072	187	6	a	a	DET
easat-7072	187	7	fault	fault	NOUN
easat-7072	187	8	detection	detection	NOUN
easat-7072	187	9	and	and	CCONJ
easat-7072	187	10	isolation	isolation	NOUN
easat-7072	187	11	approach	approach	NOUN
easat-7072	187	12	grounded	ground	VERB
easat-7072	187	13	in	in	ADP
easat-7072	187	14	parity	parity	NOUN
easat-7072	187	15	relations	relation	NOUN
easat-7072	187	16	,	,	PUNCT
easat-7072	187	17	designed	design	VERB
easat-7072	187	18	to	to	PART
easat-7072	187	19	handle	handle	VERB
easat-7072	187	20	both	both	CCONJ
easat-7072	187	21	additive	additive	ADJ
easat-7072	187	22	and	and	CCONJ
easat-7072	187	23	multiplicative	multiplicative	ADJ
easat-7072	187	24	faults	fault	NOUN
easat-7072	187	25	.	.	PUNCT
easat-7072	188	1	his	his	PRON
easat-7072	188	2	research	research	NOUN
easat-7072	188	3	also	also	ADV
easat-7072	188	4	delves	delve	VERB
easat-7072	188	5	into	into	ADP
easat-7072	188	6	various	various	ADJ
easat-7072	188	7	isolation	isolation	NOUN
easat-7072	188	8	methodologies	methodology	NOUN
easat-7072	188	9	,	,	PUNCT
easat-7072	188	10	emphasizing	emphasize	VERB
easat-7072	188	11	the	the	DET
easat-7072	188	12	importance	importance	NOUN
easat-7072	188	13	of	of	ADP
easat-7072	188	14	separating	separate	VERB
easat-7072	188	15	from	from	ADP
easat-7072	188	16	external	external	ADJ
easat-7072	188	17	interferences	interference	NOUN
easat-7072	188	18	.	.	PUNCT
easat-7072	189	1	chen	chen	PROPN
easat-7072	189	2	and	and	CCONJ
easat-7072	189	3	patton	patton	PROPN
easat-7072	190	1	[	[	X
easat-7072	190	2	15	15	NUM
easat-7072	190	3	]	]	PUNCT
easat-7072	190	4	developed	develop	VERB
easat-7072	190	5	a	a	DET
easat-7072	190	6	fault	fault	NOUN
easat-7072	190	7	-	-	PUNCT
easat-7072	190	8	tolerant	tolerant	ADJ
easat-7072	190	9	architecture	architecture	NOUN
easat-7072	190	10	for	for	ADP
easat-7072	190	11	flight	flight	NOUN
easat-7072	190	12	control	control	NOUN
easat-7072	190	13	,	,	PUNCT
easat-7072	190	14	employing	employ	VERB
easat-7072	190	15	linear	linear	ADJ
easat-7072	190	16	matrix	matrix	NOUN
easat-7072	190	17	inequalities	inequality	NOUN
easat-7072	190	18	to	to	PART
easat-7072	190	19	model	model	VERB
easat-7072	190	20	fault	fault	NOUN
easat-7072	190	21	impacts	impact	NOUN
easat-7072	190	22	through	through	ADP
easat-7072	190	23	linear	linear	ADJ
easat-7072	190	24	-	-	PUNCT
easat-7072	190	25	fractional	fractional	ADJ
easat-7072	190	26	transformations	transformation	NOUN
easat-7072	190	27	.	.	PUNCT
easat-7072	191	1	their	their	PRON
easat-7072	191	2	simulation	simulation	NOUN
easat-7072	191	3	results	result	NOUN
easat-7072	191	4	indicated	indicate	VERB
easat-7072	191	5	the	the	DET
easat-7072	191	6	system	system	NOUN
easat-7072	191	7	’s	’s	PART
easat-7072	191	8	stability	stability	NOUN
easat-7072	191	9	and	and	CCONJ
easat-7072	191	10	effective	effective	ADJ
easat-7072	191	11	performance	performance	NOUN
easat-7072	191	12	1049	1049	NUM
easat-7072	191	13	edelweiss	edelweiss	PROPN
easat-7072	191	14	applied	apply	VERB
easat-7072	191	15	science	science	NOUN
easat-7072	191	16	and	and	CCONJ
easat-7072	191	17	technology	technology	NOUN
easat-7072	191	18	issn	issn	PROPN
easat-7072	191	19	:	:	PUNCT
easat-7072	191	20	2576	2576	NUM
easat-7072	191	21	-	-	SYM
easat-7072	191	22	8484	8484	NUM
easat-7072	191	23	vol	vol	NOUN
easat-7072	191	24	.	.	PROPN
easat-7072	192	1	9	9	NUM
easat-7072	192	2	,	,	PUNCT
easat-7072	192	3	no	no	INTJ
easat-7072	192	4	.	.	NOUN
easat-7072	192	5	5	5	NUM
easat-7072	192	6	:	:	PUNCT
easat-7072	192	7	1040	1040	NUM
easat-7072	192	8	-	-	SYM
easat-7072	192	9	1056	1056	NUM
easat-7072	192	10	,	,	PUNCT
easat-7072	192	11	2025	2025	NUM
easat-7072	192	12	doi	doi	NOUN
easat-7072	192	13	:	:	PUNCT
easat-7072	192	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	192	15	©	©	PROPN
easat-7072	192	16	2025	2025	NUM
easat-7072	192	17	by	by	ADP
easat-7072	192	18	the	the	DET
easat-7072	192	19	authors	author	NOUN
easat-7072	192	20	;	;	PUNCT
easat-7072	192	21	licensee	licensee	PROPN
easat-7072	192	22	learning	learning	NOUN
easat-7072	192	23	gate	gate	NOUN
easat-7072	192	24	under	under	ADP
easat-7072	192	25	fault	fault	NOUN
easat-7072	192	26	conditions	condition	NOUN
easat-7072	192	27	.	.	PUNCT
easat-7072	193	1	persis	persis	NOUN
easat-7072	193	2	and	and	CCONJ
easat-7072	193	3	isidori	isidori	NOUN
easat-7072	193	4	[	[	X
easat-7072	193	5	16	16	NUM
easat-7072	193	6	]	]	PUNCT
easat-7072	193	7	took	take	VERB
easat-7072	193	8	a	a	DET
easat-7072	193	9	different	different	ADJ
easat-7072	193	10	approach	approach	NOUN
easat-7072	193	11	by	by	ADP
easat-7072	193	12	employing	employ	VERB
easat-7072	193	13	a	a	DET
easat-7072	193	14	geometric	geometric	ADJ
easat-7072	193	15	method	method	NOUN
easat-7072	193	16	for	for	ADP
easat-7072	193	17	fault	fault	NOUN
easat-7072	193	18	detection	detection	NOUN
easat-7072	193	19	and	and	CCONJ
easat-7072	193	20	isolation	isolation	NOUN
easat-7072	193	21	in	in	ADP
easat-7072	193	22	nonlinear	nonlinear	ADJ
easat-7072	193	23	systems	system	NOUN
easat-7072	193	24	.	.	PUNCT
easat-7072	194	1	in	in	ADP
easat-7072	194	2	another	another	DET
easat-7072	194	3	study	study	NOUN
easat-7072	194	4	,	,	PUNCT
easat-7072	194	5	isermann	isermann	PROPN
easat-7072	195	1	[	[	X
easat-7072	195	2	14	14	NUM
easat-7072	195	3	]	]	PUNCT
easat-7072	195	4	later	later	ADV
easat-7072	195	5	highlighted	highlight	VERB
easat-7072	195	6	the	the	DET
easat-7072	195	7	growing	grow	VERB
easat-7072	195	8	significance	significance	NOUN
easat-7072	195	9	of	of	ADP
easat-7072	195	10	model	model	NOUN
easat-7072	195	11	-	-	PUNCT
easat-7072	195	12	based	base	VERB
easat-7072	195	13	fault	fault	NOUN
easat-7072	195	14	prediction	prediction	NOUN
easat-7072	195	15	methods	method	NOUN
easat-7072	195	16	,	,	PUNCT
easat-7072	195	17	which	which	PRON
easat-7072	195	18	are	be	AUX
easat-7072	195	19	essential	essential	ADJ
easat-7072	195	20	in	in	ADP
easat-7072	195	21	industrial	industrial	ADJ
easat-7072	195	22	systems	system	NOUN
easat-7072	195	23	to	to	PART
easat-7072	195	24	enhance	enhance	VERB
easat-7072	195	25	safety	safety	NOUN
easat-7072	195	26	,	,	PUNCT
easat-7072	195	27	reliability	reliability	NOUN
easat-7072	195	28	,	,	PUNCT
easat-7072	195	29	and	and	CCONJ
easat-7072	195	30	performance	performance	NOUN
easat-7072	195	31	.	.	PUNCT
easat-7072	196	1	these	these	DET
easat-7072	196	2	methods	method	NOUN
easat-7072	196	3	use	use	VERB
easat-7072	196	4	dynamic	dynamic	ADJ
easat-7072	196	5	process	process	NOUN
easat-7072	196	6	models	model	NOUN
easat-7072	196	7	to	to	PART
easat-7072	196	8	analyze	analyze	VERB
easat-7072	196	9	input	input	NOUN
easat-7072	196	10	-	-	PUNCT
easat-7072	196	11	output	output	NOUN
easat-7072	196	12	signals	signal	NOUN
easat-7072	196	13	,	,	PUNCT
easat-7072	196	14	identifying	identify	VERB
easat-7072	196	15	discrepancies	discrepancy	NOUN
easat-7072	196	16	between	between	ADP
easat-7072	196	17	normal	normal	ADJ
easat-7072	196	18	and	and	CCONJ
easat-7072	196	19	faulty	faulty	ADJ
easat-7072	196	20	conditions	condition	NOUN
easat-7072	196	21	.	.	PUNCT
easat-7072	197	1	as	as	SCONJ
easat-7072	197	2	these	these	DET
easat-7072	197	3	techniques	technique	NOUN
easat-7072	197	4	are	be	AUX
easat-7072	197	5	increasingly	increasingly	ADV
easat-7072	197	6	adopted	adopt	VERB
easat-7072	197	7	in	in	ADP
easat-7072	197	8	manufacturing	manufacturing	NOUN
easat-7072	197	9	and	and	CCONJ
easat-7072	197	10	industrial	industrial	ADJ
easat-7072	197	11	environments	environment	NOUN
easat-7072	197	12	,	,	PUNCT
easat-7072	197	13	they	they	PRON
easat-7072	197	14	offer	offer	VERB
easat-7072	197	15	deeper	deep	ADJ
easat-7072	197	16	insights	insight	NOUN
easat-7072	197	17	into	into	ADP
easat-7072	197	18	faults	fault	NOUN
easat-7072	197	19	,	,	PUNCT
easat-7072	197	20	surpassing	surpass	VERB
easat-7072	197	21	classical	classical	ADJ
easat-7072	197	22	trend	trend	NOUN
easat-7072	197	23	-	-	PUNCT
easat-7072	197	24	based	base	VERB
easat-7072	197	25	methods	method	NOUN
easat-7072	197	26	.	.	PUNCT
easat-7072	198	1	4.2.2	4.2.2	X
easat-7072	198	2	.	.	PUNCT
easat-7072	199	1	cluster	cluster	NOUN
easat-7072	199	2	1	1	NUM
easat-7072	199	3	:	:	PUNCT
easat-7072	199	4	fault	fault	VERB
easat-7072	199	5	detection	detection	NOUN
easat-7072	199	6	methods	method	NOUN
easat-7072	199	7	and	and	CCONJ
easat-7072	199	8	applications	application	NOUN
easat-7072	199	9	this	this	DET
easat-7072	199	10	cluster	cluster	NOUN
easat-7072	199	11	makes	make	VERB
easat-7072	199	12	up	up	ADP
easat-7072	199	13	the	the	DET
easat-7072	199	14	largest	large	ADJ
easat-7072	199	15	share	share	NOUN
easat-7072	199	16	of	of	ADP
easat-7072	199	17	papers	paper	NOUN
easat-7072	199	18	in	in	ADP
easat-7072	199	19	the	the	DET
easat-7072	199	20	co	co	NOUN
easat-7072	199	21	-	-	NOUN
easat-7072	199	22	citation	citation	NOUN
easat-7072	199	23	network	network	NOUN
easat-7072	199	24	,	,	PUNCT
easat-7072	199	25	representing	represent	VERB
easat-7072	199	26	more	more	ADJ
easat-7072	199	27	than	than	ADP
easat-7072	199	28	three	three	NUM
easat-7072	199	29	-	-	PUNCT
easat-7072	199	30	quarters	quarter	NOUN
easat-7072	199	31	of	of	ADP
easat-7072	199	32	the	the	DET
easat-7072	199	33	total	total	ADJ
easat-7072	199	34	publications	publication	NOUN
easat-7072	199	35	.	.	PUNCT
easat-7072	200	1	below	below	ADV
easat-7072	200	2	,	,	PUNCT
easat-7072	200	3	we	we	PRON
easat-7072	200	4	summarize	summarize	VERB
easat-7072	200	5	the	the	DET
easat-7072	200	6	ten	ten	NUM
easat-7072	200	7	most	most	ADV
easat-7072	200	8	impactful	impactful	ADJ
easat-7072	200	9	papers	paper	NOUN
easat-7072	200	10	identified	identify	VERB
easat-7072	200	11	through	through	ADP
easat-7072	200	12	pagerank	pagerank	NOUN
easat-7072	200	13	,	,	PUNCT
easat-7072	200	14	which	which	PRON
easat-7072	200	15	focus	focus	VERB
easat-7072	200	16	on	on	ADP
easat-7072	200	17	fault	fault	NOUN
easat-7072	200	18	detection	detection	NOUN
easat-7072	200	19	methods	method	NOUN
easat-7072	200	20	and	and	CCONJ
easat-7072	200	21	their	their	PRON
easat-7072	200	22	applications	application	NOUN
easat-7072	200	23	.	.	PUNCT
easat-7072	201	1	one	one	NUM
easat-7072	201	2	significant	significant	ADJ
easat-7072	201	3	study	study	NOUN
easat-7072	201	4	by	by	ADP
easat-7072	201	5	silver	silver	NOUN
easat-7072	201	6	and	and	CCONJ
easat-7072	201	7	his	his	PRON
easat-7072	201	8	team	team	NOUN
easat-7072	201	9	utilized	utilize	VERB
easat-7072	201	10	a	a	DET
easat-7072	201	11	neural	neural	ADJ
easat-7072	201	12	network	network	NOUN
easat-7072	201	13	-	-	PUNCT
easat-7072	201	14	based	base	VERB
easat-7072	201	15	supervised	supervised	ADJ
easat-7072	201	16	learning	learning	NOUN
easat-7072	201	17	technique	technique	NOUN
easat-7072	201	18	,	,	PUNCT
easat-7072	201	19	enabling	enable	VERB
easat-7072	201	20	a	a	DET
easat-7072	201	21	system	system	NOUN
easat-7072	201	22	to	to	PART
easat-7072	201	23	master	master	VERB
easat-7072	201	24	the	the	DET
easat-7072	201	25	game	game	NOUN
easat-7072	201	26	of	of	ADP
easat-7072	201	27	go	go	VERB
easat-7072	201	28	through	through	ADP
easat-7072	201	29	reinforcement	reinforcement	NOUN
easat-7072	201	30	learning	learning	NOUN
easat-7072	201	31	,	,	PUNCT
easat-7072	201	32	without	without	ADP
easat-7072	201	33	relying	rely	VERB
easat-7072	201	34	on	on	ADP
easat-7072	201	35	any	any	DET
easat-7072	201	36	prior	prior	ADJ
easat-7072	201	37	human	human	ADJ
easat-7072	201	38	knowledge	knowledge	NOUN
easat-7072	201	39	.	.	PUNCT
easat-7072	202	1	subsequently	subsequently	ADV
easat-7072	202	2	,	,	PUNCT
easat-7072	202	3	silver	silver	PROPN
easat-7072	202	4	’s	’s	PART
easat-7072	202	5	group	group	NOUN
easat-7072	202	6	developed	develop	VERB
easat-7072	202	7	an	an	DET
easat-7072	202	8	ai	ai	NOUN
easat-7072	202	9	-	-	PUNCT
easat-7072	202	10	powered	power	VERB
easat-7072	202	11	prediction	prediction	NOUN
easat-7072	202	12	system	system	NOUN
easat-7072	202	13	using	use	VERB
easat-7072	202	14	a	a	DET
easat-7072	202	15	fully	fully	ADV
easat-7072	202	16	abstract	abstract	ADJ
easat-7072	202	17	model	model	NOUN
easat-7072	202	18	,	,	PUNCT
easat-7072	202	19	which	which	PRON
easat-7072	202	20	offered	offer	VERB
easat-7072	202	21	enhanced	enhance	VERB
easat-7072	202	22	prediction	prediction	NOUN
easat-7072	202	23	accuracy	accuracy	NOUN
easat-7072	202	24	compared	compare	VERB
easat-7072	202	25	to	to	ADP
easat-7072	202	26	conventional	conventional	ADJ
easat-7072	202	27	deep	deep	ADJ
easat-7072	202	28	neural	neural	ADJ
easat-7072	202	29	network	network	NOUN
easat-7072	202	30	designs	design	NOUN
easat-7072	202	31	.	.	PUNCT
easat-7072	203	1	wang	wang	PROPN
easat-7072	203	2	and	and	CCONJ
easat-7072	203	3	hu	hu	PROPN
easat-7072	204	1	[	[	X
easat-7072	204	2	17	17	NUM
easat-7072	204	3	]	]	PUNCT
easat-7072	204	4	proposed	propose	VERB
easat-7072	204	5	a	a	DET
easat-7072	204	6	nonlinear	nonlinear	ADJ
easat-7072	204	7	flexo	flexo	NOUN
easat-7072	204	8	-	-	PUNCT
easat-7072	204	9	electricity	electricity	NOUN
easat-7072	204	10	model	model	NOUN
easat-7072	204	11	for	for	ADP
easat-7072	204	12	energy	energy	NOUN
easat-7072	204	13	harvesting	harvesting	NOUN
easat-7072	204	14	,	,	PUNCT
easat-7072	204	15	which	which	PRON
easat-7072	204	16	effectively	effectively	ADV
easat-7072	204	17	converts	convert	VERB
easat-7072	204	18	ambient	ambient	ADJ
easat-7072	204	19	vibrations	vibration	NOUN
easat-7072	204	20	into	into	ADP
easat-7072	204	21	electrical	electrical	ADJ
easat-7072	204	22	power	power	NOUN
easat-7072	204	23	for	for	ADP
easat-7072	204	24	microelectromechanical	microelectromechanical	ADJ
easat-7072	204	25	systems	system	NOUN
easat-7072	204	26	,	,	PUNCT
easat-7072	204	27	eliminating	eliminate	VERB
easat-7072	204	28	the	the	DET
easat-7072	204	29	need	need	NOUN
easat-7072	204	30	for	for	ADP
easat-7072	204	31	batteries	battery	NOUN
easat-7072	204	32	.	.	PUNCT
easat-7072	205	1	this	this	DET
easat-7072	205	2	model	model	NOUN
easat-7072	205	3	accounts	account	VERB
easat-7072	205	4	for	for	ADP
easat-7072	205	5	geometric	geometric	ADJ
easat-7072	205	6	nonlinearity	nonlinearity	NOUN
easat-7072	205	7	and	and	CCONJ
easat-7072	205	8	damping	damp	VERB
easat-7072	205	9	effects	effect	NOUN
easat-7072	205	10	,	,	PUNCT
easat-7072	205	11	improving	improve	VERB
easat-7072	205	12	the	the	DET
easat-7072	205	13	accuracy	accuracy	NOUN
easat-7072	205	14	of	of	ADP
easat-7072	205	15	energy	energy	NOUN
easat-7072	205	16	harvester	harvester	NOUN
easat-7072	205	17	behavior	behavior	NOUN
easat-7072	205	18	predictions	prediction	NOUN
easat-7072	205	19	.	.	PUNCT
easat-7072	206	1	zhu	zhu	PROPN
easat-7072	206	2	,	,	PUNCT
easat-7072	206	3	et	et	PROPN
easat-7072	206	4	al	al	PROPN
easat-7072	206	5	.	.	PUNCT
easat-7072	207	1	[	[	X
easat-7072	207	2	13	13	NUM
easat-7072	207	3	]	]	PUNCT
easat-7072	207	4	introduced	introduce	VERB
easat-7072	207	5	a	a	DET
easat-7072	207	6	bayesian	bayesian	NOUN
easat-7072	207	7	classifier	classifier	NOUN
easat-7072	207	8	-	-	PUNCT
easat-7072	207	9	based	base	VERB
easat-7072	207	10	fault	fault	NOUN
easat-7072	207	11	diagnosis	diagnosis	NOUN
easat-7072	207	12	method	method	NOUN
easat-7072	207	13	for	for	ADP
easat-7072	207	14	transformers	transformer	NOUN
easat-7072	207	15	,	,	PUNCT
easat-7072	207	16	integrating	integrate	VERB
easat-7072	207	17	dissolved	dissolve	VERB
easat-7072	207	18	gas	gas	NOUN
easat-7072	207	19	-	-	PUNCT
easat-7072	207	20	in	in	ADP
easat-7072	207	21	-	-	PUNCT
easat-7072	207	22	oil	oil	NOUN
easat-7072	207	23	analysis	analysis	NOUN
easat-7072	207	24	with	with	ADP
easat-7072	207	25	traditional	traditional	ADJ
easat-7072	207	26	electrical	electrical	ADJ
easat-7072	207	27	testing	testing	NOUN
easat-7072	207	28	.	.	PUNCT
easat-7072	208	1	their	their	PRON
easat-7072	208	2	results	result	NOUN
easat-7072	208	3	showed	show	VERB
easat-7072	208	4	that	that	SCONJ
easat-7072	208	5	this	this	DET
easat-7072	208	6	combined	combine	VERB
easat-7072	208	7	approach	approach	NOUN
easat-7072	208	8	delivered	deliver	VERB
easat-7072	208	9	more	more	ADV
easat-7072	208	10	reliable	reliable	ADJ
easat-7072	208	11	fault	fault	NOUN
easat-7072	208	12	classification	classification	NOUN
easat-7072	208	13	in	in	ADP
easat-7072	208	14	transformers	transformer	NOUN
easat-7072	208	15	than	than	ADP
easat-7072	208	16	using	use	VERB
easat-7072	208	17	either	either	CCONJ
easat-7072	208	18	method	method	NOUN
easat-7072	208	19	individually	individually	ADV
easat-7072	208	20	.	.	PUNCT
easat-7072	209	1	zou	zou	PROPN
easat-7072	209	2	proposed	propose	VERB
easat-7072	209	3	a	a	DET
easat-7072	209	4	fuzzy	fuzzy	ADJ
easat-7072	209	5	logic	logic	NOUN
easat-7072	209	6	-	-	PUNCT
easat-7072	209	7	based	base	VERB
easat-7072	209	8	fault	fault	NOUN
easat-7072	209	9	diagnosis	diagnosis	NOUN
easat-7072	209	10	technique	technique	NOUN
easat-7072	209	11	for	for	ADP
easat-7072	209	12	power	power	NOUN
easat-7072	209	13	transformers	transformer	NOUN
easat-7072	209	14	,	,	PUNCT
easat-7072	209	15	utilizing	utilize	VERB
easat-7072	209	16	an	an	DET
easat-7072	209	17	innovative	innovative	ADJ
easat-7072	209	18	coding	code	VERB
easat-7072	209	19	membership	membership	NOUN
easat-7072	209	20	function	function	NOUN
easat-7072	209	21	.	.	PUNCT
easat-7072	210	1	his	his	PRON
easat-7072	210	2	approach	approach	NOUN
easat-7072	210	3	showed	show	VERB
easat-7072	210	4	enhanced	enhanced	ADJ
easat-7072	210	5	robustness	robustness	NOUN
easat-7072	210	6	and	and	CCONJ
easat-7072	210	7	accuracy	accuracy	NOUN
easat-7072	210	8	when	when	SCONJ
easat-7072	210	9	applied	apply	VERB
easat-7072	210	10	to	to	ADP
easat-7072	210	11	historical	historical	ADJ
easat-7072	210	12	data	datum	NOUN
easat-7072	210	13	and	and	CCONJ
easat-7072	210	14	test	test	NOUN
easat-7072	210	15	results	result	NOUN
easat-7072	210	16	.	.	PUNCT
easat-7072	211	1	huang	huang	PROPN
easat-7072	211	2	and	and	CCONJ
easat-7072	211	3	colleagues	colleague	NOUN
easat-7072	211	4	focused	focus	VERB
easat-7072	211	5	on	on	ADP
easat-7072	211	6	extreme	extreme	ADJ
easat-7072	211	7	learning	learning	NOUN
easat-7072	211	8	machines	machine	NOUN
easat-7072	211	9	for	for	ADP
easat-7072	211	10	feedforward	feedforward	ADJ
easat-7072	211	11	neural	neural	ADJ
easat-7072	211	12	networks	network	NOUN
easat-7072	211	13	,	,	PUNCT
easat-7072	211	14	which	which	PRON
easat-7072	211	15	provided	provide	VERB
easat-7072	211	16	fast	fast	ADJ
easat-7072	211	17	learning	learning	NOUN
easat-7072	211	18	speeds	speed	NOUN
easat-7072	211	19	and	and	CCONJ
easat-7072	211	20	superior	superior	ADJ
easat-7072	211	21	generalization	generalization	NOUN
easat-7072	211	22	performance	performance	NOUN
easat-7072	211	23	.	.	PUNCT
easat-7072	212	1	their	their	PRON
easat-7072	212	2	experimental	experimental	ADJ
easat-7072	212	3	results	result	NOUN
easat-7072	212	4	indicated	indicate	VERB
easat-7072	212	5	that	that	SCONJ
easat-7072	212	6	the	the	DET
easat-7072	212	7	new	new	ADJ
easat-7072	212	8	algorithm	algorithm	NOUN
easat-7072	212	9	outperformed	outperform	VERB
easat-7072	212	10	traditional	traditional	ADJ
easat-7072	212	11	learning	learn	VERB
easat-7072	212	12	algorithms	algorithm	NOUN
easat-7072	212	13	in	in	ADP
easat-7072	212	14	terms	term	NOUN
easat-7072	212	15	of	of	ADP
easat-7072	212	16	both	both	PRON
easat-7072	212	17	speed	speed	NOUN
easat-7072	212	18	and	and	CCONJ
easat-7072	212	19	accuracy	accuracy	NOUN
easat-7072	212	20	.	.	PUNCT
easat-7072	213	1	lastly	lastly	ADV
easat-7072	213	2	,	,	PUNCT
easat-7072	213	3	wu	wu	PROPN
easat-7072	213	4	,	,	PUNCT
easat-7072	213	5	et	et	PROPN
easat-7072	213	6	al	al	PROPN
easat-7072	213	7	.	.	PUNCT
easat-7072	214	1	[	[	X
easat-7072	214	2	18	18	NUM
easat-7072	214	3	]	]	PUNCT
easat-7072	214	4	utilized	utilize	VERB
easat-7072	214	5	support	support	NOUN
easat-7072	214	6	vector	vector	NOUN
easat-7072	214	7	machines	machine	NOUN
easat-7072	214	8	(	(	PUNCT
easat-7072	214	9	svm	svm	PROPN
easat-7072	214	10	)	)	PUNCT
easat-7072	214	11	for	for	ADP
easat-7072	214	12	detecting	detect	VERB
easat-7072	214	13	discharge	discharge	NOUN
easat-7072	214	14	and	and	CCONJ
easat-7072	214	15	thermal	thermal	ADJ
easat-7072	214	16	faults	fault	NOUN
easat-7072	214	17	in	in	ADP
easat-7072	214	18	transformers	transformer	NOUN
easat-7072	214	19	.	.	PUNCT
easat-7072	215	1	their	their	PRON
easat-7072	215	2	experimental	experimental	ADJ
easat-7072	215	3	results	result	NOUN
easat-7072	215	4	indicated	indicate	VERB
easat-7072	215	5	that	that	SCONJ
easat-7072	215	6	the	the	DET
easat-7072	215	7	svm	svm	ADJ
easat-7072	215	8	model	model	NOUN
easat-7072	215	9	significantly	significantly	ADV
easat-7072	215	10	improved	improve	VERB
easat-7072	215	11	fault	fault	NOUN
easat-7072	215	12	detection	detection	NOUN
easat-7072	215	13	rates	rate	NOUN
easat-7072	215	14	.	.	PUNCT
easat-7072	216	1	4.2.3	4.2.3	X
easat-7072	216	2	.	.	PUNCT
easat-7072	217	1	cluster	cluster	NOUN
easat-7072	217	2	2	2	NUM
easat-7072	217	3	:	:	PUNCT
easat-7072	217	4	fault	fault	VERB
easat-7072	217	5	diagnosis	diagnosis	NOUN
easat-7072	217	6	through	through	ADP
easat-7072	217	7	ai	ai	ADJ
easat-7072	217	8	methodologies	methodology	NOUN
easat-7072	217	9	this	this	DET
easat-7072	217	10	cluster	cluster	NOUN
easat-7072	217	11	constitutes	constitute	VERB
easat-7072	217	12	roughly	roughly	ADV
easat-7072	217	13	14	14	NUM
easat-7072	217	14	%	%	NOUN
easat-7072	217	15	of	of	ADP
easat-7072	217	16	the	the	DET
easat-7072	217	17	total	total	ADJ
easat-7072	217	18	papers	paper	NOUN
easat-7072	217	19	within	within	ADP
easat-7072	217	20	the	the	DET
easat-7072	217	21	co	co	NOUN
easat-7072	217	22	-	-	NOUN
easat-7072	217	23	citation	citation	NOUN
easat-7072	217	24	network	network	NOUN
easat-7072	217	25	.	.	PUNCT
easat-7072	218	1	in	in	ADP
easat-7072	218	2	this	this	DET
easat-7072	218	3	segment	segment	NOUN
easat-7072	218	4	,	,	PUNCT
easat-7072	218	5	we	we	PRON
easat-7072	218	6	offer	offer	VERB
easat-7072	218	7	a	a	DET
easat-7072	218	8	synthesis	synthesis	NOUN
easat-7072	218	9	of	of	ADP
easat-7072	218	10	the	the	DET
easat-7072	218	11	ten	ten	NUM
easat-7072	218	12	most	most	ADV
easat-7072	218	13	impactful	impactful	ADJ
easat-7072	218	14	studies	study	NOUN
easat-7072	218	15	in	in	ADP
easat-7072	218	16	this	this	DET
easat-7072	218	17	domain	domain	NOUN
easat-7072	218	18	.	.	PUNCT
easat-7072	219	1	guardado	guardado	NOUN
easat-7072	219	2	,	,	PUNCT
easat-7072	219	3	et	et	PROPN
easat-7072	219	4	al	al	PROPN
easat-7072	219	5	.	.	PUNCT
easat-7072	220	1	[	[	X
easat-7072	220	2	19	19	NUM
easat-7072	220	3	]	]	PUNCT
easat-7072	220	4	conducted	conduct	VERB
easat-7072	220	5	a	a	DET
easat-7072	220	6	comparative	comparative	ADJ
easat-7072	220	7	analysis	analysis	NOUN
easat-7072	220	8	on	on	ADP
easat-7072	220	9	the	the	DET
easat-7072	220	10	use	use	NOUN
easat-7072	220	11	of	of	ADP
easat-7072	220	12	neural	neural	ADJ
easat-7072	220	13	networks	network	NOUN
easat-7072	220	14	for	for	ADP
easat-7072	220	15	fault	fault	NOUN
easat-7072	220	16	detection	detection	NOUN
easat-7072	220	17	in	in	ADP
easat-7072	220	18	transformers	transformer	NOUN
easat-7072	220	19	.	.	PUNCT
easat-7072	221	1	the	the	DET
easat-7072	221	2	network	network	NOUN
easat-7072	221	3	was	be	AUX
easat-7072	221	4	trained	train	VERB
easat-7072	221	5	utilizing	utilize	VERB
easat-7072	221	6	five	five	NUM
easat-7072	221	7	widely	widely	ADV
easat-7072	221	8	recognized	recognize	VERB
easat-7072	221	9	criteria	criterion	NOUN
easat-7072	221	10	for	for	ADP
easat-7072	221	11	identifying	identify	VERB
easat-7072	221	12	faults	fault	NOUN
easat-7072	221	13	,	,	PUNCT
easat-7072	221	14	grounded	ground	VERB
easat-7072	221	15	in	in	ADP
easat-7072	221	16	dissolved	dissolved	ADJ
easat-7072	221	17	gas	gas	NOUN
easat-7072	221	18	analysis	analysis	NOUN
easat-7072	221	19	techniques	technique	NOUN
easat-7072	221	20	.	.	PUNCT
easat-7072	222	1	when	when	SCONJ
easat-7072	222	2	tested	test	VERB
easat-7072	222	3	with	with	ADP
easat-7072	222	4	new	new	ADJ
easat-7072	222	5	gas	gas	NOUN
easat-7072	222	6	analysis	analysis	NOUN
easat-7072	222	7	results	result	NOUN
easat-7072	222	8	,	,	PUNCT
easat-7072	222	9	the	the	DET
easat-7072	222	10	network	network	NOUN
easat-7072	222	11	demonstrated	demonstrate	VERB
easat-7072	222	12	a	a	DET
easat-7072	222	13	high	high	ADJ
easat-7072	222	14	success	success	NOUN
easat-7072	222	15	rate	rate	NOUN
easat-7072	222	16	in	in	ADP
easat-7072	222	17	diagnosing	diagnosing	NOUN
easat-7072	222	18	faults	fault	NOUN
easat-7072	222	19	.	.	PUNCT
easat-7072	223	1	wang	wang	PROPN
easat-7072	223	2	and	and	CCONJ
easat-7072	223	3	hu	hu	PROPN
easat-7072	224	1	[	[	X
easat-7072	224	2	17	17	NUM
easat-7072	224	3	]	]	PUNCT
easat-7072	224	4	introduced	introduce	VERB
easat-7072	224	5	a	a	DET
easat-7072	224	6	vibration	vibration	NOUN
easat-7072	224	7	-	-	PUNCT
easat-7072	224	8	based	base	VERB
easat-7072	224	9	fault	fault	NOUN
easat-7072	224	10	detection	detection	NOUN
easat-7072	224	11	method	method	NOUN
easat-7072	224	12	using	use	VERB
easat-7072	224	13	fuzzy	fuzzy	ADJ
easat-7072	224	14	logic	logic	NOUN
easat-7072	224	15	for	for	ADP
easat-7072	224	16	pumps	pump	NOUN
easat-7072	224	17	.	.	PUNCT
easat-7072	225	1	their	their	PRON
easat-7072	225	2	model	model	NOUN
easat-7072	225	3	employed	employ	VERB
easat-7072	225	4	fuzzy	fuzzy	ADJ
easat-7072	225	5	logic	logic	NOUN
easat-7072	225	6	to	to	PART
easat-7072	225	7	capture	capture	VERB
easat-7072	225	8	the	the	DET
easat-7072	225	9	uncertainty	uncertainty	NOUN
easat-7072	225	10	between	between	ADP
easat-7072	225	11	various	various	ADJ
easat-7072	225	12	fault	fault	NOUN
easat-7072	225	13	symptoms	symptom	NOUN
easat-7072	225	14	and	and	CCONJ
easat-7072	225	15	conditions	condition	NOUN
easat-7072	225	16	,	,	PUNCT
easat-7072	225	17	effectively	effectively	ADV
easat-7072	225	18	classifying	classify	VERB
easat-7072	225	19	frequency	frequency	NOUN
easat-7072	225	20	spectra	spectra	NOUN
easat-7072	225	21	that	that	PRON
easat-7072	225	22	represent	represent	VERB
easat-7072	225	23	different	different	ADJ
easat-7072	225	24	pump	pump	NOUN
easat-7072	225	25	faults	fault	NOUN
easat-7072	225	26	.	.	PUNCT
easat-7072	226	1	the	the	DET
easat-7072	226	2	results	result	NOUN
easat-7072	226	3	highlighted	highlight	VERB
easat-7072	226	4	the	the	DET
easat-7072	226	5	model	model	NOUN
easat-7072	226	6	's	's	PART
easat-7072	226	7	strong	strong	ADJ
easat-7072	226	8	capability	capability	NOUN
easat-7072	226	9	in	in	ADP
easat-7072	226	10	identifying	identify	VERB
easat-7072	226	11	and	and	CCONJ
easat-7072	226	12	classifying	classify	VERB
easat-7072	226	13	mechanical	mechanical	ADJ
easat-7072	226	14	faults	fault	NOUN
easat-7072	226	15	in	in	ADP
easat-7072	226	16	machinery	machinery	NOUN
easat-7072	226	17	.	.	PUNCT
easat-7072	227	1	chen	chen	PROPN
easat-7072	227	2	and	and	CCONJ
easat-7072	227	3	patton	patton	PROPN
easat-7072	227	4	[	[	X
easat-7072	227	5	15	15	NUM
easat-7072	227	6	]	]	PUNCT
easat-7072	227	7	proposed	propose	VERB
easat-7072	227	8	a	a	DET
easat-7072	227	9	fault	fault	NOUN
easat-7072	227	10	classification	classification	NOUN
easat-7072	227	11	model	model	NOUN
easat-7072	227	12	that	that	SCONJ
easat-7072	227	13	combined	combine	VERB
easat-7072	227	14	manifold	manifold	ADJ
easat-7072	227	15	learning	learning	NOUN
easat-7072	227	16	with	with	ADP
easat-7072	227	17	an	an	DET
easat-7072	227	18	adaptive	adaptive	ADJ
easat-7072	227	19	wavelet	wavelet	NOUN
easat-7072	227	20	-	-	PUNCT
easat-7072	227	21	based	base	VERB
easat-7072	227	22	neural	neural	ADJ
easat-7072	227	23	network	network	NOUN
easat-7072	227	24	.	.	PUNCT
easat-7072	228	1	the	the	DET
easat-7072	228	2	model	model	NOUN
easat-7072	228	3	was	be	AUX
easat-7072	228	4	validated	validate	VERB
easat-7072	228	5	using	use	VERB
easat-7072	228	6	data	datum	NOUN
easat-7072	228	7	from	from	ADP
easat-7072	228	8	roller	roller	NOUN
easat-7072	228	9	bearings	bearing	NOUN
easat-7072	228	10	and	and	CCONJ
easat-7072	228	11	showed	show	VERB
easat-7072	228	12	promising	promising	ADJ
easat-7072	228	13	performance	performance	NOUN
easat-7072	228	14	in	in	ADP
easat-7072	228	15	fault	fault	NOUN
easat-7072	228	16	classification	classification	NOUN
easat-7072	228	17	.	.	PUNCT
easat-7072	229	1	castro	castro	PROPN
easat-7072	229	2	and	and	CCONJ
easat-7072	229	3	miranda	miranda	NOUN
easat-7072	230	1	[	[	X
easat-7072	230	2	20	20	NUM
easat-7072	230	3	]	]	PUNCT
easat-7072	230	4	along	along	ADP
easat-7072	230	5	with	with	ADP
easat-7072	230	6	naresh	naresh	PROPN
easat-7072	230	7	[	[	X
easat-7072	230	8	21	21	NUM
easat-7072	230	9	]	]	PUNCT
easat-7072	230	10	also	also	ADV
easat-7072	230	11	developed	develop	VERB
easat-7072	230	12	neural	neural	ADJ
easat-7072	230	13	network	network	NOUN
easat-7072	230	14	-	-	PUNCT
easat-7072	230	15	based	base	VERB
easat-7072	230	16	models	model	NOUN
easat-7072	230	17	to	to	PART
easat-7072	230	18	identify	identify	VERB
easat-7072	230	19	faults	fault	NOUN
easat-7072	230	20	in	in	ADP
easat-7072	230	21	transformers	transformer	NOUN
easat-7072	230	22	,	,	PUNCT
easat-7072	230	23	further	far	ADV
easat-7072	230	24	advancing	advance	VERB
easat-7072	230	25	the	the	DET
easat-7072	230	26	use	use	NOUN
easat-7072	230	27	of	of	ADP
easat-7072	230	28	ai	ai	VERB
easat-7072	230	29	in	in	ADP
easat-7072	230	30	transformer	transformer	NOUN
easat-7072	230	31	fault	fault	NOUN
easat-7072	230	32	detection	detection	NOUN
easat-7072	230	33	.	.	PUNCT
easat-7072	231	1	fei	fei	PROPN
easat-7072	231	2	and	and	CCONJ
easat-7072	231	3	zhang	zhang	PROPN
easat-7072	232	1	[	[	X
easat-7072	232	2	22	22	NUM
easat-7072	232	3	]	]	PUNCT
easat-7072	232	4	introduced	introduce	VERB
easat-7072	232	5	a	a	DET
easat-7072	232	6	fault	fault	NOUN
easat-7072	232	7	diagnosis	diagnosis	NOUN
easat-7072	232	8	technique	technique	NOUN
easat-7072	232	9	for	for	ADP
easat-7072	232	10	power	power	NOUN
easat-7072	232	11	transformers	transformer	NOUN
easat-7072	232	12	using	use	VERB
easat-7072	232	13	a	a	DET
easat-7072	232	14	support	support	NOUN
easat-7072	232	15	vector	vector	NOUN
easat-7072	232	16	machine	machine	NOUN
easat-7072	232	17	(	(	PUNCT
easat-7072	232	18	svm	svm	PROPN
easat-7072	232	19	)	)	PUNCT
easat-7072	232	20	enhanced	enhance	VERB
easat-7072	232	21	by	by	ADP
easat-7072	232	22	a	a	DET
easat-7072	232	23	genetic	genetic	ADJ
easat-7072	232	24	algorithm	algorithm	NOUN
easat-7072	232	25	.	.	PUNCT
easat-7072	233	1	tang	tang	PROPN
easat-7072	233	2	and	and	CCONJ
easat-7072	233	3	colleagues	colleague	NOUN
easat-7072	233	4	proposed	propose	VERB
easat-7072	233	5	a	a	DET
easat-7072	233	6	probabilistic	probabilistic	ADJ
easat-7072	233	7	classifier	classifier	NOUN
easat-7072	233	8	for	for	ADP
easat-7072	233	9	transformer	transformer	NOUN
easat-7072	233	10	fault	fault	NOUN
easat-7072	233	11	detection	detection	NOUN
easat-7072	233	12	,	,	PUNCT
easat-7072	233	13	utilizing	utilize	VERB
easat-7072	233	14	a	a	DET
easat-7072	233	15	particle	particle	NOUN
easat-7072	233	16	swarm	swarm	NOUN
easat-7072	233	17	optimizer	optimizer	NOUN
easat-7072	233	18	to	to	PART
easat-7072	233	19	improve	improve	VERB
easat-7072	233	20	the	the	DET
easat-7072	233	21	accuracy	accuracy	NOUN
easat-7072	233	22	of	of	ADP
easat-7072	233	23	dissolved	dissolve	VERB
easat-7072	233	24	1050	1050	NUM
easat-7072	233	25	edelweiss	edelweiss	PROPN
easat-7072	233	26	applied	apply	VERB
easat-7072	233	27	science	science	NOUN
easat-7072	233	28	and	and	CCONJ
easat-7072	233	29	technology	technology	NOUN
easat-7072	233	30	issn	issn	PROPN
easat-7072	233	31	:	:	PUNCT
easat-7072	233	32	2576	2576	NUM
easat-7072	233	33	-	-	SYM
easat-7072	233	34	8484	8484	NUM
easat-7072	233	35	vol	vol	NOUN
easat-7072	233	36	.	.	PROPN
easat-7072	234	1	9	9	NUM
easat-7072	234	2	,	,	PUNCT
easat-7072	234	3	no	no	INTJ
easat-7072	234	4	.	.	NOUN
easat-7072	234	5	5	5	NUM
easat-7072	234	6	:	:	PUNCT
easat-7072	234	7	1040	1040	NUM
easat-7072	234	8	-	-	SYM
easat-7072	234	9	1056	1056	NUM
easat-7072	234	10	,	,	PUNCT
easat-7072	234	11	2025	2025	NUM
easat-7072	234	12	doi	doi	NOUN
easat-7072	234	13	:	:	PUNCT
easat-7072	234	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	234	15	©	©	PROPN
easat-7072	234	16	2025	2025	NUM
easat-7072	234	17	by	by	ADP
easat-7072	234	18	the	the	DET
easat-7072	234	19	authors	author	NOUN
easat-7072	234	20	;	;	PUNCT
easat-7072	234	21	licensee	licensee	PROPN
easat-7072	234	22	learning	learn	VERB
easat-7072	234	23	gate	gate	NOUN
easat-7072	234	24	gas	gas	NOUN
easat-7072	234	25	analysis	analysis	NOUN
easat-7072	234	26	.	.	PUNCT
easat-7072	235	1	additionally	additionally	ADV
easat-7072	235	2	,	,	PUNCT
easat-7072	235	3	shintemirov	shintemirov	VERB
easat-7072	235	4	,	,	PUNCT
easat-7072	235	5	et	et	PROPN
easat-7072	235	6	al	al	PROPN
easat-7072	235	7	.	.	PUNCT
easat-7072	236	1	[	[	X
easat-7072	236	2	23	23	NUM
easat-7072	236	3	]	]	PUNCT
easat-7072	236	4	developed	develop	VERB
easat-7072	236	5	a	a	DET
easat-7072	236	6	genetic	genetic	ADJ
easat-7072	236	7	programming	programming	NOUN
easat-7072	236	8	approach	approach	NOUN
easat-7072	236	9	for	for	ADP
easat-7072	236	10	feature	feature	NOUN
easat-7072	236	11	extraction	extraction	NOUN
easat-7072	236	12	in	in	ADP
easat-7072	236	13	dissolved	dissolved	ADJ
easat-7072	236	14	gas	gas	NOUN
easat-7072	236	15	analysis	analysis	NOUN
easat-7072	236	16	,	,	PUNCT
easat-7072	236	17	using	use	VERB
easat-7072	236	18	bootstrap	bootstrap	NOUN
easat-7072	236	19	methods	method	NOUN
easat-7072	236	20	to	to	PART
easat-7072	236	21	enhance	enhance	VERB
easat-7072	236	22	fault	fault	NOUN
easat-7072	236	23	detection	detection	NOUN
easat-7072	236	24	in	in	ADP
easat-7072	236	25	power	power	NOUN
easat-7072	236	26	transformers	transformer	NOUN
easat-7072	236	27	.	.	PUNCT
easat-7072	237	1	these	these	DET
easat-7072	237	2	studies	study	NOUN
easat-7072	237	3	emphasize	emphasize	VERB
easat-7072	237	4	the	the	DET
easat-7072	237	5	growing	grow	VERB
easat-7072	237	6	use	use	NOUN
easat-7072	237	7	of	of	ADP
easat-7072	237	8	novel	novel	NOUN
easat-7072	237	9	ai	ai	VERB
easat-7072	237	10	techniques	technique	NOUN
easat-7072	237	11	,	,	PUNCT
easat-7072	237	12	including	include	VERB
easat-7072	237	13	genetic	genetic	ADJ
easat-7072	237	14	algorithms	algorithm	NOUN
easat-7072	237	15	and	and	CCONJ
easat-7072	237	16	svms	svms	NOUN
easat-7072	237	17	,	,	PUNCT
easat-7072	237	18	for	for	ADP
easat-7072	237	19	improving	improve	VERB
easat-7072	237	20	fault	fault	NOUN
easat-7072	237	21	detection	detection	NOUN
easat-7072	237	22	in	in	ADP
easat-7072	237	23	power	power	NOUN
easat-7072	237	24	systems	system	NOUN
easat-7072	237	25	and	and	CCONJ
easat-7072	237	26	transformers	transformer	NOUN
easat-7072	237	27	,	,	PUNCT
easat-7072	237	28	yielding	yield	VERB
easat-7072	237	29	encouraging	encouraging	ADJ
easat-7072	237	30	results	result	NOUN
easat-7072	237	31	.	.	PUNCT
easat-7072	238	1	5	5	X
easat-7072	238	2	.	.	X
easat-7072	238	3	result	result	VERB
easat-7072	238	4	analysis	analysis	NOUN
easat-7072	238	5	looking	look	VERB
easat-7072	238	6	forward	forward	ADV
easat-7072	238	7	,	,	PUNCT
easat-7072	238	8	the	the	DET
easat-7072	238	9	integration	integration	NOUN
easat-7072	238	10	of	of	ADP
easat-7072	238	11	lstm	lstm	NOUN
easat-7072	238	12	networks	network	NOUN
easat-7072	238	13	with	with	ADP
easat-7072	238	14	the	the	DET
easat-7072	238	15	growing	grow	VERB
easat-7072	238	16	volume	volume	NOUN
easat-7072	238	17	of	of	ADP
easat-7072	238	18	industrial	industrial	ADJ
easat-7072	238	19	iot	iot	PROPN
easat-7072	238	20	data	data	PROPN
easat-7072	238	21	presents	present	VERB
easat-7072	238	22	significant	significant	ADJ
easat-7072	238	23	opportunities	opportunity	NOUN
easat-7072	238	24	for	for	ADP
easat-7072	238	25	improving	improve	VERB
easat-7072	238	26	fault	fault	NOUN
easat-7072	238	27	prediction	prediction	NOUN
easat-7072	238	28	accuracy	accuracy	NOUN
easat-7072	238	29	.	.	PUNCT
easat-7072	239	1	with	with	ADP
easat-7072	239	2	the	the	DET
easat-7072	239	3	continuous	continuous	ADJ
easat-7072	239	4	evolution	evolution	NOUN
easat-7072	239	5	of	of	ADP
easat-7072	239	6	big	big	ADJ
easat-7072	239	7	data	datum	NOUN
easat-7072	239	8	technologies	technology	NOUN
easat-7072	239	9	,	,	PUNCT
easat-7072	239	10	lstm	lstm	NOUN
easat-7072	239	11	models	model	NOUN
easat-7072	239	12	can	can	AUX
easat-7072	239	13	be	be	AUX
easat-7072	239	14	enhanced	enhance	VERB
easat-7072	239	15	by	by	ADP
easat-7072	239	16	integrating	integrate	VERB
easat-7072	239	17	them	they	PRON
easat-7072	239	18	with	with	ADP
easat-7072	239	19	hyperparameter	hyperparameter	NOUN
easat-7072	239	20	optimization	optimization	NOUN
easat-7072	239	21	techniques	technique	NOUN
easat-7072	239	22	,	,	PUNCT
easat-7072	239	23	such	such	ADJ
easat-7072	239	24	as	as	ADP
easat-7072	239	25	grid	grid	NOUN
easat-7072	239	26	search	search	NOUN
easat-7072	239	27	and	and	CCONJ
easat-7072	239	28	bayesian	bayesian	NOUN
easat-7072	239	29	optimization	optimization	NOUN
easat-7072	239	30	,	,	PUNCT
easat-7072	239	31	to	to	PART
easat-7072	239	32	further	far	ADV
easat-7072	239	33	finetune	finetune	VERB
easat-7072	239	34	the	the	DET
easat-7072	239	35	model	model	NOUN
easat-7072	239	36	's	's	PART
easat-7072	239	37	performance	performance	NOUN
easat-7072	239	38	.	.	PUNCT
easat-7072	240	1	additionally	additionally	ADV
easat-7072	240	2	,	,	PUNCT
easat-7072	240	3	transfer	transfer	NOUN
easat-7072	240	4	learning	learning	NOUN
easat-7072	240	5	,	,	PUNCT
easat-7072	240	6	which	which	PRON
easat-7072	240	7	allows	allow	VERB
easat-7072	240	8	lstm	lstm	ADJ
easat-7072	240	9	networks	network	NOUN
easat-7072	240	10	to	to	PART
easat-7072	240	11	leverage	leverage	VERB
easat-7072	240	12	pre	pre	ADJ
easat-7072	240	13	-	-	ADJ
easat-7072	240	14	trained	train	VERB
easat-7072	240	15	models	model	NOUN
easat-7072	240	16	and	and	CCONJ
easat-7072	240	17	adapt	adapt	VERB
easat-7072	240	18	them	they	PRON
easat-7072	240	19	to	to	ADP
easat-7072	240	20	new	new	ADJ
easat-7072	240	21	industrial	industrial	ADJ
easat-7072	240	22	environments	environment	NOUN
easat-7072	240	23	,	,	PUNCT
easat-7072	240	24	holds	hold	VERB
easat-7072	240	25	great	great	ADJ
easat-7072	240	26	promise	promise	NOUN
easat-7072	240	27	for	for	ADP
easat-7072	240	28	improving	improve	VERB
easat-7072	240	29	fault	fault	NOUN
easat-7072	240	30	detection	detection	NOUN
easat-7072	240	31	accuracy	accuracy	NOUN
easat-7072	240	32	in	in	ADP
easat-7072	240	33	previously	previously	ADV
easat-7072	240	34	unseen	unseen	ADJ
easat-7072	240	35	operational	operational	ADJ
easat-7072	240	36	conditions	condition	NOUN
easat-7072	240	37	.	.	PUNCT
easat-7072	241	1	as	as	SCONJ
easat-7072	241	2	industries	industry	NOUN
easat-7072	241	3	continue	continue	VERB
easat-7072	241	4	to	to	PART
easat-7072	241	5	deploy	deploy	VERB
easat-7072	241	6	iot	iot	NOUN
easat-7072	241	7	devices	device	NOUN
easat-7072	241	8	at	at	ADP
easat-7072	241	9	scale	scale	NOUN
easat-7072	241	10	,	,	PUNCT
easat-7072	241	11	lstm	lstm	ADJ
easat-7072	241	12	networks	network	NOUN
easat-7072	241	13	will	will	AUX
easat-7072	241	14	play	play	VERB
easat-7072	241	15	an	an	DET
easat-7072	241	16	increasingly	increasingly	ADV
easat-7072	241	17	vital	vital	ADJ
easat-7072	241	18	role	role	NOUN
easat-7072	241	19	in	in	ADP
easat-7072	241	20	ensuring	ensure	VERB
easat-7072	241	21	the	the	DET
easat-7072	241	22	reliability	reliability	NOUN
easat-7072	241	23	and	and	CCONJ
easat-7072	241	24	efficiency	efficiency	NOUN
easat-7072	241	25	of	of	ADP
easat-7072	241	26	critical	critical	ADJ
easat-7072	241	27	assets	asset	NOUN
easat-7072	241	28	.	.	PUNCT
easat-7072	242	1	this	this	DET
easat-7072	242	2	section	section	NOUN
easat-7072	242	3	provides	provide	VERB
easat-7072	242	4	a	a	DET
easat-7072	242	5	content	content	NOUN
easat-7072	242	6	examination	examination	NOUN
easat-7072	242	7	through	through	ADP
easat-7072	242	8	an	an	DET
easat-7072	242	9	exploratory	exploratory	ADJ
easat-7072	242	10	methodology	methodology	NOUN
easat-7072	242	11	,	,	PUNCT
easat-7072	242	12	with	with	ADP
easat-7072	242	13	a	a	DET
easat-7072	242	14	temporal	temporal	ADJ
easat-7072	242	15	focus	focus	NOUN
easat-7072	242	16	on	on	ADP
easat-7072	242	17	research	research	NOUN
easat-7072	242	18	driven	drive	VERB
easat-7072	242	19	by	by	ADP
easat-7072	242	20	practical	practical	ADJ
easat-7072	242	21	applications	application	NOUN
easat-7072	242	22	.	.	PUNCT
easat-7072	243	1	the	the	DET
easat-7072	243	2	primary	primary	ADJ
easat-7072	243	3	emphasis	emphasis	NOUN
easat-7072	243	4	is	be	AUX
easat-7072	243	5	on	on	ADP
easat-7072	243	6	the	the	DET
easat-7072	243	7	contribution	contribution	NOUN
easat-7072	243	8	of	of	ADP
easat-7072	243	9	artificial	artificial	ADJ
easat-7072	243	10	intelligence	intelligence	NOUN
easat-7072	243	11	technologies	technology	NOUN
easat-7072	243	12	in	in	ADP
easat-7072	243	13	sectors	sector	NOUN
easat-7072	243	14	with	with	ADP
easat-7072	243	15	significant	significant	ADJ
easat-7072	243	16	asset	asset	NOUN
easat-7072	243	17	dependencies	dependency	NOUN
easat-7072	243	18	,	,	PUNCT
easat-7072	243	19	including	include	VERB
easat-7072	243	20	oil	oil	NOUN
easat-7072	243	21	,	,	PUNCT
easat-7072	243	22	gas	gas	NOUN
easat-7072	243	23	,	,	PUNCT
easat-7072	243	24	and	and	CCONJ
easat-7072	243	25	petrochemical	petrochemical	NOUN
easat-7072	243	26	industries	industry	NOUN
easat-7072	243	27	.	.	PUNCT
easat-7072	244	1	the	the	DET
easat-7072	244	2	objective	objective	NOUN
easat-7072	244	3	is	be	AUX
easat-7072	244	4	to	to	PART
easat-7072	244	5	assess	assess	VERB
easat-7072	244	6	the	the	DET
easat-7072	244	7	evolution	evolution	NOUN
easat-7072	244	8	of	of	ADP
easat-7072	244	9	fault	fault	NOUN
easat-7072	244	10	identification	identification	NOUN
easat-7072	244	11	and	and	CCONJ
easat-7072	244	12	diagnostic	diagnostic	ADJ
easat-7072	244	13	studies	study	NOUN
easat-7072	244	14	through	through	ADP
easat-7072	244	15	the	the	DET
easat-7072	244	16	lens	lens	NOUN
easat-7072	244	17	of	of	ADP
easat-7072	244	18	ai	ai	ADJ
easat-7072	244	19	and	and	CCONJ
easat-7072	244	20	related	related	ADJ
easat-7072	244	21	technologies	technology	NOUN
easat-7072	244	22	.	.	PUNCT
easat-7072	245	1	a	a	DET
easat-7072	245	2	total	total	NOUN
easat-7072	245	3	of	of	ADP
easat-7072	245	4	100	100	NUM
easat-7072	245	5	highly	highly	ADV
easat-7072	245	6	-	-	PUNCT
easat-7072	245	7	cited	cite	VERB
easat-7072	245	8	papers	paper	NOUN
easat-7072	245	9	,	,	PUNCT
easat-7072	245	10	published	publish	VERB
easat-7072	245	11	between	between	ADP
easat-7072	245	12	1989	1989	NUM
easat-7072	245	13	and	and	CCONJ
easat-7072	245	14	2019	2019	NUM
easat-7072	245	15	,	,	PUNCT
easat-7072	245	16	were	be	AUX
easat-7072	245	17	reviewed	review	VERB
easat-7072	245	18	to	to	PART
easat-7072	245	19	assess	assess	VERB
easat-7072	245	20	the	the	DET
easat-7072	245	21	scope	scope	NOUN
easat-7072	245	22	and	and	CCONJ
easat-7072	245	23	progression	progression	NOUN
easat-7072	245	24	of	of	ADP
easat-7072	245	25	fault	fault	NOUN
easat-7072	245	26	detection	detection	NOUN
easat-7072	245	27	efforts	effort	NOUN
easat-7072	245	28	aimed	aim	VERB
easat-7072	245	29	at	at	ADP
easat-7072	245	30	improving	improve	VERB
easat-7072	245	31	reliability	reliability	NOUN
easat-7072	245	32	over	over	ADP
easat-7072	245	33	the	the	DET
easat-7072	245	34	last	last	ADJ
easat-7072	245	35	three	three	NUM
easat-7072	245	36	decades	decade	NOUN
easat-7072	245	37	.	.	PUNCT
easat-7072	246	1	this	this	DET
easat-7072	246	2	analysis	analysis	NOUN
easat-7072	246	3	also	also	ADV
easat-7072	246	4	examines	examine	VERB
easat-7072	246	5	the	the	DET
easat-7072	246	6	ai	ai	NOUN
easat-7072	246	7	techniques	technique	NOUN
easat-7072	246	8	and	and	CCONJ
easat-7072	246	9	other	other	ADJ
easat-7072	246	10	methods	method	NOUN
easat-7072	246	11	employed	employ	VERB
easat-7072	246	12	in	in	ADP
easat-7072	246	13	fault	fault	NOUN
easat-7072	246	14	prediction	prediction	NOUN
easat-7072	246	15	,	,	PUNCT
easat-7072	246	16	while	while	SCONJ
easat-7072	246	17	exploring	explore	VERB
easat-7072	246	18	industry	industry	NOUN
easat-7072	246	19	-	-	PUNCT
easat-7072	246	20	specific	specific	ADJ
easat-7072	246	21	applications	application	NOUN
easat-7072	246	22	that	that	PRON
easat-7072	246	23	have	have	AUX
easat-7072	246	24	led	lead	VERB
easat-7072	246	25	to	to	ADP
easat-7072	246	26	advancements	advancement	NOUN
easat-7072	246	27	in	in	ADP
easat-7072	246	28	equipment	equipment	NOUN
easat-7072	246	29	reliability	reliability	NOUN
easat-7072	246	30	and	and	CCONJ
easat-7072	246	31	operational	operational	ADJ
easat-7072	246	32	efficiency	efficiency	NOUN
easat-7072	246	33	.	.	PUNCT
easat-7072	247	1	approximately	approximately	ADV
easat-7072	247	2	79	79	NUM
easat-7072	247	3	%	%	NOUN
easat-7072	247	4	of	of	ADP
easat-7072	247	5	the	the	DET
easat-7072	247	6	research	research	NOUN
easat-7072	247	7	papers	paper	NOUN
easat-7072	247	8	concentrate	concentrate	VERB
easat-7072	247	9	on	on	ADP
easat-7072	247	10	fault	fault	PROPN
easat-7072	247	11	prediction	prediction	NOUN
easat-7072	247	12	,	,	PUNCT
easat-7072	247	13	highlighting	highlight	VERB
easat-7072	247	14	the	the	DET
easat-7072	247	15	essential	essential	ADJ
easat-7072	247	16	role	role	NOUN
easat-7072	247	17	of	of	ADP
easat-7072	247	18	fault	fault	NOUN
easat-7072	247	19	prediction	prediction	NOUN
easat-7072	247	20	in	in	ADP
easat-7072	247	21	ensuring	ensure	VERB
easat-7072	247	22	equipment	equipment	NOUN
easat-7072	247	23	reliability	reliability	NOUN
easat-7072	247	24	.	.	PUNCT
easat-7072	248	1	the	the	DET
easat-7072	248	2	remaining	remain	VERB
easat-7072	248	3	21	21	NUM
easat-7072	248	4	%	%	NOUN
easat-7072	248	5	address	address	NOUN
easat-7072	248	6	topics	topic	NOUN
easat-7072	248	7	such	such	ADJ
easat-7072	248	8	as	as	ADP
easat-7072	248	9	equipment	equipment	NOUN
easat-7072	248	10	performance	performance	NOUN
easat-7072	248	11	,	,	PUNCT
easat-7072	248	12	fault	fault	NOUN
easat-7072	248	13	prediction	prediction	NOUN
easat-7072	248	14	,	,	PUNCT
easat-7072	248	15	and	and	CCONJ
easat-7072	248	16	system	system	NOUN
easat-7072	248	17	and	and	CCONJ
easat-7072	248	18	equipment	equipment	NOUN
easat-7072	248	19	classification	classification	NOUN
easat-7072	248	20	.	.	PUNCT
easat-7072	249	1	the	the	DET
easat-7072	249	2	first	first	ADJ
easat-7072	249	3	research	research	NOUN
easat-7072	249	4	period	period	NOUN
easat-7072	249	5	spans	span	NOUN
easat-7072	249	6	from	from	ADP
easat-7072	249	7	1989	1989	NUM
easat-7072	249	8	to	to	ADP
easat-7072	249	9	1998	1998	NUM
easat-7072	249	10	.	.	PUNCT
easat-7072	250	1	during	during	ADP
easat-7072	250	2	this	this	DET
easat-7072	250	3	phase	phase	NOUN
easat-7072	250	4	,	,	PUNCT
easat-7072	250	5	the	the	DET
easat-7072	250	6	primary	primary	ADJ
easat-7072	250	7	focus	focus	NOUN
easat-7072	250	8	was	be	AUX
easat-7072	250	9	on	on	ADP
easat-7072	250	10	fault	fault	NOUN
easat-7072	250	11	prediction	prediction	NOUN
easat-7072	250	12	,	,	PUNCT
easat-7072	250	13	with	with	ADP
easat-7072	250	14	neural	neural	ADJ
easat-7072	250	15	networks	network	NOUN
easat-7072	250	16	being	be	AUX
easat-7072	250	17	the	the	DET
easat-7072	250	18	most	most	ADV
easat-7072	250	19	widely	widely	ADV
easat-7072	250	20	used	use	VERB
easat-7072	251	1	ai	ai	NOUN
easat-7072	251	2	algorithm	algorithm	NOUN
easat-7072	251	3	.	.	PUNCT
easat-7072	252	1	the	the	DET
easat-7072	252	2	studies	study	NOUN
easat-7072	252	3	covered	cover	VERB
easat-7072	252	4	diverse	diverse	ADJ
easat-7072	252	5	industrial	industrial	ADJ
easat-7072	252	6	applications	application	NOUN
easat-7072	252	7	,	,	PUNCT
easat-7072	252	8	including	include	VERB
easat-7072	252	9	power	power	NOUN
easat-7072	252	10	systems	system	NOUN
easat-7072	252	11	,	,	PUNCT
easat-7072	252	12	information	information	NOUN
easat-7072	252	13	technology	technology	NOUN
easat-7072	252	14	,	,	PUNCT
easat-7072	252	15	and	and	CCONJ
easat-7072	252	16	process	process	NOUN
easat-7072	252	17	systems	system	NOUN
easat-7072	252	18	.	.	PUNCT
easat-7072	253	1	period	period	PROPN
easat-7072	253	2	ii	ii	PROPN
easat-7072	253	3	,	,	PUNCT
easat-7072	253	4	covering	cover	VERB
easat-7072	253	5	1999	1999	NUM
easat-7072	253	6	to	to	ADP
easat-7072	253	7	2008	2008	NUM
easat-7072	253	8	.	.	PUNCT
easat-7072	254	1	this	this	DET
easat-7072	254	2	period	period	NOUN
easat-7072	254	3	saw	see	VERB
easat-7072	254	4	the	the	DET
easat-7072	254	5	emergence	emergence	NOUN
easat-7072	254	6	of	of	ADP
easat-7072	254	7	more	more	ADV
easat-7072	254	8	sophisticated	sophisticated	ADJ
easat-7072	254	9	ai	ai	NOUN
easat-7072	254	10	techniques	technique	NOUN
easat-7072	254	11	and	and	CCONJ
easat-7072	254	12	a	a	DET
easat-7072	254	13	broader	broad	ADJ
easat-7072	254	14	array	array	NOUN
easat-7072	254	15	of	of	ADP
easat-7072	254	16	industrial	industrial	ADJ
easat-7072	254	17	applications	application	NOUN
easat-7072	254	18	.	.	PUNCT
easat-7072	255	1	the	the	DET
easat-7072	255	2	increasing	increase	VERB
easat-7072	255	3	volume	volume	NOUN
easat-7072	255	4	of	of	ADP
easat-7072	255	5	research	research	NOUN
easat-7072	255	6	indicates	indicate	VERB
easat-7072	255	7	a	a	DET
easat-7072	255	8	rising	rise	VERB
easat-7072	255	9	demand	demand	NOUN
easat-7072	255	10	for	for	ADP
easat-7072	255	11	fault	fault	NOUN
easat-7072	255	12	prediction	prediction	NOUN
easat-7072	255	13	solutions	solution	NOUN
easat-7072	255	14	.	.	PUNCT
easat-7072	256	1	the	the	DET
easat-7072	256	2	most	most	ADV
easat-7072	256	3	recent	recent	ADJ
easat-7072	256	4	period	period	NOUN
easat-7072	256	5	,	,	PUNCT
easat-7072	256	6	from	from	ADP
easat-7072	256	7	2009	2009	NUM
easat-7072	256	8	to	to	ADP
easat-7072	256	9	the	the	DET
easat-7072	256	10	present	present	NOUN
easat-7072	256	11	.	.	PUNCT
easat-7072	257	1	in	in	ADP
easat-7072	257	2	this	this	DET
easat-7072	257	3	context	context	NOUN
easat-7072	257	4	,	,	PUNCT
easat-7072	257	5	progress	progress	NOUN
easat-7072	257	6	in	in	ADP
easat-7072	257	7	ai	ai	NOUN
easat-7072	257	8	,	,	PUNCT
easat-7072	257	9	including	include	VERB
easat-7072	257	10	deep	deep	ADJ
easat-7072	257	11	learning	learning	NOUN
easat-7072	257	12	,	,	PUNCT
easat-7072	257	13	adaptive	adaptive	ADJ
easat-7072	257	14	neural	neural	ADJ
easat-7072	257	15	networks	network	NOUN
easat-7072	257	16	,	,	PUNCT
easat-7072	257	17	and	and	CCONJ
easat-7072	257	18	reinforcement	reinforcement	NOUN
easat-7072	257	19	learning	learning	NOUN
easat-7072	257	20	,	,	PUNCT
easat-7072	257	21	has	have	AUX
easat-7072	257	22	started	start	VERB
easat-7072	257	23	to	to	PART
easat-7072	257	24	demonstrate	demonstrate	VERB
easat-7072	257	25	more	more	ADV
easat-7072	257	26	significant	significant	ADJ
easat-7072	257	27	potential	potential	NOUN
easat-7072	257	28	.	.	PUNCT
easat-7072	258	1	the	the	DET
easat-7072	258	2	scope	scope	NOUN
easat-7072	258	3	of	of	ADP
easat-7072	258	4	applications	application	NOUN
easat-7072	258	5	has	have	AUX
easat-7072	258	6	broadened	broaden	VERB
easat-7072	258	7	,	,	PUNCT
easat-7072	258	8	extending	extend	VERB
easat-7072	258	9	beyond	beyond	ADP
easat-7072	258	10	traditional	traditional	ADJ
easat-7072	258	11	power	power	NOUN
easat-7072	258	12	systems	system	NOUN
easat-7072	258	13	to	to	ADP
easat-7072	258	14	emerging	emerge	VERB
easat-7072	258	15	domains	domain	NOUN
easat-7072	258	16	like	like	ADP
easat-7072	258	17	information	information	NOUN
easat-7072	258	18	technology	technology	NOUN
easat-7072	258	19	and	and	CCONJ
easat-7072	258	20	renewable	renewable	ADJ
easat-7072	258	21	energy	energy	NOUN
easat-7072	258	22	,	,	PUNCT
easat-7072	258	23	covering	cover	VERB
easat-7072	258	24	a	a	DET
easat-7072	258	25	more	more	ADV
easat-7072	258	26	diverse	diverse	ADJ
easat-7072	258	27	array	array	NOUN
easat-7072	258	28	of	of	ADP
easat-7072	258	29	machinery	machinery	NOUN
easat-7072	258	30	(	(	PUNCT
easat-7072	258	31	figure	figure	NOUN
easat-7072	258	32	7	7	NUM
easat-7072	258	33	)	)	PUNCT
easat-7072	258	34	.	.	PUNCT
easat-7072	259	1	1051	1051	NUM
easat-7072	259	2	edelweiss	edelweiss	PROPN
easat-7072	259	3	applied	apply	VERB
easat-7072	259	4	science	science	NOUN
easat-7072	259	5	and	and	CCONJ
easat-7072	259	6	technology	technology	NOUN
easat-7072	259	7	issn	issn	PROPN
easat-7072	259	8	:	:	PUNCT
easat-7072	259	9	2576	2576	NUM
easat-7072	259	10	-	-	SYM
easat-7072	259	11	8484	8484	NUM
easat-7072	259	12	vol	vol	NOUN
easat-7072	259	13	.	.	PROPN
easat-7072	260	1	9	9	NUM
easat-7072	260	2	,	,	PUNCT
easat-7072	260	3	no	no	INTJ
easat-7072	260	4	.	.	NOUN
easat-7072	260	5	5	5	NUM
easat-7072	260	6	:	:	PUNCT
easat-7072	260	7	1040	1040	NUM
easat-7072	260	8	-	-	SYM
easat-7072	260	9	1056	1056	NUM
easat-7072	260	10	,	,	PUNCT
easat-7072	260	11	2025	2025	NUM
easat-7072	260	12	doi	doi	NOUN
easat-7072	260	13	:	:	PUNCT
easat-7072	260	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	260	15	©	©	PROPN
easat-7072	260	16	2025	2025	NUM
easat-7072	260	17	by	by	ADP
easat-7072	260	18	the	the	DET
easat-7072	260	19	authors	author	NOUN
easat-7072	260	20	;	;	PUNCT
easat-7072	260	21	licensee	licensee	PROPN
easat-7072	260	22	learning	learn	VERB
easat-7072	260	23	gate	gate	NOUN
easat-7072	260	24	figure	figure	NOUN
easat-7072	260	25	7	7	NUM
easat-7072	260	26	.	.	PUNCT
easat-7072	260	27	3d	3d	NUM
easat-7072	260	28	scatter	scatter	NOUN
easat-7072	260	29	plot	plot	NOUN
easat-7072	260	30	of	of	ADP
easat-7072	260	31	sensors	sensor	NOUN
easat-7072	260	32	with	with	ADP
easat-7072	260	33	fault	fault	NOUN
easat-7072	260	34	occurrence	occurrence	NOUN
easat-7072	260	35	.	.	PUNCT
easat-7072	261	1	5.1	5.1	NUM
easat-7072	261	2	.	.	PUNCT
easat-7072	262	1	modeling	model	VERB
easat-7072	262	2	framework	framework	NOUN
easat-7072	262	3	we	we	PRON
easat-7072	262	4	provide	provide	VERB
easat-7072	262	5	an	an	DET
easat-7072	262	6	overview	overview	NOUN
easat-7072	262	7	of	of	ADP
easat-7072	262	8	ai	ai	NOUN
easat-7072	262	9	-	-	PUNCT
easat-7072	262	10	driven	drive	VERB
easat-7072	262	11	modeling	modeling	NOUN
easat-7072	262	12	frameworks	framework	NOUN
easat-7072	262	13	and	and	CCONJ
easat-7072	262	14	techniques	technique	NOUN
easat-7072	262	15	commonly	commonly	ADV
easat-7072	262	16	utilized	utilize	VERB
easat-7072	262	17	.	.	PUNCT
easat-7072	263	1	the	the	DET
easat-7072	263	2	distribution	distribution	NOUN
easat-7072	263	3	of	of	ADP
easat-7072	263	4	widely	widely	ADV
easat-7072	263	5	-	-	PUNCT
easat-7072	263	6	recognized	recognize	VERB
easat-7072	263	7	predictive	predictive	ADJ
easat-7072	263	8	modeling	modeling	NOUN
easat-7072	263	9	methods	method	NOUN
easat-7072	263	10	from	from	ADP
easat-7072	263	11	ai	ai	NOUN
easat-7072	263	12	and	and	CCONJ
easat-7072	263	13	machine	machine	NOUN
easat-7072	263	14	learning	learning	NOUN
easat-7072	263	15	(	(	PUNCT
easat-7072	263	16	ml	ml	NOUN
easat-7072	263	17	)	)	PUNCT
easat-7072	263	18	,	,	PUNCT
easat-7072	263	19	which	which	PRON
easat-7072	263	20	includes	include	VERB
easat-7072	263	21	top	top	ADV
easat-7072	263	22	-	-	PUNCT
easat-7072	263	23	cited	cite	VERB
easat-7072	263	24	papers	paper	NOUN
easat-7072	263	25	analyzed	analyze	VERB
easat-7072	263	26	in	in	ADP
easat-7072	263	27	this	this	DET
easat-7072	263	28	review	review	NOUN
easat-7072	263	29	.	.	PUNCT
easat-7072	264	1	neural	neural	ADJ
easat-7072	264	2	networks	network	NOUN
easat-7072	264	3	(	(	PUNCT
easat-7072	264	4	nn	nn	NOUN
easat-7072	264	5	)	)	PUNCT
easat-7072	264	6	and	and	CCONJ
easat-7072	264	7	support	support	VERB
easat-7072	264	8	vector	vector	NOUN
easat-7072	264	9	machines	machine	NOUN
easat-7072	264	10	(	(	PUNCT
easat-7072	264	11	svm	svm	PROPN
easat-7072	264	12	)	)	PUNCT
easat-7072	264	13	are	be	AUX
easat-7072	264	14	the	the	DET
easat-7072	264	15	predominant	predominant	ADJ
easat-7072	264	16	methods	method	NOUN
easat-7072	264	17	,	,	PUNCT
easat-7072	264	18	appearing	appear	VERB
easat-7072	264	19	in	in	ADP
easat-7072	264	20	over	over	ADP
easat-7072	264	21	three	three	NUM
easat-7072	264	22	-	-	PUNCT
easat-7072	264	23	quarters	quarter	NOUN
easat-7072	264	24	of	of	ADP
easat-7072	264	25	the	the	DET
easat-7072	264	26	publications	publication	NOUN
easat-7072	264	27	.	.	PUNCT
easat-7072	265	1	during	during	ADP
easat-7072	265	2	the	the	DET
easat-7072	265	3	first	first	ADJ
easat-7072	265	4	period	period	NOUN
easat-7072	265	5	(	(	PUNCT
easat-7072	265	6	from	from	ADP
easat-7072	265	7	the	the	DET
easat-7072	265	8	late	late	ADJ
easat-7072	265	9	1980s	1980	NOUN
easat-7072	265	10	to	to	ADP
easat-7072	265	11	the	the	DET
easat-7072	265	12	late	late	ADJ
easat-7072	265	13	1990s	1990	NOUN
easat-7072	265	14	)	)	PUNCT
easat-7072	265	15	,	,	PUNCT
easat-7072	265	16	neural	neural	ADJ
easat-7072	265	17	networks	network	NOUN
easat-7072	265	18	(	(	PUNCT
easat-7072	265	19	nn	nn	NOUN
easat-7072	265	20	)	)	PUNCT
easat-7072	265	21	or	or	CCONJ
easat-7072	265	22	artificial	artificial	ADJ
easat-7072	265	23	neural	neural	ADJ
easat-7072	265	24	networks	network	NOUN
easat-7072	265	25	(	(	PUNCT
easat-7072	265	26	ann	ann	PROPN
easat-7072	265	27	)	)	PUNCT
easat-7072	265	28	were	be	AUX
easat-7072	265	29	among	among	ADP
easat-7072	265	30	the	the	DET
easat-7072	265	31	most	most	ADV
easat-7072	265	32	frequently	frequently	ADV
easat-7072	265	33	applied	apply	VERB
easat-7072	265	34	machine	machine	NOUN
easat-7072	265	35	learning	learn	VERB
easat-7072	265	36	algorithms	algorithm	NOUN
easat-7072	265	37	for	for	ADP
easat-7072	265	38	fault	fault	NOUN
easat-7072	265	39	prediction	prediction	NOUN
easat-7072	265	40	.	.	PUNCT
easat-7072	266	1	one	one	NUM
easat-7072	266	2	significant	significant	ADJ
easat-7072	266	3	reason	reason	NOUN
easat-7072	266	4	for	for	ADP
easat-7072	266	5	their	their	PRON
easat-7072	266	6	popularity	popularity	NOUN
easat-7072	266	7	is	be	AUX
easat-7072	266	8	that	that	SCONJ
easat-7072	266	9	anns	anns	NOUN
easat-7072	266	10	possess	possess	VERB
easat-7072	266	11	strong	strong	ADJ
easat-7072	266	12	self	self	NOUN
easat-7072	266	13	-	-	PUNCT
easat-7072	266	14	learning	learn	VERB
easat-7072	266	15	capabilities	capability	NOUN
easat-7072	266	16	,	,	PUNCT
easat-7072	266	17	allowing	allow	VERB
easat-7072	266	18	them	they	PRON
easat-7072	266	19	to	to	PART
easat-7072	266	20	model	model	VERB
easat-7072	266	21	complex	complex	ADJ
easat-7072	266	22	relationships	relationship	NOUN
easat-7072	266	23	within	within	ADP
easat-7072	266	24	data	datum	NOUN
easat-7072	266	25	.	.	PUNCT
easat-7072	267	1	fault	fault	VERB
easat-7072	267	2	detection	detection	NOUN
easat-7072	267	3	and	and	CCONJ
easat-7072	267	4	diagnostics	diagnostic	NOUN
easat-7072	267	5	often	often	ADV
easat-7072	267	6	involve	involve	VERB
easat-7072	267	7	intricate	intricate	ADJ
easat-7072	267	8	issues	issue	NOUN
easat-7072	267	9	,	,	PUNCT
easat-7072	267	10	which	which	PRON
easat-7072	267	11	nn	nn	PROPN
easat-7072	267	12	can	can	AUX
easat-7072	267	13	manage	manage	VERB
easat-7072	267	14	effectively	effectively	ADV
easat-7072	267	15	while	while	SCONJ
easat-7072	267	16	being	be	AUX
easat-7072	267	17	relatively	relatively	ADV
easat-7072	267	18	easy	easy	ADJ
easat-7072	267	19	to	to	PART
easat-7072	267	20	set	set	VERB
easat-7072	267	21	up	up	ADP
easat-7072	267	22	and	and	CCONJ
easat-7072	267	23	implement	implement	VERB
easat-7072	267	24	.	.	PUNCT
easat-7072	268	1	additionally	additionally	ADV
easat-7072	268	2	,	,	PUNCT
easat-7072	268	3	these	these	DET
easat-7072	268	4	algorithms	algorithm	NOUN
easat-7072	268	5	automatically	automatically	ADV
easat-7072	268	6	perform	perform	VERB
easat-7072	268	7	feature	feature	NOUN
easat-7072	268	8	extraction	extraction	NOUN
easat-7072	268	9	by	by	ADP
easat-7072	268	10	assigning	assign	VERB
easat-7072	268	11	minimal	minimal	ADJ
easat-7072	268	12	weight	weight	NOUN
easat-7072	268	13	to	to	ADP
easat-7072	268	14	irrelevant	irrelevant	ADJ
easat-7072	268	15	data	datum	NOUN
easat-7072	268	16	,	,	PUNCT
easat-7072	268	17	thus	thus	ADV
easat-7072	268	18	reducing	reduce	VERB
easat-7072	268	19	the	the	DET
easat-7072	268	20	need	need	NOUN
easat-7072	268	21	for	for	ADP
easat-7072	268	22	manual	manual	ADJ
easat-7072	268	23	feature	feature	NOUN
easat-7072	268	24	extraction	extraction	NOUN
easat-7072	268	25	.	.	PUNCT
easat-7072	269	1	approximately	approximately	ADV
easat-7072	269	2	70	70	NUM
easat-7072	269	3	%	%	NOUN
easat-7072	269	4	of	of	ADP
easat-7072	269	5	the	the	DET
easat-7072	269	6	studies	study	NOUN
easat-7072	269	7	during	during	ADP
easat-7072	269	8	this	this	DET
easat-7072	269	9	period	period	NOUN
easat-7072	269	10	employed	employ	VERB
easat-7072	269	11	nns	nn	NOUN
easat-7072	269	12	to	to	PART
easat-7072	269	13	detect	detect	VERB
easat-7072	269	14	faults	fault	NOUN
easat-7072	269	15	and	and	CCONJ
easat-7072	269	16	address	address	VERB
easat-7072	269	17	related	relate	VERB
easat-7072	269	18	complex	complex	ADJ
easat-7072	269	19	challenges	challenge	NOUN
easat-7072	269	20	.	.	PUNCT
easat-7072	270	1	however	however	ADV
easat-7072	270	2	,	,	PUNCT
easat-7072	270	3	about	about	ADV
easat-7072	270	4	30	30	NUM
easat-7072	270	5	%	%	NOUN
easat-7072	270	6	of	of	ADP
easat-7072	270	7	the	the	DET
easat-7072	270	8	research	research	NOUN
easat-7072	270	9	relied	rely	VERB
easat-7072	270	10	on	on	ADP
easat-7072	270	11	alternative	alternative	ADJ
easat-7072	270	12	methods	method	NOUN
easat-7072	270	13	,	,	PUNCT
easat-7072	270	14	including	include	VERB
easat-7072	270	15	abstraction	abstraction	NOUN
easat-7072	270	16	hierarchy	hierarchy	NOUN
easat-7072	270	17	models	model	NOUN
easat-7072	270	18	,	,	PUNCT
easat-7072	270	19	evolutionary	evolutionary	ADJ
easat-7072	270	20	programming	programming	NOUN
easat-7072	270	21	-	-	PUNCT
easat-7072	270	22	based	base	VERB
easat-7072	270	23	fuzzy	fuzzy	ADJ
easat-7072	270	24	systems	system	NOUN
easat-7072	270	25	,	,	PUNCT
easat-7072	270	26	multiway	multiway	NOUN
easat-7072	270	27	principal	principal	ADJ
easat-7072	270	28	component	component	NOUN
easat-7072	270	29	analysis	analysis	NOUN
easat-7072	270	30	(	(	PUNCT
easat-7072	270	31	pca	pca	NOUN
easat-7072	270	32	)	)	PUNCT
easat-7072	270	33	,	,	PUNCT
easat-7072	270	34	and	and	CCONJ
easat-7072	270	35	partial	partial	ADJ
easat-7072	270	36	least	least	ADJ
easat-7072	270	37	squares	square	NOUN
easat-7072	270	38	for	for	ADP
easat-7072	270	39	fault	fault	NOUN
easat-7072	270	40	detection	detection	NOUN
easat-7072	270	41	,	,	PUNCT
easat-7072	270	42	process	process	NOUN
easat-7072	270	43	monitoring	monitoring	NOUN
easat-7072	270	44	,	,	PUNCT
easat-7072	270	45	and	and	CCONJ
easat-7072	270	46	high	high	ADJ
easat-7072	270	47	-	-	PUNCT
easat-7072	270	48	risk	risk	NOUN
easat-7072	270	49	component	component	NOUN
easat-7072	270	50	prediction	prediction	NOUN
easat-7072	270	51	in	in	ADP
easat-7072	270	52	complex	complex	ADJ
easat-7072	270	53	systems	system	NOUN
easat-7072	270	54	.	.	PUNCT
easat-7072	271	1	for	for	ADP
easat-7072	271	2	example	example	NOUN
easat-7072	271	3	,	,	PUNCT
easat-7072	271	4	one	one	NUM
easat-7072	271	5	notable	notable	ADJ
easat-7072	271	6	study	study	NOUN
easat-7072	271	7	proposed	propose	VERB
easat-7072	271	8	a	a	DET
easat-7072	271	9	neural	neural	ADJ
easat-7072	271	10	network	network	NOUN
easat-7072	271	11	-	-	PUNCT
easat-7072	271	12	based	base	VERB
easat-7072	271	13	methodology	methodology	NOUN
easat-7072	271	14	for	for	ADP
easat-7072	271	15	fault	fault	NOUN
easat-7072	271	16	diagnosis	diagnosis	NOUN
easat-7072	271	17	in	in	ADP
easat-7072	271	18	an	an	DET
easat-7072	271	19	oil	oil	NOUN
easat-7072	271	20	refinery	refinery	NOUN
easat-7072	271	21	,	,	PUNCT
easat-7072	271	22	specifically	specifically	ADV
easat-7072	271	23	in	in	ADP
easat-7072	271	24	the	the	DET
easat-7072	271	25	fluidized	fluidize	VERB
easat-7072	271	26	catalytic	catalytic	ADJ
easat-7072	271	27	cracking	cracking	NOUN
easat-7072	271	28	process	process	NOUN
easat-7072	271	29	.	.	PUNCT
easat-7072	272	1	this	this	DET
easat-7072	272	2	nn	nn	PROPN
easat-7072	272	3	system	system	NOUN
easat-7072	272	4	was	be	AUX
easat-7072	272	5	able	able	ADJ
easat-7072	272	6	to	to	PART
easat-7072	272	7	1052	1052	NUM
easat-7072	272	8	edelweiss	edelweiss	PROPN
easat-7072	272	9	applied	apply	VERB
easat-7072	272	10	science	science	NOUN
easat-7072	272	11	and	and	CCONJ
easat-7072	272	12	technology	technology	NOUN
easat-7072	272	13	issn	issn	PROPN
easat-7072	272	14	:	:	PUNCT
easat-7072	272	15	2576	2576	NUM
easat-7072	272	16	-	-	SYM
easat-7072	272	17	8484	8484	NUM
easat-7072	272	18	vol	vol	NOUN
easat-7072	272	19	.	.	PROPN
easat-7072	273	1	9	9	NUM
easat-7072	273	2	,	,	PUNCT
easat-7072	273	3	no	no	INTJ
easat-7072	273	4	.	.	NOUN
easat-7072	273	5	5	5	NUM
easat-7072	273	6	:	:	PUNCT
easat-7072	273	7	1040	1040	NUM
easat-7072	273	8	-	-	SYM
easat-7072	273	9	1056	1056	NUM
easat-7072	273	10	,	,	PUNCT
easat-7072	273	11	2025	2025	NUM
easat-7072	273	12	doi	doi	NOUN
easat-7072	273	13	:	:	PUNCT
easat-7072	273	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	273	15	©	©	PROPN
easat-7072	273	16	2025	2025	NUM
easat-7072	273	17	by	by	ADP
easat-7072	273	18	the	the	DET
easat-7072	273	19	authors	author	NOUN
easat-7072	273	20	;	;	PUNCT
easat-7072	273	21	licensee	licensee	PROPN
easat-7072	273	22	learning	learn	VERB
easat-7072	273	23	gate	gate	NOUN
easat-7072	273	24	generalize	generalize	VERB
easat-7072	273	25	its	its	PRON
easat-7072	273	26	knowledge	knowledge	NOUN
easat-7072	273	27	and	and	CCONJ
easat-7072	273	28	detect	detect	VERB
easat-7072	273	29	previously	previously	ADV
easat-7072	273	30	unseen	unseen	ADJ
easat-7072	273	31	fault	fault	NOUN
easat-7072	273	32	combinations	combination	NOUN
easat-7072	273	33	without	without	ADP
easat-7072	273	34	additional	additional	ADJ
easat-7072	273	35	training	training	NOUN
easat-7072	273	36	.	.	PUNCT
easat-7072	274	1	it	it	PRON
easat-7072	274	2	was	be	AUX
easat-7072	274	3	also	also	ADV
easat-7072	274	4	capable	capable	ADJ
easat-7072	274	5	of	of	ADP
easat-7072	274	6	handling	handle	VERB
easat-7072	274	7	incomplete	incomplete	ADJ
easat-7072	274	8	and	and	CCONJ
easat-7072	274	9	uncertain	uncertain	ADJ
easat-7072	274	10	data	datum	NOUN
easat-7072	274	11	effectively	effectively	ADV
easat-7072	274	12	.	.	PUNCT
easat-7072	275	1	another	another	DET
easat-7072	275	2	study	study	NOUN
easat-7072	275	3	introduced	introduce	VERB
easat-7072	275	4	an	an	DET
easat-7072	275	5	adaptive	adaptive	ADJ
easat-7072	275	6	pattern	pattern	NOUN
easat-7072	275	7	recognition	recognition	NOUN
easat-7072	275	8	approach	approach	NOUN
easat-7072	275	9	using	use	VERB
easat-7072	275	10	ann	ann	PROPN
easat-7072	275	11	,	,	PUNCT
easat-7072	275	12	leveraging	leverage	VERB
easat-7072	275	13	its	its	PRON
easat-7072	275	14	high	high	ADJ
easat-7072	275	15	adaptation	adaptation	NOUN
easat-7072	275	16	capabilities	capability	NOUN
easat-7072	275	17	to	to	PART
easat-7072	275	18	model	model	VERB
easat-7072	275	19	complex	complex	ADJ
easat-7072	275	20	relationships	relationship	NOUN
easat-7072	275	21	between	between	ADP
easat-7072	275	22	input	input	NOUN
easat-7072	275	23	features	feature	NOUN
easat-7072	275	24	and	and	CCONJ
easat-7072	275	25	fault	fault	VERB
easat-7072	275	26	detection	detection	NOUN
easat-7072	275	27	times	time	NOUN
easat-7072	275	28	.	.	PUNCT
easat-7072	276	1	in	in	ADP
easat-7072	276	2	addition	addition	NOUN
easat-7072	276	3	,	,	PUNCT
easat-7072	276	4	methods	method	NOUN
easat-7072	276	5	like	like	ADP
easat-7072	276	6	multiway	multiway	PROPN
easat-7072	276	7	pca	pca	PROPN
easat-7072	276	8	and	and	CCONJ
easat-7072	276	9	partial	partial	ADJ
easat-7072	276	10	least	least	ADJ
easat-7072	276	11	squares	square	NOUN
easat-7072	276	12	were	be	AUX
easat-7072	276	13	utilized	utilize	VERB
easat-7072	276	14	to	to	PART
easat-7072	276	15	enhance	enhance	VERB
easat-7072	276	16	fault	fault	VERB
easat-7072	276	17	diagnosis	diagnosis	NOUN
easat-7072	276	18	in	in	ADP
easat-7072	276	19	batch	batch	NOUN
easat-7072	276	20	processes	process	NOUN
easat-7072	276	21	.	.	PUNCT
easat-7072	277	1	the	the	DET
easat-7072	277	2	second	second	ADJ
easat-7072	277	3	period	period	NOUN
easat-7072	277	4	(	(	PUNCT
easat-7072	277	5	1999–2008	1999–2008	NOUN
easat-7072	277	6	)	)	PUNCT
easat-7072	277	7	witnessed	witness	VERB
easat-7072	277	8	continued	continued	ADJ
easat-7072	277	9	dominance	dominance	NOUN
easat-7072	277	10	of	of	ADP
easat-7072	277	11	neural	neural	ADJ
easat-7072	277	12	networks	network	NOUN
easat-7072	277	13	,	,	PUNCT
easat-7072	277	14	often	often	ADV
easat-7072	277	15	in	in	ADP
easat-7072	277	16	combination	combination	NOUN
easat-7072	277	17	with	with	ADP
easat-7072	277	18	other	other	ADJ
easat-7072	277	19	algorithms	algorithm	NOUN
easat-7072	277	20	.	.	PUNCT
easat-7072	278	1	during	during	ADP
easat-7072	278	2	this	this	DET
easat-7072	278	3	time	time	NOUN
easat-7072	278	4	,	,	PUNCT
easat-7072	278	5	new	new	ADJ
easat-7072	278	6	techniques	technique	NOUN
easat-7072	278	7	emerged	emerge	VERB
easat-7072	278	8	to	to	PART
easat-7072	278	9	improve	improve	VERB
easat-7072	278	10	fault	fault	NOUN
easat-7072	278	11	detection	detection	NOUN
easat-7072	278	12	.	.	PUNCT
easat-7072	279	1	around	around	ADP
easat-7072	279	2	half	half	NOUN
easat-7072	279	3	of	of	ADP
easat-7072	279	4	the	the	DET
easat-7072	279	5	top	top	ADV
easat-7072	279	6	-	-	PUNCT
easat-7072	279	7	cited	cite	VERB
easat-7072	279	8	papers	paper	NOUN
easat-7072	279	9	from	from	ADP
easat-7072	279	10	this	this	DET
easat-7072	279	11	period	period	NOUN
easat-7072	279	12	still	still	ADV
easat-7072	279	13	used	use	VERB
easat-7072	279	14	neural	neural	ADJ
easat-7072	279	15	networks	network	NOUN
easat-7072	279	16	to	to	PART
easat-7072	279	17	address	address	VERB
easat-7072	279	18	fault	fault	NOUN
easat-7072	279	19	detection	detection	NOUN
easat-7072	279	20	issues	issue	NOUN
easat-7072	279	21	.	.	PUNCT
easat-7072	280	1	a	a	DET
easat-7072	280	2	comprehensive	comprehensive	ADJ
easat-7072	280	3	review	review	NOUN
easat-7072	280	4	examined	examine	VERB
easat-7072	280	5	the	the	DET
easat-7072	280	6	most	most	ADV
easat-7072	280	7	recent	recent	ADJ
easat-7072	280	8	ai	ai	NOUN
easat-7072	280	9	-	-	PUNCT
easat-7072	280	10	based	base	VERB
easat-7072	280	11	diagnostic	diagnostic	ADJ
easat-7072	280	12	advancements	advancement	NOUN
easat-7072	280	13	for	for	ADP
easat-7072	280	14	electrical	electrical	ADJ
easat-7072	280	15	machines	machine	NOUN
easat-7072	280	16	and	and	CCONJ
easat-7072	280	17	drives	drive	NOUN
easat-7072	280	18	.	.	PUNCT
easat-7072	281	1	these	these	DET
easat-7072	281	2	methods	method	NOUN
easat-7072	281	3	were	be	AUX
easat-7072	281	4	found	find	VERB
easat-7072	281	5	to	to	PART
easat-7072	281	6	be	be	AUX
easat-7072	281	7	effective	effective	ADJ
easat-7072	281	8	individually	individually	ADV
easat-7072	281	9	or	or	CCONJ
easat-7072	281	10	when	when	SCONJ
easat-7072	281	11	integrated	integrate	VERB
easat-7072	281	12	with	with	ADP
easat-7072	281	13	traditional	traditional	ADJ
easat-7072	281	14	techniques	technique	NOUN
easat-7072	281	15	.	.	PUNCT
easat-7072	282	1	in	in	ADP
easat-7072	282	2	addition	addition	NOUN
easat-7072	282	3	,	,	PUNCT
easat-7072	282	4	numerous	numerous	ADJ
easat-7072	282	5	investigative	investigative	ADJ
easat-7072	282	6	endeavors	endeavor	NOUN
easat-7072	282	7	have	have	AUX
easat-7072	282	8	proposed	propose	VERB
easat-7072	282	9	hybrid	hybrid	ADJ
easat-7072	282	10	strategies	strategy	NOUN
easat-7072	282	11	,	,	PUNCT
easat-7072	282	12	incorporating	incorporate	VERB
easat-7072	282	13	the	the	DET
easat-7072	282	14	amalgamation	amalgamation	NOUN
easat-7072	282	15	of	of	ADP
easat-7072	282	16	artificial	artificial	ADJ
easat-7072	282	17	neural	neural	ADJ
easat-7072	282	18	networks	network	NOUN
easat-7072	282	19	(	(	PUNCT
easat-7072	282	20	anns	anns	NOUN
easat-7072	282	21	)	)	PUNCT
easat-7072	282	22	and	and	CCONJ
easat-7072	282	23	support	support	VERB
easat-7072	282	24	vector	vector	NOUN
easat-7072	282	25	machines	machine	NOUN
easat-7072	282	26	(	(	PUNCT
easat-7072	282	27	svms	svms	NOUN
easat-7072	282	28	)	)	PUNCT
easat-7072	282	29	for	for	ADP
easat-7072	282	30	identifying	identify	VERB
easat-7072	282	31	faults	fault	NOUN
easat-7072	282	32	within	within	ADP
easat-7072	282	33	radial	radial	ADJ
easat-7072	282	34	distribution	distribution	NOUN
easat-7072	282	35	grids	grid	NOUN
easat-7072	282	36	.	.	PUNCT
easat-7072	283	1	this	this	DET
easat-7072	283	2	method	method	NOUN
easat-7072	283	3	typically	typically	ADV
easat-7072	283	4	involved	involve	VERB
easat-7072	283	5	the	the	DET
easat-7072	283	6	utilization	utilization	NOUN
easat-7072	283	7	of	of	ADP
easat-7072	283	8	principal	principal	ADJ
easat-7072	283	9	component	component	NOUN
easat-7072	283	10	analysis	analysis	NOUN
easat-7072	283	11	(	(	PUNCT
easat-7072	283	12	pca	pca	NOUN
easat-7072	283	13	)	)	PUNCT
easat-7072	283	14	to	to	PART
easat-7072	283	15	preprocess	preprocess	VERB
easat-7072	283	16	the	the	DET
easat-7072	283	17	data	datum	NOUN
easat-7072	283	18	,	,	PUNCT
easat-7072	283	19	followed	follow	VERB
easat-7072	283	20	by	by	ADP
easat-7072	283	21	fault	fault	NOUN
easat-7072	283	22	categorization	categorization	NOUN
easat-7072	283	23	based	base	VERB
easat-7072	283	24	on	on	ADP
easat-7072	283	25	impedance	impedance	NOUN
easat-7072	283	26	through	through	ADP
easat-7072	283	27	a	a	DET
easat-7072	283	28	synthesis	synthesis	NOUN
easat-7072	283	29	of	of	ADP
easat-7072	283	30	support	support	NOUN
easat-7072	283	31	vector	vector	NOUN
easat-7072	283	32	classifiers	classifier	NOUN
easat-7072	283	33	and	and	CCONJ
easat-7072	283	34	multilayer	multilayer	ADJ
easat-7072	283	35	perceptron	perceptron	PROPN
easat-7072	283	36	networks	network	NOUN
easat-7072	283	37	.	.	PUNCT
easat-7072	284	1	in	in	ADP
easat-7072	284	2	another	another	DET
easat-7072	284	3	instance	instance	NOUN
easat-7072	284	4	,	,	PUNCT
easat-7072	284	5	anns	anns	PROPN
easat-7072	284	6	were	be	AUX
easat-7072	284	7	employed	employ	VERB
easat-7072	284	8	to	to	PART
easat-7072	284	9	forecast	forecast	VERB
easat-7072	284	10	and	and	CCONJ
easat-7072	284	11	model	model	VERB
easat-7072	284	12	aquatic	aquatic	ADJ
easat-7072	284	13	quality	quality	NOUN
easat-7072	284	14	parameters	parameter	NOUN
easat-7072	284	15	,	,	PUNCT
easat-7072	284	16	with	with	ADP
easat-7072	284	17	the	the	DET
easat-7072	284	18	developed	develop	VERB
easat-7072	284	19	model	model	NOUN
easat-7072	284	20	being	be	AUX
easat-7072	284	21	evaluated	evaluate	VERB
easat-7072	284	22	on	on	ADP
easat-7072	284	23	fresh	fresh	ADJ
easat-7072	284	24	,	,	PUNCT
easat-7072	284	25	previously	previously	ADV
easat-7072	284	26	unobserved	unobserved	ADJ
easat-7072	284	27	data	datum	NOUN
easat-7072	284	28	to	to	PART
easat-7072	284	29	determine	determine	VERB
easat-7072	284	30	its	its	PRON
easat-7072	284	31	precision	precision	NOUN
easat-7072	284	32	.	.	PUNCT
easat-7072	285	1	this	this	PRON
easat-7072	285	2	highlighted	highlight	VERB
easat-7072	285	3	the	the	DET
easat-7072	285	4	potential	potential	NOUN
easat-7072	285	5	of	of	ADP
easat-7072	285	6	anns	anns	NOUN
easat-7072	285	7	in	in	ADP
easat-7072	285	8	modeling	model	VERB
easat-7072	285	9	complex	complex	ADJ
easat-7072	285	10	ecological	ecological	ADJ
easat-7072	285	11	variables	variable	NOUN
easat-7072	285	12	.	.	PUNCT
easat-7072	286	1	beyond	beyond	ADP
easat-7072	286	2	neural	neural	ADJ
easat-7072	286	3	networks	network	NOUN
easat-7072	286	4	,	,	PUNCT
easat-7072	286	5	other	other	ADJ
easat-7072	286	6	intelligent	intelligent	ADJ
easat-7072	286	7	algorithms	algorithm	NOUN
easat-7072	286	8	were	be	AUX
easat-7072	286	9	also	also	ADV
easat-7072	286	10	explored	explore	VERB
easat-7072	286	11	for	for	ADP
easat-7072	286	12	fault	fault	NOUN
easat-7072	286	13	diagnosis	diagnosis	NOUN
easat-7072	286	14	.	.	PUNCT
easat-7072	287	1	one	one	NUM
easat-7072	287	2	example	example	NOUN
easat-7072	287	3	is	be	AUX
easat-7072	287	4	a	a	DET
easat-7072	287	5	takagi	takagi	NOUN
easat-7072	287	6	-	-	PUNCT
easat-7072	287	7	sugeno	sugeno	NOUN
easat-7072	287	8	fuzzy	fuzzy	ADJ
easat-7072	287	9	model	model	NOUN
easat-7072	287	10	-	-	PUNCT
easat-7072	287	11	based	base	VERB
easat-7072	287	12	approach	approach	NOUN
easat-7072	287	13	for	for	ADP
easat-7072	287	14	networked	networked	ADJ
easat-7072	287	15	control	control	NOUN
easat-7072	287	16	systems	system	NOUN
easat-7072	287	17	,	,	PUNCT
easat-7072	287	18	which	which	PRON
easat-7072	287	19	outperformed	outperform	VERB
easat-7072	287	20	older	old	ADJ
easat-7072	287	21	techniques	technique	NOUN
easat-7072	287	22	by	by	ADP
easat-7072	287	23	not	not	PART
easat-7072	287	24	requiring	require	VERB
easat-7072	287	25	precise	precise	ADJ
easat-7072	287	26	knowledge	knowledge	NOUN
easat-7072	287	27	of	of	ADP
easat-7072	287	28	network	network	NOUN
easat-7072	287	29	-	-	PUNCT
easat-7072	287	30	induced	induce	VERB
easat-7072	287	31	delays	delay	NOUN
easat-7072	287	32	,	,	PUNCT
easat-7072	287	33	and	and	CCONJ
easat-7072	287	34	handling	handle	VERB
easat-7072	287	35	data	data	NOUN
easat-7072	287	36	packet	packet	NOUN
easat-7072	287	37	losses	loss	NOUN
easat-7072	287	38	more	more	ADV
easat-7072	287	39	effectively	effectively	ADV
easat-7072	287	40	.	.	PUNCT
easat-7072	288	1	moreover	moreover	ADV
easat-7072	288	2	,	,	PUNCT
easat-7072	288	3	svm	svm	ADJ
easat-7072	288	4	-	-	PUNCT
easat-7072	288	5	based	base	VERB
easat-7072	288	6	models	model	NOUN
easat-7072	288	7	demonstrated	demonstrate	VERB
easat-7072	288	8	superior	superior	ADJ
easat-7072	288	9	performance	performance	NOUN
easat-7072	288	10	when	when	SCONJ
easat-7072	288	11	fault	fault	NOUN
easat-7072	288	12	samples	sample	NOUN
easat-7072	288	13	were	be	AUX
easat-7072	288	14	limited	limit	VERB
easat-7072	288	15	,	,	PUNCT
easat-7072	288	16	as	as	SCONJ
easat-7072	288	17	shown	show	VERB
easat-7072	288	18	in	in	ADP
easat-7072	288	19	their	their	PRON
easat-7072	288	20	application	application	NOUN
easat-7072	288	21	to	to	ADP
easat-7072	288	22	a	a	DET
easat-7072	288	23	turbo	turbo	NOUN
easat-7072	288	24	-	-	PUNCT
easat-7072	288	25	pumping	pump	VERB
easat-7072	288	26	system	system	NOUN
easat-7072	288	27	,	,	PUNCT
easat-7072	288	28	which	which	PRON
easat-7072	288	29	highlighted	highlight	VERB
easat-7072	288	30	svm	svm	PROPN
easat-7072	288	31	's	's	PART
easat-7072	288	32	ability	ability	NOUN
easat-7072	288	33	to	to	PART
easat-7072	288	34	generalize	generalize	VERB
easat-7072	288	35	well	well	ADV
easat-7072	288	36	even	even	ADV
easat-7072	288	37	with	with	ADP
easat-7072	288	38	few	few	ADJ
easat-7072	288	39	fault	fault	NOUN
easat-7072	288	40	samples	sample	NOUN
easat-7072	288	41	.	.	PUNCT
easat-7072	289	1	in	in	ADP
easat-7072	289	2	the	the	DET
easat-7072	289	3	third	third	ADJ
easat-7072	289	4	period	period	NOUN
easat-7072	289	5	(	(	PUNCT
easat-7072	289	6	2009–2018	2009–2018	NUM
easat-7072	289	7	)	)	PUNCT
easat-7072	289	8	,	,	PUNCT
easat-7072	289	9	a	a	DET
easat-7072	289	10	significant	significant	ADJ
easat-7072	289	11	shift	shift	NOUN
easat-7072	289	12	was	be	AUX
easat-7072	289	13	observed	observe	VERB
easat-7072	289	14	in	in	ADP
easat-7072	289	15	research	research	NOUN
easat-7072	289	16	approaches	approach	NOUN
easat-7072	289	17	,	,	PUNCT
easat-7072	289	18	with	with	ADP
easat-7072	289	19	more	more	ADJ
easat-7072	289	20	than	than	ADP
easat-7072	289	21	60	60	NUM
easat-7072	289	22	%	%	NOUN
easat-7072	289	23	of	of	ADP
easat-7072	289	24	the	the	DET
easat-7072	289	25	studies	study	NOUN
easat-7072	289	26	introducing	introduce	VERB
easat-7072	289	27	new	new	ADJ
easat-7072	289	28	techniques	technique	NOUN
easat-7072	289	29	and	and	CCONJ
easat-7072	289	30	algorithms	algorithm	NOUN
easat-7072	289	31	,	,	PUNCT
easat-7072	289	32	while	while	SCONJ
easat-7072	289	33	the	the	DET
easat-7072	289	34	remaining	remain	VERB
easat-7072	289	35	40	40	NUM
easat-7072	289	36	%	%	NOUN
easat-7072	289	37	continued	continue	VERB
easat-7072	289	38	to	to	PART
easat-7072	289	39	utilize	utilize	VERB
easat-7072	289	40	neural	neural	ADJ
easat-7072	289	41	networks	network	NOUN
easat-7072	289	42	either	either	CCONJ
easat-7072	289	43	alone	alone	ADJ
easat-7072	289	44	or	or	CCONJ
easat-7072	289	45	in	in	ADP
easat-7072	289	46	combination	combination	NOUN
easat-7072	289	47	with	with	ADP
easat-7072	289	48	other	other	ADJ
easat-7072	289	49	methods	method	NOUN
easat-7072	289	50	.	.	PUNCT
easat-7072	290	1	notably	notably	ADV
easat-7072	290	2	,	,	PUNCT
easat-7072	290	3	around	around	ADV
easat-7072	290	4	65	65	NUM
easat-7072	290	5	%	%	NOUN
easat-7072	290	6	of	of	ADP
easat-7072	290	7	the	the	DET
easat-7072	290	8	papers	paper	NOUN
easat-7072	290	9	from	from	ADP
easat-7072	290	10	this	this	DET
easat-7072	290	11	period	period	NOUN
easat-7072	290	12	were	be	AUX
easat-7072	290	13	focused	focus	VERB
easat-7072	290	14	on	on	ADP
easat-7072	290	15	fault	fault	NOUN
easat-7072	290	16	prediction	prediction	NOUN
easat-7072	290	17	using	use	VERB
easat-7072	290	18	modern	modern	ADJ
easat-7072	290	19	tools	tool	NOUN
easat-7072	290	20	and	and	CCONJ
easat-7072	290	21	advanced	advanced	ADJ
easat-7072	290	22	algorithms	algorithm	NOUN
easat-7072	290	23	,	,	PUNCT
easat-7072	290	24	highlighting	highlight	VERB
easat-7072	290	25	the	the	DET
easat-7072	290	26	growing	grow	VERB
easat-7072	290	27	trend	trend	NOUN
easat-7072	290	28	of	of	ADP
easat-7072	290	29	applying	apply	VERB
easat-7072	290	30	novel	novel	ADJ
easat-7072	290	31	methods	method	NOUN
easat-7072	290	32	.	.	PUNCT
easat-7072	291	1	this	this	DET
easat-7072	291	2	transition	transition	NOUN
easat-7072	291	3	emphasizes	emphasize	VERB
easat-7072	291	4	the	the	DET
easat-7072	291	5	advantages	advantage	NOUN
easat-7072	291	6	of	of	ADP
easat-7072	291	7	newer	new	ADJ
easat-7072	291	8	algorithms	algorithm	NOUN
easat-7072	291	9	compared	compare	VERB
easat-7072	291	10	to	to	ADP
easat-7072	291	11	those	those	PRON
easat-7072	291	12	used	use	VERB
easat-7072	291	13	in	in	ADP
easat-7072	291	14	the	the	DET
easat-7072	291	15	earlier	early	ADJ
easat-7072	291	16	periods	period	NOUN
easat-7072	291	17	.	.	PUNCT
easat-7072	292	1	moreover	moreover	ADV
easat-7072	292	2	,	,	PUNCT
easat-7072	292	3	various	various	ADJ
easat-7072	292	4	research	research	NOUN
easat-7072	292	5	efforts	effort	NOUN
easat-7072	292	6	have	have	AUX
easat-7072	292	7	suggested	suggest	VERB
easat-7072	292	8	hybrid	hybrid	ADJ
easat-7072	292	9	methods	method	NOUN
easat-7072	292	10	,	,	PUNCT
easat-7072	292	11	including	include	VERB
easat-7072	292	12	the	the	DET
easat-7072	292	13	fusion	fusion	NOUN
easat-7072	292	14	of	of	ADP
easat-7072	292	15	artificial	artificial	ADJ
easat-7072	292	16	neural	neural	ADJ
easat-7072	292	17	networks	network	NOUN
easat-7072	292	18	(	(	PUNCT
easat-7072	292	19	anns	anns	NOUN
easat-7072	292	20	)	)	PUNCT
easat-7072	292	21	and	and	CCONJ
easat-7072	292	22	support	support	VERB
easat-7072	292	23	vector	vector	NOUN
easat-7072	292	24	machines	machine	NOUN
easat-7072	292	25	(	(	PUNCT
easat-7072	292	26	svms	svms	NOUN
easat-7072	292	27	)	)	PUNCT
easat-7072	292	28	for	for	ADP
easat-7072	292	29	detecting	detect	VERB
easat-7072	292	30	faults	fault	NOUN
easat-7072	292	31	in	in	ADP
easat-7072	292	32	radial	radial	ADJ
easat-7072	292	33	distribution	distribution	NOUN
easat-7072	292	34	networks	network	NOUN
easat-7072	292	35	.	.	PUNCT
easat-7072	293	1	the	the	DET
easat-7072	293	2	approach	approach	NOUN
easat-7072	293	3	typically	typically	ADV
easat-7072	293	4	involved	involve	VERB
easat-7072	293	5	applying	apply	VERB
easat-7072	293	6	principal	principal	ADJ
easat-7072	293	7	component	component	NOUN
easat-7072	293	8	analysis	analysis	NOUN
easat-7072	293	9	(	(	PUNCT
easat-7072	293	10	pca	pca	NOUN
easat-7072	293	11	)	)	PUNCT
easat-7072	293	12	to	to	PART
easat-7072	293	13	process	process	VERB
easat-7072	293	14	the	the	DET
easat-7072	293	15	data	datum	NOUN
easat-7072	293	16	,	,	PUNCT
easat-7072	293	17	followed	follow	VERB
easat-7072	293	18	by	by	ADP
easat-7072	293	19	fault	fault	NOUN
easat-7072	293	20	classification	classification	NOUN
easat-7072	293	21	based	base	VERB
easat-7072	293	22	on	on	ADP
easat-7072	293	23	reactance	reactance	NOUN
easat-7072	293	24	.	.	PUNCT
easat-7072	294	1	in	in	ADP
easat-7072	294	2	another	another	DET
easat-7072	294	3	case	case	NOUN
easat-7072	294	4	,	,	PUNCT
easat-7072	294	5	anns	ann	NOUN
easat-7072	294	6	were	be	AUX
easat-7072	294	7	used	use	VERB
easat-7072	294	8	to	to	PART
easat-7072	294	9	predict	predict	VERB
easat-7072	294	10	and	and	CCONJ
easat-7072	294	11	model	model	VERB
easat-7072	294	12	water	water	NOUN
easat-7072	294	13	quality	quality	NOUN
easat-7072	294	14	indicators	indicator	NOUN
easat-7072	294	15	,	,	PUNCT
easat-7072	294	16	with	with	ADP
easat-7072	294	17	the	the	DET
easat-7072	294	18	trained	train	VERB
easat-7072	294	19	model	model	NOUN
easat-7072	294	20	being	be	AUX
easat-7072	294	21	tested	test	VERB
easat-7072	294	22	on	on	ADP
easat-7072	294	23	new	new	ADJ
easat-7072	294	24	,	,	PUNCT
easat-7072	294	25	unseen	unseen	ADJ
easat-7072	294	26	data	datum	NOUN
easat-7072	294	27	to	to	PART
easat-7072	294	28	assess	assess	VERB
easat-7072	294	29	its	its	PRON
easat-7072	294	30	accuracy	accuracy	NOUN
easat-7072	294	31	.	.	PUNCT
easat-7072	295	1	this	this	PRON
easat-7072	295	2	demonstrated	demonstrate	VERB
easat-7072	295	3	the	the	DET
easat-7072	295	4	capability	capability	NOUN
easat-7072	295	5	of	of	ADP
easat-7072	295	6	anns	anns	NOUN
easat-7072	295	7	in	in	ADP
easat-7072	295	8	simulating	simulate	VERB
easat-7072	295	9	intricate	intricate	ADJ
easat-7072	295	10	environmental	environmental	ADJ
easat-7072	295	11	factors	factor	NOUN
easat-7072	295	12	.	.	PUNCT
easat-7072	296	1	for	for	ADP
easat-7072	296	2	instance	instance	NOUN
easat-7072	296	3	,	,	PUNCT
easat-7072	296	4	deep	deep	ADJ
easat-7072	296	5	neural	neural	ADJ
easat-7072	296	6	networks	network	NOUN
easat-7072	296	7	(	(	PUNCT
easat-7072	296	8	dnns	dnn	NOUN
easat-7072	296	9	)	)	PUNCT
easat-7072	296	10	were	be	AUX
easat-7072	296	11	employed	employ	VERB
easat-7072	296	12	to	to	PART
easat-7072	296	13	capture	capture	VERB
easat-7072	296	14	fault	fault	VERB
easat-7072	296	15	patterns	pattern	NOUN
easat-7072	296	16	and	and	CCONJ
easat-7072	296	17	identify	identify	VERB
easat-7072	296	18	problems	problem	NOUN
easat-7072	296	19	in	in	ADP
easat-7072	296	20	rotating	rotate	VERB
easat-7072	296	21	machinery	machinery	NOUN
easat-7072	296	22	.	.	PUNCT
easat-7072	297	1	this	this	DET
easat-7072	297	2	method	method	NOUN
easat-7072	297	3	overcame	overcome	VERB
easat-7072	297	4	several	several	ADJ
easat-7072	297	5	drawbacks	drawback	NOUN
easat-7072	297	6	of	of	ADP
easat-7072	297	7	earlier	early	ADJ
easat-7072	297	8	techniques	technique	NOUN
easat-7072	297	9	,	,	PUNCT
easat-7072	297	10	as	as	SCONJ
easat-7072	297	11	deep	deep	ADJ
easat-7072	297	12	learning	learning	NOUN
easat-7072	297	13	's	's	PART
easat-7072	297	14	intricate	intricate	ADJ
easat-7072	297	15	architectures	architecture	NOUN
easat-7072	297	16	enable	enable	VERB
easat-7072	297	17	the	the	DET
easat-7072	297	18	extraction	extraction	NOUN
easat-7072	297	19	of	of	ADP
easat-7072	297	20	valuable	valuable	ADJ
easat-7072	297	21	insights	insight	NOUN
easat-7072	297	22	from	from	ADP
easat-7072	297	23	unprocessed	unprocessed	ADJ
easat-7072	297	24	data	datum	NOUN
easat-7072	297	25	and	and	CCONJ
easat-7072	297	26	the	the	DET
easat-7072	297	27	modeling	modeling	NOUN
easat-7072	297	28	of	of	ADP
easat-7072	297	29	complex	complex	ADJ
easat-7072	297	30	nonlinear	nonlinear	ADJ
easat-7072	297	31	relationships	relationship	NOUN
easat-7072	297	32	.	.	PUNCT
easat-7072	298	1	one	one	NUM
easat-7072	298	2	methodology	methodology	NOUN
easat-7072	298	3	suggested	suggest	VERB
easat-7072	298	4	a	a	DET
easat-7072	298	5	dual	dual	ADJ
easat-7072	298	6	-	-	PUNCT
easat-7072	298	7	phase	phase	NOUN
easat-7072	298	8	learning	learn	VERB
easat-7072	298	9	framework	framework	NOUN
easat-7072	298	10	for	for	ADP
easat-7072	298	11	diagnosing	diagnose	VERB
easat-7072	298	12	mechanical	mechanical	ADJ
easat-7072	298	13	systems	system	NOUN
easat-7072	298	14	,	,	PUNCT
easat-7072	298	15	where	where	SCONJ
easat-7072	298	16	sparse	sparse	ADJ
easat-7072	298	17	filtration	filtration	NOUN
easat-7072	298	18	,	,	PUNCT
easat-7072	298	19	a	a	DET
easat-7072	298	20	self	self	NOUN
easat-7072	298	21	-	-	PUNCT
easat-7072	298	22	directed	direct	VERB
easat-7072	298	23	neural	neural	ADJ
easat-7072	298	24	network	network	NOUN
easat-7072	298	25	with	with	ADP
easat-7072	298	26	two	two	NUM
easat-7072	298	27	strata	strata	NOUN
easat-7072	298	28	,	,	PUNCT
easat-7072	298	29	extracted	extract	VERB
easat-7072	298	30	characteristics	characteristic	NOUN
easat-7072	298	31	from	from	ADP
easat-7072	298	32	vibrational	vibrational	ADJ
easat-7072	298	33	signals	signal	NOUN
easat-7072	298	34	,	,	PUNCT
easat-7072	298	35	and	and	CCONJ
easat-7072	298	36	soft	soft	ADJ
easat-7072	298	37	-	-	PUNCT
easat-7072	298	38	max	max	NOUN
easat-7072	298	39	regression	regression	NOUN
easat-7072	298	40	was	be	AUX
easat-7072	298	41	employed	employ	VERB
easat-7072	298	42	to	to	PART
easat-7072	298	43	categorize	categorize	VERB
easat-7072	298	44	the	the	DET
easat-7072	298	45	machinery	machinery	NOUN
easat-7072	298	46	's	's	PART
easat-7072	298	47	operational	operational	ADJ
easat-7072	298	48	health	health	NOUN
easat-7072	298	49	based	base	VERB
easat-7072	298	50	on	on	ADP
easat-7072	298	51	these	these	DET
easat-7072	298	52	extracted	extract	VERB
easat-7072	298	53	traits	trait	NOUN
easat-7072	298	54	.	.	PUNCT
easat-7072	299	1	in	in	ADP
easat-7072	299	2	an	an	DET
easat-7072	299	3	alternative	alternative	ADJ
easat-7072	299	4	method	method	NOUN
easat-7072	299	5	,	,	PUNCT
easat-7072	299	6	convolutional	convolutional	ADJ
easat-7072	299	7	neural	neural	ADJ
easat-7072	299	8	networks	network	NOUN
easat-7072	299	9	were	be	AUX
easat-7072	299	10	harnessed	harness	VERB
easat-7072	299	11	for	for	ADP
easat-7072	299	12	status	status	NOUN
easat-7072	299	13	monitoring	monitoring	NOUN
easat-7072	299	14	,	,	PUNCT
easat-7072	299	15	enabling	enable	VERB
easat-7072	299	16	the	the	DET
easat-7072	299	17	model	model	NOUN
easat-7072	299	18	to	to	PART
easat-7072	299	19	autonomously	autonomously	ADV
easat-7072	299	20	identify	identify	VERB
easat-7072	299	21	traits	trait	NOUN
easat-7072	299	22	signaling	signal	VERB
easat-7072	299	23	bearing	bear	VERB
easat-7072	299	24	defects	defect	NOUN
easat-7072	299	25	,	,	PUNCT
easat-7072	299	26	such	such	ADJ
easat-7072	299	27	as	as	ADP
easat-7072	299	28	issues	issue	NOUN
easat-7072	299	29	with	with	ADP
easat-7072	299	30	the	the	DET
easat-7072	299	31	external	external	ADJ
easat-7072	299	32	raceway	raceway	NOUN
easat-7072	299	33	or	or	CCONJ
easat-7072	299	34	lubricant	lubricant	NOUN
easat-7072	299	35	degradation	degradation	NOUN
easat-7072	299	36	.	.	PUNCT
easat-7072	300	1	moreover	moreover	ADV
easat-7072	300	2	,	,	PUNCT
easat-7072	300	3	a	a	DET
easat-7072	300	4	multi	multi	ADJ
easat-7072	300	5	-	-	ADJ
easat-7072	300	6	tier	tier	ADJ
easat-7072	300	7	diagnostic	diagnostic	ADJ
easat-7072	300	8	framework	framework	NOUN
easat-7072	300	9	was	be	AUX
easat-7072	300	10	proposed	propose	VERB
easat-7072	300	11	,	,	PUNCT
easat-7072	300	12	incorporating	incorporate	VERB
easat-7072	300	13	deep	deep	ADJ
easat-7072	300	14	belief	belief	NOUN
easat-7072	300	15	networks	network	NOUN
easat-7072	300	16	for	for	ADP
easat-7072	300	17	hierarchical	hierarchical	ADJ
easat-7072	300	18	classification	classification	NOUN
easat-7072	300	19	within	within	ADP
easat-7072	300	20	mechanical	mechanical	ADJ
easat-7072	300	21	systems	system	NOUN
easat-7072	300	22	.	.	PUNCT
easat-7072	301	1	another	another	DET
easat-7072	301	2	notable	notable	ADJ
easat-7072	301	3	progression	progression	NOUN
easat-7072	301	4	was	be	AUX
easat-7072	301	5	the	the	DET
easat-7072	301	6	deployment	deployment	NOUN
easat-7072	301	7	of	of	ADP
easat-7072	301	8	deep	deep	ADJ
easat-7072	301	9	neural	neural	ADJ
easat-7072	301	10	networks	network	NOUN
easat-7072	301	11	for	for	ADP
easat-7072	301	12	fault	fault	NOUN
easat-7072	301	13	detection	detection	NOUN
easat-7072	301	14	in	in	ADP
easat-7072	301	15	induction	induction	NOUN
easat-7072	301	16	motors	motor	NOUN
easat-7072	301	17	,	,	PUNCT
easat-7072	301	18	where	where	SCONJ
easat-7072	301	19	sparse	sparse	ADJ
easat-7072	301	20	autoencoders	autoencoder	NOUN
easat-7072	301	21	were	be	AUX
easat-7072	301	22	1053	1053	NUM
easat-7072	301	23	edelweiss	edelweiss	PROPN
easat-7072	301	24	applied	apply	VERB
easat-7072	301	25	science	science	NOUN
easat-7072	301	26	and	and	CCONJ
easat-7072	301	27	technology	technology	NOUN
easat-7072	301	28	issn	issn	PROPN
easat-7072	301	29	:	:	PUNCT
easat-7072	301	30	2576	2576	NUM
easat-7072	301	31	-	-	SYM
easat-7072	301	32	8484	8484	NUM
easat-7072	301	33	vol	vol	NOUN
easat-7072	301	34	.	.	PROPN
easat-7072	302	1	9	9	NUM
easat-7072	302	2	,	,	PUNCT
easat-7072	302	3	no	no	INTJ
easat-7072	302	4	.	.	NOUN
easat-7072	302	5	5	5	NUM
easat-7072	302	6	:	:	PUNCT
easat-7072	302	7	1040	1040	NUM
easat-7072	302	8	-	-	SYM
easat-7072	302	9	1056	1056	NUM
easat-7072	302	10	,	,	PUNCT
easat-7072	302	11	2025	2025	NUM
easat-7072	302	12	doi	doi	NOUN
easat-7072	302	13	:	:	PUNCT
easat-7072	302	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	302	15	©	©	PROPN
easat-7072	302	16	2025	2025	NUM
easat-7072	302	17	by	by	ADP
easat-7072	302	18	the	the	DET
easat-7072	302	19	authors	author	NOUN
easat-7072	302	20	;	;	PUNCT
easat-7072	302	21	licensee	licensee	PROPN
easat-7072	302	22	learning	learning	NOUN
easat-7072	302	23	gate	gate	NOUN
easat-7072	302	24	employed	employ	VERB
easat-7072	302	25	to	to	PART
easat-7072	302	26	independently	independently	ADV
easat-7072	302	27	extract	extract	VERB
easat-7072	302	28	features	feature	NOUN
easat-7072	302	29	from	from	ADP
easat-7072	302	30	untagged	untagged	ADJ
easat-7072	302	31	measurement	measurement	NOUN
easat-7072	302	32	data	datum	NOUN
easat-7072	302	33	.	.	PUNCT
easat-7072	303	1	additional	additional	ADJ
easat-7072	303	2	innovative	innovative	ADJ
easat-7072	303	3	approaches	approach	NOUN
easat-7072	303	4	included	include	VERB
easat-7072	303	5	the	the	DET
easat-7072	303	6	integration	integration	NOUN
easat-7072	303	7	of	of	ADP
easat-7072	303	8	teager	teager	NOUN
easat-7072	303	9	-	-	PUNCT
easat-7072	303	10	kaiser	kaiser	NOUN
easat-7072	303	11	energy	energy	NOUN
easat-7072	303	12	operators	operator	NOUN
easat-7072	303	13	with	with	ADP
easat-7072	303	14	deep	deep	ADJ
easat-7072	303	15	belief	belief	NOUN
easat-7072	303	16	networks	network	NOUN
easat-7072	303	17	for	for	ADP
easat-7072	303	18	fault	fault	NOUN
easat-7072	303	19	detection	detection	NOUN
easat-7072	303	20	in	in	ADP
easat-7072	303	21	reciprocating	reciprocate	VERB
easat-7072	303	22	compressor	compressor	NOUN
easat-7072	303	23	valves	valve	NOUN
easat-7072	303	24	,	,	PUNCT
easat-7072	303	25	utilizing	utilize	VERB
easat-7072	303	26	a	a	DET
easat-7072	303	27	fusion	fusion	NOUN
easat-7072	303	28	of	of	ADP
easat-7072	303	29	vibrational	vibrational	NOUN
easat-7072	303	30	,	,	PUNCT
easat-7072	303	31	pressure	pressure	NOUN
easat-7072	303	32	,	,	PUNCT
easat-7072	303	33	and	and	CCONJ
easat-7072	303	34	current	current	ADJ
easat-7072	303	35	signals	signal	NOUN
easat-7072	303	36	.	.	PUNCT
easat-7072	304	1	furthermore	furthermore	ADV
easat-7072	304	2	,	,	PUNCT
easat-7072	304	3	a	a	DET
easat-7072	304	4	comprehensive	comprehensive	ADJ
easat-7072	304	5	review	review	NOUN
easat-7072	304	6	of	of	ADP
easat-7072	304	7	existing	exist	VERB
easat-7072	304	8	literature	literature	NOUN
easat-7072	304	9	explored	explore	VERB
easat-7072	304	10	the	the	DET
easat-7072	304	11	utilization	utilization	NOUN
easat-7072	304	12	of	of	ADP
easat-7072	304	13	machine	machine	NOUN
easat-7072	304	14	learning	learn	VERB
easat-7072	304	15	algorithms	algorithm	NOUN
easat-7072	304	16	in	in	ADP
easat-7072	304	17	wireless	wireless	ADJ
easat-7072	304	18	sensor	sensor	NOUN
easat-7072	304	19	networks	network	NOUN
easat-7072	304	20	,	,	PUNCT
easat-7072	304	21	while	while	SCONJ
easat-7072	304	22	other	other	ADJ
easat-7072	304	23	studies	study	NOUN
easat-7072	304	24	concentrated	concentrate	VERB
easat-7072	304	25	on	on	ADP
easat-7072	304	26	multi	multi	ADJ
easat-7072	304	27	-	-	ADJ
easat-7072	304	28	sensor	sensor	ADJ
easat-7072	304	29	diagnostic	diagnostic	ADJ
easat-7072	304	30	systems	system	NOUN
easat-7072	304	31	and	and	CCONJ
easat-7072	304	32	condition	condition	NOUN
easat-7072	304	33	-	-	PUNCT
easat-7072	304	34	monitoring	monitor	VERB
easat-7072	304	35	techniques	technique	NOUN
easat-7072	304	36	based	base	VERB
easat-7072	304	37	on	on	ADP
easat-7072	304	38	statistical	statistical	ADJ
easat-7072	304	39	temporal	temporal	ADJ
easat-7072	304	40	features	feature	NOUN
easat-7072	304	41	and	and	CCONJ
easat-7072	304	42	neural	neural	ADJ
easat-7072	304	43	networks	network	NOUN
easat-7072	304	44	for	for	ADP
easat-7072	304	45	identifying	identify	VERB
easat-7072	304	46	bearing	bear	VERB
easat-7072	304	47	anomalies	anomaly	NOUN
easat-7072	304	48	.	.	PUNCT
easat-7072	305	1	another	another	DET
easat-7072	305	2	review	review	NOUN
easat-7072	305	3	focused	focus	VERB
easat-7072	305	4	on	on	ADP
easat-7072	305	5	fault	fault	NOUN
easat-7072	305	6	detection	detection	NOUN
easat-7072	305	7	methods	method	NOUN
easat-7072	305	8	for	for	ADP
easat-7072	305	9	electrical	electrical	ADJ
easat-7072	305	10	machines	machine	NOUN
easat-7072	305	11	,	,	PUNCT
easat-7072	305	12	particularly	particularly	ADV
easat-7072	305	13	in	in	ADP
easat-7072	305	14	online	online	ADJ
easat-7072	305	15	stator	stator	NOUN
easat-7072	305	16	inter	inter	ADJ
easat-7072	305	17	-	-	ADJ
easat-7072	305	18	turn	turn	VERB
easat-7072	305	19	fault	fault	NOUN
easat-7072	305	20	diagnosis	diagnosis	NOUN
easat-7072	305	21	in	in	ADP
easat-7072	305	22	motors	motor	NOUN
easat-7072	305	23	.	.	PUNCT
easat-7072	306	1	this	this	DET
easat-7072	306	2	evolution	evolution	NOUN
easat-7072	306	3	from	from	ADP
easat-7072	306	4	earlier	early	ADJ
easat-7072	306	5	methods	method	NOUN
easat-7072	306	6	to	to	ADP
easat-7072	306	7	more	more	ADV
easat-7072	306	8	advanced	advanced	ADJ
easat-7072	306	9	,	,	PUNCT
easat-7072	306	10	datadriven	datadriven	ADJ
easat-7072	306	11	approaches	approach	NOUN
easat-7072	306	12	marks	mark	VERB
easat-7072	306	13	a	a	DET
easat-7072	306	14	significant	significant	ADJ
easat-7072	306	15	progression	progression	NOUN
easat-7072	306	16	in	in	ADP
easat-7072	306	17	the	the	DET
easat-7072	306	18	field	field	NOUN
easat-7072	306	19	of	of	ADP
easat-7072	306	20	fault	fault	NOUN
easat-7072	306	21	prediction	prediction	NOUN
easat-7072	306	22	and	and	CCONJ
easat-7072	306	23	analysis	analysis	NOUN
easat-7072	306	24	for	for	ADP
easat-7072	306	25	industrial	industrial	ADJ
easat-7072	306	26	systems	system	NOUN
easat-7072	306	27	.	.	PUNCT
easat-7072	307	1	in	in	ADP
easat-7072	307	2	this	this	DET
easat-7072	307	3	section	section	NOUN
easat-7072	307	4	,	,	PUNCT
easat-7072	307	5	we	we	PRON
easat-7072	307	6	examine	examine	VERB
easat-7072	307	7	the	the	DET
easat-7072	307	8	key	key	ADJ
easat-7072	307	9	industries	industry	NOUN
easat-7072	307	10	and	and	CCONJ
easat-7072	307	11	equipment	equipment	NOUN
easat-7072	307	12	where	where	SCONJ
easat-7072	307	13	the	the	DET
easat-7072	307	14	research	research	NOUN
easat-7072	307	15	models	model	NOUN
easat-7072	307	16	have	have	AUX
easat-7072	307	17	been	be	AUX
easat-7072	307	18	applied	apply	VERB
easat-7072	307	19	.	.	PUNCT
easat-7072	308	1	initial	initial	ADJ
easat-7072	308	2	observations	observation	NOUN
easat-7072	308	3	suggest	suggest	VERB
easat-7072	308	4	that	that	SCONJ
easat-7072	308	5	a	a	DET
easat-7072	308	6	significant	significant	ADJ
easat-7072	308	7	portion	portion	NOUN
easat-7072	308	8	of	of	ADP
easat-7072	308	9	these	these	DET
easat-7072	308	10	applications	application	NOUN
easat-7072	308	11	,	,	PUNCT
easat-7072	308	12	nearly	nearly	ADV
easat-7072	308	13	threequarters	threequarter	NOUN
easat-7072	308	14	,	,	PUNCT
easat-7072	308	15	are	be	AUX
easat-7072	308	16	related	relate	VERB
easat-7072	308	17	to	to	ADP
easat-7072	308	18	industrial	industrial	ADJ
easat-7072	308	19	and	and	CCONJ
easat-7072	308	20	power	power	NOUN
easat-7072	308	21	systems	system	NOUN
easat-7072	308	22	.	.	PUNCT
easat-7072	309	1	other	other	ADJ
easat-7072	309	2	notable	notable	ADJ
easat-7072	309	3	areas	area	NOUN
easat-7072	309	4	include	include	VERB
easat-7072	309	5	process	process	NOUN
easat-7072	309	6	systems	system	NOUN
easat-7072	309	7	,	,	PUNCT
easat-7072	309	8	information	information	NOUN
easat-7072	309	9	technology	technology	NOUN
easat-7072	309	10	,	,	PUNCT
easat-7072	309	11	and	and	CCONJ
easat-7072	309	12	construction	construction	NOUN
easat-7072	309	13	.	.	PUNCT
easat-7072	310	1	detailed	detailed	ADJ
easat-7072	310	2	analysis	analysis	NOUN
easat-7072	310	3	of	of	ADP
easat-7072	310	4	the	the	DET
easat-7072	310	5	specific	specific	ADJ
easat-7072	310	6	systems	system	NOUN
easat-7072	310	7	and	and	CCONJ
easat-7072	310	8	equipment	equipment	NOUN
easat-7072	310	9	used	use	VERB
easat-7072	310	10	to	to	PART
easat-7072	310	11	implement	implement	VERB
easat-7072	310	12	these	these	DET
easat-7072	310	13	models	model	NOUN
easat-7072	310	14	is	be	AUX
easat-7072	310	15	provided	provide	VERB
easat-7072	310	16	in	in	ADP
easat-7072	310	17	subsequent	subsequent	ADJ
easat-7072	310	18	tables	table	NOUN
easat-7072	310	19	for	for	ADP
easat-7072	310	20	each	each	DET
easat-7072	310	21	period	period	NOUN
easat-7072	310	22	.	.	PUNCT
easat-7072	311	1	in	in	ADP
easat-7072	311	2	the	the	DET
easat-7072	311	3	initial	initial	ADJ
easat-7072	311	4	phase	phase	NOUN
easat-7072	311	5	(	(	PUNCT
easat-7072	311	6	1989	1989	NUM
easat-7072	311	7	-	-	SYM
easat-7072	311	8	1998	1998	NUM
easat-7072	311	9	)	)	PUNCT
easat-7072	311	10	,	,	PUNCT
easat-7072	311	11	research	research	NOUN
easat-7072	311	12	on	on	ADP
easat-7072	311	13	fault	fault	NOUN
easat-7072	311	14	prediction	prediction	NOUN
easat-7072	311	15	was	be	AUX
easat-7072	311	16	mainly	mainly	ADV
easat-7072	311	17	concentrated	concentrate	VERB
easat-7072	311	18	on	on	ADP
easat-7072	311	19	power	power	NOUN
easat-7072	311	20	systems	system	NOUN
easat-7072	311	21	,	,	PUNCT
easat-7072	311	22	with	with	ADP
easat-7072	311	23	notable	notable	ADJ
easat-7072	311	24	applications	application	NOUN
easat-7072	311	25	in	in	ADP
easat-7072	311	26	induction	induction	NOUN
easat-7072	311	27	motors	motor	NOUN
easat-7072	311	28	and	and	CCONJ
easat-7072	311	29	transformers	transformer	NOUN
easat-7072	311	30	.	.	PUNCT
easat-7072	312	1	other	other	ADJ
easat-7072	312	2	significant	significant	ADJ
easat-7072	312	3	areas	area	NOUN
easat-7072	312	4	of	of	ADP
easat-7072	312	5	focus	focus	NOUN
easat-7072	312	6	included	include	VERB
easat-7072	312	7	process	process	NOUN
easat-7072	312	8	industries	industry	NOUN
easat-7072	312	9	,	,	PUNCT
easat-7072	312	10	particularly	particularly	ADV
easat-7072	312	11	in	in	ADP
easat-7072	312	12	catalytic	catalytic	ADJ
easat-7072	312	13	cracking	cracking	NOUN
easat-7072	312	14	,	,	PUNCT
easat-7072	312	15	polymerization	polymerization	NOUN
easat-7072	312	16	,	,	PUNCT
easat-7072	312	17	and	and	CCONJ
easat-7072	312	18	cooling	cool	VERB
easat-7072	312	19	processes	process	NOUN
easat-7072	312	20	.	.	PUNCT
easat-7072	313	1	in	in	ADP
easat-7072	313	2	the	the	DET
easat-7072	313	3	subsequent	subsequent	ADJ
easat-7072	313	4	phase	phase	NOUN
easat-7072	313	5	(	(	PUNCT
easat-7072	313	6	1999	1999	NUM
easat-7072	313	7	-	-	SYM
easat-7072	313	8	2008	2008	NUM
easat-7072	313	9	)	)	PUNCT
easat-7072	313	10	,	,	PUNCT
easat-7072	313	11	research	research	NOUN
easat-7072	313	12	continued	continue	VERB
easat-7072	313	13	to	to	PART
easat-7072	313	14	emphasize	emphasize	VERB
easat-7072	313	15	power	power	NOUN
easat-7072	313	16	systems	system	NOUN
easat-7072	313	17	,	,	PUNCT
easat-7072	313	18	particularly	particularly	ADV
easat-7072	313	19	components	component	NOUN
easat-7072	313	20	like	like	ADP
easat-7072	313	21	motors	motor	NOUN
easat-7072	313	22	,	,	PUNCT
easat-7072	313	23	transformers	transformer	NOUN
easat-7072	313	24	,	,	PUNCT
easat-7072	313	25	and	and	CCONJ
easat-7072	313	26	transmission	transmission	NOUN
easat-7072	313	27	lines	line	NOUN
easat-7072	313	28	.	.	PUNCT
easat-7072	314	1	however	however	ADV
easat-7072	314	2	,	,	PUNCT
easat-7072	314	3	there	there	PRON
easat-7072	314	4	was	be	VERB
easat-7072	314	5	a	a	DET
easat-7072	314	6	noticeable	noticeable	ADJ
easat-7072	314	7	increase	increase	NOUN
easat-7072	314	8	in	in	ADP
easat-7072	314	9	the	the	DET
easat-7072	314	10	exploration	exploration	NOUN
easat-7072	314	11	of	of	ADP
easat-7072	314	12	industrial	industrial	ADJ
easat-7072	314	13	systems	system	NOUN
easat-7072	314	14	such	such	ADJ
easat-7072	314	15	as	as	ADP
easat-7072	314	16	turbines	turbine	NOUN
easat-7072	314	17	,	,	PUNCT
easat-7072	314	18	compressors	compressor	NOUN
easat-7072	314	19	,	,	PUNCT
easat-7072	314	20	and	and	CCONJ
easat-7072	314	21	pumps	pump	NOUN
easat-7072	314	22	.	.	PUNCT
easat-7072	315	1	this	this	DET
easat-7072	315	2	shift	shift	NOUN
easat-7072	315	3	reflected	reflect	VERB
easat-7072	315	4	a	a	DET
easat-7072	315	5	growing	grow	VERB
easat-7072	315	6	trust	trust	NOUN
easat-7072	315	7	in	in	ADP
easat-7072	315	8	the	the	DET
easat-7072	315	9	reliability	reliability	NOUN
easat-7072	315	10	of	of	ADP
easat-7072	315	11	power	power	NOUN
easat-7072	315	12	systems	system	NOUN
easat-7072	315	13	,	,	PUNCT
easat-7072	315	14	which	which	PRON
easat-7072	315	15	facilitated	facilitate	VERB
easat-7072	315	16	the	the	DET
easat-7072	315	17	emergence	emergence	NOUN
easat-7072	315	18	of	of	ADP
easat-7072	315	19	new	new	ADJ
easat-7072	315	20	applications	application	NOUN
easat-7072	315	21	and	and	CCONJ
easat-7072	315	22	an	an	DET
easat-7072	315	23	expansion	expansion	NOUN
easat-7072	315	24	of	of	ADP
easat-7072	315	25	the	the	DET
easat-7072	315	26	research	research	NOUN
easat-7072	315	27	scope	scope	NOUN
easat-7072	315	28	.	.	PUNCT
easat-7072	316	1	during	during	ADP
easat-7072	316	2	the	the	DET
easat-7072	316	3	third	third	ADJ
easat-7072	316	4	period	period	NOUN
easat-7072	316	5	(	(	PUNCT
easat-7072	316	6	2009	2009	NUM
easat-7072	316	7	-	-	SYM
easat-7072	316	8	2018	2018	NUM
easat-7072	316	9	)	)	PUNCT
easat-7072	316	10	,	,	PUNCT
easat-7072	316	11	there	there	PRON
easat-7072	316	12	was	be	VERB
easat-7072	316	13	a	a	DET
easat-7072	316	14	notable	notable	ADJ
easat-7072	316	15	shift	shift	NOUN
easat-7072	316	16	in	in	ADP
easat-7072	316	17	focus	focus	NOUN
easat-7072	316	18	towards	towards	ADP
easat-7072	316	19	industrial	industrial	ADJ
easat-7072	316	20	systems	system	NOUN
easat-7072	316	21	and	and	CCONJ
easat-7072	316	22	their	their	PRON
easat-7072	316	23	components	component	NOUN
easat-7072	316	24	,	,	PUNCT
easat-7072	316	25	which	which	PRON
easat-7072	316	26	made	make	VERB
easat-7072	316	27	up	up	ADP
easat-7072	316	28	over	over	ADP
easat-7072	316	29	half	half	NOUN
easat-7072	316	30	of	of	ADP
easat-7072	316	31	the	the	DET
easat-7072	316	32	research	research	NOUN
easat-7072	316	33	.	.	PUNCT
easat-7072	317	1	while	while	SCONJ
easat-7072	317	2	power	power	NOUN
easat-7072	317	3	systems	system	NOUN
easat-7072	317	4	still	still	ADV
easat-7072	317	5	remained	remain	VERB
easat-7072	317	6	an	an	DET
easat-7072	317	7	area	area	NOUN
easat-7072	317	8	of	of	ADP
easat-7072	317	9	interest	interest	NOUN
easat-7072	317	10	,	,	PUNCT
easat-7072	317	11	they	they	PRON
easat-7072	317	12	accounted	account	VERB
easat-7072	317	13	for	for	ADP
easat-7072	317	14	only	only	ADV
easat-7072	317	15	about	about	ADV
easat-7072	317	16	a	a	DET
easat-7072	317	17	quarter	quarter	NOUN
easat-7072	317	18	of	of	ADP
easat-7072	317	19	the	the	DET
easat-7072	317	20	studies	study	NOUN
easat-7072	317	21	,	,	PUNCT
easat-7072	317	22	primarily	primarily	ADV
easat-7072	317	23	centered	center	VERB
easat-7072	317	24	on	on	ADP
easat-7072	317	25	motors	motor	NOUN
easat-7072	317	26	,	,	PUNCT
easat-7072	317	27	transformers	transformer	NOUN
easat-7072	317	28	,	,	PUNCT
easat-7072	317	29	and	and	CCONJ
easat-7072	317	30	mechanical	mechanical	ADJ
easat-7072	317	31	parts	part	NOUN
easat-7072	317	32	of	of	ADP
easat-7072	317	33	electrical	electrical	ADJ
easat-7072	317	34	systems	system	NOUN
easat-7072	317	35	like	like	ADP
easat-7072	317	36	bearings	bearing	NOUN
easat-7072	317	37	.	.	PUNCT
easat-7072	318	1	additionally	additionally	ADV
easat-7072	318	2	,	,	PUNCT
easat-7072	318	3	the	the	DET
easat-7072	318	4	research	research	NOUN
easat-7072	318	5	scope	scope	NOUN
easat-7072	318	6	expanded	expand	VERB
easat-7072	318	7	to	to	PART
easat-7072	318	8	include	include	VERB
easat-7072	318	9	fields	field	NOUN
easat-7072	318	10	such	such	ADJ
easat-7072	318	11	as	as	ADP
easat-7072	318	12	information	information	NOUN
easat-7072	318	13	technology	technology	NOUN
easat-7072	318	14	,	,	PUNCT
easat-7072	318	15	reaching	reach	VERB
easat-7072	318	16	into	into	ADP
easat-7072	318	17	various	various	ADJ
easat-7072	318	18	engineering	engineering	NOUN
easat-7072	318	19	domains	domain	NOUN
easat-7072	318	20	beyond	beyond	ADP
easat-7072	318	21	the	the	DET
easat-7072	318	22	traditional	traditional	ADJ
easat-7072	318	23	systems	system	NOUN
easat-7072	318	24	.	.	PUNCT
easat-7072	319	1	this	this	DET
easat-7072	319	2	growing	grow	VERB
easat-7072	319	3	research	research	NOUN
easat-7072	319	4	trend	trend	NOUN
easat-7072	319	5	underscores	underscore	VERB
easat-7072	319	6	the	the	DET
easat-7072	319	7	increasing	increase	VERB
easat-7072	319	8	demand	demand	NOUN
easat-7072	319	9	and	and	CCONJ
easat-7072	319	10	potential	potential	ADJ
easat-7072	319	11	benefits	benefit	NOUN
easat-7072	319	12	of	of	ADP
easat-7072	319	13	these	these	DET
easat-7072	319	14	predictive	predictive	ADJ
easat-7072	319	15	models	model	NOUN
easat-7072	319	16	in	in	ADP
easat-7072	319	17	diverse	diverse	ADJ
easat-7072	319	18	industrial	industrial	ADJ
easat-7072	319	19	applications	application	NOUN
easat-7072	319	20	.	.	PUNCT
easat-7072	320	1	over	over	ADP
easat-7072	320	2	the	the	DET
easat-7072	320	3	three	three	NUM
easat-7072	320	4	periods	period	NOUN
easat-7072	320	5	,	,	PUNCT
easat-7072	320	6	the	the	DET
easat-7072	320	7	research	research	NOUN
easat-7072	320	8	gradually	gradually	ADV
easat-7072	320	9	evolved	evolve	VERB
easat-7072	320	10	from	from	ADP
easat-7072	320	11	addressing	address	VERB
easat-7072	320	12	basic	basic	ADJ
easat-7072	320	13	applications	application	NOUN
easat-7072	320	14	such	such	ADJ
easat-7072	320	15	as	as	ADP
easat-7072	320	16	motors	motor	NOUN
easat-7072	320	17	and	and	CCONJ
easat-7072	320	18	transformers	transformer	NOUN
easat-7072	320	19	to	to	ADP
easat-7072	320	20	tackling	tackle	VERB
easat-7072	320	21	more	more	ADV
easat-7072	320	22	complex	complex	ADJ
easat-7072	320	23	and	and	CCONJ
easat-7072	320	24	critical	critical	ADJ
easat-7072	320	25	systems	system	NOUN
easat-7072	320	26	in	in	ADP
easat-7072	320	27	industries	industry	NOUN
easat-7072	320	28	like	like	ADP
easat-7072	320	29	petrochemicals	petrochemical	NOUN
easat-7072	320	30	,	,	PUNCT
easat-7072	320	31	oil	oil	NOUN
easat-7072	320	32	and	and	CCONJ
easat-7072	320	33	gas	gas	NOUN
easat-7072	320	34	,	,	PUNCT
easat-7072	320	35	and	and	CCONJ
easat-7072	320	36	various	various	ADJ
easat-7072	320	37	manufacturing	manufacturing	NOUN
easat-7072	320	38	sectors	sector	NOUN
easat-7072	320	39	.	.	PUNCT
easat-7072	321	1	additionally	additionally	ADV
easat-7072	321	2	,	,	PUNCT
easat-7072	321	3	critical	critical	ADJ
easat-7072	321	4	infrastructure	infrastructure	NOUN
easat-7072	321	5	became	become	VERB
easat-7072	321	6	the	the	DET
easat-7072	321	7	focus	focus	NOUN
easat-7072	321	8	of	of	ADP
easat-7072	321	9	attention	attention	NOUN
easat-7072	321	10	.	.	PUNCT
easat-7072	322	1	research	research	NOUN
easat-7072	322	2	also	also	ADV
easat-7072	322	3	expanded	expand	VERB
easat-7072	322	4	to	to	PART
easat-7072	322	5	include	include	VERB
easat-7072	322	6	software	software	NOUN
easat-7072	322	7	applications	application	NOUN
easat-7072	322	8	and	and	CCONJ
easat-7072	322	9	civil	civil	ADJ
easat-7072	322	10	engineering	engineering	NOUN
easat-7072	322	11	structures	structure	NOUN
easat-7072	322	12	,	,	PUNCT
easat-7072	322	13	marking	mark	VERB
easat-7072	322	14	a	a	DET
easat-7072	322	15	clear	clear	ADJ
easat-7072	322	16	shift	shift	NOUN
easat-7072	322	17	from	from	ADP
easat-7072	322	18	simpler	simple	ADJ
easat-7072	322	19	systems	system	NOUN
easat-7072	322	20	to	to	ADP
easat-7072	322	21	more	more	ADV
easat-7072	322	22	critical	critical	ADJ
easat-7072	322	23	and	and	CCONJ
easat-7072	322	24	complex	complex	ADJ
easat-7072	322	25	ones	one	NOUN
easat-7072	322	26	,	,	PUNCT
easat-7072	322	27	reflecting	reflect	VERB
easat-7072	322	28	the	the	DET
easat-7072	322	29	growing	grow	VERB
easat-7072	322	30	confidence	confidence	NOUN
easat-7072	322	31	in	in	ADP
easat-7072	322	32	the	the	DET
easat-7072	322	33	efficacy	efficacy	NOUN
easat-7072	322	34	and	and	CCONJ
easat-7072	322	35	impact	impact	NOUN
easat-7072	322	36	of	of	ADP
easat-7072	322	37	these	these	DET
easat-7072	322	38	predictive	predictive	ADJ
easat-7072	322	39	models	model	NOUN
easat-7072	322	40	.	.	PUNCT
easat-7072	323	1	6	6	X
easat-7072	323	2	.	.	X
easat-7072	323	3	research	research	NOUN
easat-7072	323	4	analysis	analysis	NOUN
easat-7072	323	5	and	and	CCONJ
easat-7072	323	6	future	future	ADJ
easat-7072	323	7	research	research	NOUN
easat-7072	323	8	directions	direction	NOUN
easat-7072	323	9	the	the	DET
easat-7072	323	10	use	use	NOUN
easat-7072	323	11	of	of	ADP
easat-7072	323	12	fault	fault	NOUN
easat-7072	323	13	prediction	prediction	NOUN
easat-7072	323	14	to	to	PART
easat-7072	323	15	improve	improve	VERB
easat-7072	323	16	asset	asset	NOUN
easat-7072	323	17	reliability	reliability	NOUN
easat-7072	323	18	and	and	CCONJ
easat-7072	323	19	optimize	optimize	NOUN
easat-7072	323	20	performance	performance	NOUN
easat-7072	323	21	has	have	AUX
easat-7072	323	22	garnered	garner	VERB
easat-7072	323	23	significant	significant	ADJ
easat-7072	323	24	attention	attention	NOUN
easat-7072	323	25	from	from	ADP
easat-7072	323	26	both	both	CCONJ
easat-7072	323	27	the	the	DET
easat-7072	323	28	academic	academic	ADJ
easat-7072	323	29	and	and	CCONJ
easat-7072	323	30	industrial	industrial	ADJ
easat-7072	323	31	sectors	sector	NOUN
easat-7072	323	32	.	.	PUNCT
easat-7072	324	1	this	this	DET
easat-7072	324	2	area	area	NOUN
easat-7072	324	3	has	have	AUX
easat-7072	324	4	gained	gain	VERB
easat-7072	324	5	traction	traction	NOUN
easat-7072	324	6	in	in	ADP
easat-7072	324	7	recent	recent	ADJ
easat-7072	324	8	years	year	NOUN
easat-7072	324	9	due	due	ADP
easat-7072	324	10	to	to	ADP
easat-7072	324	11	the	the	DET
easat-7072	324	12	advancements	advancement	NOUN
easat-7072	324	13	in	in	ADP
easat-7072	324	14	artificial	artificial	ADJ
easat-7072	324	15	intelligence	intelligence	NOUN
easat-7072	324	16	(	(	PUNCT
easat-7072	324	17	ai)-driven	ai)-driven	NOUN
easat-7072	324	18	algorithms	algorithm	NOUN
easat-7072	324	19	,	,	PUNCT
easat-7072	324	20	which	which	PRON
easat-7072	324	21	address	address	VERB
easat-7072	324	22	the	the	DET
easat-7072	324	23	complexities	complexity	NOUN
easat-7072	324	24	of	of	ADP
easat-7072	324	25	modern	modern	ADJ
easat-7072	324	26	processes	process	NOUN
easat-7072	324	27	,	,	PUNCT
easat-7072	324	28	systems	system	NOUN
easat-7072	324	29	,	,	PUNCT
easat-7072	324	30	and	and	CCONJ
easat-7072	324	31	costly	costly	ADJ
easat-7072	324	32	assets	asset	NOUN
easat-7072	324	33	such	such	ADJ
easat-7072	324	34	as	as	ADP
easat-7072	324	35	turbines	turbine	NOUN
easat-7072	324	36	,	,	PUNCT
easat-7072	324	37	compressors	compressor	NOUN
easat-7072	324	38	,	,	PUNCT
easat-7072	324	39	and	and	CCONJ
easat-7072	324	40	more	more	ADJ
easat-7072	324	41	.	.	PUNCT
easat-7072	325	1	industries	industry	NOUN
easat-7072	325	2	that	that	PRON
easat-7072	325	3	rely	rely	VERB
easat-7072	325	4	heavily	heavily	ADV
easat-7072	325	5	on	on	ADP
easat-7072	325	6	assets	asset	NOUN
easat-7072	325	7	,	,	PUNCT
easat-7072	325	8	like	like	ADP
easat-7072	325	9	the	the	DET
easat-7072	325	10	oil	oil	NOUN
easat-7072	325	11	and	and	CCONJ
easat-7072	325	12	gas	gas	NOUN
easat-7072	325	13	sector	sector	NOUN
easat-7072	325	14	,	,	PUNCT
easat-7072	325	15	are	be	AUX
easat-7072	325	16	increasingly	increasingly	ADV
easat-7072	325	17	seeking	seek	VERB
easat-7072	325	18	ai	ai	ADJ
easat-7072	325	19	-	-	PUNCT
easat-7072	325	20	enabled	enable	VERB
easat-7072	325	21	,	,	PUNCT
easat-7072	325	22	data	data	NOUN
easat-7072	325	23	-	-	PUNCT
easat-7072	325	24	driven	drive	VERB
easat-7072	325	25	solutions	solution	NOUN
easat-7072	325	26	to	to	PART
easat-7072	325	27	enhance	enhance	VERB
easat-7072	325	28	their	their	PRON
easat-7072	325	29	operational	operational	ADJ
easat-7072	325	30	efficiency	efficiency	NOUN
easat-7072	325	31	and	and	CCONJ
easat-7072	325	32	reduce	reduce	VERB
easat-7072	325	33	losses	loss	NOUN
easat-7072	325	34	through	through	ADP
easat-7072	325	35	effective	effective	ADJ
easat-7072	325	36	early	early	ADJ
easat-7072	325	37	detection	detection	NOUN
easat-7072	325	38	and	and	CCONJ
easat-7072	325	39	comprehensive	comprehensive	ADJ
easat-7072	325	40	preventive	preventive	ADJ
easat-7072	325	41	maintenance	maintenance	NOUN
easat-7072	325	42	strategies	strategy	NOUN
easat-7072	325	43	.	.	PUNCT
easat-7072	326	1	in	in	ADP
easat-7072	326	2	the	the	DET
easat-7072	326	3	past	past	NOUN
easat-7072	326	4	,	,	PUNCT
easat-7072	326	5	early	early	ADJ
easat-7072	326	6	-	-	PUNCT
easat-7072	326	7	stage	stage	NOUN
easat-7072	326	8	fault	fault	NOUN
easat-7072	326	9	prediction	prediction	NOUN
easat-7072	326	10	posed	pose	VERB
easat-7072	326	11	significant	significant	ADJ
easat-7072	326	12	challenges	challenge	NOUN
easat-7072	326	13	.	.	PUNCT
easat-7072	327	1	however	however	ADV
easat-7072	327	2	,	,	PUNCT
easat-7072	327	3	with	with	ADP
easat-7072	327	4	the	the	DET
easat-7072	327	5	growing	grow	VERB
easat-7072	327	6	availability	availability	NOUN
easat-7072	327	7	of	of	ADP
easat-7072	327	8	data	datum	NOUN
easat-7072	327	9	and	and	CCONJ
easat-7072	327	10	advancements	advancement	NOUN
easat-7072	327	11	in	in	ADP
easat-7072	327	12	computational	computational	ADJ
easat-7072	327	13	intelligence	intelligence	NOUN
easat-7072	327	14	and	and	CCONJ
easat-7072	327	15	machine	machine	NOUN
easat-7072	327	16	learning	learning	NOUN
easat-7072	327	17	(	(	PUNCT
easat-7072	327	18	ml	ml	NOUN
easat-7072	327	19	)	)	PUNCT
easat-7072	327	20	technologies	technology	NOUN
easat-7072	327	21	,	,	PUNCT
easat-7072	327	22	the	the	DET
easat-7072	327	23	development	development	NOUN
easat-7072	327	24	of	of	ADP
easat-7072	327	25	more	more	ADV
easat-7072	327	26	sophisticated	sophisticated	ADJ
easat-7072	327	27	solutions	solution	NOUN
easat-7072	327	28	has	have	AUX
easat-7072	327	29	become	become	VERB
easat-7072	327	30	feasible	feasible	ADJ
easat-7072	327	31	.	.	PUNCT
easat-7072	328	1	1054	1054	NUM
easat-7072	328	2	edelweiss	edelweiss	PROPN
easat-7072	328	3	applied	apply	VERB
easat-7072	328	4	science	science	NOUN
easat-7072	328	5	and	and	CCONJ
easat-7072	328	6	technology	technology	NOUN
easat-7072	328	7	issn	issn	PROPN
easat-7072	328	8	:	:	PUNCT
easat-7072	328	9	2576	2576	NUM
easat-7072	328	10	-	-	SYM
easat-7072	328	11	8484	8484	NUM
easat-7072	328	12	vol	vol	NOUN
easat-7072	328	13	.	.	PROPN
easat-7072	329	1	9	9	NUM
easat-7072	329	2	,	,	PUNCT
easat-7072	329	3	no	no	INTJ
easat-7072	329	4	.	.	NOUN
easat-7072	329	5	5	5	NUM
easat-7072	329	6	:	:	PUNCT
easat-7072	329	7	1040	1040	NUM
easat-7072	329	8	-	-	SYM
easat-7072	329	9	1056	1056	NUM
easat-7072	329	10	,	,	PUNCT
easat-7072	329	11	2025	2025	NUM
easat-7072	329	12	doi	doi	NOUN
easat-7072	329	13	:	:	PUNCT
easat-7072	329	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	329	15	©	©	PROPN
easat-7072	329	16	2025	2025	NUM
easat-7072	329	17	by	by	ADP
easat-7072	329	18	the	the	DET
easat-7072	329	19	authors	author	NOUN
easat-7072	329	20	;	;	PUNCT
easat-7072	329	21	licensee	licensee	PROPN
easat-7072	329	22	learning	learning	NOUN
easat-7072	329	23	gate	gate	VERB
easat-7072	329	24	the	the	DET
easat-7072	329	25	interest	interest	NOUN
easat-7072	329	26	in	in	ADP
easat-7072	329	27	ai	ai	ADJ
easat-7072	329	28	-	-	PUNCT
easat-7072	329	29	powered	power	VERB
easat-7072	329	30	solutions	solution	NOUN
easat-7072	329	31	for	for	ADP
easat-7072	329	32	fault	fault	NOUN
easat-7072	329	33	prediction	prediction	NOUN
easat-7072	329	34	has	have	AUX
easat-7072	329	35	grown	grow	VERB
easat-7072	329	36	considerably	considerably	ADV
easat-7072	329	37	.	.	PUNCT
easat-7072	330	1	looking	look	VERB
easat-7072	330	2	back	back	ADV
easat-7072	330	3	at	at	ADP
easat-7072	330	4	the	the	DET
easat-7072	330	5	first	first	ADJ
easat-7072	330	6	decade	decade	NOUN
easat-7072	330	7	of	of	ADP
easat-7072	330	8	fault	fault	NOUN
easat-7072	330	9	prediction	prediction	NOUN
easat-7072	330	10	research	research	NOUN
easat-7072	330	11	,	,	PUNCT
easat-7072	330	12	it	it	PRON
easat-7072	330	13	was	be	AUX
easat-7072	330	14	evident	evident	ADJ
easat-7072	330	15	that	that	SCONJ
easat-7072	330	16	progress	progress	NOUN
easat-7072	330	17	was	be	AUX
easat-7072	330	18	both	both	PRON
easat-7072	330	19	limited	limit	VERB
easat-7072	330	20	in	in	ADP
easat-7072	330	21	scale	scale	NOUN
easat-7072	330	22	and	and	CCONJ
easat-7072	330	23	scope	scope	NOUN
easat-7072	330	24	.	.	PUNCT
easat-7072	331	1	the	the	DET
easat-7072	331	2	research	research	NOUN
easat-7072	331	3	primarily	primarily	ADV
easat-7072	331	4	relied	rely	VERB
easat-7072	331	5	on	on	ADP
easat-7072	331	6	statistical	statistical	ADJ
easat-7072	331	7	methods	method	NOUN
easat-7072	331	8	,	,	PUNCT
easat-7072	331	9	condition	condition	NOUN
easat-7072	331	10	monitoring	monitoring	NOUN
easat-7072	331	11	,	,	PUNCT
easat-7072	331	12	and	and	CCONJ
easat-7072	331	13	other	other	ADJ
easat-7072	331	14	basic	basic	ADJ
easat-7072	331	15	tools	tool	NOUN
easat-7072	331	16	to	to	PART
easat-7072	331	17	detect	detect	VERB
easat-7072	331	18	faults	fault	NOUN
easat-7072	331	19	.	.	PUNCT
easat-7072	332	1	these	these	DET
easat-7072	332	2	early	early	ADJ
easat-7072	332	3	methods	method	NOUN
easat-7072	332	4	often	often	ADV
easat-7072	332	5	did	do	AUX
easat-7072	332	6	not	not	PART
easat-7072	332	7	support	support	VERB
easat-7072	332	8	real	real	ADJ
easat-7072	332	9	-	-	PUNCT
easat-7072	332	10	time	time	NOUN
easat-7072	332	11	fault	fault	NOUN
easat-7072	332	12	detection	detection	NOUN
easat-7072	332	13	,	,	PUNCT
easat-7072	332	14	leaving	leave	VERB
easat-7072	332	15	insufficient	insufficient	ADJ
easat-7072	332	16	time	time	NOUN
easat-7072	332	17	for	for	SCONJ
easat-7072	332	18	engineers	engineer	NOUN
easat-7072	332	19	to	to	PART
easat-7072	332	20	intervene	intervene	VERB
easat-7072	332	21	and	and	CCONJ
easat-7072	332	22	prevent	prevent	VERB
easat-7072	332	23	unplanned	unplanned	ADJ
easat-7072	332	24	downtimes	downtime	NOUN
easat-7072	332	25	.	.	PUNCT
easat-7072	333	1	during	during	ADP
easat-7072	333	2	this	this	DET
easat-7072	333	3	period	period	NOUN
easat-7072	333	4	,	,	PUNCT
easat-7072	333	5	industrial	industrial	ADJ
easat-7072	333	6	applications	application	NOUN
easat-7072	333	7	were	be	AUX
easat-7072	333	8	relatively	relatively	ADV
easat-7072	333	9	narrow	narrow	ADJ
easat-7072	333	10	,	,	PUNCT
easat-7072	333	11	with	with	ADP
easat-7072	333	12	a	a	DET
easat-7072	333	13	focus	focus	NOUN
easat-7072	333	14	on	on	ADP
easat-7072	333	15	systems	system	NOUN
easat-7072	333	16	like	like	ADP
easat-7072	333	17	transformers	transformer	NOUN
easat-7072	333	18	and	and	CCONJ
easat-7072	333	19	motors	motor	NOUN
easat-7072	333	20	.	.	PUNCT
easat-7072	334	1	however	however	ADV
easat-7072	334	2	,	,	PUNCT
easat-7072	334	3	in	in	ADP
easat-7072	334	4	the	the	DET
easat-7072	334	5	second	second	ADJ
easat-7072	334	6	period	period	NOUN
easat-7072	334	7	,	,	PUNCT
easat-7072	334	8	fault	fault	VERB
easat-7072	334	9	prediction	prediction	NOUN
easat-7072	334	10	research	research	NOUN
easat-7072	334	11	experienced	experience	VERB
easat-7072	334	12	significant	significant	ADJ
easat-7072	334	13	expansion	expansion	NOUN
easat-7072	334	14	.	.	PUNCT
easat-7072	335	1	this	this	DET
easat-7072	335	2	era	era	NOUN
easat-7072	335	3	saw	see	VERB
easat-7072	335	4	notable	notable	ADJ
easat-7072	335	5	advancements	advancement	NOUN
easat-7072	335	6	in	in	ADP
easat-7072	335	7	the	the	DET
easat-7072	335	8	development	development	NOUN
easat-7072	335	9	of	of	ADP
easat-7072	335	10	more	more	ADV
easat-7072	335	11	sophisticated	sophisticated	ADJ
easat-7072	335	12	models	model	NOUN
easat-7072	335	13	for	for	ADP
easat-7072	335	14	fault	fault	NOUN
easat-7072	335	15	prediction	prediction	NOUN
easat-7072	335	16	and	and	CCONJ
easat-7072	335	17	diagnosis	diagnosis	NOUN
easat-7072	335	18	.	.	PUNCT
easat-7072	336	1	as	as	ADP
easat-7072	336	2	a	a	DET
easat-7072	336	3	result	result	NOUN
easat-7072	336	4	,	,	PUNCT
easat-7072	336	5	the	the	DET
easat-7072	336	6	research	research	NOUN
easat-7072	336	7	scope	scope	NOUN
easat-7072	336	8	widened	widen	VERB
easat-7072	336	9	to	to	PART
easat-7072	336	10	include	include	VERB
easat-7072	336	11	new	new	ADJ
easat-7072	336	12	systems	system	NOUN
easat-7072	336	13	and	and	CCONJ
easat-7072	336	14	processes	process	NOUN
easat-7072	336	15	,	,	PUNCT
easat-7072	336	16	such	such	ADJ
easat-7072	336	17	as	as	ADP
easat-7072	336	18	those	those	PRON
easat-7072	336	19	in	in	ADP
easat-7072	336	20	the	the	DET
easat-7072	336	21	oil	oil	NOUN
easat-7072	336	22	and	and	CCONJ
easat-7072	336	23	gas	gas	NOUN
easat-7072	336	24	sector	sector	NOUN
easat-7072	336	25	and	and	CCONJ
easat-7072	336	26	other	other	ADJ
easat-7072	336	27	industrial	industrial	ADJ
easat-7072	336	28	applications	application	NOUN
easat-7072	336	29	.	.	PUNCT
easat-7072	337	1	the	the	DET
easat-7072	337	2	third	third	ADJ
easat-7072	337	3	period	period	NOUN
easat-7072	337	4	(	(	PUNCT
easat-7072	337	5	the	the	DET
easat-7072	337	6	past	past	ADJ
easat-7072	337	7	decade	decade	NOUN
easat-7072	337	8	)	)	PUNCT
easat-7072	337	9	marked	mark	VERB
easat-7072	337	10	a	a	DET
easat-7072	337	11	period	period	NOUN
easat-7072	337	12	of	of	ADP
easat-7072	337	13	remarkable	remarkable	ADJ
easat-7072	337	14	progress	progress	NOUN
easat-7072	337	15	.	.	PUNCT
easat-7072	338	1	advances	advance	NOUN
easat-7072	338	2	in	in	ADP
easat-7072	338	3	computational	computational	ADJ
easat-7072	338	4	intelligence	intelligence	NOUN
easat-7072	338	5	,	,	PUNCT
easat-7072	338	6	data	datum	NOUN
easat-7072	338	7	analytics	analytic	NOUN
easat-7072	338	8	,	,	PUNCT
easat-7072	338	9	and	and	CCONJ
easat-7072	338	10	machine	machine	NOUN
easat-7072	338	11	learning	learning	NOUN
easat-7072	338	12	have	have	AUX
easat-7072	338	13	made	make	VERB
easat-7072	338	14	it	it	PRON
easat-7072	338	15	possible	possible	ADJ
easat-7072	338	16	to	to	PART
easat-7072	338	17	predict	predict	VERB
easat-7072	338	18	machinery	machinery	NOUN
easat-7072	338	19	faults	fault	NOUN
easat-7072	338	20	with	with	ADP
easat-7072	338	21	much	much	ADV
easat-7072	338	22	greater	great	ADJ
easat-7072	338	23	accuracy	accuracy	NOUN
easat-7072	338	24	.	.	PUNCT
easat-7072	339	1	during	during	ADP
easat-7072	339	2	this	this	DET
easat-7072	339	3	time	time	NOUN
easat-7072	339	4	,	,	PUNCT
easat-7072	339	5	the	the	DET
easat-7072	339	6	scope	scope	NOUN
easat-7072	339	7	of	of	ADP
easat-7072	339	8	fault	fault	NOUN
easat-7072	339	9	prediction	prediction	NOUN
easat-7072	339	10	applications	application	NOUN
easat-7072	339	11	broadened	broaden	VERB
easat-7072	339	12	significantly	significantly	ADV
easat-7072	339	13	,	,	PUNCT
easat-7072	339	14	expanding	expand	VERB
easat-7072	339	15	from	from	ADP
easat-7072	339	16	power	power	NOUN
easat-7072	339	17	systems	system	NOUN
easat-7072	339	18	to	to	PART
easat-7072	339	19	encompass	encompass	VERB
easat-7072	339	20	fields	field	NOUN
easat-7072	339	21	like	like	ADP
easat-7072	339	22	information	information	NOUN
easat-7072	339	23	technology	technology	NOUN
easat-7072	339	24	and	and	CCONJ
easat-7072	339	25	a	a	DET
easat-7072	339	26	variety	variety	NOUN
easat-7072	339	27	of	of	ADP
easat-7072	339	28	industrial	industrial	ADJ
easat-7072	339	29	systems	system	NOUN
easat-7072	339	30	.	.	PUNCT
easat-7072	340	1	in	in	ADP
easat-7072	340	2	earlier	early	ADJ
easat-7072	340	3	sections	section	NOUN
easat-7072	340	4	of	of	ADP
easat-7072	340	5	this	this	DET
easat-7072	340	6	review	review	NOUN
easat-7072	340	7	,	,	PUNCT
easat-7072	340	8	we	we	PRON
easat-7072	340	9	examined	examine	VERB
easat-7072	340	10	the	the	DET
easat-7072	340	11	development	development	NOUN
easat-7072	340	12	of	of	ADP
easat-7072	340	13	fault	fault	NOUN
easat-7072	340	14	prediction	prediction	NOUN
easat-7072	340	15	research	research	NOUN
easat-7072	340	16	over	over	ADP
easat-7072	340	17	the	the	DET
easat-7072	340	18	last	last	ADJ
easat-7072	340	19	three	three	NUM
easat-7072	340	20	decades	decade	NOUN
easat-7072	340	21	,	,	PUNCT
easat-7072	340	22	exploring	explore	VERB
easat-7072	340	23	its	its	PRON
easat-7072	340	24	scope	scope	NOUN
easat-7072	340	25	,	,	PUNCT
easat-7072	340	26	methodologies	methodology	NOUN
easat-7072	340	27	,	,	PUNCT
easat-7072	340	28	algorithms	algorithm	NOUN
easat-7072	340	29	,	,	PUNCT
easat-7072	340	30	and	and	CCONJ
easat-7072	340	31	the	the	DET
easat-7072	340	32	diversity	diversity	NOUN
easat-7072	340	33	of	of	ADP
easat-7072	340	34	applications	application	NOUN
easat-7072	340	35	that	that	PRON
easat-7072	340	36	have	have	AUX
easat-7072	340	37	emerged	emerge	VERB
easat-7072	340	38	.	.	PUNCT
easat-7072	341	1	the	the	DET
easat-7072	341	2	connection	connection	NOUN
easat-7072	341	3	between	between	ADP
easat-7072	341	4	big	big	ADJ
easat-7072	341	5	data	datum	NOUN
easat-7072	341	6	and	and	CCONJ
easat-7072	341	7	system	system	NOUN
easat-7072	341	8	reliability	reliability	NOUN
easat-7072	341	9	is	be	AUX
easat-7072	341	10	well	well	ADV
easat-7072	341	11	-	-	PUNCT
easat-7072	341	12	established	establish	VERB
easat-7072	341	13	.	.	PUNCT
easat-7072	342	1	big	big	ADJ
easat-7072	342	2	data	datum	NOUN
easat-7072	342	3	's	's	PART
easat-7072	342	4	impact	impact	NOUN
easat-7072	342	5	on	on	ADP
easat-7072	342	6	improving	improve	VERB
easat-7072	342	7	reliability	reliability	NOUN
easat-7072	342	8	engineering	engineering	NOUN
easat-7072	342	9	has	have	AUX
easat-7072	342	10	garnered	garner	VERB
easat-7072	342	11	significant	significant	ADJ
easat-7072	342	12	attention	attention	NOUN
easat-7072	342	13	,	,	PUNCT
easat-7072	342	14	with	with	ADP
easat-7072	342	15	recent	recent	ADJ
easat-7072	342	16	research	research	NOUN
easat-7072	342	17	highlighting	highlight	VERB
easat-7072	342	18	its	its	PRON
easat-7072	342	19	value	value	NOUN
easat-7072	342	20	as	as	ADP
easat-7072	342	21	a	a	DET
easat-7072	342	22	crucial	crucial	ADJ
easat-7072	342	23	asset	asset	NOUN
easat-7072	342	24	,	,	PUNCT
easat-7072	342	25	especially	especially	ADV
easat-7072	342	26	in	in	ADP
easat-7072	342	27	industries	industry	NOUN
easat-7072	342	28	like	like	ADP
easat-7072	342	29	oil	oil	NOUN
easat-7072	342	30	and	and	CCONJ
easat-7072	342	31	gas	gas	NOUN
easat-7072	342	32	.	.	PUNCT
easat-7072	343	1	alongside	alongside	ADP
easat-7072	343	2	the	the	DET
easat-7072	343	3	integration	integration	NOUN
easat-7072	343	4	of	of	ADP
easat-7072	343	5	big	big	ADJ
easat-7072	343	6	data	datum	NOUN
easat-7072	343	7	,	,	PUNCT
easat-7072	343	8	several	several	ADJ
easat-7072	343	9	emerging	emerge	VERB
easat-7072	343	10	research	research	NOUN
easat-7072	343	11	trends	trend	NOUN
easat-7072	343	12	in	in	ADP
easat-7072	343	13	machinery	machinery	NOUN
easat-7072	343	14	fault	fault	NOUN
easat-7072	343	15	diagnosis	diagnosis	NOUN
easat-7072	343	16	have	have	AUX
easat-7072	343	17	been	be	AUX
easat-7072	343	18	proposed	propose	VERB
easat-7072	343	19	.	.	PUNCT
easat-7072	344	1	these	these	DET
easat-7072	344	2	trends	trend	NOUN
easat-7072	344	3	include	include	VERB
easat-7072	344	4	shifting	shift	VERB
easat-7072	344	5	from	from	ADP
easat-7072	344	6	behavioral	behavioral	ADJ
easat-7072	344	7	studies	study	NOUN
easat-7072	344	8	to	to	ADP
easat-7072	344	9	exploring	explore	VERB
easat-7072	344	10	fundamental	fundamental	ADJ
easat-7072	344	11	mechanisms	mechanism	NOUN
easat-7072	344	12	,	,	PUNCT
easat-7072	344	13	transitioning	transition	VERB
easat-7072	344	14	from	from	ADP
easat-7072	344	15	qualitative	qualitative	NOUN
easat-7072	344	16	to	to	ADP
easat-7072	344	17	quantitative	quantitative	ADJ
easat-7072	344	18	techniques	technique	NOUN
easat-7072	344	19	,	,	PUNCT
easat-7072	344	20	broadening	broaden	VERB
easat-7072	344	21	the	the	DET
easat-7072	344	22	scope	scope	NOUN
easat-7072	344	23	from	from	ADP
easat-7072	344	24	individual	individual	ADJ
easat-7072	344	25	fault	fault	NOUN
easat-7072	344	26	analysis	analysis	NOUN
easat-7072	344	27	to	to	ADP
easat-7072	344	28	examining	examine	VERB
easat-7072	344	29	groups	group	NOUN
easat-7072	344	30	of	of	ADP
easat-7072	344	31	faults	fault	NOUN
easat-7072	344	32	,	,	PUNCT
easat-7072	344	33	considering	consider	VERB
easat-7072	344	34	both	both	CCONJ
easat-7072	344	35	major	major	ADJ
easat-7072	344	36	and	and	CCONJ
easat-7072	344	37	minor	minor	ADJ
easat-7072	344	38	faults	fault	NOUN
easat-7072	344	39	,	,	PUNCT
easat-7072	344	40	and	and	CCONJ
easat-7072	344	41	progressing	progress	VERB
easat-7072	344	42	from	from	ADP
easat-7072	344	43	component	component	NOUN
easat-7072	344	44	-	-	PUNCT
easat-7072	344	45	specific	specific	ADJ
easat-7072	344	46	fault	fault	NOUN
easat-7072	344	47	detection	detection	NOUN
easat-7072	344	48	to	to	ADP
easat-7072	344	49	analyzing	analyze	VERB
easat-7072	344	50	faults	fault	NOUN
easat-7072	344	51	at	at	ADP
easat-7072	344	52	the	the	DET
easat-7072	344	53	system	system	NOUN
easat-7072	344	54	level	level	NOUN
easat-7072	344	55	.	.	PUNCT
easat-7072	345	1	in	in	ADP
easat-7072	345	2	the	the	DET
easat-7072	345	3	realm	realm	NOUN
easat-7072	345	4	of	of	ADP
easat-7072	345	5	ai	ai	VERB
easat-7072	345	6	for	for	ADP
easat-7072	345	7	diagnosing	diagnose	VERB
easat-7072	345	8	faults	fault	NOUN
easat-7072	345	9	in	in	ADP
easat-7072	345	10	rotating	rotate	VERB
easat-7072	345	11	machinery	machinery	NOUN
easat-7072	345	12	,	,	PUNCT
easat-7072	345	13	researchers	researcher	NOUN
easat-7072	345	14	have	have	AUX
easat-7072	345	15	explored	explore	VERB
easat-7072	345	16	a	a	DET
easat-7072	345	17	variety	variety	NOUN
easat-7072	345	18	of	of	ADP
easat-7072	345	19	intelligent	intelligent	ADJ
easat-7072	345	20	algorithms	algorithm	NOUN
easat-7072	345	21	,	,	PUNCT
easat-7072	345	22	such	such	ADJ
easat-7072	345	23	as	as	ADP
easat-7072	345	24	k	k	NOUN
easat-7072	345	25	-	-	PUNCT
easat-7072	345	26	nearest	near	ADJ
easat-7072	345	27	neighbors	neighbor	NOUN
easat-7072	345	28	,	,	PUNCT
easat-7072	345	29	naive	naive	ADJ
easat-7072	345	30	bayes	bayes	NOUN
easat-7072	345	31	,	,	PUNCT
easat-7072	345	32	support	support	VERB
easat-7072	345	33	vector	vector	NOUN
easat-7072	345	34	machines	machine	NOUN
easat-7072	345	35	(	(	PUNCT
easat-7072	345	36	svm	svm	PROPN
easat-7072	345	37	)	)	PUNCT
easat-7072	345	38	,	,	PUNCT
easat-7072	345	39	artificial	artificial	ADJ
easat-7072	345	40	neural	neural	ADJ
easat-7072	345	41	networks	network	NOUN
easat-7072	345	42	(	(	PUNCT
easat-7072	345	43	ann	ann	PROPN
easat-7072	345	44	)	)	PUNCT
easat-7072	345	45	,	,	PUNCT
easat-7072	345	46	and	and	CCONJ
easat-7072	345	47	deep	deep	ADJ
easat-7072	345	48	learning	learning	NOUN
easat-7072	345	49	methods	method	NOUN
easat-7072	345	50	.	.	PUNCT
easat-7072	346	1	these	these	DET
easat-7072	346	2	techniques	technique	NOUN
easat-7072	346	3	have	have	AUX
easat-7072	346	4	shown	show	VERB
easat-7072	346	5	great	great	ADJ
easat-7072	346	6	potential	potential	NOUN
easat-7072	346	7	in	in	ADP
easat-7072	346	8	improving	improve	VERB
easat-7072	346	9	the	the	DET
easat-7072	346	10	precision	precision	NOUN
easat-7072	346	11	and	and	CCONJ
easat-7072	346	12	effectiveness	effectiveness	NOUN
easat-7072	346	13	of	of	ADP
easat-7072	346	14	fault	fault	NOUN
easat-7072	346	15	diagnosis	diagnosis	NOUN
easat-7072	346	16	across	across	ADP
easat-7072	346	17	a	a	DET
easat-7072	346	18	wide	wide	ADJ
easat-7072	346	19	range	range	NOUN
easat-7072	346	20	of	of	ADP
easat-7072	346	21	industrial	industrial	ADJ
easat-7072	346	22	applications	application	NOUN
easat-7072	346	23	.	.	PUNCT
easat-7072	347	1	unplanned	unplanned	ADJ
easat-7072	347	2	equipment	equipment	NOUN
easat-7072	347	3	downtime	downtime	NOUN
easat-7072	347	4	and	and	CCONJ
easat-7072	347	5	performance	performance	NOUN
easat-7072	347	6	issues	issue	NOUN
easat-7072	347	7	in	in	ADP
easat-7072	347	8	industries	industry	NOUN
easat-7072	347	9	that	that	PRON
easat-7072	347	10	rely	rely	VERB
easat-7072	347	11	heavily	heavily	ADV
easat-7072	347	12	on	on	ADP
easat-7072	347	13	assets	asset	NOUN
easat-7072	347	14	are	be	AUX
easat-7072	347	15	critical	critical	ADJ
easat-7072	347	16	concerns	concern	NOUN
easat-7072	347	17	.	.	PUNCT
easat-7072	348	1	timely	timely	ADJ
easat-7072	348	2	fault	fault	NOUN
easat-7072	348	3	detection	detection	NOUN
easat-7072	348	4	is	be	AUX
easat-7072	348	5	essential	essential	ADJ
easat-7072	348	6	to	to	PART
easat-7072	348	7	minimize	minimize	VERB
easat-7072	348	8	the	the	DET
easat-7072	348	9	impact	impact	NOUN
easat-7072	348	10	of	of	ADP
easat-7072	348	11	system	system	NOUN
easat-7072	348	12	failures	failure	NOUN
easat-7072	348	13	and	and	CCONJ
easat-7072	348	14	performance	performance	NOUN
easat-7072	348	15	declines	decline	VERB
easat-7072	348	16	.	.	PUNCT
easat-7072	349	1	a	a	DET
easat-7072	349	2	variety	variety	NOUN
easat-7072	349	3	of	of	ADP
easat-7072	349	4	techniques	technique	NOUN
easat-7072	349	5	and	and	CCONJ
easat-7072	349	6	models	model	NOUN
easat-7072	349	7	,	,	PUNCT
easat-7072	349	8	often	often	ADV
easat-7072	349	9	requiring	require	VERB
easat-7072	349	10	technical	technical	ADJ
easat-7072	349	11	expertise	expertise	NOUN
easat-7072	349	12	and	and	CCONJ
easat-7072	349	13	relatively	relatively	ADV
easat-7072	349	14	small	small	ADJ
easat-7072	349	15	amounts	amount	NOUN
easat-7072	349	16	of	of	ADP
easat-7072	349	17	data	datum	NOUN
easat-7072	349	18	,	,	PUNCT
easat-7072	349	19	are	be	AUX
easat-7072	349	20	commonly	commonly	ADV
easat-7072	349	21	used	use	VERB
easat-7072	349	22	for	for	ADP
easat-7072	349	23	fault	fault	NOUN
easat-7072	349	24	prediction	prediction	NOUN
easat-7072	349	25	,	,	PUNCT
easat-7072	349	26	such	such	ADJ
easat-7072	349	27	as	as	ADP
easat-7072	349	28	knowledge	knowledge	NOUN
easat-7072	349	29	-	-	PUNCT
easat-7072	349	30	based	base	VERB
easat-7072	349	31	and	and	CCONJ
easat-7072	349	32	data	data	NOUN
easat-7072	349	33	-	-	PUNCT
easat-7072	349	34	driven	drive	VERB
easat-7072	349	35	approaches	approach	NOUN
easat-7072	349	36	.	.	PUNCT
easat-7072	350	1	the	the	DET
easat-7072	350	2	increasing	increase	VERB
easat-7072	350	3	complexity	complexity	NOUN
easat-7072	350	4	of	of	ADP
easat-7072	350	5	modern	modern	ADJ
easat-7072	350	6	systems	system	NOUN
easat-7072	350	7	,	,	PUNCT
easat-7072	350	8	combined	combine	VERB
easat-7072	350	9	with	with	ADP
easat-7072	350	10	the	the	DET
easat-7072	350	11	massive	massive	ADJ
easat-7072	350	12	amounts	amount	NOUN
easat-7072	350	13	of	of	ADP
easat-7072	350	14	data	datum	NOUN
easat-7072	350	15	available	available	ADJ
easat-7072	350	16	and	and	CCONJ
easat-7072	350	17	the	the	DET
easat-7072	350	18	unpredictable	unpredictable	ADJ
easat-7072	350	19	nature	nature	NOUN
easat-7072	350	20	of	of	ADP
easat-7072	350	21	these	these	DET
easat-7072	350	22	systems	system	NOUN
easat-7072	350	23	,	,	PUNCT
easat-7072	350	24	presents	present	VERB
easat-7072	350	25	significant	significant	ADJ
easat-7072	350	26	challenges	challenge	NOUN
easat-7072	350	27	when	when	SCONJ
easat-7072	350	28	trying	try	VERB
easat-7072	350	29	to	to	PART
easat-7072	350	30	apply	apply	VERB
easat-7072	350	31	traditional	traditional	ADJ
easat-7072	350	32	analytical	analytical	ADJ
easat-7072	350	33	and	and	CCONJ
easat-7072	350	34	knowledge	knowledge	NOUN
easat-7072	350	35	-	-	PUNCT
easat-7072	350	36	based	base	VERB
easat-7072	350	37	models	model	NOUN
easat-7072	350	38	with	with	ADP
easat-7072	350	39	precision	precision	NOUN
easat-7072	350	40	.	.	PUNCT
easat-7072	351	1	as	as	SCONJ
easat-7072	351	2	noted	note	VERB
easat-7072	351	3	in	in	ADP
easat-7072	351	4	the	the	DET
easat-7072	351	5	third	third	ADJ
easat-7072	351	6	phase	phase	NOUN
easat-7072	351	7	of	of	ADP
easat-7072	351	8	research	research	NOUN
easat-7072	351	9	discussed	discuss	VERB
easat-7072	351	10	in	in	ADP
easat-7072	351	11	this	this	DET
easat-7072	351	12	review	review	NOUN
easat-7072	351	13	,	,	PUNCT
easat-7072	351	14	artificial	artificial	ADJ
easat-7072	351	15	intelligence	intelligence	NOUN
easat-7072	351	16	(	(	PUNCT
easat-7072	351	17	ai	ai	NOUN
easat-7072	351	18	)	)	PUNCT
easat-7072	351	19	,	,	PUNCT
easat-7072	351	20	and	and	CCONJ
easat-7072	351	21	particularly	particularly	ADV
easat-7072	351	22	machine	machine	NOUN
easat-7072	351	23	learning	learning	NOUN
easat-7072	351	24	(	(	PUNCT
easat-7072	351	25	ml	ml	NOUN
easat-7072	351	26	)	)	PUNCT
easat-7072	351	27	,	,	PUNCT
easat-7072	351	28	has	have	AUX
easat-7072	351	29	proven	prove	VERB
easat-7072	351	30	to	to	PART
easat-7072	351	31	be	be	AUX
easat-7072	351	32	a	a	DET
easat-7072	351	33	highly	highly	ADV
easat-7072	351	34	effective	effective	ADJ
easat-7072	351	35	approach	approach	NOUN
easat-7072	351	36	for	for	ADP
easat-7072	351	37	addressing	address	VERB
easat-7072	351	38	these	these	DET
easat-7072	351	39	challenges	challenge	NOUN
easat-7072	351	40	.	.	PUNCT
easat-7072	352	1	these	these	DET
easat-7072	352	2	datadriven	datadriven	ADJ
easat-7072	352	3	models	model	NOUN
easat-7072	352	4	are	be	AUX
easat-7072	352	5	capable	capable	ADJ
easat-7072	352	6	of	of	ADP
easat-7072	352	7	managing	manage	VERB
easat-7072	352	8	large	large	ADJ
easat-7072	352	9	datasets	dataset	NOUN
easat-7072	352	10	from	from	ADP
easat-7072	352	11	intricate	intricate	ADJ
easat-7072	352	12	systems	system	NOUN
easat-7072	352	13	,	,	PUNCT
easat-7072	352	14	extracting	extract	VERB
easat-7072	352	15	meaningful	meaningful	ADJ
easat-7072	352	16	insights	insight	NOUN
easat-7072	352	17	to	to	PART
easat-7072	352	18	forecast	forecast	VERB
easat-7072	352	19	anomalies	anomaly	NOUN
easat-7072	352	20	,	,	PUNCT
easat-7072	352	21	which	which	PRON
easat-7072	352	22	is	be	AUX
easat-7072	352	23	vital	vital	ADJ
easat-7072	352	24	for	for	ADP
easat-7072	352	25	industrial	industrial	ADJ
easat-7072	352	26	operations	operation	NOUN
easat-7072	352	27	.	.	PUNCT
easat-7072	353	1	additionally	additionally	ADV
easat-7072	353	2	,	,	PUNCT
easat-7072	353	3	deep	deep	ADJ
easat-7072	353	4	learning	learning	NOUN
easat-7072	353	5	,	,	PUNCT
easat-7072	353	6	a	a	DET
easat-7072	353	7	branch	branch	NOUN
easat-7072	353	8	of	of	ADP
easat-7072	353	9	ai	ai	NOUN
easat-7072	353	10	,	,	PUNCT
easat-7072	353	11	holds	hold	VERB
easat-7072	353	12	great	great	ADJ
easat-7072	353	13	promise	promise	NOUN
easat-7072	353	14	in	in	ADP
easat-7072	353	15	the	the	DET
easat-7072	353	16	context	context	NOUN
easat-7072	353	17	of	of	ADP
easat-7072	353	18	big	big	ADJ
easat-7072	353	19	data	datum	NOUN
easat-7072	353	20	,	,	PUNCT
easat-7072	353	21	with	with	ADP
easat-7072	353	22	the	the	DET
easat-7072	353	23	potential	potential	NOUN
easat-7072	353	24	to	to	PART
easat-7072	353	25	create	create	VERB
easat-7072	353	26	highly	highly	ADV
easat-7072	353	27	accurate	accurate	ADJ
easat-7072	353	28	and	and	CCONJ
easat-7072	353	29	precise	precise	ADJ
easat-7072	353	30	predictive	predictive	ADJ
easat-7072	353	31	models	model	NOUN
easat-7072	353	32	.	.	PUNCT
easat-7072	354	1	in	in	ADP
easat-7072	354	2	machine	machine	NOUN
easat-7072	354	3	learning	learn	VERB
easat-7072	354	4	applications	application	NOUN
easat-7072	354	5	,	,	PUNCT
easat-7072	354	6	data	datum	NOUN
easat-7072	354	7	plays	play	VERB
easat-7072	354	8	a	a	DET
easat-7072	354	9	crucial	crucial	ADJ
easat-7072	354	10	role	role	NOUN
easat-7072	354	11	in	in	ADP
easat-7072	354	12	empowering	empower	VERB
easat-7072	354	13	intelligent	intelligent	ADJ
easat-7072	354	14	algorithms	algorithm	NOUN
easat-7072	354	15	to	to	PART
easat-7072	354	16	identify	identify	VERB
easat-7072	354	17	faults	fault	NOUN
easat-7072	354	18	and	and	CCONJ
easat-7072	354	19	enhance	enhance	VERB
easat-7072	354	20	the	the	DET
easat-7072	354	21	reliability	reliability	NOUN
easat-7072	354	22	of	of	ADP
easat-7072	354	23	assets	asset	NOUN
easat-7072	354	24	across	across	ADP
easat-7072	354	25	industries	industry	NOUN
easat-7072	354	26	.	.	PUNCT
easat-7072	355	1	the	the	DET
easat-7072	355	2	internet	internet	NOUN
easat-7072	355	3	of	of	ADP
easat-7072	355	4	things	thing	NOUN
easat-7072	355	5	(	(	PUNCT
easat-7072	355	6	iot	iot	NOUN
easat-7072	355	7	)	)	PUNCT
easat-7072	355	8	serves	serve	VERB
easat-7072	355	9	as	as	ADP
easat-7072	355	10	an	an	DET
easat-7072	355	11	essential	essential	ADJ
easat-7072	355	12	platform	platform	NOUN
easat-7072	355	13	for	for	ADP
easat-7072	355	14	gathering	gather	VERB
easat-7072	355	15	real	real	ADJ
easat-7072	355	16	-	-	PUNCT
easat-7072	355	17	time	time	NOUN
easat-7072	355	18	data	datum	NOUN
easat-7072	355	19	,	,	PUNCT
easat-7072	355	20	which	which	PRON
easat-7072	355	21	is	be	AUX
easat-7072	355	22	a	a	DET
easat-7072	355	23	core	core	NOUN
easat-7072	355	24	element	element	NOUN
easat-7072	355	25	in	in	ADP
easat-7072	355	26	fault	fault	NOUN
easat-7072	355	27	prediction	prediction	NOUN
easat-7072	355	28	models	model	NOUN
easat-7072	355	29	used	use	VERB
easat-7072	355	30	across	across	ADP
easat-7072	355	31	various	various	ADJ
easat-7072	355	32	sectors	sector	NOUN
easat-7072	355	33	.	.	PUNCT
easat-7072	356	1	together	together	ADV
easat-7072	356	2	with	with	ADP
easat-7072	356	3	technologies	technology	NOUN
easat-7072	356	4	like	like	ADP
easat-7072	356	5	cloud	cloud	NOUN
easat-7072	356	6	computing	computing	NOUN
easat-7072	356	7	,	,	PUNCT
easat-7072	356	8	iot	iot	PROPN
easat-7072	356	9	enables	enable	VERB
easat-7072	356	10	the	the	DET
easat-7072	356	11	generation	generation	NOUN
easat-7072	356	12	,	,	PUNCT
easat-7072	356	13	storage	storage	NOUN
easat-7072	356	14	,	,	PUNCT
easat-7072	356	15	and	and	CCONJ
easat-7072	356	16	cleaning	cleaning	NOUN
easat-7072	356	17	of	of	ADP
easat-7072	356	18	data	datum	NOUN
easat-7072	356	19	,	,	PUNCT
easat-7072	356	20	making	make	VERB
easat-7072	356	21	it	it	PRON
easat-7072	356	22	ready	ready	ADJ
easat-7072	356	23	for	for	ADP
easat-7072	356	24	fault	fault	NOUN
easat-7072	356	25	prediction	prediction	NOUN
easat-7072	356	26	applications	application	NOUN
easat-7072	356	27	.	.	PUNCT
easat-7072	357	1	the	the	DET
easat-7072	357	2	rise	rise	NOUN
easat-7072	357	3	of	of	ADP
easat-7072	357	4	iot	iot	PROPN
easat-7072	357	5	has	have	AUX
easat-7072	357	6	been	be	AUX
easat-7072	357	7	instrumental	instrumental	ADJ
easat-7072	357	8	in	in	ADP
easat-7072	357	9	driving	drive	VERB
easat-7072	357	10	the	the	DET
easat-7072	357	11	fourth	fourth	ADJ
easat-7072	357	12	industrial	industrial	ADJ
easat-7072	357	13	revolution	revolution	NOUN
easat-7072	357	14	,	,	PUNCT
easat-7072	357	15	or	or	CCONJ
easat-7072	357	16	industry	industry	NOUN
easat-7072	357	17	4.0	4.0	NUM
easat-7072	357	18	,	,	PUNCT
easat-7072	357	19	by	by	ADP
easat-7072	357	20	enabling	enable	VERB
easat-7072	357	21	the	the	DET
easat-7072	357	22	real	real	ADJ
easat-7072	357	23	-	-	PUNCT
easat-7072	357	24	time	time	NOUN
easat-7072	357	25	collection	collection	NOUN
easat-7072	357	26	and	and	CCONJ
easat-7072	357	27	analysis	analysis	NOUN
easat-7072	357	28	of	of	ADP
easat-7072	357	29	equipment	equipment	NOUN
easat-7072	357	30	and	and	CCONJ
easat-7072	357	31	manufacturing	manufacturing	NOUN
easat-7072	357	32	data	datum	NOUN
easat-7072	357	33	from	from	ADP
easat-7072	357	34	diverse	diverse	ADJ
easat-7072	357	35	systems	system	NOUN
easat-7072	357	36	.	.	PUNCT
easat-7072	358	1	in	in	ADP
easat-7072	358	2	this	this	DET
easat-7072	358	3	context	context	NOUN
easat-7072	358	4	,	,	PUNCT
easat-7072	358	5	big	big	ADJ
easat-7072	358	6	data	datum	NOUN
easat-7072	358	7	analytics	analytic	NOUN
easat-7072	358	8	and	and	CCONJ
easat-7072	358	9	deep	deep	ADJ
easat-7072	358	10	learning	learning	NOUN
easat-7072	358	11	methods	method	NOUN
easat-7072	358	12	,	,	PUNCT
easat-7072	358	13	which	which	PRON
easat-7072	358	14	process	process	VERB
easat-7072	358	15	both	both	CCONJ
easat-7072	358	16	offline	offline	ADJ
easat-7072	358	17	and	and	CCONJ
easat-7072	358	18	live	live	ADJ
easat-7072	358	19	data	datum	NOUN
easat-7072	358	20	streams	stream	NOUN
easat-7072	358	21	,	,	PUNCT
easat-7072	358	22	1055	1055	NUM
easat-7072	358	23	edelweiss	edelweiss	PROPN
easat-7072	358	24	applied	apply	VERB
easat-7072	358	25	science	science	NOUN
easat-7072	358	26	and	and	CCONJ
easat-7072	358	27	technology	technology	NOUN
easat-7072	358	28	issn	issn	PROPN
easat-7072	358	29	:	:	PUNCT
easat-7072	358	30	2576	2576	NUM
easat-7072	358	31	-	-	SYM
easat-7072	358	32	8484	8484	NUM
easat-7072	358	33	vol	vol	NOUN
easat-7072	358	34	.	.	PROPN
easat-7072	359	1	9	9	NUM
easat-7072	359	2	,	,	PUNCT
easat-7072	359	3	no	no	INTJ
easat-7072	359	4	.	.	NOUN
easat-7072	359	5	5	5	NUM
easat-7072	359	6	:	:	PUNCT
easat-7072	359	7	1040	1040	NUM
easat-7072	359	8	-	-	SYM
easat-7072	359	9	1056	1056	NUM
easat-7072	359	10	,	,	PUNCT
easat-7072	359	11	2025	2025	NUM
easat-7072	359	12	doi	doi	NOUN
easat-7072	359	13	:	:	PUNCT
easat-7072	359	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	359	15	©	©	PROPN
easat-7072	359	16	2025	2025	NUM
easat-7072	359	17	by	by	ADP
easat-7072	359	18	the	the	DET
easat-7072	359	19	authors	author	NOUN
easat-7072	359	20	;	;	PUNCT
easat-7072	359	21	licensee	licensee	PROPN
easat-7072	359	22	learning	learning	NOUN
easat-7072	359	23	gate	gate	NOUN
easat-7072	359	24	are	be	AUX
easat-7072	359	25	being	be	AUX
easat-7072	359	26	effectively	effectively	ADV
easat-7072	359	27	applied	apply	VERB
easat-7072	359	28	to	to	PART
easat-7072	359	29	fault	fault	VERB
easat-7072	359	30	diagnosis	diagnosis	NOUN
easat-7072	359	31	.	.	PUNCT
easat-7072	360	1	this	this	PRON
easat-7072	360	2	has	have	AUX
easat-7072	360	3	greatly	greatly	ADV
easat-7072	360	4	improved	improve	VERB
easat-7072	360	5	the	the	DET
easat-7072	360	6	performance	performance	NOUN
easat-7072	360	7	of	of	ADP
easat-7072	360	8	complex	complex	ADJ
easat-7072	360	9	systems	system	NOUN
easat-7072	360	10	,	,	PUNCT
easat-7072	360	11	leading	lead	VERB
easat-7072	360	12	to	to	ADP
easat-7072	360	13	enhanced	enhanced	ADJ
easat-7072	360	14	operational	operational	ADJ
easat-7072	360	15	efficiency	efficiency	NOUN
easat-7072	360	16	and	and	CCONJ
easat-7072	360	17	higher	high	ADJ
easat-7072	360	18	profitability	profitability	NOUN
easat-7072	360	19	in	in	ADP
easat-7072	360	20	a	a	DET
easat-7072	360	21	range	range	NOUN
easat-7072	360	22	of	of	ADP
easat-7072	360	23	industries	industry	NOUN
easat-7072	360	24	.	.	PUNCT
easat-7072	361	1	while	while	SCONJ
easat-7072	361	2	there	there	PRON
easat-7072	361	3	is	be	VERB
easat-7072	361	4	broad	broad	ADJ
easat-7072	361	5	agreement	agreement	NOUN
easat-7072	361	6	that	that	PRON
easat-7072	361	7	the	the	DET
easat-7072	361	8	oil	oil	NOUN
easat-7072	361	9	and	and	CCONJ
easat-7072	361	10	gas	gas	NOUN
easat-7072	361	11	industry	industry	NOUN
easat-7072	361	12	stands	stand	VERB
easat-7072	361	13	to	to	PART
easat-7072	361	14	gain	gain	VERB
easat-7072	361	15	the	the	DET
easat-7072	361	16	most	most	ADJ
easat-7072	361	17	from	from	ADP
easat-7072	361	18	fault	fault	NOUN
easat-7072	361	19	prediction	prediction	NOUN
easat-7072	361	20	advancements	advancement	NOUN
easat-7072	361	21	through	through	ADP
easat-7072	361	22	ai	ai	ADV
easat-7072	361	23	-	-	PUNCT
easat-7072	361	24	driven	drive	VERB
easat-7072	361	25	big	big	ADJ
easat-7072	361	26	data	datum	NOUN
easat-7072	361	27	models	model	NOUN
easat-7072	361	28	,	,	PUNCT
easat-7072	361	29	the	the	DET
easat-7072	361	30	impact	impact	NOUN
easat-7072	361	31	extends	extend	VERB
easat-7072	361	32	far	far	ADV
easat-7072	361	33	beyond	beyond	ADP
easat-7072	361	34	this	this	DET
easat-7072	361	35	sector	sector	NOUN
easat-7072	361	36	.	.	PUNCT
easat-7072	362	1	the	the	DET
easat-7072	362	2	use	use	NOUN
easat-7072	362	3	of	of	ADP
easat-7072	362	4	cloud	cloud	NOUN
easat-7072	362	5	computing	computing	NOUN
easat-7072	362	6	has	have	VERB
easat-7072	362	7	the	the	DET
easat-7072	362	8	potential	potential	NOUN
easat-7072	362	9	to	to	PART
easat-7072	362	10	greatly	greatly	ADV
easat-7072	362	11	benefit	benefit	VERB
easat-7072	362	12	fault	fault	NOUN
easat-7072	362	13	prediction	prediction	NOUN
easat-7072	362	14	and	and	CCONJ
easat-7072	362	15	systems	system	NOUN
easat-7072	362	16	reliability	reliability	NOUN
easat-7072	362	17	.	.	PUNCT
easat-7072	363	1	cloud	cloud	NOUN
easat-7072	363	2	-	-	PUNCT
easat-7072	363	3	based	base	VERB
easat-7072	363	4	solutions	solution	NOUN
easat-7072	363	5	offer	offer	VERB
easat-7072	363	6	the	the	DET
easat-7072	363	7	computational	computational	ADJ
easat-7072	363	8	power	power	NOUN
easat-7072	363	9	needed	need	VERB
easat-7072	363	10	for	for	ADP
easat-7072	363	11	real	real	ADJ
easat-7072	363	12	-	-	PUNCT
easat-7072	363	13	time	time	NOUN
easat-7072	363	14	decision	decision	NOUN
easat-7072	363	15	-	-	PUNCT
easat-7072	363	16	making	making	NOUN
easat-7072	363	17	regarding	regard	VERB
easat-7072	363	18	system	system	NOUN
easat-7072	363	19	reliability	reliability	NOUN
easat-7072	363	20	and	and	CCONJ
easat-7072	363	21	maintenance	maintenance	NOUN
easat-7072	363	22	.	.	PUNCT
easat-7072	364	1	additionally	additionally	ADV
easat-7072	364	2	,	,	PUNCT
easat-7072	364	3	new	new	ADJ
easat-7072	364	4	simulation	simulation	NOUN
easat-7072	364	5	-	-	PUNCT
easat-7072	364	6	based	base	VERB
easat-7072	364	7	optimization	optimization	NOUN
easat-7072	364	8	frameworks	framework	NOUN
easat-7072	364	9	,	,	PUNCT
easat-7072	364	10	inspired	inspire	VERB
easat-7072	364	11	by	by	ADP
easat-7072	364	12	nature	nature	NOUN
easat-7072	364	13	and	and	CCONJ
easat-7072	364	14	designed	design	VERB
easat-7072	364	15	for	for	ADP
easat-7072	364	16	multi	multi	ADJ
easat-7072	364	17	-	-	NOUN
easat-7072	364	18	criteria	criterion	NOUN
easat-7072	364	19	and	and	CCONJ
easat-7072	364	20	multi	multi	ADJ
easat-7072	364	21	-	-	ADJ
easat-7072	364	22	objective	objective	ADJ
easat-7072	364	23	analysis	analysis	NOUN
easat-7072	364	24	,	,	PUNCT
easat-7072	364	25	can	can	AUX
easat-7072	364	26	be	be	AUX
easat-7072	364	27	leveraged	leverage	VERB
easat-7072	364	28	for	for	ADP
easat-7072	364	29	a	a	DET
easat-7072	364	30	range	range	NOUN
easat-7072	364	31	of	of	ADP
easat-7072	364	32	tasks	task	NOUN
easat-7072	364	33	,	,	PUNCT
easat-7072	364	34	including	include	VERB
easat-7072	364	35	predictions	prediction	NOUN
easat-7072	364	36	,	,	PUNCT
easat-7072	364	37	diagnostics	diagnostic	NOUN
easat-7072	364	38	,	,	PUNCT
easat-7072	364	39	prognostics	prognostic	NOUN
easat-7072	364	40	,	,	PUNCT
easat-7072	364	41	and	and	CCONJ
easat-7072	364	42	more	more	ADJ
easat-7072	364	43	.	.	PUNCT
easat-7072	365	1	these	these	DET
easat-7072	365	2	advancements	advancement	NOUN
easat-7072	365	3	have	have	VERB
easat-7072	365	4	the	the	DET
easat-7072	365	5	potential	potential	NOUN
easat-7072	365	6	to	to	PART
easat-7072	365	7	serve	serve	VERB
easat-7072	365	8	a	a	DET
easat-7072	365	9	wide	wide	ADJ
easat-7072	365	10	array	array	NOUN
easat-7072	365	11	of	of	ADP
easat-7072	365	12	industrial	industrial	ADJ
easat-7072	365	13	applications	application	NOUN
easat-7072	365	14	,	,	PUNCT
easat-7072	365	15	enhancing	enhance	VERB
easat-7072	365	16	their	their	PRON
easat-7072	365	17	efficiency	efficiency	NOUN
easat-7072	365	18	and	and	CCONJ
easat-7072	365	19	effectiveness	effectiveness	NOUN
easat-7072	365	20	.	.	PUNCT
easat-7072	366	1	7	7	X
easat-7072	366	2	.	.	X
easat-7072	366	3	conclusions	conclusion	NOUN
easat-7072	366	4	this	this	DET
easat-7072	366	5	paper	paper	NOUN
easat-7072	366	6	conducts	conduct	VERB
easat-7072	366	7	a	a	DET
easat-7072	366	8	systematic	systematic	ADJ
easat-7072	366	9	literature	literature	NOUN
easat-7072	366	10	review	review	NOUN
easat-7072	366	11	(	(	PUNCT
easat-7072	366	12	slr	slr	X
easat-7072	366	13	)	)	PUNCT
easat-7072	366	14	using	use	VERB
easat-7072	366	15	bibliometric	bibliometric	ADJ
easat-7072	366	16	analysis	analysis	NOUN
easat-7072	366	17	(	(	PUNCT
easat-7072	366	18	ba	ba	NOUN
easat-7072	366	19	)	)	PUNCT
easat-7072	366	20	tools	tool	NOUN
easat-7072	366	21	to	to	PART
easat-7072	366	22	examine	examine	VERB
easat-7072	366	23	fault	fault	NOUN
easat-7072	366	24	prediction	prediction	NOUN
easat-7072	366	25	with	with	ADP
easat-7072	366	26	a	a	DET
easat-7072	366	27	focus	focus	NOUN
easat-7072	366	28	on	on	ADP
easat-7072	366	29	equipment	equipment	NOUN
easat-7072	366	30	reliability	reliability	NOUN
easat-7072	366	31	.	.	PUNCT
easat-7072	367	1	the	the	DET
easat-7072	367	2	review	review	NOUN
easat-7072	367	3	is	be	AUX
easat-7072	367	4	based	base	VERB
easat-7072	367	5	on	on	ADP
easat-7072	367	6	a	a	DET
easat-7072	367	7	decade	decade	NOUN
easat-7072	367	8	of	of	ADP
easat-7072	367	9	research	research	NOUN
easat-7072	367	10	papers	paper	NOUN
easat-7072	367	11	,	,	PUNCT
easat-7072	367	12	specifically	specifically	ADV
easat-7072	367	13	those	those	PRON
easat-7072	367	14	published	publish	VERB
easat-7072	367	15	between	between	ADP
easat-7072	367	16	2010	2010	NUM
easat-7072	367	17	and	and	CCONJ
easat-7072	367	18	2020	2020	NUM
easat-7072	367	19	,	,	PUNCT
easat-7072	367	20	gathered	gather	VERB
easat-7072	367	21	from	from	ADP
easat-7072	367	22	various	various	ADJ
easat-7072	367	23	bibliographic	bibliographic	ADJ
easat-7072	367	24	databases	database	NOUN
easat-7072	367	25	.	.	PUNCT
easat-7072	368	1	to	to	PART
easat-7072	368	2	assess	assess	VERB
easat-7072	368	3	the	the	DET
easat-7072	368	4	development	development	NOUN
easat-7072	368	5	of	of	ADP
easat-7072	368	6	the	the	DET
easat-7072	368	7	field	field	NOUN
easat-7072	368	8	,	,	PUNCT
easat-7072	368	9	we	we	PRON
easat-7072	368	10	performed	perform	VERB
easat-7072	368	11	a	a	DET
easat-7072	368	12	co	co	NOUN
easat-7072	368	13	-	-	NOUN
easat-7072	368	14	citation	citation	NOUN
easat-7072	368	15	network	network	NOUN
easat-7072	368	16	analysis	analysis	NOUN
easat-7072	368	17	,	,	PUNCT
easat-7072	368	18	followed	follow	VERB
easat-7072	368	19	by	by	ADP
easat-7072	368	20	a	a	DET
easat-7072	368	21	content	content	NOUN
easat-7072	368	22	examination	examination	NOUN
easat-7072	368	23	of	of	ADP
easat-7072	368	24	the	the	DET
easat-7072	368	25	most	most	ADV
easat-7072	368	26	frequently	frequently	ADV
easat-7072	368	27	cited	cite	VERB
easat-7072	368	28	papers	paper	NOUN
easat-7072	368	29	in	in	ADP
easat-7072	368	30	each	each	DET
easat-7072	368	31	period	period	NOUN
easat-7072	368	32	.	.	PUNCT
easat-7072	369	1	additionally	additionally	ADV
easat-7072	369	2	,	,	PUNCT
easat-7072	369	3	the	the	DET
easat-7072	369	4	top	top	ADJ
easat-7072	369	5	25	25	NUM
easat-7072	369	6	%	%	NOUN
easat-7072	369	7	of	of	ADP
easat-7072	369	8	these	these	DET
easat-7072	369	9	papers	paper	NOUN
easat-7072	369	10	were	be	AUX
easat-7072	369	11	examined	examine	VERB
easat-7072	369	12	and	and	CCONJ
easat-7072	369	13	classified	classify	VERB
easat-7072	369	14	into	into	ADP
easat-7072	369	15	three	three	NUM
easat-7072	369	16	main	main	ADJ
easat-7072	369	17	themes	theme	NOUN
easat-7072	369	18	:	:	PUNCT
easat-7072	369	19	the	the	DET
easat-7072	369	20	research	research	NOUN
easat-7072	369	21	scope	scope	NOUN
easat-7072	369	22	,	,	PUNCT
easat-7072	369	23	the	the	DET
easat-7072	369	24	algorithms	algorithm	NOUN
easat-7072	369	25	and	and	CCONJ
easat-7072	369	26	models	model	NOUN
easat-7072	369	27	employed	employ	VERB
easat-7072	369	28	,	,	PUNCT
easat-7072	369	29	and	and	CCONJ
easat-7072	369	30	the	the	DET
easat-7072	369	31	industrial	industrial	ADJ
easat-7072	369	32	applications	application	NOUN
easat-7072	369	33	.	.	PUNCT
easat-7072	370	1	we	we	PRON
easat-7072	370	2	enhanced	enhance	VERB
easat-7072	370	3	the	the	DET
easat-7072	370	4	co	co	NOUN
easat-7072	370	5	-	-	NOUN
easat-7072	370	6	citation	citation	NOUN
easat-7072	370	7	analysis	analysis	NOUN
easat-7072	370	8	by	by	ADP
easat-7072	370	9	using	use	VERB
easat-7072	370	10	modularity	modularity	NOUN
easat-7072	370	11	-	-	PUNCT
easat-7072	370	12	based	base	VERB
easat-7072	370	13	methods	method	NOUN
easat-7072	370	14	to	to	PART
easat-7072	370	15	track	track	VERB
easat-7072	370	16	the	the	DET
easat-7072	370	17	evolution	evolution	NOUN
easat-7072	370	18	of	of	ADP
easat-7072	370	19	research	research	NOUN
easat-7072	370	20	clusters	cluster	NOUN
easat-7072	370	21	over	over	ADP
easat-7072	370	22	time	time	NOUN
easat-7072	370	23	.	.	PUNCT
easat-7072	371	1	this	this	DET
easat-7072	371	2	paper	paper	NOUN
easat-7072	371	3	serves	serve	VERB
easat-7072	371	4	as	as	ADP
easat-7072	371	5	a	a	DET
easat-7072	371	6	comprehensive	comprehensive	ADJ
easat-7072	371	7	source	source	NOUN
easat-7072	371	8	for	for	ADP
easat-7072	371	9	understanding	understand	VERB
easat-7072	371	10	the	the	DET
easat-7072	371	11	progression	progression	NOUN
easat-7072	371	12	of	of	ADP
easat-7072	371	13	fault	fault	NOUN
easat-7072	371	14	prediction	prediction	NOUN
easat-7072	371	15	research	research	NOUN
easat-7072	371	16	,	,	PUNCT
easat-7072	371	17	including	include	VERB
easat-7072	371	18	the	the	DET
easat-7072	371	19	tools	tool	NOUN
easat-7072	371	20	and	and	CCONJ
easat-7072	371	21	models	model	NOUN
easat-7072	371	22	that	that	PRON
easat-7072	371	23	have	have	AUX
easat-7072	371	24	been	be	AUX
easat-7072	371	25	applied	apply	VERB
easat-7072	371	26	.	.	PUNCT
easat-7072	372	1	despite	despite	SCONJ
easat-7072	372	2	our	our	PRON
easat-7072	372	3	best	good	ADJ
easat-7072	372	4	efforts	effort	NOUN
easat-7072	372	5	to	to	PART
easat-7072	372	6	encompass	encompass	VERB
easat-7072	372	7	all	all	DET
easat-7072	372	8	relevant	relevant	ADJ
easat-7072	372	9	aspects	aspect	NOUN
easat-7072	372	10	,	,	PUNCT
easat-7072	372	11	we	we	PRON
easat-7072	372	12	acknowledge	acknowledge	VERB
easat-7072	372	13	that	that	SCONJ
easat-7072	372	14	certain	certain	ADJ
easat-7072	372	15	references	reference	NOUN
easat-7072	372	16	may	may	AUX
easat-7072	372	17	have	have	AUX
easat-7072	372	18	been	be	AUX
easat-7072	372	19	missed	miss	VERB
easat-7072	372	20	,	,	PUNCT
easat-7072	372	21	primarily	primarily	ADV
easat-7072	372	22	due	due	ADP
easat-7072	372	23	to	to	ADP
easat-7072	372	24	the	the	DET
easat-7072	372	25	narrower	narrow	ADJ
easat-7072	372	26	time	time	NOUN
easat-7072	372	27	frame	frame	NOUN
easat-7072	372	28	considered	consider	VERB
easat-7072	372	29	,	,	PUNCT
easat-7072	372	30	which	which	PRON
easat-7072	372	31	focused	focus	VERB
easat-7072	372	32	solely	solely	ADV
easat-7072	372	33	on	on	ADP
easat-7072	372	34	the	the	DET
easat-7072	372	35	past	past	ADJ
easat-7072	372	36	decade	decade	NOUN
easat-7072	372	37	.	.	PUNCT
easat-7072	373	1	this	this	DET
easat-7072	373	2	study	study	NOUN
easat-7072	373	3	provides	provide	VERB
easat-7072	373	4	valuable	valuable	ADJ
easat-7072	373	5	insights	insight	NOUN
easat-7072	373	6	into	into	ADP
easat-7072	373	7	future	future	ADJ
easat-7072	373	8	directions	direction	NOUN
easat-7072	373	9	for	for	ADP
easat-7072	373	10	developing	develop	VERB
easat-7072	373	11	innovative	innovative	ADJ
easat-7072	373	12	methods	method	NOUN
easat-7072	373	13	and	and	CCONJ
easat-7072	373	14	tools	tool	NOUN
easat-7072	373	15	to	to	PART
easat-7072	373	16	advance	advance	VERB
easat-7072	373	17	fault	fault	NOUN
easat-7072	373	18	prediction	prediction	NOUN
easat-7072	373	19	in	in	ADP
easat-7072	373	20	complex	complex	ADJ
easat-7072	373	21	systems	system	NOUN
easat-7072	373	22	.	.	PUNCT
easat-7072	374	1	our	our	PRON
easat-7072	374	2	findings	finding	NOUN
easat-7072	374	3	suggest	suggest	VERB
easat-7072	374	4	that	that	SCONJ
easat-7072	374	5	fault	fault	NOUN
easat-7072	374	6	prediction	prediction	NOUN
easat-7072	374	7	is	be	AUX
easat-7072	374	8	still	still	ADV
easat-7072	374	9	an	an	DET
easat-7072	374	10	emerging	emerge	VERB
easat-7072	374	11	research	research	NOUN
easat-7072	374	12	area	area	NOUN
easat-7072	374	13	.	.	PUNCT
easat-7072	375	1	expanding	expand	VERB
easat-7072	375	2	fault	fault	NOUN
easat-7072	375	3	prediction	prediction	NOUN
easat-7072	375	4	to	to	PART
easat-7072	375	5	include	include	VERB
easat-7072	375	6	related	related	ADJ
easat-7072	375	7	fields	field	NOUN
easat-7072	375	8	such	such	ADJ
easat-7072	375	9	as	as	ADP
easat-7072	375	10	prognostics	prognostic	NOUN
easat-7072	375	11	,	,	PUNCT
easat-7072	375	12	classification	classification	NOUN
easat-7072	375	13	,	,	PUNCT
easat-7072	375	14	prediction	prediction	NOUN
easat-7072	375	15	,	,	PUNCT
easat-7072	375	16	and	and	CCONJ
easat-7072	375	17	performance	performance	NOUN
easat-7072	375	18	analysis	analysis	NOUN
easat-7072	375	19	could	could	AUX
easat-7072	375	20	enhance	enhance	VERB
easat-7072	375	21	system	system	NOUN
easat-7072	375	22	reliability	reliability	NOUN
easat-7072	375	23	,	,	PUNCT
easat-7072	375	24	optimize	optimize	VERB
easat-7072	375	25	operational	operational	ADJ
easat-7072	375	26	efficiency	efficiency	NOUN
easat-7072	375	27	,	,	PUNCT
easat-7072	375	28	and	and	CCONJ
easat-7072	375	29	reduce	reduce	VERB
easat-7072	375	30	maintenance	maintenance	NOUN
easat-7072	375	31	costs	cost	NOUN
easat-7072	375	32	by	by	ADP
easat-7072	375	33	preventing	prevent	VERB
easat-7072	375	34	breakdowns	breakdown	NOUN
easat-7072	375	35	and	and	CCONJ
easat-7072	375	36	bottlenecks	bottleneck	NOUN
easat-7072	375	37	.	.	PUNCT
easat-7072	376	1	ultimately	ultimately	ADV
easat-7072	376	2	,	,	PUNCT
easat-7072	376	3	this	this	DET
easat-7072	376	4	paper	paper	NOUN
easat-7072	376	5	highlights	highlight	VERB
easat-7072	376	6	the	the	DET
easat-7072	376	7	existing	exist	VERB
easat-7072	376	8	progress	progress	NOUN
easat-7072	376	9	in	in	ADP
easat-7072	376	10	the	the	DET
easat-7072	376	11	field	field	NOUN
easat-7072	376	12	,	,	PUNCT
easat-7072	376	13	which	which	PRON
easat-7072	376	14	will	will	AUX
easat-7072	376	15	drive	drive	VERB
easat-7072	376	16	further	further	ADJ
easat-7072	376	17	innovation	innovation	NOUN
easat-7072	376	18	in	in	ADP
easat-7072	376	19	predictive	predictive	ADJ
easat-7072	376	20	analytics	analytic	NOUN
easat-7072	376	21	,	,	PUNCT
easat-7072	376	22	machine	machine	NOUN
easat-7072	376	23	learning	learning	NOUN
easat-7072	376	24	,	,	PUNCT
easat-7072	376	25	and	and	CCONJ
easat-7072	376	26	smart	smart	ADJ
easat-7072	376	27	algorithms	algorithm	NOUN
easat-7072	376	28	for	for	ADP
easat-7072	376	29	fault	fault	NOUN
easat-7072	376	30	prediction	prediction	NOUN
easat-7072	376	31	applications	application	NOUN
easat-7072	376	32	in	in	ADP
easat-7072	376	33	critical	critical	ADJ
easat-7072	376	34	and	and	CCONJ
easat-7072	376	35	complex	complex	ADJ
easat-7072	376	36	systems	system	NOUN
easat-7072	376	37	.	.	PUNCT
easat-7072	377	1	transparency	transparency	NOUN
easat-7072	377	2	:	:	PUNCT
easat-7072	377	3	the	the	DET
easat-7072	377	4	authors	author	NOUN
easat-7072	377	5	confirm	confirm	VERB
easat-7072	377	6	that	that	SCONJ
easat-7072	377	7	the	the	DET
easat-7072	377	8	manuscript	manuscript	NOUN
easat-7072	377	9	is	be	AUX
easat-7072	377	10	an	an	DET
easat-7072	377	11	honest	honest	ADJ
easat-7072	377	12	,	,	PUNCT
easat-7072	377	13	accurate	accurate	ADJ
easat-7072	377	14	,	,	PUNCT
easat-7072	377	15	and	and	CCONJ
easat-7072	377	16	transparent	transparent	ADJ
easat-7072	377	17	account	account	NOUN
easat-7072	377	18	of	of	ADP
easat-7072	377	19	the	the	DET
easat-7072	377	20	study	study	NOUN
easat-7072	377	21	;	;	PUNCT
easat-7072	377	22	that	that	SCONJ
easat-7072	377	23	no	no	DET
easat-7072	377	24	vital	vital	ADJ
easat-7072	377	25	features	feature	NOUN
easat-7072	377	26	of	of	ADP
easat-7072	377	27	the	the	DET
easat-7072	377	28	study	study	NOUN
easat-7072	377	29	have	have	AUX
easat-7072	377	30	been	be	AUX
easat-7072	377	31	omitted	omit	VERB
easat-7072	377	32	;	;	PUNCT
easat-7072	377	33	and	and	CCONJ
easat-7072	377	34	that	that	SCONJ
easat-7072	377	35	any	any	DET
easat-7072	377	36	discrepancies	discrepancy	NOUN
easat-7072	377	37	from	from	ADP
easat-7072	377	38	the	the	DET
easat-7072	377	39	study	study	NOUN
easat-7072	377	40	as	as	SCONJ
easat-7072	377	41	planned	plan	VERB
easat-7072	377	42	have	have	AUX
easat-7072	377	43	been	be	AUX
easat-7072	377	44	explained	explain	VERB
easat-7072	377	45	.	.	PUNCT
easat-7072	378	1	this	this	DET
easat-7072	378	2	study	study	NOUN
easat-7072	378	3	followed	follow	VERB
easat-7072	378	4	all	all	DET
easat-7072	378	5	ethical	ethical	ADJ
easat-7072	378	6	practices	practice	NOUN
easat-7072	378	7	during	during	ADP
easat-7072	378	8	writing	writing	NOUN
easat-7072	378	9	.	.	PUNCT
easat-7072	379	1	copyright	copyright	NOUN
easat-7072	379	2	:	:	PUNCT
easat-7072	379	3	©	©	PROPN
easat-7072	379	4	2025	2025	NUM
easat-7072	379	5	by	by	ADP
easat-7072	379	6	the	the	DET
easat-7072	379	7	authors	author	NOUN
easat-7072	379	8	.	.	PUNCT
easat-7072	380	1	this	this	DET
easat-7072	380	2	open	open	ADJ
easat-7072	380	3	-	-	PUNCT
easat-7072	380	4	access	access	NOUN
easat-7072	380	5	article	article	NOUN
easat-7072	380	6	is	be	AUX
easat-7072	380	7	distributed	distribute	VERB
easat-7072	380	8	under	under	ADP
easat-7072	380	9	the	the	DET
easat-7072	380	10	terms	term	NOUN
easat-7072	380	11	and	and	CCONJ
easat-7072	380	12	conditions	condition	NOUN
easat-7072	380	13	of	of	ADP
easat-7072	380	14	the	the	DET
easat-7072	380	15	creative	creative	ADJ
easat-7072	380	16	commons	common	NOUN
easat-7072	380	17	attribution	attribution	NOUN
easat-7072	380	18	(	(	PUNCT
easat-7072	380	19	cc	cc	NOUN
easat-7072	380	20	by	by	ADP
easat-7072	380	21	)	)	PUNCT
easat-7072	380	22	license	license	NOUN
easat-7072	380	23	(	(	PUNCT
easat-7072	380	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7072	380	25	)	)	PUNCT
easat-7072	380	26	.	.	PUNCT
easat-7072	381	1	references	reference	NOUN
easat-7072	381	2	[	[	X
easat-7072	381	3	1	1	NUM
easat-7072	381	4	]	]	PUNCT
easat-7072	381	5	m.	m.	NOUN
easat-7072	381	6	alauddin	alauddin	NOUN
easat-7072	381	7	,	,	PUNCT
easat-7072	381	8	f.	f.	PROPN
easat-7072	381	9	khan	khan	PROPN
easat-7072	381	10	,	,	PUNCT
easat-7072	381	11	s.	s.	PROPN
easat-7072	381	12	imtiaz	imtiaz	PROPN
easat-7072	381	13	,	,	PUNCT
easat-7072	381	14	and	and	CCONJ
easat-7072	381	15	s.	s.	PROPN
easat-7072	381	16	ahmed	ahmed	PROPN
easat-7072	381	17	,	,	PUNCT
easat-7072	381	18	"	"	PUNCT
easat-7072	381	19	a	a	DET
easat-7072	381	20	bibliometric	bibliometric	ADJ
easat-7072	381	21	review	review	NOUN
easat-7072	381	22	and	and	CCONJ
easat-7072	381	23	analysis	analysis	NOUN
easat-7072	381	24	of	of	ADP
easat-7072	381	25	data	data	NOUN
easat-7072	381	26	-	-	PUNCT
easat-7072	381	27	driven	drive	VERB
easat-7072	381	28	fault	fault	NOUN
easat-7072	381	29	detection	detection	NOUN
easat-7072	381	30	and	and	CCONJ
easat-7072	381	31	diagnosis	diagnosis	NOUN
easat-7072	381	32	methods	method	NOUN
easat-7072	381	33	for	for	ADP
easat-7072	381	34	process	process	NOUN
easat-7072	381	35	systems	system	NOUN
easat-7072	381	36	,	,	PUNCT
easat-7072	381	37	"	"	PUNCT
easat-7072	381	38	industrial	industrial	PROPN
easat-7072	381	39	&	&	CCONJ
easat-7072	381	40	engineering	engineer	VERB
easat-7072	381	41	chemistry	chemistry	NOUN
easat-7072	381	42	research	research	NOUN
easat-7072	381	43	,	,	PUNCT
easat-7072	381	44	vol	vol	NOUN
easat-7072	381	45	.	.	PROPN
easat-7072	381	46	57	57	NUM
easat-7072	381	47	,	,	PUNCT
easat-7072	381	48	no	no	INTJ
easat-7072	381	49	.	.	NOUN
easat-7072	381	50	32	32	NUM
easat-7072	381	51	,	,	PUNCT
easat-7072	381	52	pp	pp	ADJ
easat-7072	381	53	.	.	PUNCT
easat-7072	381	54	10719–10735	10719–10735	NUM
easat-7072	381	55	,	,	PUNCT
easat-7072	381	56	2018	2018	NUM
easat-7072	381	57	.	.	PUNCT
easat-7072	382	1	https://doi.org/10.1021/acs.iecr.8b00936	https://doi.org/10.1021/acs.iecr.8b00936	INTJ
easat-7072	383	1	[	[	X
easat-7072	383	2	2	2	NUM
easat-7072	383	3	]	]	PUNCT
easat-7072	383	4	p.	p.	NOUN
easat-7072	383	5	tamilselvan	tamilselvan	NOUN
easat-7072	383	6	and	and	CCONJ
easat-7072	383	7	p.	p.	PROPN
easat-7072	383	8	wang	wang	PROPN
easat-7072	383	9	,	,	PUNCT
easat-7072	383	10	"	"	PUNCT
easat-7072	383	11	failure	failure	NOUN
easat-7072	383	12	diagnosis	diagnosis	NOUN
easat-7072	383	13	using	use	VERB
easat-7072	383	14	deep	deep	ADJ
easat-7072	383	15	belief	belief	NOUN
easat-7072	383	16	learning	learn	VERB
easat-7072	383	17	based	base	VERB
easat-7072	383	18	health	health	NOUN
easat-7072	383	19	state	state	NOUN
easat-7072	383	20	classification	classification	NOUN
easat-7072	383	21	,	,	PUNCT
easat-7072	383	22	"	"	PUNCT
easat-7072	383	23	reliability	reliability	NOUN
easat-7072	383	24	engineering	engineering	NOUN
easat-7072	383	25	&	&	CCONJ
easat-7072	383	26	system	system	NOUN
easat-7072	383	27	safety	safety	NOUN
easat-7072	383	28	,	,	PUNCT
easat-7072	383	29	vol	vol	NOUN
easat-7072	383	30	.	.	PROPN
easat-7072	383	31	115	115	NUM
easat-7072	383	32	,	,	PUNCT
easat-7072	383	33	pp	pp	ADJ
easat-7072	383	34	.	.	PUNCT
easat-7072	384	1	124–135	124–135	NUM
easat-7072	384	2	,	,	PUNCT
easat-7072	384	3	2013	2013	NUM
easat-7072	384	4	.	.	PUNCT
easat-7072	385	1	https://doi.org/10.1016/j.ress.2013.02.022	https://doi.org/10.1016/j.ress.2013.02.022	NOUN
easat-7072	385	2	[	[	X
easat-7072	385	3	3	3	NUM
easat-7072	385	4	]	]	X
easat-7072	385	5	c.	c.	PROPN
easat-7072	385	6	li	li	PROPN
easat-7072	385	7	,	,	PUNCT
easat-7072	385	8	r.	r.	PROPN
easat-7072	385	9	v.	v.	PROPN
easat-7072	385	10	sánchez	sánchez	PROPN
easat-7072	385	11	,	,	PUNCT
easat-7072	385	12	g.	g.	PROPN
easat-7072	385	13	zurita	zurita	PROPN
easat-7072	385	14	,	,	PUNCT
easat-7072	385	15	m.	m.	NOUN
easat-7072	385	16	cerrada	cerrada	PROPN
easat-7072	385	17	,	,	PUNCT
easat-7072	385	18	d.	d.	PROPN
easat-7072	385	19	cabrera	cabrera	PROPN
easat-7072	385	20	,	,	PUNCT
easat-7072	385	21	and	and	CCONJ
easat-7072	385	22	r.	r.	PROPN
easat-7072	385	23	e.	e.	PROPN
easat-7072	385	24	vásquez	vásquez	PROPN
easat-7072	385	25	,	,	PUNCT
easat-7072	385	26	"	"	PUNCT
easat-7072	385	27	multimodal	multimodal	ADJ
easat-7072	385	28	deep	deep	ADJ
easat-7072	385	29	support	support	NOUN
easat-7072	385	30	vector	vector	NOUN
easat-7072	385	31	classification	classification	NOUN
easat-7072	385	32	with	with	ADP
easat-7072	385	33	homologous	homologous	ADJ
easat-7072	385	34	features	feature	NOUN
easat-7072	385	35	and	and	CCONJ
easat-7072	385	36	its	its	PRON
easat-7072	385	37	application	application	NOUN
easat-7072	385	38	to	to	PART
easat-7072	385	39	gearbox	gearbox	VERB
easat-7072	385	40	fault	fault	VERB
easat-7072	385	41	diagnosis	diagnosis	NOUN
easat-7072	385	42	,	,	PUNCT
easat-7072	385	43	"	"	PUNCT
easat-7072	385	44	neurocomputing	neurocomputing	NOUN
easat-7072	385	45	,	,	PUNCT
easat-7072	385	46	vol	vol	NOUN
easat-7072	385	47	.	.	PROPN
easat-7072	385	48	168	168	NUM
easat-7072	385	49	,	,	PUNCT
easat-7072	385	50	pp	pp	ADJ
easat-7072	385	51	.	.	PUNCT
easat-7072	386	1	119–127	119–127	NUM
easat-7072	386	2	,	,	PUNCT
easat-7072	386	3	2015	2015	NUM
easat-7072	386	4	.	.	PUNCT
easat-7072	387	1	https://doi.org/10.1016/j.neucom.2015.06.008	https://doi.org/10.1016/j.neucom.2015.06.008	NOUN
easat-7072	387	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7072	387	3	https://doi.org/10.1021/acs.iecr.8b00936	https://doi.org/10.1021/acs.iecr.8b00936	PROPN
easat-7072	387	4	https://doi.org/10.1016/j.ress.2013.02.022	https://doi.org/10.1016/j.ress.2013.02.022	PROPN
easat-7072	387	5	https://doi.org/10.1016/j.neucom.2015.06.008	https://doi.org/10.1016/j.neucom.2015.06.008	PROPN
easat-7072	387	6	1056	1056	NUM
easat-7072	387	7	edelweiss	edelweiss	PROPN
easat-7072	387	8	applied	apply	VERB
easat-7072	387	9	science	science	NOUN
easat-7072	387	10	and	and	CCONJ
easat-7072	387	11	technology	technology	NOUN
easat-7072	387	12	issn	issn	PROPN
easat-7072	387	13	:	:	PUNCT
easat-7072	387	14	2576	2576	NUM
easat-7072	387	15	-	-	SYM
easat-7072	387	16	8484	8484	NUM
easat-7072	387	17	vol	vol	NOUN
easat-7072	387	18	.	.	PROPN
easat-7072	388	1	9	9	NUM
easat-7072	388	2	,	,	PUNCT
easat-7072	388	3	no	no	INTJ
easat-7072	388	4	.	.	NOUN
easat-7072	388	5	5	5	NUM
easat-7072	388	6	:	:	PUNCT
easat-7072	388	7	1040	1040	NUM
easat-7072	388	8	-	-	SYM
easat-7072	388	9	1056	1056	NUM
easat-7072	388	10	,	,	PUNCT
easat-7072	388	11	2025	2025	NUM
easat-7072	388	12	doi	doi	NOUN
easat-7072	388	13	:	:	PUNCT
easat-7072	388	14	10.55214/25768484.v9i5.7072	10.55214/25768484.v9i5.7072	NOUN
easat-7072	388	15	©	©	PROPN
easat-7072	388	16	2025	2025	NUM
easat-7072	388	17	by	by	ADP
easat-7072	388	18	the	the	DET
easat-7072	388	19	authors	author	NOUN
easat-7072	388	20	;	;	PUNCT
easat-7072	388	21	licensee	licensee	PROPN
easat-7072	388	22	learning	learning	NOUN
easat-7072	388	23	gate	gate	NOUN
easat-7072	389	1	[	[	X
easat-7072	389	2	4	4	NUM
easat-7072	389	3	]	]	PUNCT
easat-7072	389	4	k.	k.	PROPN
easat-7072	389	5	bacha	bacha	PROPN
easat-7072	389	6	,	,	PUNCT
easat-7072	389	7	s.	s.	PROPN
easat-7072	389	8	souahlia	souahlia	PROPN
easat-7072	389	9	,	,	PUNCT
easat-7072	389	10	and	and	CCONJ
easat-7072	389	11	m.	m.	NOUN
easat-7072	389	12	gossa	gossa	NOUN
easat-7072	389	13	,	,	PUNCT
easat-7072	389	14	"	"	PUNCT
easat-7072	389	15	power	power	NOUN
easat-7072	389	16	transformer	transformer	NOUN
easat-7072	389	17	fault	fault	NOUN
easat-7072	389	18	diagnosis	diagnosis	NOUN
easat-7072	389	19	based	base	VERB
easat-7072	389	20	on	on	ADP
easat-7072	389	21	dissolved	dissolved	ADJ
easat-7072	389	22	gas	gas	NOUN
easat-7072	389	23	analysis	analysis	NOUN
easat-7072	389	24	by	by	ADP
easat-7072	389	25	support	support	NOUN
easat-7072	389	26	vector	vector	NOUN
easat-7072	389	27	machine	machine	NOUN
easat-7072	389	28	,	,	PUNCT
easat-7072	389	29	"	"	PUNCT
easat-7072	389	30	electric	electric	ADJ
easat-7072	389	31	power	power	NOUN
easat-7072	389	32	systems	system	NOUN
easat-7072	389	33	research	research	NOUN
easat-7072	389	34	,	,	PUNCT
easat-7072	389	35	vol	vol	NOUN
easat-7072	389	36	.	.	PROPN
easat-7072	389	37	83	83	NUM
easat-7072	389	38	,	,	PUNCT
easat-7072	389	39	no	no	INTJ
easat-7072	389	40	.	.	NOUN
easat-7072	389	41	1	1	NUM
easat-7072	389	42	,	,	PUNCT
easat-7072	389	43	pp	pp	ADJ
easat-7072	389	44	.	.	PUNCT
easat-7072	390	1	73–79	73–79	ADV
easat-7072	390	2	,	,	PUNCT
easat-7072	390	3	2012	2012	NUM
easat-7072	390	4	.	.	PUNCT
easat-7072	391	1	https://doi.org/10.1016/j.epsr.2011.09.012	https://doi.org/10.1016/j.epsr.2011.09.012	NOUN
easat-7072	391	2	[	[	X
easat-7072	391	3	5	5	NUM
easat-7072	391	4	]	]	PUNCT
easat-7072	391	5	l.	l.	PROPN
easat-7072	391	6	li	li	PROPN
easat-7072	391	7	,	,	PUNCT
easat-7072	391	8	y.	y.	PROPN
easat-7072	391	9	wang	wang	PROPN
easat-7072	391	10	,	,	PUNCT
easat-7072	391	11	and	and	CCONJ
easat-7072	391	12	k.-y	k.-y	NOUN
easat-7072	391	13	.	.	PUNCT
easat-7072	392	1	lin	lin	PROPN
easat-7072	392	2	,	,	PUNCT
easat-7072	392	3	"	"	PUNCT
easat-7072	392	4	preventive	preventive	ADJ
easat-7072	392	5	maintenance	maintenance	NOUN
easat-7072	392	6	scheduling	scheduling	NOUN
easat-7072	392	7	optimization	optimization	NOUN
easat-7072	392	8	based	base	VERB
easat-7072	392	9	on	on	ADP
easat-7072	392	10	opportunistic	opportunistic	ADJ
easat-7072	392	11	productionmaintenance	productionmaintenance	NOUN
easat-7072	392	12	synchronization	synchronization	NOUN
easat-7072	392	13	,	,	PUNCT
easat-7072	392	14	"	"	PUNCT
easat-7072	392	15	journal	journal	NOUN
easat-7072	392	16	of	of	ADP
easat-7072	392	17	intelligent	intelligent	ADJ
easat-7072	392	18	manufacturing	manufacturing	NOUN
easat-7072	392	19	,	,	PUNCT
easat-7072	392	20	vol	vol	NOUN
easat-7072	392	21	.	.	PROPN
easat-7072	392	22	32	32	NUM
easat-7072	392	23	,	,	PUNCT
easat-7072	392	24	no	no	INTJ
easat-7072	392	25	.	.	NOUN
easat-7072	392	26	2	2	NUM
easat-7072	392	27	,	,	PUNCT
easat-7072	392	28	pp	pp	ADJ
easat-7072	392	29	.	.	PUNCT
easat-7072	393	1	545	545	NUM
easat-7072	393	2	-	-	SYM
easat-7072	393	3	558	558	NUM
easat-7072	393	4	,	,	PUNCT
easat-7072	393	5	2021	2021	NUM
easat-7072	393	6	.	.	PUNCT
easat-7072	394	1	https://doi.org/10.1007/s10845-020-01545-9	https://doi.org/10.1007/s10845-020-01545-9	NUM
easat-7072	395	1	[	[	X
easat-7072	395	2	6	6	NUM
easat-7072	395	3	]	]	X
easat-7072	395	4	d.	d.	PROPN
easat-7072	395	5	nimmo	nimmo	PROPN
easat-7072	395	6	,	,	PUNCT
easat-7072	395	7	the	the	DET
easat-7072	395	8	political	political	ADJ
easat-7072	395	9	pundits	pundit	NOUN
easat-7072	395	10	boston	boston	PROPN
easat-7072	395	11	:	:	PUNCT
easat-7072	395	12	allyn	allyn	PROPN
easat-7072	395	13	and	and	CCONJ
easat-7072	395	14	bacon	bacon	NOUN
easat-7072	395	15	,	,	PUNCT
easat-7072	395	16	1995	1995	NUM
easat-7072	395	17	.	.	PUNCT
easat-7072	396	1	[	[	X
easat-7072	396	2	7	7	X
easat-7072	396	3	]	]	X
easat-7072	396	4	j.	j.	PROPN
easat-7072	396	5	gertler	gertler	PROPN
easat-7072	396	6	,	,	PUNCT
easat-7072	396	7	fault	fault	VERB
easat-7072	396	8	detection	detection	NOUN
easat-7072	396	9	and	and	CCONJ
easat-7072	396	10	diagnosis	diagnosis	NOUN
easat-7072	396	11	in	in	ADP
easat-7072	396	12	engineering	engineering	NOUN
easat-7072	396	13	systems	system	NOUN
easat-7072	396	14	.	.	PUNCT
easat-7072	397	1	new	new	PROPN
easat-7072	397	2	york	york	PROPN
easat-7072	397	3	:	:	PUNCT
easat-7072	397	4	marcel	marcel	PROPN
easat-7072	397	5	dekker	dekker	PROPN
easat-7072	397	6	,	,	PUNCT
easat-7072	397	7	1998	1998	NUM
easat-7072	397	8	.	.	PUNCT
easat-7072	398	1	[	[	X
easat-7072	398	2	8	8	NUM
easat-7072	398	3	]	]	PUNCT
easat-7072	398	4	m.	m.	NOUN
easat-7072	398	5	a.	a.	NOUN
easat-7072	398	6	massoumnia	massoumnia	PROPN
easat-7072	398	7	,	,	PUNCT
easat-7072	398	8	"	"	PUNCT
easat-7072	398	9	a	a	DET
easat-7072	398	10	geometric	geometric	ADJ
easat-7072	398	11	approach	approach	NOUN
easat-7072	398	12	to	to	ADP
easat-7072	398	13	the	the	DET
easat-7072	398	14	synthesis	synthesis	NOUN
easat-7072	398	15	of	of	ADP
easat-7072	398	16	failure	failure	NOUN
easat-7072	398	17	detection	detection	NOUN
easat-7072	398	18	filters	filter	NOUN
easat-7072	398	19	,	,	PUNCT
easat-7072	398	20	"	"	PUNCT
easat-7072	398	21	doctoral	doctoral	ADJ
easat-7072	398	22	dissertation	dissertation	NOUN
easat-7072	398	23	,	,	PUNCT
easat-7072	398	24	massachusetts	massachusetts	PROPN
easat-7072	398	25	institute	institute	PROPN
easat-7072	398	26	of	of	ADP
easat-7072	398	27	technology	technology	PROPN
easat-7072	398	28	(	(	PUNCT
easat-7072	398	29	mit	mit	NOUN
easat-7072	398	30	)	)	PUNCT
easat-7072	398	31	,	,	PUNCT
easat-7072	398	32	cambridge	cambridge	PROPN
easat-7072	398	33	,	,	PUNCT
easat-7072	398	34	ma	ma	PROPN
easat-7072	398	35	,	,	PUNCT
easat-7072	398	36	1986	1986	NUM
easat-7072	398	37	.	.	PUNCT
easat-7072	399	1	[	[	X
easat-7072	399	2	9	9	NUM
easat-7072	399	3	]	]	X
easat-7072	399	4	m.	m.	NOUN
easat-7072	399	5	basseville	basseville	NOUN
easat-7072	399	6	and	and	CCONJ
easat-7072	399	7	i.	i.	PROPN
easat-7072	399	8	v.	v.	PROPN
easat-7072	399	9	nikiforov	nikiforov	PROPN
easat-7072	399	10	,	,	PUNCT
easat-7072	399	11	detection	detection	NOUN
easat-7072	399	12	of	of	ADP
easat-7072	399	13	abrupt	abrupt	ADJ
easat-7072	399	14	changes	change	NOUN
easat-7072	399	15	:	:	PUNCT
easat-7072	399	16	theory	theory	NOUN
easat-7072	399	17	and	and	CCONJ
easat-7072	399	18	application	application	NOUN
easat-7072	399	19	.	.	PUNCT
easat-7072	400	1	englewood	englewood	PROPN
easat-7072	400	2	cliffs	cliffs	PROPN
easat-7072	400	3	,	,	PUNCT
easat-7072	400	4	nj	nj	PROPN
easat-7072	400	5	:	:	PUNCT
easat-7072	400	6	prentice	prentice	PROPN
easat-7072	400	7	hall	hall	PROPN
easat-7072	400	8	,	,	PUNCT
easat-7072	400	9	1993	1993	NUM
easat-7072	400	10	.	.	PUNCT
easat-7072	401	1	[	[	X
easat-7072	401	2	10	10	NUM
easat-7072	401	3	]	]	X
easat-7072	401	4	d.	d.	PROPN
easat-7072	401	5	silver	silver	PROPN
easat-7072	401	6	et	et	PROPN
easat-7072	401	7	al	al	PROPN
easat-7072	401	8	.	.	PROPN
easat-7072	401	9	,	,	PUNCT
easat-7072	401	10	"	"	PUNCT
easat-7072	401	11	mastering	master	VERB
easat-7072	401	12	the	the	DET
easat-7072	401	13	game	game	NOUN
easat-7072	401	14	of	of	ADP
easat-7072	401	15	go	go	NOUN
easat-7072	401	16	without	without	ADP
easat-7072	401	17	human	human	ADJ
easat-7072	401	18	knowledge	knowledge	NOUN
easat-7072	401	19	,	,	PUNCT
easat-7072	401	20	"	"	PUNCT
easat-7072	401	21	nature	nature	NOUN
easat-7072	401	22	,	,	PUNCT
easat-7072	401	23	vol	vol	NOUN
easat-7072	401	24	.	.	PROPN
easat-7072	401	25	550	550	NUM
easat-7072	401	26	,	,	PUNCT
easat-7072	401	27	no	no	NOUN
easat-7072	401	28	.	.	NOUN
easat-7072	401	29	7676	7676	NUM
easat-7072	401	30	,	,	PUNCT
easat-7072	401	31	pp	pp	ADV
easat-7072	401	32	.	.	PUNCT
easat-7072	402	1	354–359	354–359	NUM
easat-7072	402	2	,	,	PUNCT
easat-7072	402	3	2017	2017	NUM
easat-7072	402	4	.	.	PUNCT
easat-7072	403	1	https://doi.org/10.1038/nature24270	https://doi.org/10.1038/nature24270	PROPN
easat-7072	404	1	[	[	X
easat-7072	404	2	11	11	NUM
easat-7072	404	3	]	]	X
easat-7072	404	4	d.	d.	PROPN
easat-7072	404	5	silver	silver	PROPN
easat-7072	404	6	et	et	PROPN
easat-7072	404	7	al	al	PROPN
easat-7072	404	8	.	.	PROPN
easat-7072	404	9	,	,	PUNCT
easat-7072	404	10	"	"	PUNCT
easat-7072	404	11	mastering	master	VERB
easat-7072	404	12	the	the	DET
easat-7072	404	13	game	game	NOUN
easat-7072	404	14	of	of	ADP
easat-7072	404	15	go	go	NOUN
easat-7072	404	16	with	with	ADP
easat-7072	404	17	deep	deep	ADJ
easat-7072	404	18	neural	neural	ADJ
easat-7072	404	19	networks	network	NOUN
easat-7072	404	20	and	and	CCONJ
easat-7072	404	21	tree	tree	NOUN
easat-7072	404	22	search	search	NOUN
easat-7072	404	23	,	,	PUNCT
easat-7072	404	24	"	"	PUNCT
easat-7072	404	25	nature	nature	NOUN
easat-7072	404	26	,	,	PUNCT
easat-7072	404	27	vol	vol	NOUN
easat-7072	404	28	.	.	PROPN
easat-7072	404	29	529	529	NUM
easat-7072	404	30	,	,	PUNCT
easat-7072	404	31	no	no	INTJ
easat-7072	404	32	.	.	NOUN
easat-7072	404	33	7587	7587	NUM
easat-7072	404	34	,	,	PUNCT
easat-7072	404	35	pp	pp	ADJ
easat-7072	404	36	.	.	PUNCT
easat-7072	405	1	484–489	484–489	NUM
easat-7072	405	2	,	,	PUNCT
easat-7072	405	3	2016	2016	NUM
easat-7072	405	4	.	.	PUNCT
easat-7072	406	1	https://doi.org/10.1038/nature16961	https://doi.org/10.1038/nature16961	PROPN
easat-7072	407	1	[	[	X
easat-7072	407	2	12	12	NUM
easat-7072	407	3	]	]	PUNCT
easat-7072	407	4	k.	k.	PROPN
easat-7072	407	5	t.	t.	PROPN
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easat-7072	407	7	and	and	CCONJ
easat-7072	407	8	w.	w.	PROPN
easat-7072	407	9	w.	w.	PROPN
easat-7072	407	10	wang	wang	PROPN
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easat-7072	407	12	"	"	PUNCT
easat-7072	407	13	competition	competition	NOUN
easat-7072	407	14	in	in	ADP
easat-7072	407	15	the	the	DET
easat-7072	407	16	stock	stock	NOUN
easat-7072	407	17	market	market	NOUN
easat-7072	407	18	with	with	ADP
easat-7072	407	19	asymmetric	asymmetric	ADJ
easat-7072	407	20	information	information	NOUN
easat-7072	407	21	,	,	PUNCT
easat-7072	407	22	"	"	PUNCT
easat-7072	407	23	economic	economic	ADJ
easat-7072	407	24	modelling	modelling	NOUN
easat-7072	407	25	,	,	PUNCT
easat-7072	407	26	vol	vol	NOUN
easat-7072	407	27	.	.	PROPN
easat-7072	407	28	61	61	NUM
easat-7072	407	29	,	,	PUNCT
easat-7072	407	30	pp	pp	PROPN
easat-7072	407	31	.	.	PUNCT
easat-7072	408	1	40–49	40–49	NUM
easat-7072	408	2	,	,	PUNCT
easat-7072	408	3	2017	2017	NUM
easat-7072	408	4	.	.	PUNCT
easat-7072	409	1	https://doi.org/10.1016/j.econmod.2016.11.024	https://doi.org/10.1016/j.econmod.2016.11.024	PROPN
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easat-7072	409	3	13	13	NUM
easat-7072	409	4	]	]	PUNCT
easat-7072	409	5	j.	j.	PROPN
easat-7072	409	6	zhu	zhu	PROPN
easat-7072	409	7	,	,	PUNCT
easat-7072	409	8	l.	l.	PROPN
easat-7072	409	9	zheng	zheng	PROPN
easat-7072	409	10	,	,	PUNCT
easat-7072	409	11	and	and	CCONJ
easat-7072	409	12	k.	k.	PROPN
easat-7072	409	13	suyama	suyama	NOUN
easat-7072	409	14	,	,	PUNCT
easat-7072	409	15	"	"	PUNCT
easat-7072	409	16	misexpression	misexpression	NOUN
easat-7072	409	17	of	of	ADP
easat-7072	409	18	an	an	DET
easat-7072	409	19	activated	activate	VERB
easat-7072	409	20	form	form	NOUN
easat-7072	409	21	of	of	ADP
easat-7072	409	22	the	the	DET
easat-7072	409	23	fgf	fgf	PROPN
easat-7072	409	24	receptor	receptor	NOUN
easat-7072	409	25	breathless	breathless	NOUN
easat-7072	409	26	in	in	ADP
easat-7072	409	27	conjunction	conjunction	NOUN
easat-7072	409	28	with	with	ADP
easat-7072	409	29	downstream	downstream	ADJ
easat-7072	409	30	-	-	PUNCT
easat-7072	409	31	of	of	ADP
easat-7072	409	32	-	-	PUNCT
easat-7072	409	33	fgf	fgf	NOUN
easat-7072	409	34	-	-	PUNCT
easat-7072	409	35	receptor	receptor	NOUN
easat-7072	409	36	(	(	PUNCT
easat-7072	409	37	dof	dof	NOUN
easat-7072	409	38	)	)	PUNCT
easat-7072	409	39	impairs	impair	VERB
easat-7072	409	40	eye	eye	NOUN
easat-7072	409	41	development	development	NOUN
easat-7072	409	42	in	in	ADP
easat-7072	409	43	drosophila	drosophila	NOUN
easat-7072	409	44	,	,	PUNCT
easat-7072	409	45	"	"	PUNCT
easat-7072	409	46	genetics	genetics	NOUN
easat-7072	409	47	,	,	PUNCT
easat-7072	409	48	vol	vol	NOUN
easat-7072	409	49	.	.	PROPN
easat-7072	409	50	170	170	NUM
easat-7072	409	51	,	,	PUNCT
easat-7072	409	52	no	no	INTJ
easat-7072	409	53	.	.	NOUN
easat-7072	409	54	2	2	NUM
easat-7072	409	55	,	,	PUNCT
easat-7072	409	56	pp	pp	ADJ
easat-7072	409	57	.	.	PUNCT
easat-7072	410	1	767	767	NUM
easat-7072	410	2	–	–	PUNCT
easat-7072	410	3	777	777	NUM
easat-7072	410	4	,	,	PUNCT
easat-7072	410	5	2005	2005	NUM
easat-7072	410	6	.	.	PUNCT
easat-7072	411	1	[	[	X
easat-7072	411	2	14	14	NUM
easat-7072	411	3	]	]	X
easat-7072	411	4	r.	r.	PROPN
easat-7072	411	5	isermann	isermann	PROPN
easat-7072	411	6	,	,	PUNCT
easat-7072	411	7	"	"	PUNCT
easat-7072	411	8	process	process	NOUN
easat-7072	411	9	fault	fault	NOUN
easat-7072	411	10	detection	detection	NOUN
easat-7072	411	11	based	base	VERB
easat-7072	411	12	on	on	ADP
easat-7072	411	13	modeling	modeling	NOUN
easat-7072	411	14	and	and	CCONJ
easat-7072	411	15	estimation	estimation	NOUN
easat-7072	411	16	methods	method	NOUN
easat-7072	411	17	,	,	PUNCT
easat-7072	411	18	"	"	PUNCT
easat-7072	411	19	automatica	automatica	NOUN
easat-7072	411	20	,	,	PUNCT
easat-7072	411	21	vol	vol	NOUN
easat-7072	411	22	.	.	PROPN
easat-7072	411	23	20	20	NUM
easat-7072	411	24	,	,	PUNCT
easat-7072	411	25	no	no	INTJ
easat-7072	411	26	.	.	NOUN
easat-7072	411	27	4	4	NUM
easat-7072	411	28	,	,	PUNCT
easat-7072	411	29	pp	pp	ADJ
easat-7072	411	30	.	.	PUNCT
easat-7072	412	1	387	387	NUM
easat-7072	412	2	–	–	PUNCT
easat-7072	412	3	404	404	NUM
easat-7072	412	4	,	,	PUNCT
easat-7072	412	5	1984	1984	NUM
easat-7072	412	6	.	.	PUNCT
easat-7072	413	1	https://doi.org/10.1016/0005-1098(84)90082-0	https://doi.org/10.1016/0005-1098(84)90082-0	NOUN
easat-7072	414	1	[	[	X
easat-7072	414	2	15	15	NUM
easat-7072	414	3	]	]	X
easat-7072	414	4	j.	j.	PROPN
easat-7072	414	5	chen	chen	PROPN
easat-7072	414	6	and	and	CCONJ
easat-7072	414	7	r.	r.	PROPN
easat-7072	414	8	j.	j.	PROPN
easat-7072	414	9	patton	patton	PROPN
easat-7072	414	10	,	,	PUNCT
easat-7072	414	11	"	"	PUNCT
easat-7072	414	12	active	active	ADJ
easat-7072	414	13	fault	fault	NOUN
easat-7072	414	14	-	-	PUNCT
easat-7072	414	15	tolerant	tolerant	ADJ
easat-7072	414	16	flight	flight	NOUN
easat-7072	414	17	control	control	NOUN
easat-7072	414	18	systems	system	NOUN
easat-7072	414	19	design	design	NOUN
easat-7072	414	20	using	use	VERB
easat-7072	414	21	the	the	DET
easat-7072	414	22	linear	linear	ADJ
easat-7072	414	23	matrix	matrix	NOUN
easat-7072	414	24	inequality	inequality	NOUN
easat-7072	414	25	method	method	NOUN
easat-7072	414	26	,	,	PUNCT
easat-7072	414	27	"	"	PUNCT
easat-7072	414	28	journal	journal	NOUN
easat-7072	414	29	of	of	ADP
easat-7072	414	30	guidance	guidance	NOUN
easat-7072	414	31	,	,	PUNCT
easat-7072	414	32	control	control	NOUN
easat-7072	414	33	,	,	PUNCT
easat-7072	414	34	and	and	CCONJ
easat-7072	414	35	dynamics	dynamic	NOUN
easat-7072	414	36	,	,	PUNCT
easat-7072	414	37	vol	vol	NOUN
easat-7072	414	38	.	.	PROPN
easat-7072	414	39	22	22	NUM
easat-7072	414	40	,	,	PUNCT
easat-7072	414	41	no	no	INTJ
easat-7072	414	42	.	.	NOUN
easat-7072	414	43	6	6	NUM
easat-7072	414	44	,	,	PUNCT
easat-7072	414	45	pp	pp	ADJ
easat-7072	414	46	.	.	PUNCT
easat-7072	415	1	892–900	892–900	NUM
easat-7072	415	2	,	,	PUNCT
easat-7072	415	3	1999	1999	NUM
easat-7072	415	4	.	.	PUNCT
easat-7072	416	1	https://doi.org/10.2514/2.4236	https://doi.org/10.2514/2.4236	X
easat-7072	416	2	[	[	X
easat-7072	416	3	16	16	NUM
easat-7072	416	4	]	]	X
easat-7072	416	5	c.	c.	NOUN
easat-7072	416	6	persis	persis	PROPN
easat-7072	416	7	and	and	CCONJ
easat-7072	416	8	a.	a.	NOUN
easat-7072	416	9	isidori	isidori	NOUN
easat-7072	416	10	,	,	PUNCT
easat-7072	416	11	"	"	PUNCT
easat-7072	416	12	a	a	DET
easat-7072	416	13	geometric	geometric	ADJ
easat-7072	416	14	approach	approach	NOUN
easat-7072	416	15	to	to	ADP
easat-7072	416	16	nonlinear	nonlinear	ADJ
easat-7072	416	17	fault	fault	NOUN
easat-7072	416	18	detection	detection	NOUN
easat-7072	416	19	and	and	CCONJ
easat-7072	416	20	isolation	isolation	NOUN
easat-7072	416	21	,	,	PUNCT
easat-7072	416	22	"	"	PUNCT
easat-7072	416	23	ieee	ieee	NOUN
easat-7072	416	24	transactions	transaction	NOUN
easat-7072	416	25	on	on	ADP
easat-7072	416	26	automatic	automatic	ADJ
easat-7072	416	27	control	control	NOUN
easat-7072	416	28	,	,	PUNCT
easat-7072	416	29	vol	vol	NOUN
easat-7072	416	30	.	.	PROPN
easat-7072	416	31	46	46	NUM
easat-7072	416	32	,	,	PUNCT
easat-7072	416	33	no	no	INTJ
easat-7072	416	34	.	.	NOUN
easat-7072	416	35	6	6	NUM
easat-7072	416	36	,	,	PUNCT
easat-7072	416	37	pp	pp	ADJ
easat-7072	416	38	.	.	PUNCT
easat-7072	417	1	853–865	853–865	NUM
easat-7072	417	2	,	,	PUNCT
easat-7072	417	3	2001	2001	NUM
easat-7072	417	4	.	.	PUNCT
easat-7072	418	1	https://doi.org/10.1109/9.928285	https://doi.org/10.1109/9.928285	PROPN
easat-7072	419	1	[	[	X
easat-7072	419	2	17	17	NUM
easat-7072	419	3	]	]	PUNCT
easat-7072	419	4	j.	j.	PROPN
easat-7072	419	5	wang	wang	PROPN
easat-7072	419	6	and	and	CCONJ
easat-7072	419	7	h.	h.	PROPN
easat-7072	419	8	hu	hu	PROPN
easat-7072	419	9	,	,	PUNCT
easat-7072	419	10	"	"	PUNCT
easat-7072	419	11	vibration	vibration	NOUN
easat-7072	419	12	-	-	PUNCT
easat-7072	419	13	based	base	VERB
easat-7072	419	14	fault	fault	NOUN
easat-7072	419	15	diagnosis	diagnosis	NOUN
easat-7072	419	16	of	of	ADP
easat-7072	419	17	pump	pump	NOUN
easat-7072	419	18	using	use	VERB
easat-7072	419	19	fuzzy	fuzzy	ADJ
easat-7072	419	20	technique	technique	NOUN
easat-7072	419	21	,	,	PUNCT
easat-7072	419	22	"	"	PUNCT
easat-7072	419	23	measurement	measurement	NOUN
easat-7072	419	24	,	,	PUNCT
easat-7072	419	25	vol	vol	NOUN
easat-7072	419	26	.	.	PROPN
easat-7072	419	27	39	39	NUM
easat-7072	419	28	,	,	PUNCT
easat-7072	419	29	no	no	INTJ
easat-7072	419	30	.	.	NOUN
easat-7072	419	31	2	2	NUM
easat-7072	419	32	,	,	PUNCT
easat-7072	419	33	pp	pp	ADJ
easat-7072	419	34	.	.	PUNCT
easat-7072	420	1	176–185	176–185	NUM
easat-7072	420	2	,	,	PUNCT
easat-7072	420	3	2006	2006	NUM
easat-7072	420	4	.	.	PUNCT
easat-7072	421	1	https://doi.org/10.1016/j.measurement.2005.07.015	https://doi.org/10.1016/j.measurement.2005.07.015	NOUN
easat-7072	421	2	[	[	X
easat-7072	421	3	18	18	NUM
easat-7072	421	4	]	]	X
easat-7072	421	5	h.	h.	PROPN
easat-7072	421	6	wu	wu	PROPN
easat-7072	421	7	,	,	PUNCT
easat-7072	421	8	h.	h.	PROPN
easat-7072	421	9	jiang	jiang	PROPN
easat-7072	421	10	,	,	PUNCT
easat-7072	421	11	and	and	CCONJ
easat-7072	421	12	d.	d.	PROPN
easat-7072	421	13	shan	shan	PROPN
easat-7072	421	14	,	,	PUNCT
easat-7072	421	15	transformers	transformer	NOUN
easat-7072	421	16	fault	fault	VERB
easat-7072	421	17	diagnosis	diagnosis	NOUN
easat-7072	421	18	based	base	VERB
easat-7072	421	19	on	on	ADP
easat-7072	421	20	support	support	NOUN
easat-7072	421	21	vector	vector	NOUN
easat-7072	421	22	machines	machine	NOUN
easat-7072	421	23	and	and	CCONJ
easat-7072	421	24	dissolved	dissolve	VERB
easat-7072	421	25	gas	gas	NOUN
easat-7072	421	26	analysis	analysis	NOUN
easat-7072	421	27	.	.	PUNCT
easat-7072	422	1	in	in	ADP
easat-7072	422	2	d.	d.	PROPN
easat-7072	422	3	s.	s.	PROPN
easat-7072	422	4	huang	huang	PROPN
easat-7072	422	5	,	,	PUNCT
easat-7072	422	6	d.	d.	PROPN
easat-7072	422	7	c.	c.	PROPN
easat-7072	422	8	wunsch	wunsch	PROPN
easat-7072	422	9	,	,	PUNCT
easat-7072	422	10	d.	d.	PROPN
easat-7072	422	11	s.	s.	PROPN
easat-7072	422	12	levine	levine	PROPN
easat-7072	422	13	,	,	PUNCT
easat-7072	422	14	&	&	CCONJ
easat-7072	422	15	k.	k.	PROPN
easat-7072	422	16	h.	h.	PROPN
easat-7072	422	17	jo	jo	PROPN
easat-7072	422	18	(	(	PUNCT
easat-7072	422	19	eds	eds	PROPN
easat-7072	422	20	.	.	PUNCT
easat-7072	422	21	)	)	PUNCT
easat-7072	422	22	,	,	PUNCT
easat-7072	422	23	advanced	advanced	ADJ
easat-7072	422	24	intelligent	intelligent	ADJ
easat-7072	422	25	computing	computing	NOUN
easat-7072	422	26	theories	theory	NOUN
easat-7072	422	27	and	and	CCONJ
easat-7072	422	28	applications	application	NOUN
easat-7072	422	29	.	.	PUNCT
easat-7072	423	1	with	with	ADP
easat-7072	423	2	aspects	aspect	NOUN
easat-7072	423	3	of	of	ADP
easat-7072	423	4	theoretical	theoretical	ADJ
easat-7072	423	5	and	and	CCONJ
easat-7072	423	6	methodological	methodological	ADJ
easat-7072	423	7	issues	issue	NOUN
easat-7072	423	8	.	.	PUNCT
easat-7072	424	1	springer	springer	NOUN
easat-7072	424	2	.	.	PUNCT
easat-7072	425	1	https://doi.org/10.1007/978-3-540-87442-3_89	https://doi.org/10.1007/978-3-540-87442-3_89	PROPN
easat-7072	425	2	,	,	PUNCT
easat-7072	425	3	2008	2008	NUM
easat-7072	425	4	.	.	PUNCT
easat-7072	426	1	[	[	X
easat-7072	426	2	19	19	NUM
easat-7072	426	3	]	]	X
easat-7072	426	4	j.	j.	PROPN
easat-7072	426	5	l.	l.	PROPN
easat-7072	426	6	guardado	guardado	PROPN
easat-7072	426	7	,	,	PUNCT
easat-7072	426	8	j.	j.	PROPN
easat-7072	426	9	l.	l.	PROPN
easat-7072	426	10	naredo	naredo	PROPN
easat-7072	426	11	,	,	PUNCT
easat-7072	426	12	p.	p.	PROPN
easat-7072	426	13	moreno	moreno	PROPN
easat-7072	426	14	,	,	PUNCT
easat-7072	426	15	and	and	CCONJ
easat-7072	426	16	c.	c.	PROPN
easat-7072	426	17	r.	r.	PROPN
easat-7072	426	18	fuerte	fuerte	PROPN
easat-7072	426	19	,	,	PUNCT
easat-7072	426	20	"	"	PUNCT
easat-7072	426	21	a	a	DET
easat-7072	426	22	comparative	comparative	ADJ
easat-7072	426	23	study	study	NOUN
easat-7072	426	24	of	of	ADP
easat-7072	426	25	neural	neural	ADJ
easat-7072	426	26	network	network	NOUN
easat-7072	426	27	efficiency	efficiency	NOUN
easat-7072	426	28	in	in	ADP
easat-7072	426	29	power	power	NOUN
easat-7072	426	30	transformer	transformer	NOUN
easat-7072	426	31	diagnosis	diagnosis	NOUN
easat-7072	426	32	using	use	VERB
easat-7072	426	33	dissolved	dissolve	VERB
easat-7072	426	34	gas	gas	NOUN
easat-7072	426	35	analysis	analysis	NOUN
easat-7072	426	36	,	,	PUNCT
easat-7072	426	37	"	"	PUNCT
easat-7072	426	38	ieee	ieee	NOUN
easat-7072	426	39	transactions	transaction	NOUN
easat-7072	426	40	on	on	ADP
easat-7072	426	41	power	power	NOUN
easat-7072	426	42	delivery	delivery	NOUN
easat-7072	426	43	,	,	PUNCT
easat-7072	426	44	vol	vol	NOUN
easat-7072	426	45	.	.	PROPN
easat-7072	427	1	16	16	NUM
easat-7072	427	2	,	,	PUNCT
easat-7072	427	3	no	no	INTJ
easat-7072	427	4	.	.	NOUN
easat-7072	427	5	4	4	NUM
easat-7072	427	6	,	,	PUNCT
easat-7072	427	7	pp	pp	ADJ
easat-7072	427	8	.	.	PUNCT
easat-7072	428	1	643–647	643–647	NUM
easat-7072	428	2	,	,	PUNCT
easat-7072	428	3	2001	2001	NUM
easat-7072	428	4	.	.	PUNCT
easat-7072	428	5	https://doi.org/10.1109/61.956751	https://doi.org/10.1109/61.956751	NOUN
easat-7072	429	1	[	[	X
easat-7072	429	2	20	20	NUM
easat-7072	429	3	]	]	PUNCT
easat-7072	429	4	a.	a.	PROPN
easat-7072	429	5	r.	r.	PROPN
easat-7072	429	6	g.	g.	PROPN
easat-7072	429	7	castro	castro	PROPN
easat-7072	429	8	and	and	CCONJ
easat-7072	429	9	v.	v.	ADP
easat-7072	429	10	miranda	miranda	NOUN
easat-7072	429	11	,	,	PUNCT
easat-7072	429	12	"	"	PUNCT
easat-7072	429	13	knowledge	knowledge	NOUN
easat-7072	429	14	discovery	discovery	NOUN
easat-7072	429	15	in	in	ADP
easat-7072	429	16	neural	neural	ADJ
easat-7072	429	17	networks	network	NOUN
easat-7072	429	18	with	with	ADP
easat-7072	429	19	application	application	NOUN
easat-7072	429	20	to	to	ADP
easat-7072	429	21	transformer	transformer	ADJ
easat-7072	429	22	failure	failure	NOUN
easat-7072	429	23	diagnosis	diagnosis	NOUN
easat-7072	429	24	,	,	PUNCT
easat-7072	429	25	"	"	PUNCT
easat-7072	429	26	ieee	ieee	NOUN
easat-7072	429	27	transactions	transaction	NOUN
easat-7072	429	28	on	on	ADP
easat-7072	429	29	power	power	NOUN
easat-7072	429	30	systems	system	NOUN
easat-7072	429	31	,	,	PUNCT
easat-7072	429	32	vol	vol	NOUN
easat-7072	429	33	.	.	PROPN
easat-7072	429	34	20	20	NUM
easat-7072	429	35	,	,	PUNCT
easat-7072	429	36	no	no	INTJ
easat-7072	429	37	.	.	NOUN
easat-7072	429	38	2	2	NUM
easat-7072	429	39	,	,	PUNCT
easat-7072	429	40	pp	pp	ADJ
easat-7072	429	41	.	.	PUNCT
easat-7072	430	1	717–724	717–724	NUM
easat-7072	430	2	,	,	PUNCT
easat-7072	430	3	2005	2005	NUM
easat-7072	430	4	.	.	PUNCT
easat-7072	431	1	https://doi.org/10.1109/tpwrs.2005.846183	https://doi.org/10.1109/tpwrs.2005.846183	PUNCT
easat-7072	432	1	[	[	X
easat-7072	432	2	21	21	NUM
easat-7072	432	3	]	]	X
easat-7072	432	4	g.	g.	PROPN
easat-7072	432	5	naresh	naresh	PROPN
easat-7072	432	6	,	,	PUNCT
easat-7072	432	7	"	"	PUNCT
easat-7072	432	8	optimized	optimize	VERB
easat-7072	432	9	deep	deep	ADJ
easat-7072	432	10	learning	learning	NOUN
easat-7072	432	11	algorithm	algorithm	NOUN
easat-7072	432	12	for	for	ADP
easat-7072	432	13	gearbox	gearbox	NOUN
easat-7072	432	14	fault	fault	NOUN
easat-7072	432	15	detection	detection	NOUN
easat-7072	432	16	using	use	VERB
easat-7072	432	17	vibration	vibration	NOUN
easat-7072	432	18	,	,	PUNCT
easat-7072	432	19	sound	sound	NOUN
easat-7072	432	20	,	,	PUNCT
easat-7072	432	21	and	and	CCONJ
easat-7072	432	22	acoustic	acoustic	ADJ
easat-7072	432	23	emission	emission	NOUN
easat-7072	432	24	signals	signal	NOUN
easat-7072	432	25	,	,	PUNCT
easat-7072	432	26	"	"	PUNCT
easat-7072	432	27	journal	journal	NOUN
easat-7072	432	28	of	of	ADP
easat-7072	432	29	intelligent	intelligent	ADJ
easat-7072	432	30	&	&	CCONJ
easat-7072	432	31	fuzzy	fuzzy	ADJ
easat-7072	432	32	systems	system	NOUN
easat-7072	432	33	,	,	PUNCT
easat-7072	432	34	vol	vol	NOUN
easat-7072	432	35	.	.	PROPN
easat-7072	433	1	38	38	NUM
easat-7072	433	2	,	,	PUNCT
easat-7072	433	3	no	no	INTJ
easat-7072	433	4	.	.	NOUN
easat-7072	433	5	3	3	NUM
easat-7072	433	6	,	,	PUNCT
easat-7072	433	7	pp	pp	ADJ
easat-7072	433	8	.	.	PUNCT
easat-7072	434	1	2927–2935	2927–2935	NUM
easat-7072	434	2	,	,	PUNCT
easat-7072	434	3	2020	2020	NUM
easat-7072	434	4	.	.	PUNCT
easat-7072	435	1	https://doi.org/10.3233/jifs-179295	https://doi.org/10.3233/jifs-179295	PROPN
easat-7072	435	2	[	[	X
easat-7072	435	3	22	22	NUM
easat-7072	435	4	]	]	PUNCT
easat-7072	435	5	s.	s.	PROPN
easat-7072	435	6	fei	fei	PROPN
easat-7072	435	7	and	and	CCONJ
easat-7072	435	8	x.	x.	PROPN
easat-7072	435	9	zhang	zhang	PROPN
easat-7072	435	10	,	,	PUNCT
easat-7072	435	11	"	"	PUNCT
easat-7072	435	12	fault	fault	VERB
easat-7072	435	13	diagnosis	diagnosis	NOUN
easat-7072	435	14	of	of	ADP
easat-7072	435	15	power	power	NOUN
easat-7072	435	16	transformer	transformer	NOUN
easat-7072	435	17	based	base	VERB
easat-7072	435	18	on	on	ADP
easat-7072	435	19	support	support	NOUN
easat-7072	435	20	vector	vector	NOUN
easat-7072	435	21	machine	machine	NOUN
easat-7072	435	22	with	with	ADP
easat-7072	435	23	genetic	genetic	ADJ
easat-7072	435	24	algorithm	algorithm	NOUN
easat-7072	435	25	,	,	PUNCT
easat-7072	435	26	"	"	PUNCT
easat-7072	435	27	expert	expert	NOUN
easat-7072	435	28	systems	system	NOUN
easat-7072	435	29	with	with	ADP
easat-7072	435	30	applications	application	NOUN
easat-7072	435	31	,	,	PUNCT
easat-7072	435	32	vol	vol	NOUN
easat-7072	435	33	.	.	PROPN
easat-7072	436	1	36	36	NUM
easat-7072	436	2	,	,	PUNCT
easat-7072	436	3	no	no	INTJ
easat-7072	436	4	.	.	NOUN
easat-7072	436	5	8	8	NUM
easat-7072	436	6	,	,	PUNCT
easat-7072	436	7	pp	pp	ADJ
easat-7072	436	8	.	.	PUNCT
easat-7072	437	1	11352–11357	11352–11357	NUM
easat-7072	437	2	,	,	PUNCT
easat-7072	437	3	2009	2009	NUM
easat-7072	437	4	.	.	PUNCT
easat-7072	438	1	https://doi.org/10.1016/j.eswa.2009.03.022	https://doi.org/10.1016/j.eswa.2009.03.022	NOUN
easat-7072	438	2	[	[	X
easat-7072	438	3	23	23	NUM
easat-7072	438	4	]	]	PUNCT
easat-7072	438	5	a.	a.	NOUN
easat-7072	438	6	shintemirov	shintemirov	PROPN
easat-7072	438	7	,	,	PUNCT
easat-7072	438	8	w.	w.	PROPN
easat-7072	438	9	tang	tang	PROPN
easat-7072	438	10	,	,	PUNCT
easat-7072	438	11	and	and	CCONJ
easat-7072	438	12	q.	q.	PROPN
easat-7072	438	13	h.	h.	PROPN
easat-7072	438	14	wu	wu	PROPN
easat-7072	438	15	,	,	PUNCT
easat-7072	438	16	"	"	PUNCT
easat-7072	438	17	power	power	NOUN
easat-7072	438	18	transformer	transformer	NOUN
easat-7072	438	19	fault	fault	NOUN
easat-7072	438	20	classification	classification	NOUN
easat-7072	438	21	based	base	VERB
easat-7072	438	22	on	on	ADP
easat-7072	438	23	dissolved	dissolved	ADJ
easat-7072	438	24	gas	gas	NOUN
easat-7072	438	25	analysis	analysis	NOUN
easat-7072	438	26	by	by	ADP
easat-7072	438	27	implementing	implement	VERB
easat-7072	438	28	bootstrap	bootstrap	NOUN
easat-7072	438	29	and	and	CCONJ
easat-7072	438	30	genetic	genetic	ADJ
easat-7072	438	31	programming	programming	NOUN
easat-7072	438	32	,	,	PUNCT
easat-7072	438	33	"	"	PUNCT
easat-7072	438	34	ieee	ieee	NOUN
easat-7072	438	35	transactions	transaction	NOUN
easat-7072	438	36	on	on	ADP
easat-7072	438	37	systems	system	NOUN
easat-7072	438	38	,	,	PUNCT
easat-7072	438	39	man	man	NOUN
easat-7072	438	40	,	,	PUNCT
easat-7072	438	41	and	and	CCONJ
easat-7072	438	42	cybernetics	cybernetic	NOUN
easat-7072	438	43	part	part	NOUN
easat-7072	438	44	c	c	NOUN
easat-7072	438	45	:	:	PUNCT
easat-7072	438	46	applications	application	NOUN
easat-7072	438	47	and	and	CCONJ
easat-7072	438	48	reviews	review	NOUN
easat-7072	438	49	,	,	PUNCT
easat-7072	438	50	vol	vol	NOUN
easat-7072	438	51	.	.	PROPN
easat-7072	438	52	39	39	NUM
easat-7072	438	53	,	,	PUNCT
easat-7072	438	54	no	no	INTJ
easat-7072	438	55	.	.	NOUN
easat-7072	438	56	1	1	NUM
easat-7072	438	57	,	,	PUNCT
easat-7072	438	58	pp	pp	ADJ
easat-7072	438	59	.	.	PUNCT
easat-7072	439	1	69–79	69–79	ADJ
easat-7072	439	2	,	,	PUNCT
easat-7072	439	3	2009	2009	NUM
easat-7072	439	4	.	.	PUNCT
easat-7072	440	1	https://doi.org/10.1109/tsmcc.2008.2007253	https://doi.org/10.1109/tsmcc.2008.2007253	PROPN
easat-7072	440	2	https://doi.org/10.1016/j.epsr.2011.09.012	https://doi.org/10.1016/j.epsr.2011.09.012	PROPN
easat-7072	440	3	https://doi.org/10.1007/s10845-020-01545-9	https://doi.org/10.1007/s10845-020-01545-9	NUM
easat-7072	440	4	https://doi.org/10.1038/nature24270	https://doi.org/10.1038/nature24270	PROPN
easat-7072	440	5	https://doi.org/10.1038/nature16961	https://doi.org/10.1038/nature16961	PROPN
easat-7072	440	6	https://doi.org/10.1016/j.econmod.2016.11.024	https://doi.org/10.1016/j.econmod.2016.11.024	PROPN
easat-7072	440	7	https://doi.org/10.1016/0005-1098(84)90082-0	https://doi.org/10.1016/0005-1098(84)90082-0	PROPN
easat-7072	440	8	https://doi.org/10.2514/2.4236	https://doi.org/10.2514/2.4236	PROPN
easat-7072	440	9	https://doi.org/10.1109/9.928285	https://doi.org/10.1109/9.928285	PROPN
easat-7072	440	10	https://doi.org/10.1016/j.measurement.2005.07.015	https://doi.org/10.1016/j.measurement.2005.07.015	PROPN
easat-7072	440	11	https://doi.org/10.1007/978-3-540-87442-3_89	https://doi.org/10.1007/978-3-540-87442-3_89	PROPN
easat-7072	440	12	https://doi.org/10.1109/61.956751	https://doi.org/10.1109/61.956751	NOUN
easat-7072	440	13	https://doi.org/10.1109/tpwrs.2005.846183	https://doi.org/10.1109/tpwrs.2005.846183	X
easat-7072	440	14	https://doi.org/10.3233/jifs-179295	https://doi.org/10.3233/jifs-179295	PROPN
easat-7072	440	15	https://doi.org/10.1016/j.eswa.2009.03.022	https://doi.org/10.1016/j.eswa.2009.03.022	NOUN
easat-7072	440	16	https://doi.org/10.1109/tsmcc.2008.2007253	https://doi.org/10.1109/tsmcc.2008.2007253	PROPN