id	sid	tid	token	lemma	pos
ajst-26217	1	1	academic	academic	ADJ
ajst-26217	1	2	journal	journal	NOUN
ajst-26217	1	3	of	of	ADP
ajst-26217	1	4	science	science	NOUN
ajst-26217	1	5	and	and	CCONJ
ajst-26217	1	6	technology	technology	NOUN
ajst-26217	1	7	issn	issn	NOUN
ajst-26217	1	8	:	:	PUNCT
ajst-26217	1	9	2771	2771	NUM
ajst-26217	1	10	-	-	SYM
ajst-26217	1	11	3032	3032	NUM
ajst-26217	1	12	|	|	NOUN
ajst-26217	1	13	vol	vol	NOUN
ajst-26217	1	14	.	.	PROPN
ajst-26217	2	1	12	12	NUM
ajst-26217	2	2	,	,	PUNCT
ajst-26217	2	3	no	no	INTJ
ajst-26217	2	4	.	.	NOUN
ajst-26217	2	5	3	3	NUM
ajst-26217	2	6	,	,	PUNCT
ajst-26217	2	7	2024	2024	NUM
ajst-26217	2	8	199	199	NUM
ajst-26217	2	9	hardware	hardware	NOUN
ajst-26217	2	10	failure	failure	NOUN
ajst-26217	2	11	prediction	prediction	NOUN
ajst-26217	2	12	modes	mode	NOUN
ajst-26217	2	13	powered	power	VERB
ajst-26217	2	14	by	by	ADP
ajst-26217	2	15	artificial	artificial	ADJ
ajst-26217	2	16	intelligence	intelligence	NOUN
ajst-26217	2	17	xiaoyin	xiaoyin	PROPN
ajst-26217	2	18	wang1	wang1	PROPN
ajst-26217	2	19	,	,	PUNCT
ajst-26217	2	20	a	a	DET
ajst-26217	2	21	1teradyne	1teradyne	NUM
ajst-26217	2	22	(	(	PUNCT
ajst-26217	2	23	shanghai	shanghai	PROPN
ajst-26217	2	24	)	)	PUNCT
ajst-26217	2	25	co.	co.	PROPN
ajst-26217	2	26	,	,	PUNCT
ajst-26217	2	27	ltd	ltd	PROPN
ajst-26217	2	28	.	.	PROPN
ajst-26217	2	29	,	,	PUNCT
ajst-26217	2	30	shanghai	shanghai	PROPN
ajst-26217	2	31	,	,	PUNCT
ajst-26217	2	32	201206	201206	NUM
ajst-26217	2	33	,	,	PUNCT
ajst-26217	2	34	china	china	PROPN
ajst-26217	2	35	ayorkwilliam@163.com	ayorkwilliam@163.com	PROPN
ajst-26217	2	36	abstract	abstract	NOUN
ajst-26217	2	37	:	:	PUNCT
ajst-26217	2	38	with	with	ADP
ajst-26217	2	39	the	the	DET
ajst-26217	2	40	increase	increase	NOUN
ajst-26217	2	41	of	of	ADP
ajst-26217	2	42	the	the	DET
ajst-26217	2	43	system	system	NOUN
ajst-26217	2	44	scale	scale	NOUN
ajst-26217	2	45	and	and	CCONJ
ajst-26217	2	46	complexity	complexity	NOUN
ajst-26217	2	47	of	of	ADP
ajst-26217	2	48	modern	modern	ADJ
ajst-26217	2	49	computer	computer	NOUN
ajst-26217	2	50	systems	system	NOUN
ajst-26217	2	51	and	and	CCONJ
ajst-26217	2	52	electronic	electronic	ADJ
ajst-26217	2	53	equipment	equipment	NOUN
ajst-26217	2	54	,	,	PUNCT
ajst-26217	2	55	the	the	DET
ajst-26217	2	56	physical	physical	ADJ
ajst-26217	2	57	components	component	NOUN
ajst-26217	2	58	(	(	PUNCT
ajst-26217	2	59	hardware	hardware	NOUN
ajst-26217	2	60	)	)	PUNCT
ajst-26217	2	61	in	in	ADP
ajst-26217	2	62	computer	computer	NOUN
ajst-26217	2	63	or	or	CCONJ
ajst-26217	2	64	electronic	electronic	ADJ
ajst-26217	2	65	equipment	equipment	NOUN
ajst-26217	2	66	are	be	AUX
ajst-26217	2	67	damaged	damage	VERB
ajst-26217	2	68	,	,	PUNCT
ajst-26217	2	69	the	the	DET
ajst-26217	2	70	performance	performance	NOUN
ajst-26217	2	71	is	be	AUX
ajst-26217	2	72	reduced	reduce	VERB
ajst-26217	2	73	or	or	CCONJ
ajst-26217	2	74	the	the	DET
ajst-26217	2	75	normal	normal	ADJ
ajst-26217	2	76	operation	operation	NOUN
ajst-26217	2	77	of	of	ADP
ajst-26217	2	78	computer	computer	NOUN
ajst-26217	2	79	and	and	CCONJ
ajst-26217	2	80	electronic	electronic	ADJ
ajst-26217	2	81	systems	system	NOUN
ajst-26217	2	82	is	be	AUX
ajst-26217	2	83	greatly	greatly	ADV
ajst-26217	2	84	increased	increase	VERB
ajst-26217	2	85	due	due	ADP
ajst-26217	2	86	to	to	ADP
ajst-26217	2	87	various	various	ADJ
ajst-26217	2	88	reasons	reason	NOUN
ajst-26217	2	89	.	.	PUNCT
ajst-26217	3	1	detecting	detect	VERB
ajst-26217	3	2	and	and	CCONJ
ajst-26217	3	3	predicting	predict	VERB
ajst-26217	3	4	hardware	hardware	NOUN
ajst-26217	3	5	faults	fault	NOUN
ajst-26217	3	6	in	in	ADP
ajst-26217	3	7	time	time	NOUN
ajst-26217	3	8	is	be	AUX
ajst-26217	3	9	the	the	DET
ajst-26217	3	10	key	key	NOUN
ajst-26217	3	11	to	to	PART
ajst-26217	3	12	ensure	ensure	VERB
ajst-26217	3	13	system	system	NOUN
ajst-26217	3	14	stability	stability	NOUN
ajst-26217	3	15	and	and	CCONJ
ajst-26217	3	16	reliability	reliability	NOUN
ajst-26217	3	17	.	.	PUNCT
ajst-26217	4	1	hardware	hardware	NOUN
ajst-26217	4	2	failure	failure	NOUN
ajst-26217	4	3	prediction	prediction	NOUN
ajst-26217	4	4	technology	technology	NOUN
ajst-26217	4	5	based	base	VERB
ajst-26217	4	6	on	on	ADP
ajst-26217	4	7	artificial	artificial	ADJ
ajst-26217	4	8	intelligence	intelligence	NOUN
ajst-26217	4	9	(	(	PUNCT
ajst-26217	4	10	ai	ai	VERB
ajst-26217	4	11	)	)	PUNCT
ajst-26217	4	12	can	can	AUX
ajst-26217	4	13	effectively	effectively	ADV
ajst-26217	4	14	predict	predict	VERB
ajst-26217	4	15	potential	potential	ADJ
ajst-26217	4	16	hardware	hardware	NOUN
ajst-26217	4	17	failures	failure	NOUN
ajst-26217	4	18	by	by	ADP
ajst-26217	4	19	analyzing	analyze	VERB
ajst-26217	4	20	historical	historical	ADJ
ajst-26217	4	21	data	datum	NOUN
ajst-26217	4	22	,	,	PUNCT
ajst-26217	4	23	monitoring	monitor	VERB
ajst-26217	4	24	equipment	equipment	NOUN
ajst-26217	4	25	operating	operate	VERB
ajst-26217	4	26	status	status	NOUN
ajst-26217	4	27	in	in	ADP
ajst-26217	4	28	real	real	ADJ
ajst-26217	4	29	time	time	NOUN
ajst-26217	4	30	,	,	PUNCT
ajst-26217	4	31	and	and	CCONJ
ajst-26217	4	32	reducing	reduce	VERB
ajst-26217	4	33	system	system	NOUN
ajst-26217	4	34	downtime	downtime	NOUN
ajst-26217	4	35	and	and	CCONJ
ajst-26217	4	36	maintenance	maintenance	NOUN
ajst-26217	4	37	costs	cost	NOUN
ajst-26217	4	38	.	.	PUNCT
ajst-26217	5	1	this	this	DET
ajst-26217	5	2	paper	paper	NOUN
ajst-26217	5	3	reviews	review	VERB
ajst-26217	5	4	the	the	DET
ajst-26217	5	5	current	current	ADJ
ajst-26217	5	6	hardware	hardware	NOUN
ajst-26217	5	7	fault	fault	NOUN
ajst-26217	5	8	prediction	prediction	NOUN
ajst-26217	5	9	methods	method	NOUN
ajst-26217	5	10	based	base	VERB
ajst-26217	5	11	on	on	ADP
ajst-26217	5	12	artificial	artificial	ADJ
ajst-26217	5	13	intelligence	intelligence	NOUN
ajst-26217	5	14	,	,	PUNCT
ajst-26217	5	15	discusses	discuss	VERB
ajst-26217	5	16	the	the	DET
ajst-26217	5	17	common	common	ADJ
ajst-26217	5	18	algorithms	algorithm	NOUN
ajst-26217	5	19	,	,	PUNCT
ajst-26217	5	20	technical	technical	ADJ
ajst-26217	5	21	challenges	challenge	NOUN
ajst-26217	5	22	,	,	PUNCT
ajst-26217	5	23	and	and	CCONJ
ajst-26217	5	24	application	application	NOUN
ajst-26217	5	25	scenarios	scenario	NOUN
ajst-26217	5	26	,	,	PUNCT
ajst-26217	5	27	and	and	CCONJ
ajst-26217	5	28	looks	look	VERB
ajst-26217	5	29	forward	forward	ADV
ajst-26217	5	30	to	to	ADP
ajst-26217	5	31	the	the	DET
ajst-26217	5	32	future	future	ADJ
ajst-26217	5	33	development	development	NOUN
ajst-26217	5	34	direction	direction	NOUN
ajst-26217	5	35	of	of	ADP
ajst-26217	5	36	this	this	DET
ajst-26217	5	37	field	field	NOUN
ajst-26217	5	38	.	.	PUNCT
ajst-26217	6	1	keywords	keyword	NOUN
ajst-26217	6	2	:	:	PUNCT
ajst-26217	6	3	hardware	hardware	NOUN
ajst-26217	6	4	failure	failure	NOUN
ajst-26217	6	5	prediction	prediction	NOUN
ajst-26217	6	6	,	,	PUNCT
ajst-26217	6	7	artificial	artificial	ADJ
ajst-26217	6	8	intelligence	intelligence	NOUN
ajst-26217	6	9	(	(	PUNCT
ajst-26217	6	10	ai	ai	NOUN
ajst-26217	6	11	)	)	PUNCT
ajst-26217	6	12	,	,	PUNCT
ajst-26217	6	13	system	system	NOUN
ajst-26217	6	14	stability	stability	NOUN
ajst-26217	6	15	and	and	CCONJ
ajst-26217	6	16	reliability	reliability	NOUN
ajst-26217	6	17	.	.	PUNCT
ajst-26217	7	1	1	1	X
ajst-26217	7	2	.	.	X
ajst-26217	7	3	introduction	introduction	NOUN
ajst-26217	7	4	hardware	hardware	NOUN
ajst-26217	7	5	failures	failure	NOUN
ajst-26217	7	6	of	of	ADP
ajst-26217	7	7	electronics	electronic	NOUN
ajst-26217	7	8	and	and	CCONJ
ajst-26217	7	9	computers	computer	NOUN
ajst-26217	7	10	can	can	AUX
ajst-26217	7	11	have	have	VERB
ajst-26217	7	12	disastrous	disastrous	ADJ
ajst-26217	7	13	consequences	consequence	NOUN
ajst-26217	7	14	for	for	ADP
ajst-26217	7	15	a	a	DET
ajst-26217	7	16	project	project	NOUN
ajst-26217	7	17	.	.	PUNCT
ajst-26217	8	1	for	for	ADP
ajst-26217	8	2	example	example	NOUN
ajst-26217	8	3	,	,	PUNCT
ajst-26217	8	4	hardware	hardware	NOUN
ajst-26217	8	5	failures	failure	NOUN
ajst-26217	8	6	in	in	ADP
ajst-26217	8	7	financial	financial	ADJ
ajst-26217	8	8	systems	system	NOUN
ajst-26217	8	9	,	,	PUNCT
ajst-26217	8	10	medical	medical	ADJ
ajst-26217	8	11	devices	device	NOUN
ajst-26217	8	12	,	,	PUNCT
ajst-26217	8	13	and	and	CCONJ
ajst-26217	8	14	industrial	industrial	ADJ
ajst-26217	8	15	systems	system	NOUN
ajst-26217	8	16	have	have	VERB
ajst-26217	8	17	serious	serious	ADJ
ajst-26217	8	18	consequences	consequence	NOUN
ajst-26217	8	19	.	.	PUNCT
ajst-26217	9	1	however	however	ADV
ajst-26217	9	2	,	,	PUNCT
ajst-26217	9	3	the	the	DET
ajst-26217	9	4	traditional	traditional	ADJ
ajst-26217	9	5	manual	manual	ADJ
ajst-26217	9	6	monitoring	monitoring	NOUN
ajst-26217	9	7	and	and	CCONJ
ajst-26217	9	8	regular	regular	ADJ
ajst-26217	9	9	maintenance	maintenance	NOUN
ajst-26217	9	10	can	can	AUX
ajst-26217	9	11	hardly	hardly	ADV
ajst-26217	9	12	meet	meet	VERB
ajst-26217	9	13	the	the	DET
ajst-26217	9	14	needs	need	NOUN
ajst-26217	9	15	of	of	ADP
ajst-26217	9	16	the	the	DET
ajst-26217	9	17	stable	stable	ADJ
ajst-26217	9	18	operation	operation	NOUN
ajst-26217	9	19	of	of	ADP
ajst-26217	9	20	the	the	DET
ajst-26217	9	21	system	system	NOUN
ajst-26217	9	22	.	.	PUNCT
ajst-26217	10	1	now	now	ADV
ajst-26217	10	2	the	the	DET
ajst-26217	10	3	fault	fault	NOUN
ajst-26217	10	4	prediction	prediction	NOUN
ajst-26217	10	5	method	method	NOUN
ajst-26217	10	6	based	base	VERB
ajst-26217	10	7	on	on	ADP
ajst-26217	10	8	artificial	artificial	ADJ
ajst-26217	10	9	intelligence	intelligence	NOUN
ajst-26217	10	10	provides	provide	VERB
ajst-26217	10	11	a	a	DET
ajst-26217	10	12	new	new	ADJ
ajst-26217	10	13	solution	solution	NOUN
ajst-26217	10	14	for	for	ADP
ajst-26217	10	15	hardware	hardware	NOUN
ajst-26217	10	16	maintenance	maintenance	NOUN
ajst-26217	10	17	.	.	PUNCT
ajst-26217	11	1	through	through	ADP
ajst-26217	11	2	real	real	ADJ
ajst-26217	11	3	-	-	PUNCT
ajst-26217	11	4	time	time	NOUN
ajst-26217	11	5	monitoring	monitoring	NOUN
ajst-26217	11	6	of	of	ADP
ajst-26217	11	7	hardware	hardware	NOUN
ajst-26217	11	8	operating	operate	VERB
ajst-26217	11	9	status	status	NOUN
ajst-26217	11	10	and	and	CCONJ
ajst-26217	11	11	analysis	analysis	NOUN
ajst-26217	11	12	of	of	ADP
ajst-26217	11	13	historical	historical	ADJ
ajst-26217	11	14	data	datum	NOUN
ajst-26217	11	15	,	,	PUNCT
ajst-26217	11	16	ai	ai	VERB
ajst-26217	11	17	systems	system	NOUN
ajst-26217	11	18	can	can	AUX
ajst-26217	11	19	predict	predict	VERB
ajst-26217	11	20	potential	potential	ADJ
ajst-26217	11	21	failures	failure	NOUN
ajst-26217	11	22	in	in	ADP
ajst-26217	11	23	advance	advance	NOUN
ajst-26217	11	24	and	and	CCONJ
ajst-26217	11	25	help	help	VERB
ajst-26217	11	26	technicians	technician	NOUN
ajst-26217	11	27	take	take	VERB
ajst-26217	11	28	preventive	preventive	ADJ
ajst-26217	11	29	measures	measure	NOUN
ajst-26217	11	30	in	in	ADP
ajst-26217	11	31	time	time	NOUN
ajst-26217	11	32	.	.	PUNCT
ajst-26217	12	1	2	2	X
ajst-26217	12	2	.	.	X
ajst-26217	12	3	background	background	NOUN
ajst-26217	12	4	of	of	ADP
ajst-26217	12	5	hardware	hardware	NOUN
ajst-26217	12	6	fault	fault	NOUN
ajst-26217	12	7	prediction	prediction	NOUN
ajst-26217	12	8	in	in	ADP
ajst-26217	12	9	complex	complex	ADJ
ajst-26217	12	10	computing	computing	NOUN
ajst-26217	12	11	systems	system	NOUN
ajst-26217	12	12	,	,	PUNCT
ajst-26217	12	13	hardware	hardware	NOUN
ajst-26217	12	14	failure	failure	NOUN
ajst-26217	12	15	is	be	AUX
ajst-26217	12	16	inevitable	inevitable	ADJ
ajst-26217	12	17	.	.	PUNCT
ajst-26217	13	1	according	accord	VERB
ajst-26217	13	2	to	to	ADP
ajst-26217	13	3	research	research	NOUN
ajst-26217	13	4	,	,	PUNCT
ajst-26217	13	5	hardware	hardware	NOUN
ajst-26217	13	6	failures	failure	NOUN
ajst-26217	13	7	are	be	AUX
ajst-26217	13	8	one	one	NUM
ajst-26217	13	9	of	of	ADP
ajst-26217	13	10	the	the	DET
ajst-26217	13	11	leading	lead	VERB
ajst-26217	13	12	causes	cause	NOUN
ajst-26217	13	13	of	of	ADP
ajst-26217	13	14	data	datum	NOUN
ajst-26217	13	15	center	center	NOUN
ajst-26217	13	16	and	and	CCONJ
ajst-26217	13	17	server	server	NOUN
ajst-26217	13	18	downtime	downtime	NOUN
ajst-26217	13	19	.	.	PUNCT
ajst-26217	14	1	common	common	ADJ
ajst-26217	14	2	hardware	hardware	NOUN
ajst-26217	14	3	faults	fault	NOUN
ajst-26217	14	4	include	include	VERB
ajst-26217	14	5	hard	hard	ADJ
ajst-26217	14	6	disk	disk	NOUN
ajst-26217	14	7	faults	fault	NOUN
ajst-26217	14	8	,	,	PUNCT
ajst-26217	14	9	power	power	NOUN
ajst-26217	14	10	module	module	NOUN
ajst-26217	14	11	faults	fault	NOUN
ajst-26217	14	12	,	,	PUNCT
ajst-26217	14	13	memory	memory	NOUN
ajst-26217	14	14	damage	damage	NOUN
ajst-26217	14	15	,	,	PUNCT
ajst-26217	14	16	and	and	CCONJ
ajst-26217	14	17	cpu	cpu	AUX
ajst-26217	14	18	overheating	overheating	ADJ
ajst-26217	14	19	.	.	PUNCT
ajst-26217	15	1	these	these	DET
ajst-26217	15	2	failures	failure	NOUN
ajst-26217	15	3	can	can	AUX
ajst-26217	15	4	lead	lead	VERB
ajst-26217	15	5	to	to	ADP
ajst-26217	15	6	data	datum	NOUN
ajst-26217	15	7	loss	loss	NOUN
ajst-26217	15	8	,	,	PUNCT
ajst-26217	15	9	system	system	NOUN
ajst-26217	15	10	crashes	crash	NOUN
ajst-26217	15	11	,	,	PUNCT
ajst-26217	15	12	or	or	CCONJ
ajst-26217	15	13	even	even	ADV
ajst-26217	15	14	the	the	DET
ajst-26217	15	15	stagnation	stagnation	NOUN
ajst-26217	15	16	of	of	ADP
ajst-26217	15	17	entire	entire	ADJ
ajst-26217	15	18	business	business	NOUN
ajst-26217	15	19	systems	system	NOUN
ajst-26217	15	20	.	.	PUNCT
ajst-26217	16	1	traditional	traditional	ADJ
ajst-26217	16	2	hardware	hardware	NOUN
ajst-26217	16	3	maintenance	maintenance	NOUN
ajst-26217	16	4	strategies	strategy	NOUN
ajst-26217	16	5	mostly	mostly	ADV
ajst-26217	16	6	rely	rely	VERB
ajst-26217	16	7	on	on	ADP
ajst-26217	16	8	preventive	preventive	ADJ
ajst-26217	16	9	maintenance	maintenance	NOUN
ajst-26217	16	10	,	,	PUNCT
ajst-26217	16	11	that	that	ADV
ajst-26217	16	12	is	is	ADV
ajst-26217	16	13	,	,	PUNCT
ajst-26217	16	14	periodically	periodically	ADV
ajst-26217	16	15	replacing	replace	VERB
ajst-26217	16	16	or	or	CCONJ
ajst-26217	16	17	maintaining	maintain	VERB
ajst-26217	16	18	equipment	equipment	NOUN
ajst-26217	16	19	based	base	VERB
ajst-26217	16	20	on	on	ADP
ajst-26217	16	21	its	its	PRON
ajst-26217	16	22	usage	usage	NOUN
ajst-26217	16	23	time	time	NOUN
ajst-26217	16	24	and	and	CCONJ
ajst-26217	16	25	history	history	NOUN
ajst-26217	16	26	.	.	PUNCT
ajst-26217	17	1	this	this	DET
ajst-26217	17	2	method	method	NOUN
ajst-26217	17	3	has	have	VERB
ajst-26217	17	4	certain	certain	ADJ
ajst-26217	17	5	blindness	blindness	NOUN
ajst-26217	17	6	,	,	PUNCT
ajst-26217	17	7	which	which	PRON
ajst-26217	17	8	may	may	AUX
ajst-26217	17	9	lead	lead	VERB
ajst-26217	17	10	to	to	ADP
ajst-26217	17	11	excessive	excessive	ADJ
ajst-26217	17	12	maintenance	maintenance	NOUN
ajst-26217	17	13	or	or	CCONJ
ajst-26217	17	14	maintenance	maintenance	NOUN
ajst-26217	17	15	is	be	AUX
ajst-26217	17	16	not	not	PART
ajst-26217	17	17	timely	timely	ADJ
ajst-26217	17	18	.	.	PUNCT
ajst-26217	18	1	ai	ai	VERB
ajst-26217	18	2	-	-	PUNCT
ajst-26217	18	3	based	base	VERB
ajst-26217	18	4	fault	fault	NOUN
ajst-26217	18	5	prediction	prediction	NOUN
ajst-26217	18	6	,	,	PUNCT
ajst-26217	18	7	on	on	ADP
ajst-26217	18	8	the	the	DET
ajst-26217	18	9	other	other	ADJ
ajst-26217	18	10	hand	hand	NOUN
ajst-26217	18	11	,	,	PUNCT
ajst-26217	18	12	optimizes	optimize	VERB
ajst-26217	18	13	maintenance	maintenance	NOUN
ajst-26217	18	14	through	through	ADP
ajst-26217	18	15	a	a	DET
ajst-26217	18	16	data	data	NOUN
ajst-26217	18	17	-	-	PUNCT
ajst-26217	18	18	driven	drive	VERB
ajst-26217	18	19	approach	approach	NOUN
ajst-26217	18	20	,	,	PUNCT
ajst-26217	18	21	accurately	accurately	ADV
ajst-26217	18	22	predicting	predict	VERB
ajst-26217	18	23	problems	problem	NOUN
ajst-26217	18	24	before	before	SCONJ
ajst-26217	18	25	failures	failure	NOUN
ajst-26217	18	26	occur	occur	VERB
ajst-26217	18	27	and	and	CCONJ
ajst-26217	18	28	taking	take	VERB
ajst-26217	18	29	appropriate	appropriate	ADJ
ajst-26217	18	30	repair	repair	NOUN
ajst-26217	18	31	measures	measure	NOUN
ajst-26217	18	32	,	,	PUNCT
ajst-26217	18	33	thereby	thereby	ADV
ajst-26217	18	34	reducing	reduce	VERB
ajst-26217	18	35	unnecessary	unnecessary	ADJ
ajst-26217	18	36	maintenance	maintenance	NOUN
ajst-26217	18	37	operations	operation	NOUN
ajst-26217	18	38	and	and	CCONJ
ajst-26217	18	39	extending	extend	VERB
ajst-26217	18	40	equipment	equipment	NOUN
ajst-26217	18	41	life	life	NOUN
ajst-26217	18	42	.	.	PUNCT
ajst-26217	19	1	3	3	X
ajst-26217	19	2	.	.	NOUN
ajst-26217	19	3	hardware	hardware	NOUN
ajst-26217	19	4	failure	failure	NOUN
ajst-26217	19	5	prediction	prediction	NOUN
ajst-26217	19	6	technology	technology	NOUN
ajst-26217	19	7	based	base	VERB
ajst-26217	19	8	on	on	ADP
ajst-26217	19	9	artificial	artificial	ADJ
ajst-26217	19	10	intelligence	intelligence	NOUN
ajst-26217	19	11	3.1	3.1	NUM
ajst-26217	19	12	.	.	PUNCT
ajst-26217	19	13	machine	machine	NOUN
ajst-26217	19	14	learning	learn	VERB
ajst-26217	19	15	methods	method	NOUN
ajst-26217	19	16	machine	machine	NOUN
ajst-26217	19	17	learning	learning	NOUN
ajst-26217	19	18	(	(	PUNCT
ajst-26217	19	19	ml	ml	NOUN
ajst-26217	19	20	)	)	PUNCT
ajst-26217	19	21	is	be	AUX
ajst-26217	19	22	one	one	NUM
ajst-26217	19	23	of	of	ADP
ajst-26217	19	24	the	the	DET
ajst-26217	19	25	most	most	ADV
ajst-26217	19	26	used	used	ADJ
ajst-26217	19	27	techniques	technique	NOUN
ajst-26217	19	28	in	in	ADP
ajst-26217	19	29	hardware	hardware	NOUN
ajst-26217	19	30	failure	failure	NOUN
ajst-26217	19	31	prediction	prediction	NOUN
ajst-26217	19	32	.	.	PUNCT
ajst-26217	20	1	its	its	PRON
ajst-26217	20	2	core	core	NOUN
ajst-26217	20	3	is	be	AUX
ajst-26217	20	4	to	to	PART
ajst-26217	20	5	learn	learn	VERB
ajst-26217	20	6	from	from	ADP
ajst-26217	20	7	a	a	DET
ajst-26217	20	8	large	large	ADJ
ajst-26217	20	9	amount	amount	NOUN
ajst-26217	20	10	of	of	ADP
ajst-26217	20	11	historical	historical	ADJ
ajst-26217	20	12	data	datum	NOUN
ajst-26217	20	13	to	to	PART
ajst-26217	20	14	find	find	VERB
ajst-26217	20	15	the	the	DET
ajst-26217	20	16	correlation	correlation	NOUN
ajst-26217	20	17	pattern	pattern	NOUN
ajst-26217	20	18	between	between	ADP
ajst-26217	20	19	hardware	hardware	NOUN
ajst-26217	20	20	state	state	NOUN
ajst-26217	20	21	and	and	CCONJ
ajst-26217	20	22	failure	failure	NOUN
ajst-26217	20	23	.	.	PUNCT
ajst-26217	21	1	for	for	ADP
ajst-26217	21	2	example	example	NOUN
ajst-26217	21	3	,	,	PUNCT
ajst-26217	21	4	in	in	ADP
ajst-26217	21	5	ai	ai	NOUN
ajst-26217	21	6	-	-	PUNCT
ajst-26217	21	7	based	base	VERB
ajst-26217	21	8	fault	fault	NOUN
ajst-26217	21	9	detection	detection	NOUN
ajst-26217	21	10	systems	system	NOUN
ajst-26217	21	11	,	,	PUNCT
ajst-26217	21	12	the	the	DET
ajst-26217	21	13	weibull	weibull	PROPN
ajst-26217	21	14	distributions	distribution	NOUN
ajst-26217	21	15	are	be	AUX
ajst-26217	21	16	often	often	ADV
ajst-26217	21	17	used	use	VERB
ajst-26217	21	18	to	to	PART
ajst-26217	21	19	model	model	VERB
ajst-26217	21	20	and	and	CCONJ
ajst-26217	21	21	predict	predict	VERB
ajst-26217	21	22	device	device	NOUN
ajst-26217	21	23	failure	failure	NOUN
ajst-26217	21	24	times	time	NOUN
ajst-26217	21	25	.	.	PUNCT
ajst-26217	22	1	this	this	DET
ajst-26217	22	2	technique	technique	NOUN
ajst-26217	22	3	is	be	AUX
ajst-26217	22	4	very	very	ADV
ajst-26217	22	5	accurate	accurate	ADJ
ajst-26217	22	6	at	at	ADP
ajst-26217	22	7	describing	describe	VERB
ajst-26217	22	8	failure	failure	NOUN
ajst-26217	22	9	distributions	distribution	NOUN
ajst-26217	22	10	for	for	ADP
ajst-26217	22	11	large	large	ADJ
ajst-26217	22	12	populations	population	NOUN
ajst-26217	22	13	of	of	ADP
ajst-26217	22	14	components.[1	components.[1	NOUN
ajst-26217	22	15	]	]	PUNCT
ajst-26217	22	16	by	by	ADP
ajst-26217	22	17	combining	combine	VERB
ajst-26217	22	18	weibull	weibull	PROPN
ajst-26217	22	19	distributions	distribution	NOUN
ajst-26217	22	20	,	,	PUNCT
ajst-26217	22	21	ai	ai	AUX
ajst-26217	22	22	algorithms	algorithm	NOUN
ajst-26217	22	23	can	can	AUX
ajst-26217	22	24	better	well	ADV
ajst-26217	22	25	estimate	estimate	VERB
ajst-26217	22	26	the	the	DET
ajst-26217	22	27	probability	probability	NOUN
ajst-26217	22	28	of	of	ADP
ajst-26217	22	29	failure	failure	NOUN
ajst-26217	22	30	at	at	ADP
ajst-26217	22	31	different	different	ADJ
ajst-26217	22	32	stages	stage	NOUN
ajst-26217	22	33	of	of	ADP
ajst-26217	22	34	a	a	DET
ajst-26217	22	35	system	system	NOUN
ajst-26217	22	36	's	's	PART
ajst-26217	22	37	life	life	NOUN
ajst-26217	22	38	cycle	cycle	NOUN
ajst-26217	22	39	.	.	PUNCT
ajst-26217	23	1	this	this	PRON
ajst-26217	23	2	helps	help	VERB
ajst-26217	23	3	in	in	ADP
ajst-26217	23	4	predictive	predictive	ADJ
ajst-26217	23	5	maintenance	maintenance	NOUN
ajst-26217	23	6	,	,	PUNCT
ajst-26217	23	7	where	where	SCONJ
ajst-26217	23	8	ai	ai	VERB
ajst-26217	23	9	analyzes	analyze	NOUN
ajst-26217	23	10	data	datum	NOUN
ajst-26217	23	11	to	to	PART
ajst-26217	23	12	predict	predict	VERB
ajst-26217	23	13	when	when	SCONJ
ajst-26217	23	14	components	component	NOUN
ajst-26217	23	15	are	be	AUX
ajst-26217	23	16	likely	likely	ADJ
ajst-26217	23	17	to	to	PART
ajst-26217	23	18	fail	fail	VERB
ajst-26217	23	19	,	,	PUNCT
ajst-26217	23	20	optimizing	optimize	VERB
ajst-26217	23	21	maintenance	maintenance	NOUN
ajst-26217	23	22	schedules	schedule	NOUN
ajst-26217	23	23	and	and	CCONJ
ajst-26217	23	24	reducing	reduce	VERB
ajst-26217	23	25	downtime	downtime	NOUN
ajst-26217	23	26	.	.	PUNCT
ajst-26217	24	1	the	the	DET
ajst-26217	24	2	flexibility	flexibility	NOUN
ajst-26217	24	3	of	of	ADP
ajst-26217	24	4	weibull	weibull	NOUN
ajst-26217	24	5	distribution	distribution	NOUN
ajst-26217	24	6	,	,	PUNCT
ajst-26217	24	7	which	which	PRON
ajst-26217	24	8	can	can	AUX
ajst-26217	24	9	simulate	simulate	VERB
ajst-26217	24	10	different	different	ADJ
ajst-26217	24	11	failure	failure	NOUN
ajst-26217	24	12	rates	rate	NOUN
ajst-26217	24	13	,	,	PUNCT
ajst-26217	24	14	complements	complement	NOUN
ajst-26217	24	15	ai	ai	VERB
ajst-26217	24	16	's	's	PART
ajst-26217	24	17	ability	ability	NOUN
ajst-26217	24	18	to	to	PART
ajst-26217	24	19	detect	detect	VERB
ajst-26217	24	20	and	and	CCONJ
ajst-26217	24	21	predict	predict	VERB
ajst-26217	24	22	hardware	hardware	NOUN
ajst-26217	24	23	failures	failure	NOUN
ajst-26217	24	24	.	.	PUNCT
ajst-26217	25	1	weibull	weibull	PROPN
ajst-26217	25	2	models	model	NOUN
ajst-26217	25	3	are	be	AUX
ajst-26217	25	4	used	use	VERB
ajst-26217	25	5	to	to	PART
ajst-26217	25	6	describe	describe	VERB
ajst-26217	25	7	various	various	ADJ
ajst-26217	25	8	types	type	NOUN
ajst-26217	25	9	of	of	ADP
ajst-26217	25	10	observed	observe	VERB
ajst-26217	25	11	failures	failure	NOUN
ajst-26217	25	12	of	of	ADP
ajst-26217	25	13	components	component	NOUN
ajst-26217	25	14	and	and	CCONJ
ajst-26217	25	15	phenomena	phenomenon	NOUN
ajst-26217	25	16	.	.	PUNCT
ajst-26217	26	1	they	they	PRON
ajst-26217	26	2	are	be	AUX
ajst-26217	26	3	widely	widely	ADV
ajst-26217	26	4	used	use	VERB
ajst-26217	26	5	in	in	ADP
ajst-26217	26	6	reliability	reliability	NOUN
ajst-26217	26	7	and	and	CCONJ
ajst-26217	26	8	survival	survival	NOUN
ajst-26217	26	9	analysis	analysis	NOUN
ajst-26217	26	10	.	.	PUNCT
ajst-26217	27	1	in	in	ADP
ajst-26217	27	2	addition	addition	NOUN
ajst-26217	27	3	to	to	ADP
ajst-26217	27	4	the	the	DET
ajst-26217	27	5	traditional	traditional	ADJ
ajst-26217	27	6	two	two	NUM
ajst-26217	27	7	-	-	PUNCT
ajst-26217	27	8	parameter	parameter	NOUN
ajst-26217	27	9	and	and	CCONJ
ajst-26217	27	10	three	three	NUM
ajst-26217	27	11	-	-	PUNCT
ajst-26217	27	12	parameter	parameter	NOUN
ajst-26217	27	13	weibull	weibull	PROPN
ajst-26217	27	14	distributions	distribution	NOUN
ajst-26217	27	15	in	in	ADP
ajst-26217	27	16	the	the	DET
ajst-26217	27	17	reliability	reliability	NOUN
ajst-26217	27	18	or	or	CCONJ
ajst-26217	27	19	statistics	statistic	NOUN
ajst-26217	27	20	literature	literature	NOUN
ajst-26217	27	21	,	,	PUNCT
ajst-26217	27	22	many	many	ADJ
ajst-26217	27	23	other	other	ADJ
ajst-26217	27	24	weibull	weibull	NOUN
ajst-26217	27	25	-	-	PUNCT
ajst-26217	27	26	related	relate	VERB
ajst-26217	27	27	distributions	distribution	NOUN
ajst-26217	27	28	are	be	AUX
ajst-26217	27	29	available.[2	available.[2	ADV
ajst-26217	27	30	]	]	PUNCT
ajst-26217	27	31	according	accord	VERB
ajst-26217	27	32	to	to	ADP
ajst-26217	27	33	hallinan	hallinan	NOUN
ajst-26217	27	34	[	[	X
ajst-26217	27	35	3	3	X
ajst-26217	27	36	]	]	PUNCT
ajst-26217	27	37	the	the	DET
ajst-26217	27	38	weibull	weibull	PROPN
ajst-26217	27	39	distribution	distribution	NOUN
ajst-26217	27	40	hasappeared	hasappeare	VERB
ajst-26217	27	41	in	in	ADP
ajst-26217	27	42	five	five	NUM
ajst-26217	27	43	different	different	ADJ
ajst-26217	27	44	forms	form	NOUN
ajst-26217	27	45	.	.	PUNCT
ajst-26217	28	1	the	the	DET
ajst-26217	28	2	two	two	NUM
ajst-26217	28	3	common	common	ADJ
ajst-26217	28	4	formsof	formsof	NOUN
ajst-26217	28	5	the	the	DET
ajst-26217	28	6	distribution	distribution	NOUN
ajst-26217	28	7	function	function	NOUN
ajst-26217	28	8	are	be	AUX
ajst-26217	28	9	as	as	SCONJ
ajst-26217	28	10	follows	follow	VERB
ajst-26217	28	11	:	:	PUNCT
ajst-26217	28	12	f(t)=1−exp	f(t)=1−exp	PROPN
ajst-26217	28	13	−t−τα	−t−τα	PROPN
ajst-26217	28	14	　	　	SPACE
ajst-26217	28	15	β	β	NOUN
ajst-26217	28	16	　	　	SPACE
ajst-26217	28	17	,	,	PUNCT
ajst-26217	28	18	t≥τ	t≥τ	X
ajst-26217	29	1	[	[	X
ajst-26217	29	2	3	3	X
ajst-26217	29	3	]	]	PUNCT
ajst-26217	29	4	and	and	CCONJ
ajst-26217	29	5	f(t)=1−exp	f(t)=1−exp	PROPN
ajst-26217	29	6	　	　	SPACE
ajst-26217	29	7	λ(t−τ)β	λ(t−τ)β	NOUN
ajst-26217	29	8	　	　	SPACE
ajst-26217	29	9	,	,	PUNCT
ajst-26217	29	10	t≥τ	t≥τ	NOUN
ajst-26217	29	11	.	.	PUNCT
ajst-26217	30	1	[	[	X
ajst-26217	30	2	4	4	X
ajst-26217	30	3	]	]	PUNCT
ajst-26217	30	4	for	for	ADP
ajst-26217	30	5	τ=0,[3	τ=0,[3	PROPN
ajst-26217	30	6	]	]	PUNCT
ajst-26217	30	7	and	and	CCONJ
ajst-26217	30	8	[	[	X
ajst-26217	30	9	4	4	X
ajst-26217	30	10	]	]	PUNCT
ajst-26217	30	11	become	become	VERB
ajst-26217	30	12	the	the	DET
ajst-26217	30	13	two	two	NUM
ajst-26217	30	14	-	-	PUNCT
ajst-26217	30	15	parameter	parameter	NOUN
ajst-26217	30	16	weibull	weibull	NOUN
ajst-26217	30	17	distribution	distribution	NOUN
ajst-26217	30	18	with	with	ADP
ajst-26217	30	19	f(t)=1−exp	f(t)=1−exp	PROPN
ajst-26217	30	20	−tα	−tα	PROPN
ajst-26217	30	21	　	　	SPACE
ajst-26217	30	22	β	β	NOUN
ajst-26217	30	23	　	　	SPACE
ajst-26217	30	24	,	,	PUNCT
ajst-26217	30	25	t≥0	t≥0	NOUN
ajst-26217	30	26	[	[	X
ajst-26217	30	27	6	6	NUM
ajst-26217	30	28	]	]	PUNCT
ajst-26217	30	29	and	and	CCONJ
ajst-26217	30	30	f(t)=1−exp	f(t)=1−exp	PROPN
ajst-26217	30	31	　	　	SPACE
ajst-26217	30	32	−λtβ	−λtβ	NOUN
ajst-26217	30	33	　	　	SPACE
ajst-26217	30	34	,	,	PUNCT
ajst-26217	30	35	t≥τ	t≥τ	NOUN
ajst-26217	30	36	.	.	PUNCT
ajst-26217	31	1	[	[	X
ajst-26217	31	2	7	7	X
ajst-26217	31	3	]	]	X
ajst-26217	31	4	weibull	weibull	NOUN
ajst-26217	31	5	distribution	distribution	NOUN
ajst-26217	31	6	is	be	AUX
ajst-26217	31	7	widely	widely	ADV
ajst-26217	31	8	used	use	VERB
ajst-26217	31	9	in	in	ADP
ajst-26217	31	10	ai	ai	NOUN
ajst-26217	31	11	-	-	PUNCT
ajst-26217	31	12	based	base	VERB
ajst-26217	31	13	hardware	hardware	NOUN
ajst-26217	31	14	fault	fault	NOUN
ajst-26217	31	15	detection	detection	NOUN
ajst-26217	31	16	,	,	PUNCT
ajst-26217	31	17	including	include	VERB
ajst-26217	31	18	predictive	predictive	ADJ
ajst-26217	31	19	maintenance	maintenance	NOUN
ajst-26217	31	20	,	,	PUNCT
ajst-26217	31	21	failure	failure	NOUN
ajst-26217	31	22	rate	rate	NOUN
ajst-26217	31	23	200	200	NUM
ajst-26217	31	24	analysis	analysis	NOUN
ajst-26217	31	25	,	,	PUNCT
ajst-26217	31	26	and	and	CCONJ
ajst-26217	31	27	reliability	reliability	NOUN
ajst-26217	31	28	engineering	engineering	NOUN
ajst-26217	31	29	.	.	PUNCT
ajst-26217	32	1	it	it	PRON
ajst-26217	32	2	can	can	AUX
ajst-26217	32	3	help	help	VERB
ajst-26217	32	4	ai	ai	VERB
ajst-26217	32	5	models	model	NOUN
ajst-26217	32	6	estimate	estimate	VERB
ajst-26217	32	7	the	the	DET
ajst-26217	32	8	remaining	remain	VERB
ajst-26217	32	9	useful	useful	ADJ
ajst-26217	32	10	life	life	NOUN
ajst-26217	32	11	(	(	PUNCT
ajst-26217	32	12	rul	rul	NOUN
ajst-26217	32	13	)	)	PUNCT
ajst-26217	32	14	of	of	ADP
ajst-26217	32	15	components	component	NOUN
ajst-26217	32	16	,	,	PUNCT
ajst-26217	32	17	enabling	enable	VERB
ajst-26217	32	18	pre	pre	ADJ
ajst-26217	32	19	-	-	ADJ
ajst-26217	32	20	emptive	emptive	ADJ
ajst-26217	32	21	maintenance	maintenance	NOUN
ajst-26217	32	22	and	and	CCONJ
ajst-26217	32	23	reducing	reduce	VERB
ajst-26217	32	24	unplanned	unplanned	ADJ
ajst-26217	32	25	downtime	downtime	NOUN
ajst-26217	32	26	.	.	PUNCT
ajst-26217	33	1	this	this	DET
ajst-26217	33	2	distribution	distribution	NOUN
ajst-26217	33	3	can	can	AUX
ajst-26217	33	4	also	also	ADV
ajst-26217	33	5	help	help	VERB
ajst-26217	33	6	ai	ai	VERB
ajst-26217	33	7	analyze	analyze	NOUN
ajst-26217	33	8	hardware	hardware	NOUN
ajst-26217	33	9	lifecycle	lifecycle	NOUN
ajst-26217	33	10	phases	phase	NOUN
ajst-26217	33	11	to	to	PART
ajst-26217	33	12	identify	identify	VERB
ajst-26217	33	13	patterns	pattern	NOUN
ajst-26217	33	14	in	in	ADP
ajst-26217	33	15	early	early	ADJ
ajst-26217	33	16	failure	failure	NOUN
ajst-26217	33	17	,	,	PUNCT
ajst-26217	33	18	random	random	ADJ
ajst-26217	33	19	failure	failure	NOUN
ajst-26217	33	20	,	,	PUNCT
ajst-26217	33	21	and	and	CCONJ
ajst-26217	33	22	wear	wear	VERB
ajst-26217	33	23	phases	phase	NOUN
ajst-26217	33	24	.	.	PUNCT
ajst-26217	34	1	this	this	DET
ajst-26217	34	2	integration	integration	NOUN
ajst-26217	34	3	enhances	enhance	VERB
ajst-26217	34	4	the	the	DET
ajst-26217	34	5	accuracy	accuracy	NOUN
ajst-26217	34	6	and	and	CCONJ
ajst-26217	34	7	efficiency	efficiency	NOUN
ajst-26217	34	8	of	of	ADP
ajst-26217	34	9	ai	ai	VERB
ajst-26217	34	10	in	in	ADP
ajst-26217	34	11	predicting	predict	VERB
ajst-26217	34	12	hardware	hardware	NOUN
ajst-26217	34	13	failures	failure	NOUN
ajst-26217	34	14	,	,	PUNCT
ajst-26217	34	15	improving	improve	VERB
ajst-26217	34	16	system	system	NOUN
ajst-26217	34	17	reliability	reliability	NOUN
ajst-26217	34	18	and	and	CCONJ
ajst-26217	34	19	operational	operational	ADJ
ajst-26217	34	20	efficiency	efficiency	NOUN
ajst-26217	34	21	.	.	PUNCT
ajst-26217	35	1	specifically	specifically	ADV
ajst-26217	35	2	,	,	PUNCT
ajst-26217	35	3	ai	ai	AUX
ajst-26217	35	4	models	model	NOUN
ajst-26217	35	5	use	use	VERB
ajst-26217	35	6	weibull	weibull	PROPN
ajst-26217	35	7	distributions	distribution	NOUN
ajst-26217	35	8	to	to	PART
ajst-26217	35	9	estimate	estimate	VERB
ajst-26217	35	10	the	the	DET
ajst-26217	35	11	remaining	remain	VERB
ajst-26217	35	12	useful	useful	ADJ
ajst-26217	35	13	life	life	NOUN
ajst-26217	35	14	(	(	PUNCT
ajst-26217	35	15	rul	rul	NOUN
ajst-26217	35	16	)	)	PUNCT
ajst-26217	35	17	of	of	ADP
ajst-26217	35	18	components	component	NOUN
ajst-26217	35	19	,	,	PUNCT
ajst-26217	35	20	helping	help	VERB
ajst-26217	35	21	to	to	PART
ajst-26217	35	22	schedule	schedule	VERB
ajst-26217	35	23	maintenance	maintenance	NOUN
ajst-26217	35	24	before	before	SCONJ
ajst-26217	35	25	failure	failure	NOUN
ajst-26217	35	26	occurs	occur	VERB
ajst-26217	35	27	.	.	PUNCT
ajst-26217	36	1	failure	failure	NOUN
ajst-26217	36	2	rate	rate	NOUN
ajst-26217	36	3	analysis	analysis	NOUN
ajst-26217	36	4	:	:	PUNCT
ajst-26217	36	5	it	it	PRON
ajst-26217	36	6	helps	help	VERB
ajst-26217	36	7	ai	ai	VERB
ajst-26217	36	8	systems	system	NOUN
ajst-26217	36	9	analyze	analyze	VERB
ajst-26217	36	10	different	different	ADJ
ajst-26217	36	11	stages	stage	NOUN
ajst-26217	36	12	of	of	ADP
ajst-26217	36	13	the	the	DET
ajst-26217	36	14	hardware	hardware	NOUN
ajst-26217	36	15	life	life	NOUN
ajst-26217	36	16	cycle	cycle	NOUN
ajst-26217	36	17	(	(	PUNCT
ajst-26217	36	18	e.g.	e.g.	ADV
ajst-26217	36	19	,	,	PUNCT
ajst-26217	36	20	early	early	ADJ
ajst-26217	36	21	life	life	NOUN
ajst-26217	36	22	,	,	PUNCT
ajst-26217	36	23	random	random	ADJ
ajst-26217	36	24	failure	failure	NOUN
ajst-26217	36	25	,	,	PUNCT
ajst-26217	36	26	and	and	CCONJ
ajst-26217	36	27	wear	wear	VERB
ajst-26217	36	28	stages	stage	NOUN
ajst-26217	36	29	)	)	PUNCT
ajst-26217	36	30	.	.	PUNCT
ajst-26217	37	1	reliability	reliability	NOUN
ajst-26217	37	2	engineering	engineering	NOUN
ajst-26217	37	3	:	:	PUNCT
ajst-26217	37	4	ai	ai	AUX
ajst-26217	37	5	utilizes	utilize	VERB
ajst-26217	37	6	weibull	weibull	PROPN
ajst-26217	37	7	distributions	distribution	NOUN
ajst-26217	37	8	for	for	ADP
ajst-26217	37	9	real	real	ADJ
ajst-26217	37	10	-	-	PUNCT
ajst-26217	37	11	time	time	NOUN
ajst-26217	37	12	monitoring	monitoring	NOUN
ajst-26217	37	13	,	,	PUNCT
ajst-26217	37	14	detecting	detect	VERB
ajst-26217	37	15	failure	failure	NOUN
ajst-26217	37	16	rate	rate	NOUN
ajst-26217	37	17	patterns	pattern	NOUN
ajst-26217	37	18	,	,	PUNCT
ajst-26217	37	19	and	and	CCONJ
ajst-26217	37	20	optimizing	optimize	VERB
ajst-26217	37	21	system	system	NOUN
ajst-26217	37	22	reliability	reliability	NOUN
ajst-26217	37	23	over	over	ADP
ajst-26217	37	24	time	time	NOUN
ajst-26217	37	25	.	.	PUNCT
ajst-26217	38	1	3.2	3.2	NUM
ajst-26217	38	2	.	.	PUNCT
ajst-26217	39	1	deep	deep	ADJ
ajst-26217	39	2	learning	learning	NOUN
ajst-26217	39	3	methods	method	NOUN
ajst-26217	39	4	deep	deep	ADJ
ajst-26217	39	5	learning	learning	NOUN
ajst-26217	39	6	is	be	AUX
ajst-26217	39	7	a	a	DET
ajst-26217	39	8	subfield	subfield	NOUN
ajst-26217	39	9	of	of	ADP
ajst-26217	39	10	machine	machine	NOUN
ajst-26217	39	11	learning	learning	NOUN
ajst-26217	39	12	that	that	PRON
ajst-26217	39	13	uses	use	VERB
ajst-26217	39	14	neural	neural	ADJ
ajst-26217	39	15	network	network	NOUN
ajst-26217	39	16	models	model	NOUN
ajst-26217	39	17	for	for	ADP
ajst-26217	39	18	fault	fault	NOUN
ajst-26217	39	19	prediction	prediction	NOUN
ajst-26217	39	20	,	,	PUNCT
ajst-26217	39	21	particularly	particularly	ADV
ajst-26217	39	22	for	for	ADP
ajst-26217	39	23	complex	complex	ADJ
ajst-26217	39	24	,	,	PUNCT
ajst-26217	39	25	large	large	ADJ
ajst-26217	39	26	-	-	PUNCT
ajst-26217	39	27	scale	scale	NOUN
ajst-26217	39	28	data	data	NOUN
ajst-26217	39	29	sets	set	NOUN
ajst-26217	39	30	.	.	PUNCT
ajst-26217	40	1	for	for	ADP
ajst-26217	40	2	example	example	NOUN
ajst-26217	40	3	,	,	PUNCT
ajst-26217	40	4	fault	fault	VERB
ajst-26217	40	5	diagnosis	diagnosis	NOUN
ajst-26217	40	6	and	and	CCONJ
ajst-26217	40	7	prognosis	prognosis	NOUN
ajst-26217	40	8	(	(	PUNCT
ajst-26217	40	9	fdp	fdp	ADJ
ajst-26217	40	10	)	)	PUNCT
ajst-26217	40	11	tries	try	VERB
ajst-26217	40	12	to	to	PART
ajst-26217	40	13	recognize	recognize	VERB
ajst-26217	40	14	and	and	CCONJ
ajst-26217	40	15	locate	locate	VERB
ajst-26217	40	16	the	the	DET
ajst-26217	40	17	faults	fault	NOUN
ajst-26217	40	18	from	from	ADP
ajst-26217	40	19	the	the	DET
ajst-26217	40	20	captured	capture	VERB
ajst-26217	40	21	sensory	sensory	ADJ
ajst-26217	40	22	data	datum	NOUN
ajst-26217	40	23	,	,	PUNCT
ajst-26217	40	24	and	and	CCONJ
ajst-26217	40	25	also	also	ADV
ajst-26217	40	26	predict	predict	VERB
ajst-26217	40	27	their	their	PRON
ajst-26217	40	28	failures	failure	NOUN
ajst-26217	40	29	in	in	ADP
ajst-26217	40	30	advance	advance	NOUN
ajst-26217	40	31	,	,	PUNCT
ajst-26217	40	32	which	which	PRON
ajst-26217	40	33	can	can	AUX
ajst-26217	40	34	greatly	greatly	ADV
ajst-26217	40	35	help	help	VERB
ajst-26217	40	36	to	to	PART
ajst-26217	40	37	take	take	VERB
ajst-26217	40	38	appropriate	appropriate	ADJ
ajst-26217	40	39	actions	action	NOUN
ajst-26217	40	40	for	for	ADP
ajst-26217	40	41	maintenance	maintenance	NOUN
ajst-26217	40	42	and	and	CCONJ
ajst-26217	40	43	avoid	avoid	VERB
ajst-26217	40	44	serious	serious	ADJ
ajst-26217	40	45	consequences	consequence	NOUN
ajst-26217	40	46	in	in	ADP
ajst-26217	40	47	industrial	industrial	ADJ
ajst-26217	40	48	systems	system	NOUN
ajst-26217	40	49	.	.	PUNCT
ajst-26217	41	1	industrial	industrial	ADJ
ajst-26217	41	2	systems	system	NOUN
ajst-26217	41	3	are	be	AUX
ajst-26217	41	4	inherently	inherently	ADV
ajst-26217	41	5	complex	complex	ADJ
ajst-26217	41	6	,	,	PUNCT
ajst-26217	41	7	consisting	consist	VERB
ajst-26217	41	8	of	of	ADP
ajst-26217	41	9	various	various	ADJ
ajst-26217	41	10	interconnected	interconnected	ADJ
ajst-26217	41	11	subsystems	subsystem	NOUN
ajst-26217	41	12	and	and	CCONJ
ajst-26217	41	13	components	component	NOUN
ajst-26217	41	14	such	such	ADJ
ajst-26217	41	15	as	as	ADP
ajst-26217	41	16	mechanical	mechanical	ADJ
ajst-26217	41	17	,	,	PUNCT
ajst-26217	41	18	power	power	NOUN
ajst-26217	41	19	,	,	PUNCT
ajst-26217	41	20	information	information	NOUN
ajst-26217	41	21	,	,	PUNCT
ajst-26217	41	22	and	and	CCONJ
ajst-26217	41	23	electronic	electronic	ADJ
ajst-26217	41	24	systems	system	NOUN
ajst-26217	41	25	,	,	PUNCT
ajst-26217	41	26	or	or	CCONJ
ajst-26217	41	27	combinations	combination	NOUN
ajst-26217	41	28	thereof	thereof	ADV
ajst-26217	41	29	.	.	PUNCT
ajst-26217	42	1	they	they	PRON
ajst-26217	42	2	are	be	AUX
ajst-26217	42	3	playing	play	VERB
ajst-26217	42	4	an	an	DET
ajst-26217	42	5	increasingly	increasingly	ADV
ajst-26217	42	6	important	important	ADJ
ajst-26217	42	7	role	role	NOUN
ajst-26217	42	8	in	in	ADP
ajst-26217	42	9	the	the	DET
ajst-26217	42	10	economy	economy	NOUN
ajst-26217	42	11	,	,	PUNCT
ajst-26217	42	12	such	such	ADJ
ajst-26217	42	13	as	as	ADP
ajst-26217	42	14	manufacturing	manufacturing	NOUN
ajst-26217	42	15	industry	industry	NOUN
ajst-26217	42	16	,	,	PUNCT
ajst-26217	42	17	energy	energy	NOUN
ajst-26217	42	18	industry	industry	NOUN
ajst-26217	42	19	and	and	CCONJ
ajst-26217	42	20	chemical	chemical	NOUN
ajst-26217	42	21	industry	industry	NOUN
ajst-26217	42	22	,	,	PUNCT
ajst-26217	42	23	which	which	PRON
ajst-26217	42	24	are	be	AUX
ajst-26217	42	25	now	now	ADV
ajst-26217	42	26	developed	develop	VERB
ajst-26217	42	27	with	with	ADP
ajst-26217	42	28	more	more	ADJ
ajst-26217	42	29	functions	function	NOUN
ajst-26217	42	30	,	,	PUNCT
ajst-26217	42	31	more	more	ADV
ajst-26217	42	32	sophisticated	sophisticated	ADJ
ajst-26217	42	33	structures	structure	NOUN
ajst-26217	42	34	,	,	PUNCT
ajst-26217	42	35	and	and	CCONJ
ajst-26217	42	36	larger	large	ADJ
ajst-26217	42	37	scales	scale	NOUN
ajst-26217	42	38	[	[	X
ajst-26217	42	39	7	7	NUM
ajst-26217	42	40	]	]	ADJ
ajst-26217	42	41	reliability	reliability	NOUN
ajst-26217	42	42	concerns	concern	NOUN
ajst-26217	42	43	have	have	AUX
ajst-26217	42	44	increasingly	increasingly	ADV
ajst-26217	42	45	become	become	VERB
ajst-26217	42	46	a	a	DET
ajst-26217	42	47	critical	critical	ADJ
ajst-26217	42	48	factor	factor	NOUN
ajst-26217	42	49	in	in	ADP
ajst-26217	42	50	determining	determine	VERB
ajst-26217	42	51	the	the	DET
ajst-26217	42	52	practical	practical	ADJ
ajst-26217	42	53	viability	viability	NOUN
ajst-26217	42	54	of	of	ADP
ajst-26217	42	55	many	many	ADJ
ajst-26217	42	56	modern	modern	ADJ
ajst-26217	42	57	industrial	industrial	ADJ
ajst-26217	42	58	systems	system	NOUN
ajst-26217	42	59	.	.	PUNCT
ajst-26217	43	1	once	once	ADV
ajst-26217	43	2	a	a	DET
ajst-26217	43	3	failure	failure	NOUN
ajst-26217	43	4	occurs	occur	VERB
ajst-26217	43	5	,	,	PUNCT
ajst-26217	43	6	it	it	PRON
ajst-26217	43	7	may	may	AUX
ajst-26217	43	8	affect	affect	VERB
ajst-26217	43	9	the	the	DET
ajst-26217	43	10	safe	safe	ADJ
ajst-26217	43	11	and	and	CCONJ
ajst-26217	43	12	stable	stable	ADJ
ajst-26217	43	13	operation	operation	NOUN
ajst-26217	43	14	of	of	ADP
ajst-26217	43	15	the	the	DET
ajst-26217	43	16	entire	entire	ADJ
ajst-26217	43	17	system	system	NOUN
ajst-26217	43	18	,	,	PUNCT
ajst-26217	43	19	i.e.	i.e.	X
ajst-26217	43	20	,	,	PUNCT
ajst-26217	43	21	reducing	reduce	VERB
ajst-26217	43	22	the	the	DET
ajst-26217	43	23	efficiency	efficiency	NOUN
ajst-26217	43	24	of	of	ADP
ajst-26217	43	25	the	the	DET
ajst-26217	43	26	system	system	NOUN
ajst-26217	43	27	,	,	PUNCT
ajst-26217	43	28	and	and	CCONJ
ajst-26217	43	29	causing	cause	VERB
ajst-26217	43	30	system	system	NOUN
ajst-26217	43	31	breakdown	breakdown	NOUN
ajst-26217	43	32	or	or	CCONJ
ajst-26217	43	33	damage	damage	NOUN
ajst-26217	43	34	in	in	ADP
ajst-26217	43	35	severe	severe	ADJ
ajst-26217	43	36	cases	case	NOUN
ajst-26217	43	37	[	[	X
ajst-26217	43	38	8	8	NUM
ajst-26217	43	39	]	]	PUNCT
ajst-26217	43	40	.	.	PUNCT
ajst-26217	44	1	in	in	ADP
ajst-26217	44	2	real	real	ADJ
ajst-26217	44	3	-	-	PUNCT
ajst-26217	44	4	world	world	NOUN
ajst-26217	44	5	applications	application	NOUN
ajst-26217	44	6	,	,	PUNCT
ajst-26217	44	7	creating	create	VERB
ajst-26217	44	8	mathematical	mathematical	ADJ
ajst-26217	44	9	models	model	NOUN
ajst-26217	44	10	for	for	ADP
ajst-26217	44	11	complex	complex	ADJ
ajst-26217	44	12	components	component	NOUN
ajst-26217	44	13	or	or	CCONJ
ajst-26217	44	14	systems	system	NOUN
ajst-26217	44	15	is	be	AUX
ajst-26217	44	16	often	often	ADV
ajst-26217	44	17	challenging	challenge	VERB
ajst-26217	44	18	,	,	PUNCT
ajst-26217	44	19	if	if	SCONJ
ajst-26217	44	20	not	not	PART
ajst-26217	44	21	impossible	impossible	ADJ
ajst-26217	44	22	,	,	PUNCT
ajst-26217	44	23	for	for	ADP
ajst-26217	44	24	fault	fault	NOUN
ajst-26217	44	25	tracking	tracking	NOUN
ajst-26217	44	26	and	and	CCONJ
ajst-26217	44	27	analysis	analysis	NOUN
ajst-26217	44	28	.	.	PUNCT
ajst-26217	45	1	consequently	consequently	ADV
ajst-26217	45	2	,	,	PUNCT
ajst-26217	45	3	the	the	DET
ajst-26217	45	4	extensive	extensive	ADJ
ajst-26217	45	5	historical	historical	ADJ
ajst-26217	45	6	data	datum	NOUN
ajst-26217	45	7	gathered	gather	VERB
ajst-26217	45	8	during	during	ADP
ajst-26217	45	9	system	system	NOUN
ajst-26217	45	10	operation	operation	NOUN
ajst-26217	45	11	and	and	CCONJ
ajst-26217	45	12	maintenance	maintenance	NOUN
ajst-26217	45	13	is	be	AUX
ajst-26217	45	14	primarily	primarily	ADV
ajst-26217	45	15	used	use	VERB
ajst-26217	45	16	to	to	PART
ajst-26217	45	17	assess	assess	VERB
ajst-26217	45	18	the	the	DET
ajst-26217	45	19	system	system	NOUN
ajst-26217	45	20	's	's	PART
ajst-26217	45	21	health	health	NOUN
ajst-26217	45	22	.	.	PUNCT
ajst-26217	46	1	data	data	NOUN
ajst-26217	46	2	-	-	PUNCT
ajst-26217	46	3	driven	drive	VERB
ajst-26217	46	4	machine	machine	NOUN
ajst-26217	46	5	learning	learning	NOUN
ajst-26217	46	6	(	(	PUNCT
ajst-26217	46	7	ml	ml	NOUN
ajst-26217	46	8	)	)	PUNCT
ajst-26217	46	9	techniques	technique	NOUN
ajst-26217	46	10	for	for	ADP
ajst-26217	46	11	fault	fault	NOUN
ajst-26217	46	12	diagnosis	diagnosis	NOUN
ajst-26217	46	13	and	and	CCONJ
ajst-26217	46	14	prediction	prediction	NOUN
ajst-26217	46	15	(	(	PUNCT
ajst-26217	46	16	fdp	fdp	INTJ
ajst-26217	46	17	)	)	PUNCT
ajst-26217	46	18	are	be	AUX
ajst-26217	46	19	a	a	DET
ajst-26217	46	20	crucial	crucial	ADJ
ajst-26217	46	21	aspect	aspect	NOUN
ajst-26217	46	22	of	of	ADP
ajst-26217	46	23	prognostics	prognostic	NOUN
ajst-26217	46	24	and	and	CCONJ
ajst-26217	46	25	health	health	NOUN
ajst-26217	46	26	management	management	NOUN
ajst-26217	46	27	(	(	PUNCT
ajst-26217	46	28	phm	phm	PROPN
ajst-26217	46	29	)	)	PUNCT
ajst-26217	46	30	.	.	PUNCT
ajst-26217	47	1	these	these	DET
ajst-26217	47	2	methods	method	NOUN
ajst-26217	47	3	extract	extract	VERB
ajst-26217	47	4	health	health	NOUN
ajst-26217	47	5	-	-	PUNCT
ajst-26217	47	6	related	relate	VERB
ajst-26217	47	7	features	feature	NOUN
ajst-26217	47	8	from	from	ADP
ajst-26217	47	9	historical	historical	ADJ
ajst-26217	47	10	data	datum	NOUN
ajst-26217	47	11	and	and	CCONJ
ajst-26217	47	12	aim	aim	VERB
ajst-26217	47	13	to	to	PART
ajst-26217	47	14	uncover	uncover	VERB
ajst-26217	47	15	hidden	hide	VERB
ajst-26217	47	16	information	information	NOUN
ajst-26217	47	17	,	,	PUNCT
ajst-26217	47	18	allowing	allow	VERB
ajst-26217	47	19	for	for	ADP
ajst-26217	47	20	accurate	accurate	ADJ
ajst-26217	47	21	analysis	analysis	NOUN
ajst-26217	47	22	and	and	CCONJ
ajst-26217	47	23	forecasting	forecasting	NOUN
ajst-26217	47	24	of	of	ADP
ajst-26217	47	25	the	the	DET
ajst-26217	47	26	system	system	NOUN
ajst-26217	47	27	's	's	PART
ajst-26217	47	28	future	future	ADJ
ajst-26217	47	29	behavior	behavior	NOUN
ajst-26217	47	30	without	without	ADP
ajst-26217	47	31	requiring	require	VERB
ajst-26217	47	32	precise	precise	ADJ
ajst-26217	47	33	knowledge	knowledge	NOUN
ajst-26217	47	34	of	of	ADP
ajst-26217	47	35	the	the	DET
ajst-26217	47	36	underlying	underlying	ADJ
ajst-26217	47	37	physical	physical	ADJ
ajst-26217	47	38	model	model	NOUN
ajst-26217	47	39	.	.	PUNCT
ajst-26217	48	1	fault	fault	VERB
ajst-26217	48	2	detection	detection	NOUN
ajst-26217	48	3	and	and	CCONJ
ajst-26217	48	4	prediction	prediction	NOUN
ajst-26217	48	5	play	play	VERB
ajst-26217	48	6	a	a	DET
ajst-26217	48	7	critical	critical	ADJ
ajst-26217	48	8	role	role	NOUN
ajst-26217	48	9	in	in	ADP
ajst-26217	48	10	ensuring	ensure	VERB
ajst-26217	48	11	the	the	DET
ajst-26217	48	12	smooth	smooth	ADJ
ajst-26217	48	13	operation	operation	NOUN
ajst-26217	48	14	of	of	ADP
ajst-26217	48	15	industrial	industrial	ADJ
ajst-26217	48	16	systems	system	NOUN
ajst-26217	48	17	.	.	PUNCT
ajst-26217	49	1	4	4	X
ajst-26217	49	2	.	.	X
ajst-26217	49	3	data	datum	NOUN
ajst-26217	49	4	acquisition	acquisition	NOUN
ajst-26217	49	5	and	and	CCONJ
ajst-26217	49	6	pre	pre	ADJ
ajst-26217	49	7	-	-	ADJ
ajst-26217	49	8	processing	processing	ADJ
ajst-26217	49	9	ensure	ensure	VERB
ajst-26217	49	10	accurate	accurate	ADJ
ajst-26217	49	11	hardware	hardware	NOUN
ajst-26217	49	12	failure	failure	NOUN
ajst-26217	49	13	prediction	prediction	NOUN
ajst-26217	49	14	the	the	DET
ajst-26217	49	15	accuracy	accuracy	NOUN
ajst-26217	49	16	of	of	ADP
ajst-26217	49	17	hardware	hardware	NOUN
ajst-26217	49	18	failure	failure	NOUN
ajst-26217	49	19	prediction	prediction	NOUN
ajst-26217	49	20	relies	rely	VERB
ajst-26217	49	21	heavily	heavily	ADV
ajst-26217	49	22	on	on	ADP
ajst-26217	49	23	high	high	ADJ
ajst-26217	49	24	quality	quality	NOUN
ajst-26217	49	25	data	datum	NOUN
ajst-26217	49	26	,	,	PUNCT
ajst-26217	49	27	often	often	ADV
ajst-26217	49	28	from	from	ADP
ajst-26217	49	29	a	a	DET
ajst-26217	49	30	variety	variety	NOUN
ajst-26217	49	31	of	of	ADP
ajst-26217	49	32	inputs	input	NOUN
ajst-26217	49	33	.	.	PUNCT
ajst-26217	50	1	for	for	ADP
ajst-26217	50	2	example	example	NOUN
ajst-26217	50	3	,	,	PUNCT
ajst-26217	50	4	sensor	sensor	NOUN
ajst-26217	50	5	data	datum	NOUN
ajst-26217	50	6	is	be	AUX
ajst-26217	50	7	collected	collect	VERB
ajst-26217	50	8	from	from	ADP
ajst-26217	50	9	hardware	hardware	NOUN
ajst-26217	50	10	devices	device	NOUN
ajst-26217	50	11	,	,	PUNCT
ajst-26217	50	12	capturing	capture	VERB
ajst-26217	50	13	real	real	ADJ
ajst-26217	50	14	-	-	PUNCT
ajst-26217	50	15	time	time	NOUN
ajst-26217	50	16	information	information	NOUN
ajst-26217	50	17	such	such	ADJ
ajst-26217	50	18	as	as	ADP
ajst-26217	50	19	temperature	temperature	NOUN
ajst-26217	50	20	,	,	PUNCT
ajst-26217	50	21	power	power	NOUN
ajst-26217	50	22	levels	level	NOUN
ajst-26217	50	23	,	,	PUNCT
ajst-26217	50	24	and	and	CCONJ
ajst-26217	50	25	vibration	vibration	NOUN
ajst-26217	50	26	status	status	NOUN
ajst-26217	50	27	.	.	PUNCT
ajst-26217	51	1	in	in	ADP
ajst-26217	51	2	addition	addition	NOUN
ajst-26217	51	3	,	,	PUNCT
ajst-26217	51	4	system	system	NOUN
ajst-26217	51	5	logs	log	NOUN
ajst-26217	51	6	provide	provide	VERB
ajst-26217	51	7	detailed	detailed	ADJ
ajst-26217	51	8	records	record	NOUN
ajst-26217	51	9	of	of	ADP
ajst-26217	51	10	hardware	hardware	NOUN
ajst-26217	51	11	operation	operation	NOUN
ajst-26217	51	12	processes	process	NOUN
ajst-26217	51	13	,	,	PUNCT
ajst-26217	51	14	and	and	CCONJ
ajst-26217	51	15	analyzing	analyze	VERB
ajst-26217	51	16	errors	error	NOUN
ajst-26217	51	17	or	or	CCONJ
ajst-26217	51	18	anomalies	anomaly	NOUN
ajst-26217	51	19	in	in	ADP
ajst-26217	51	20	these	these	DET
ajst-26217	51	21	logs	log	NOUN
ajst-26217	51	22	can	can	AUX
ajst-26217	51	23	reveal	reveal	VERB
ajst-26217	51	24	early	early	ADJ
ajst-26217	51	25	signs	sign	NOUN
ajst-26217	51	26	of	of	ADP
ajst-26217	51	27	potential	potential	ADJ
ajst-26217	51	28	failures	failure	NOUN
ajst-26217	51	29	.	.	PUNCT
ajst-26217	52	1	historical	historical	ADJ
ajst-26217	52	2	fault	fault	NOUN
ajst-26217	52	3	records	record	NOUN
ajst-26217	52	4	can	can	AUX
ajst-26217	52	5	also	also	ADV
ajst-26217	52	6	serve	serve	VERB
ajst-26217	52	7	as	as	ADP
ajst-26217	52	8	valuable	valuable	ADJ
ajst-26217	52	9	training	training	NOUN
ajst-26217	52	10	samples	sample	NOUN
ajst-26217	52	11	for	for	ADP
ajst-26217	52	12	ai	ai	NOUN
ajst-26217	52	13	models	model	NOUN
ajst-26217	52	14	.	.	PUNCT
ajst-26217	53	1	after	after	ADP
ajst-26217	53	2	collecting	collect	VERB
ajst-26217	53	3	these	these	DET
ajst-26217	53	4	data	datum	NOUN
ajst-26217	53	5	,	,	PUNCT
ajst-26217	53	6	in	in	ADP
ajst-26217	53	7	order	order	NOUN
ajst-26217	53	8	to	to	PART
ajst-26217	53	9	ensure	ensure	VERB
ajst-26217	53	10	the	the	DET
ajst-26217	53	11	quality	quality	NOUN
ajst-26217	53	12	and	and	CCONJ
ajst-26217	53	13	relevance	relevance	NOUN
ajst-26217	53	14	of	of	ADP
ajst-26217	53	15	the	the	DET
ajst-26217	53	16	data	datum	NOUN
ajst-26217	53	17	,	,	PUNCT
ajst-26217	53	18	the	the	DET
ajst-26217	53	19	indispensable	indispensable	ADJ
ajst-26217	53	20	pre	pre	NOUN
ajst-26217	53	21	-	-	ADJ
ajst-26217	53	22	processing	processing	NOUN
ajst-26217	53	23	is	be	AUX
ajst-26217	53	24	carried	carry	VERB
ajst-26217	53	25	out	out	ADP
ajst-26217	53	26	.	.	PUNCT
ajst-26217	54	1	hardware	hardware	NOUN
ajst-26217	54	2	fault	fault	NOUN
ajst-26217	54	3	prediction	prediction	NOUN
ajst-26217	54	4	performs	perform	VERB
ajst-26217	54	5	steps	step	NOUN
ajst-26217	54	6	such	such	ADJ
ajst-26217	54	7	as	as	ADP
ajst-26217	54	8	data	datum	NOUN
ajst-26217	54	9	cleaning	cleaning	NOUN
ajst-26217	54	10	,	,	PUNCT
ajst-26217	54	11	normalization	normalization	NOUN
ajst-26217	54	12	,	,	PUNCT
ajst-26217	54	13	and	and	CCONJ
ajst-26217	54	14	noise	noise	NOUN
ajst-26217	54	15	removal	removal	NOUN
ajst-26217	54	16	to	to	PART
ajst-26217	54	17	optimize	optimize	VERB
ajst-26217	54	18	the	the	DET
ajst-26217	54	19	accuracy	accuracy	NOUN
ajst-26217	54	20	of	of	ADP
ajst-26217	54	21	model	model	NOUN
ajst-26217	54	22	training	training	NOUN
ajst-26217	54	23	and	and	CCONJ
ajst-26217	54	24	ultimately	ultimately	ADV
ajst-26217	54	25	improve	improve	VERB
ajst-26217	54	26	the	the	DET
ajst-26217	54	27	reliability	reliability	NOUN
ajst-26217	54	28	of	of	ADP
ajst-26217	54	29	fault	fault	NOUN
ajst-26217	54	30	prediction	prediction	NOUN
ajst-26217	54	31	.	.	PUNCT
ajst-26217	55	1	though	though	SCONJ
ajst-26217	55	2	many	many	ADJ
ajst-26217	55	3	researches	research	NOUN
ajst-26217	55	4	have	have	AUX
ajst-26217	55	5	been	be	AUX
ajst-26217	55	6	conducted	conduct	VERB
ajst-26217	55	7	,	,	PUNCT
ajst-26217	55	8	the	the	DET
ajst-26217	55	9	existing	exist	VERB
ajst-26217	55	10	literature	literature	NOUN
ajst-26217	55	11	primarily	primarily	ADV
ajst-26217	55	12	focuses	focus	VERB
ajst-26217	55	13	on	on	ADP
ajst-26217	55	14	fault	fault	NOUN
ajst-26217	55	15	detection	detection	NOUN
ajst-26217	55	16	in	in	ADP
ajst-26217	55	17	the	the	DET
ajst-26217	55	18	sensor	sensor	NOUN
ajst-26217	55	19	data	datum	NOUN
ajst-26217	55	20	,	,	PUNCT
ajst-26217	55	21	while	while	SCONJ
ajst-26217	55	22	fault	fault	NOUN
ajst-26217	55	23	detection	detection	NOUN
ajst-26217	55	24	is	be	AUX
ajst-26217	55	25	useful	useful	ADJ
ajst-26217	55	26	,	,	PUNCT
ajst-26217	55	27	it	it	PRON
ajst-26217	55	28	is	be	AUX
ajst-26217	55	29	still	still	ADV
ajst-26217	55	30	a	a	DET
ajst-26217	55	31	reactive	reactive	ADJ
ajst-26217	55	32	approach	approach	NOUN
ajst-26217	55	33	that	that	PRON
ajst-26217	55	34	identifies	identify	VERB
ajst-26217	55	35	the	the	DET
ajst-26217	55	36	faults	fault	NOUN
ajst-26217	55	37	after	after	SCONJ
ajst-26217	55	38	they	they	PRON
ajst-26217	55	39	have	have	AUX
ajst-26217	55	40	occurred	occur	VERB
ajst-26217	55	41	,	,	PUNCT
ajst-26217	55	42	meaning	mean	VERB
ajst-26217	55	43	that	that	SCONJ
ajst-26217	55	44	actions	action	NOUN
ajst-26217	55	45	are	be	AUX
ajst-26217	55	46	taken	take	VERB
ajst-26217	55	47	after	after	SCONJ
ajst-26217	55	48	the	the	DET
ajst-26217	55	49	fault	fault	NOUN
ajst-26217	55	50	has	have	AUX
ajst-26217	55	51	already	already	ADV
ajst-26217	55	52	impacted	impact	VERB
ajst-26217	55	53	the	the	DET
ajst-26217	55	54	system	system	NOUN
ajst-26217	55	55	,	,	PUNCT
ajst-26217	55	56	potentially	potentially	ADV
ajst-26217	55	57	leading	lead	VERB
ajst-26217	55	58	to	to	ADP
ajst-26217	55	59	negative	negative	ADJ
ajst-26217	55	60	consequences.[9	consequences.[9	NOUN
ajst-26217	55	61	]	]	PUNCT
ajst-26217	55	62	a	a	DET
ajst-26217	55	63	proactive	proactive	ADJ
ajst-26217	55	64	two	two	NUM
ajst-26217	55	65	-	-	PUNCT
ajst-26217	55	66	stage	stage	NOUN
ajst-26217	55	67	approach	approach	NOUN
ajst-26217	55	68	was	be	AUX
ajst-26217	55	69	proposed	propose	VERB
ajst-26217	55	70	by	by	ADP
ajst-26217	55	71	adisu	adisu	PROPN
ajst-26217	55	72	mulu	mulu	PROPN
ajst-26217	55	73	seba	seba	PROPN
ajst-26217	55	74	,	,	PUNCT
ajst-26217	55	75	ketema	ketema	NOUN
ajst-26217	55	76	adere	adere	NOUN
ajst-26217	55	77	gemeda	gemeda	PROPN
ajst-26217	55	78	,	,	PUNCT
ajst-26217	55	79	and	and	CCONJ
ajst-26217	55	80	perumalla	perumalla	PROPN
ajst-26217	55	81	janaki	janaki	PROPN
ajst-26217	55	82	ramulu	ramulu	VERB
ajst-26217	55	83	to	to	PART
ajst-26217	55	84	enhance	enhance	VERB
ajst-26217	55	85	sensor	sensor	NOUN
ajst-26217	55	86	fault	fault	NOUN
ajst-26217	55	87	prediction	prediction	NOUN
ajst-26217	55	88	and	and	CCONJ
ajst-26217	55	89	classification	classification	NOUN
ajst-26217	55	90	.	.	PUNCT
ajst-26217	56	1	in	in	ADP
ajst-26217	56	2	the	the	DET
ajst-26217	56	3	first	first	ADJ
ajst-26217	56	4	stage	stage	NOUN
ajst-26217	56	5	,	,	PUNCT
ajst-26217	56	6	a	a	DET
ajst-26217	56	7	hybrid	hybrid	ADJ
ajst-26217	56	8	cnn	cnn	PROPN
ajst-26217	56	9	-	-	PUNCT
ajst-26217	56	10	lstm	lstm	PROPN
ajst-26217	56	11	model	model	NOUN
ajst-26217	56	12	was	be	AUX
ajst-26217	56	13	trained	train	VERB
ajst-26217	56	14	to	to	PART
ajst-26217	56	15	forecast	forecast	VERB
ajst-26217	56	16	sensor	sensor	NOUN
ajst-26217	56	17	measurements	measurement	NOUN
ajst-26217	56	18	based	base	VERB
ajst-26217	56	19	on	on	ADP
ajst-26217	56	20	historical	historical	ADJ
ajst-26217	56	21	data	datum	NOUN
ajst-26217	56	22	.	.	PUNCT
ajst-26217	57	1	in	in	ADP
ajst-26217	57	2	the	the	DET
ajst-26217	57	3	second	second	ADJ
ajst-26217	57	4	stage	stage	NOUN
ajst-26217	57	5	,	,	PUNCT
ajst-26217	57	6	the	the	DET
ajst-26217	57	7	predicted	predict	VERB
ajst-26217	57	8	sensor	sensor	NOUN
ajst-26217	57	9	values	value	NOUN
ajst-26217	57	10	were	be	AUX
ajst-26217	57	11	passed	pass	VERB
ajst-26217	57	12	to	to	ADP
ajst-26217	57	13	a	a	DET
ajst-26217	57	14	cnn	cnn	PROPN
ajst-26217	57	15	-	-	PUNCT
ajst-26217	57	16	mlp	mlp	PROPN
ajst-26217	57	17	model	model	NOUN
ajst-26217	57	18	,	,	PUNCT
ajst-26217	57	19	which	which	PRON
ajst-26217	57	20	classified	classify	VERB
ajst-26217	57	21	them	they	PRON
ajst-26217	57	22	into	into	ADP
ajst-26217	57	23	categories	category	NOUN
ajst-26217	57	24	like	like	ADP
ajst-26217	57	25	normal	normal	ADJ
ajst-26217	57	26	,	,	PUNCT
ajst-26217	57	27	bias	bias	NOUN
ajst-26217	57	28	,	,	PUNCT
ajst-26217	57	29	drift	drift	NOUN
ajst-26217	57	30	,	,	PUNCT
ajst-26217	57	31	random	random	ADJ
ajst-26217	57	32	,	,	PUNCT
ajst-26217	57	33	or	or	CCONJ
ajst-26217	57	34	poly	poly	ADJ
ajst-26217	57	35	-	-	PUNCT
ajst-26217	57	36	drift	drift	NOUN
ajst-26217	57	37	faults	fault	NOUN
ajst-26217	57	38	.	.	PUNCT
ajst-26217	58	1	the	the	DET
ajst-26217	58	2	intel	intel	PROPN
ajst-26217	58	3	lab	lab	NOUN
ajst-26217	58	4	dataset	dataset	NOUN
ajst-26217	58	5	,	,	PUNCT
ajst-26217	58	6	with	with	ADP
ajst-26217	58	7	injected	inject	VERB
ajst-26217	58	8	faults	fault	NOUN
ajst-26217	58	9	,	,	PUNCT
ajst-26217	58	10	was	be	AUX
ajst-26217	58	11	used	use	VERB
ajst-26217	58	12	for	for	ADP
ajst-26217	58	13	evaluation	evaluation	NOUN
ajst-26217	58	14	.	.	PUNCT
ajst-26217	59	1	the	the	DET
ajst-26217	59	2	cnn	cnn	PROPN
ajst-26217	59	3	-	-	PUNCT
ajst-26217	59	4	lstm	lstm	PROPN
ajst-26217	59	5	model	model	NOUN
ajst-26217	59	6	achieved	achieve	VERB
ajst-26217	59	7	a	a	DET
ajst-26217	59	8	mean	mean	ADJ
ajst-26217	59	9	absolute	absolute	ADJ
ajst-26217	59	10	error	error	NOUN
ajst-26217	59	11	(	(	PUNCT
ajst-26217	59	12	mae	mae	PROPN
ajst-26217	59	13	)	)	PUNCT
ajst-26217	59	14	of	of	ADP
ajst-26217	59	15	2.0957	2.0957	NUM
ajst-26217	59	16	for	for	ADP
ajst-26217	59	17	forecasting	forecasting	NOUN
ajst-26217	59	18	,	,	PUNCT
ajst-26217	59	19	while	while	SCONJ
ajst-26217	59	20	the	the	DET
ajst-26217	59	21	cnn	cnn	PROPN
ajst-26217	59	22	-	-	PUNCT
ajst-26217	59	23	mlp	mlp	PROPN
ajst-26217	59	24	model	model	NOUN
ajst-26217	59	25	reached	reach	VERB
ajst-26217	59	26	an	an	DET
ajst-26217	59	27	accuracy	accuracy	NOUN
ajst-26217	59	28	of	of	ADP
ajst-26217	59	29	98.21	98.21	NUM
ajst-26217	59	30	%	%	NOUN
ajst-26217	59	31	for	for	ADP
ajst-26217	59	32	fault	fault	NOUN
ajst-26217	59	33	classification	classification	NOUN
ajst-26217	59	34	across	across	ADP
ajst-26217	59	35	four	four	NUM
ajst-26217	59	36	fault	fault	NOUN
ajst-26217	59	37	types	type	NOUN
ajst-26217	59	38	.	.	PUNCT
ajst-26217	60	1	this	this	DET
ajst-26217	60	2	approach	approach	NOUN
ajst-26217	60	3	aims	aim	VERB
ajst-26217	60	4	to	to	PART
ajst-26217	60	5	improve	improve	VERB
ajst-26217	60	6	iot	iot	ADJ
ajst-26217	60	7	system	system	NOUN
ajst-26217	60	8	reliability	reliability	NOUN
ajst-26217	60	9	by	by	ADP
ajst-26217	60	10	identifying	identify	VERB
ajst-26217	60	11	potential	potential	ADJ
ajst-26217	60	12	faults	fault	NOUN
ajst-26217	60	13	before	before	SCONJ
ajst-26217	60	14	they	they	PRON
ajst-26217	60	15	occur	occur	VERB
ajst-26217	60	16	,	,	PUNCT
ajst-26217	60	17	allowing	allow	VERB
ajst-26217	60	18	preventive	preventive	ADJ
ajst-26217	60	19	measures	measure	NOUN
ajst-26217	60	20	to	to	PART
ajst-26217	60	21	be	be	AUX
ajst-26217	60	22	taken	take	VERB
ajst-26217	60	23	.	.	PUNCT
ajst-26217	61	1	by	by	ADP
ajst-26217	61	2	pre	pre	VERB
ajst-26217	61	3	-	-	ADJ
ajst-26217	61	4	processing	process	VERB
ajst-26217	61	5	the	the	DET
ajst-26217	61	6	data	datum	NOUN
ajst-26217	61	7	before	before	ADP
ajst-26217	61	8	feeding	feed	VERB
ajst-26217	61	9	it	it	PRON
ajst-26217	61	10	into	into	ADP
ajst-26217	61	11	these	these	DET
ajst-26217	61	12	deep	deep	ADJ
ajst-26217	61	13	learning	learning	NOUN
ajst-26217	61	14	models	model	NOUN
ajst-26217	61	15	(	(	PUNCT
ajst-26217	61	16	such	such	ADJ
ajst-26217	61	17	as	as	ADP
ajst-26217	61	18	normalizing	normalize	VERB
ajst-26217	61	19	it	it	PRON
ajst-26217	61	20	and	and	CCONJ
ajst-26217	61	21	removing	remove	VERB
ajst-26217	61	22	noise	noise	NOUN
ajst-26217	61	23	)	)	PUNCT
ajst-26217	61	24	,	,	PUNCT
ajst-26217	61	25	the	the	DET
ajst-26217	61	26	system	system	NOUN
ajst-26217	61	27	ensures	ensure	VERB
ajst-26217	61	28	that	that	SCONJ
ajst-26217	61	29	the	the	DET
ajst-26217	61	30	input	input	NOUN
ajst-26217	61	31	is	be	AUX
ajst-26217	61	32	clean	clean	ADJ
ajst-26217	61	33	and	and	CCONJ
ajst-26217	61	34	optimized	optimize	VERB
ajst-26217	61	35	for	for	ADP
ajst-26217	61	36	learning	learn	VERB
ajst-26217	61	37	.	.	PUNCT
ajst-26217	62	1	the	the	DET
ajst-26217	62	2	cnn	cnn	PROPN
ajst-26217	62	3	-	-	PUNCT
ajst-26217	62	4	lstm	lstm	PROPN
ajst-26217	62	5	model	model	NOUN
ajst-26217	62	6	captures	capture	VERB
ajst-26217	62	7	temporal	temporal	ADJ
ajst-26217	62	8	correlations	correlation	NOUN
ajst-26217	62	9	from	from	ADP
ajst-26217	62	10	sensor	sensor	NOUN
ajst-26217	62	11	data	datum	NOUN
ajst-26217	62	12	,	,	PUNCT
ajst-26217	62	13	while	while	SCONJ
ajst-26217	62	14	the	the	DET
ajst-26217	62	15	cnn	cnn	PROPN
ajst-26217	62	16	-	-	PUNCT
ajst-26217	62	17	mlp	mlp	PROPN
ajst-26217	62	18	model	model	NOUN
ajst-26217	62	19	effectively	effectively	ADV
ajst-26217	62	20	classifies	classify	VERB
ajst-26217	62	21	faults	fault	NOUN
ajst-26217	62	22	,	,	PUNCT
ajst-26217	62	23	ensuring	ensure	VERB
ajst-26217	62	24	more	more	ADV
ajst-26217	62	25	accurate	accurate	ADJ
ajst-26217	62	26	predictions	prediction	NOUN
ajst-26217	62	27	.	.	PUNCT
ajst-26217	63	1	through	through	ADP
ajst-26217	63	2	data	datum	NOUN
ajst-26217	63	3	collection	collection	NOUN
ajst-26217	63	4	and	and	CCONJ
ajst-26217	63	5	preprocessing	preprocessing	NOUN
ajst-26217	63	6	,	,	PUNCT
ajst-26217	63	7	it	it	PRON
ajst-26217	63	8	plays	play	VERB
ajst-26217	63	9	an	an	DET
ajst-26217	63	10	important	important	ADJ
ajst-26217	63	11	role	role	NOUN
ajst-26217	63	12	in	in	ADP
ajst-26217	63	13	improving	improve	VERB
ajst-26217	63	14	the	the	DET
ajst-26217	63	15	accurate	accurate	ADJ
ajst-26217	63	16	prediction	prediction	NOUN
ajst-26217	63	17	of	of	ADP
ajst-26217	63	18	hardware	hardware	NOUN
ajst-26217	63	19	faults	fault	NOUN
ajst-26217	63	20	.	.	PUNCT
ajst-26217	64	1	the	the	DET
ajst-26217	64	2	process	process	NOUN
ajst-26217	64	3	begins	begin	VERB
ajst-26217	64	4	with	with	ADP
ajst-26217	64	5	the	the	DET
ajst-26217	64	6	collection	collection	NOUN
ajst-26217	64	7	of	of	ADP
ajst-26217	64	8	high	high	ADJ
ajst-26217	64	9	-	-	PUNCT
ajst-26217	64	10	quality	quality	NOUN
ajst-26217	64	11	sensor	sensor	NOUN
ajst-26217	64	12	data	datum	NOUN
ajst-26217	64	13	and	and	CCONJ
ajst-26217	64	14	historical	historical	ADJ
ajst-26217	64	15	fault	fault	NOUN
ajst-26217	64	16	records	record	NOUN
ajst-26217	64	17	,	,	PUNCT
ajst-26217	64	18	which	which	PRON
ajst-26217	64	19	are	be	AUX
ajst-26217	64	20	essential	essential	ADJ
ajst-26217	64	21	for	for	ADP
ajst-26217	64	22	training	train	VERB
ajst-26217	64	23	predictive	predictive	ADJ
ajst-26217	64	24	models	model	NOUN
ajst-26217	64	25	.	.	PUNCT
ajst-26217	65	1	in	in	ADP
ajst-26217	65	2	the	the	DET
ajst-26217	65	3	first	first	ADJ
ajst-26217	65	4	stage	stage	NOUN
ajst-26217	65	5	,	,	PUNCT
ajst-26217	65	6	the	the	DET
ajst-26217	65	7	method	method	NOUN
ajst-26217	65	8	uses	use	VERB
ajst-26217	65	9	the	the	DET
ajst-26217	65	10	historical	historical	ADJ
ajst-26217	65	11	data	datum	NOUN
ajst-26217	65	12	of	of	ADP
ajst-26217	65	13	the	the	DET
ajst-26217	65	14	sensor	sensor	NOUN
ajst-26217	65	15	to	to	PART
ajst-26217	65	16	predict	predict	VERB
ajst-26217	65	17	the	the	DET
ajst-26217	65	18	time	time	NOUN
ajst-26217	65	19	series	series	NOUN
ajst-26217	65	20	,	,	PUNCT
ajst-26217	65	21	and	and	CCONJ
ajst-26217	65	22	in	in	ADP
ajst-26217	65	23	the	the	DET
ajst-26217	65	24	second	second	ADJ
ajst-26217	65	25	stage	stage	NOUN
ajst-26217	65	26	,	,	PUNCT
ajst-26217	65	27	the	the	DET
ajst-26217	65	28	sensor	sensor	NOUN
ajst-26217	65	29	faults	fault	NOUN
ajst-26217	65	30	are	be	AUX
ajst-26217	65	31	classified	classify	VERB
ajst-26217	65	32	to	to	PART
ajst-26217	65	33	improve	improve	VERB
ajst-26217	65	34	the	the	DET
ajst-26217	65	35	prediction	prediction	NOUN
ajst-26217	65	36	accuracy	accuracy	NOUN
ajst-26217	65	37	.	.	PUNCT
ajst-26217	66	1	5	5	X
ajst-26217	66	2	.	.	X
ajst-26217	66	3	conclusion	conclusion	NOUN
ajst-26217	66	4	this	this	DET
ajst-26217	66	5	paper	paper	NOUN
ajst-26217	66	6	introduces	introduce	VERB
ajst-26217	66	7	several	several	ADJ
ajst-26217	66	8	theories	theory	NOUN
ajst-26217	66	9	and	and	CCONJ
ajst-26217	66	10	applications	application	NOUN
ajst-26217	66	11	of	of	ADP
ajst-26217	66	12	detecting	detect	VERB
ajst-26217	66	13	and	and	CCONJ
ajst-26217	66	14	predicting	predict	VERB
ajst-26217	66	15	hardware	hardware	NOUN
ajst-26217	66	16	errors	error	NOUN
ajst-26217	66	17	based	base	VERB
ajst-26217	66	18	on	on	ADP
ajst-26217	66	19	ai	ai	PROPN
ajst-26217	66	20	models	model	NOUN
ajst-26217	66	21	.	.	PUNCT
ajst-26217	67	1	through	through	ADP
ajst-26217	67	2	machine	machine	NOUN
ajst-26217	67	3	learning	learning	NOUN
ajst-26217	67	4	and	and	CCONJ
ajst-26217	67	5	deep	deep	ADJ
ajst-26217	67	6	learning	learning	NOUN
ajst-26217	67	7	algorithms	algorithm	NOUN
ajst-26217	67	8	,	,	PUNCT
ajst-26217	67	9	combined	combine	VERB
ajst-26217	67	10	with	with	ADP
ajst-26217	67	11	a	a	DET
ajst-26217	67	12	large	large	ADJ
ajst-26217	67	13	number	number	NOUN
ajst-26217	67	14	of	of	ADP
ajst-26217	67	15	sensor	sensor	NOUN
ajst-26217	67	16	data	datum	NOUN
ajst-26217	67	17	and	and	CCONJ
ajst-26217	67	18	historical	historical	ADJ
ajst-26217	67	19	logs	log	NOUN
ajst-26217	67	20	,	,	PUNCT
ajst-26217	67	21	the	the	DET
ajst-26217	67	22	ai	ai	NOUN
ajst-26217	67	23	system	system	NOUN
ajst-26217	67	24	can	can	AUX
ajst-26217	67	25	make	make	VERB
ajst-26217	67	26	accurate	accurate	ADJ
ajst-26217	67	27	predictions	prediction	NOUN
ajst-26217	67	28	before	before	SCONJ
ajst-26217	67	29	failures	failure	NOUN
ajst-26217	67	30	occur	occur	VERB
ajst-26217	67	31	,	,	PUNCT
ajst-26217	67	32	thus	thus	ADV
ajst-26217	67	33	increasing	increase	VERB
ajst-26217	67	34	the	the	DET
ajst-26217	67	35	reliability	reliability	NOUN
ajst-26217	67	36	of	of	ADP
ajst-26217	67	37	error	error	NOUN
ajst-26217	67	38	warning	warning	NOUN
ajst-26217	67	39	,	,	PUNCT
ajst-26217	67	40	which	which	PRON
ajst-26217	67	41	provides	provide	VERB
ajst-26217	67	42	a	a	DET
ajst-26217	67	43	reliable	reliable	ADJ
ajst-26217	67	44	early	early	ADJ
ajst-26217	67	45	warning	warning	NOUN
ajst-26217	67	46	mechanism	mechanism	NOUN
ajst-26217	67	47	for	for	ADP
ajst-26217	67	48	other	other	ADJ
ajst-26217	67	49	industries	industry	NOUN
ajst-26217	67	50	such	such	ADJ
ajst-26217	67	51	as	as	ADP
ajst-26217	67	52	industry	industry	NOUN
ajst-26217	67	53	,	,	PUNCT
ajst-26217	67	54	medical	medical	ADJ
ajst-26217	67	55	treatment	treatment	NOUN
ajst-26217	67	56	,	,	PUNCT
ajst-26217	67	57	finance	finance	NOUN
ajst-26217	67	58	and	and	CCONJ
ajst-26217	67	59	other	other	ADJ
ajst-26217	67	60	industries	industry	NOUN
ajst-26217	67	61	,	,	PUNCT
ajst-26217	67	62	so	so	SCONJ
ajst-26217	67	63	as	as	SCONJ
ajst-26217	67	64	to	to	PART
ajst-26217	67	65	protect	protect	VERB
ajst-26217	67	66	the	the	DET
ajst-26217	67	67	social	social	ADJ
ajst-26217	67	68	economy	economy	NOUN
ajst-26217	67	69	and	and	CCONJ
ajst-26217	67	70	human	human	ADJ
ajst-26217	67	71	life	life	NOUN
ajst-26217	67	72	and	and	CCONJ
ajst-26217	67	73	health	health	NOUN
ajst-26217	67	74	.	.	PUNCT
ajst-26217	68	1	so	so	ADV
ajst-26217	68	2	the	the	DET
ajst-26217	68	3	study	study	NOUN
ajst-26217	68	4	of	of	ADP
ajst-26217	68	5	this	this	DET
ajst-26217	68	6	technology	technology	NOUN
ajst-26217	68	7	is	be	AUX
ajst-26217	68	8	of	of	ADP
ajst-26217	68	9	great	great	ADJ
ajst-26217	68	10	significance	significance	NOUN
ajst-26217	68	11	to	to	ADP
ajst-26217	68	12	the	the	DET
ajst-26217	68	13	real	real	ADJ
ajst-26217	68	14	society	society	NOUN
ajst-26217	68	15	.	.	PUNCT
ajst-26217	69	1	201	201	NUM
ajst-26217	69	2	references	reference	NOUN
ajst-26217	69	3	[	[	X
ajst-26217	69	4	1	1	NUM
ajst-26217	69	5	]	]	X
ajst-26217	69	6	amarnath	amarnath	PROPN
ajst-26217	69	7	,	,	PUNCT
ajst-26217	69	8	m.	m.	NOUN
ajst-26217	69	9	,	,	PUNCT
ajst-26217	69	10	&	&	CCONJ
ajst-26217	69	11	gupta	gupta	PROPN
ajst-26217	69	12	,	,	PUNCT
ajst-26217	69	13	d.	d.	PROPN
ajst-26217	69	14	(	(	PUNCT
ajst-26217	69	15	2016	2016	NUM
ajst-26217	69	16	)	)	PUNCT
ajst-26217	69	17	.	.	PUNCT
ajst-26217	70	1	predicting	predict	VERB
ajst-26217	70	2	hardware	hardware	NOUN
ajst-26217	70	3	failure	failure	NOUN
ajst-26217	70	4	using	use	VERB
ajst-26217	70	5	machine	machine	NOUN
ajst-26217	70	6	learning	learning	NOUN
ajst-26217	70	7	.	.	PUNCT
ajst-26217	71	1	researchgate.https://www.researchgate.net/publication/30157	researchgate.https://www.researchgate.net/publication/30157	AUX
ajst-26217	71	2	4749_predicting_hardware_failure_using_machine_learning	4749_predicting_hardware_failure_using_machine_learne	VERB
ajst-26217	71	3	[	[	X
ajst-26217	71	4	2	2	NUM
ajst-26217	71	5	]	]	X
ajst-26217	71	6	johnson	johnson	PROPN
ajst-26217	71	7	,	,	PUNCT
ajst-26217	71	8	n.	n.	PROPN
ajst-26217	71	9	l.	l.	PROPN
ajst-26217	71	10	,	,	PUNCT
ajst-26217	71	11	&	&	CCONJ
ajst-26217	71	12	kotz	kotz	PROPN
ajst-26217	71	13	,	,	PUNCT
ajst-26217	71	14	s.	s.	PROPN
ajst-26217	71	15	(	(	PUNCT
ajst-26217	71	16	2009	2009	NUM
ajst-26217	71	17	)	)	PUNCT
ajst-26217	71	18	.	.	PUNCT
ajst-26217	72	1	weibull	weibull	PROPN
ajst-26217	72	2	distributions	distribution	NOUN
ajst-26217	72	3	and	and	CCONJ
ajst-26217	72	4	their	their	PRON
ajst-26217	72	5	applications	application	NOUN
ajst-26217	72	6	.	.	PUNCT
ajst-26217	73	1	researchgate	researchgate	NOUN
ajst-26217	73	2	.	.	PUNCT
ajst-26217	74	1	https://www.researchgate.net/publication/37628953_weibull	https://www.researchgate.net/publication/37628953_weibull	VERB
ajst-26217	74	2	_	_	PUNCT
ajst-26217	74	3	distributions_and_their_applications	distributions_and_their_application	NOUN
ajst-26217	75	1	[	[	X
ajst-26217	75	2	3	3	NUM
ajst-26217	75	3	]	]	PUNCT
ajst-26217	75	4	a.	a.	NOUN
ajst-26217	75	5	j.	j.	PROPN
ajst-26217	75	6	jr	jr	PROPN
ajst-26217	75	7	.	.	PROPN
ajst-26217	75	8	hallinan	hallinan	PROPN
ajst-26217	75	9	:	:	PUNCT
ajst-26217	75	10	a	a	DET
ajst-26217	75	11	review	review	NOUN
ajst-26217	75	12	of	of	ADP
ajst-26217	75	13	the	the	DET
ajst-26217	75	14	weibull	weibull	PROPN
ajst-26217	75	15	distribu	distribu	NOUN
ajst-26217	75	16	-	-	PUNCT
ajst-26217	75	17	tion	tion	NOUN
ajst-26217	75	18	,	,	PUNCT
ajst-26217	75	19	j.	j.	PROPN
ajst-26217	75	20	qual	qual	PROPN
ajst-26217	75	21	.	.	PROPN
ajst-26217	76	1	technol	technol	PROPN
ajst-26217	76	2	.	.	PROPN
ajst-26217	76	3	25	25	NUM
ajst-26217	76	4	,	,	PUNCT
ajst-26217	76	5	85–93	85–93	NUM
ajst-26217	76	6	(	(	PUNCT
ajst-26217	76	7	1993	1993	NUM
ajst-26217	76	8	)	)	PUNCT
ajst-26217	77	1	[	[	X
ajst-26217	77	2	4	4	X
ajst-26217	77	3	]	]	X
ajst-26217	77	4	n.	n.	PROPN
ajst-26217	77	5	l.	l.	PROPN
ajst-26217	77	6	johnson	johnson	PROPN
ajst-26217	77	7	,	,	PUNCT
ajst-26217	77	8	s.	s.	PROPN
ajst-26217	77	9	kotz	kotz	PROPN
ajst-26217	77	10	,	,	PUNCT
ajst-26217	77	11	n.	n.	PROPN
ajst-26217	77	12	balakrishnan	balakrishnan	PROPN
ajst-26217	77	13	:	:	PUNCT
ajst-26217	77	14	continuousunivariate	continuousunivariate	ADJ
ajst-26217	77	15	distributions	distribution	NOUN
ajst-26217	77	16	,	,	PUNCT
ajst-26217	77	17	vol	vol	NOUN
ajst-26217	77	18	.	.	PROPN
ajst-26217	77	19	1	1	NUM
ajst-26217	77	20	,	,	PUNCT
ajst-26217	77	21	2nd	2nd	ADJ
ajst-26217	77	22	edn	edn	NOUN
ajst-26217	77	23	.	.	PUNCT
ajst-26217	78	1	(	(	PUNCT
ajst-26217	78	2	wiley	wiley	PROPN
ajst-26217	78	3	,	,	PUNCT
ajst-26217	78	4	newyork	newyork	PROPN
ajst-26217	78	5	1994	1994	NUM
ajst-26217	78	6	)	)	PUNCT
ajst-26217	79	1	[	[	X
ajst-26217	79	2	5	5	X
ajst-26217	79	3	]	]	PUNCT
ajst-26217	79	4	d.	d.	PROPN
ajst-26217	79	5	n.	n.	PROPN
ajst-26217	79	6	p.	p.	PROPN
ajst-26217	80	1	murthy	murthy	PROPN
ajst-26217	80	2	,	,	PUNCT
ajst-26217	80	3	m.	m.	PROPN
ajst-26217	80	4	xie	xie	PROPN
ajst-26217	80	5	,	,	PUNCT
ajst-26217	80	6	r.	r.	PROPN
ajst-26217	80	7	jiang	jiang	PROPN
ajst-26217	80	8	:	:	PUNCT
ajst-26217	81	1	weibull	weibull	PROPN
ajst-26217	81	2	models	model	NOUN
ajst-26217	81	3	(	(	PUNCT
ajst-26217	81	4	wiley	wiley	PROPN
ajst-26217	81	5	,	,	PUNCT
ajst-26217	81	6	new	new	PROPN
ajst-26217	81	7	york	york	PROPN
ajst-26217	81	8	2003	2003	NUM
ajst-26217	81	9	)	)	PUNCT
ajst-26217	82	1	[	[	X
ajst-26217	82	2	6	6	NUM
ajst-26217	82	3	]	]	PUNCT
ajst-26217	82	4	w.	w.	PROPN
ajst-26217	82	5	weibull	weibull	PROPN
ajst-26217	82	6	:	:	PUNCT
ajst-26217	82	7	a	a	DET
ajst-26217	82	8	statistical	statistical	ADJ
ajst-26217	82	9	theory	theory	NOUN
ajst-26217	82	10	of	of	ADP
ajst-26217	82	11	the	the	DET
ajst-26217	82	12	strength	strength	NOUN
ajst-26217	82	13	ofmaterial	ofmaterial	NOUN
ajst-26217	82	14	,	,	PUNCT
ajst-26217	82	15	ing	ing	PROPN
ajst-26217	82	16	.	.	PUNCT
ajst-26217	83	1	vetenskapa	vetenskapa	VERB
ajst-26217	83	2	acad	acad	PROPN
ajst-26217	83	3	.	.	PUNCT
ajst-26217	84	1	handlingar	handlingar	PROPN
ajst-26217	84	2	151,1–45(1939	151,1–45(1939	NUM
ajst-26217	84	3	)	)	PUNCT
ajst-26217	85	1	[	[	X
ajst-26217	85	2	7	7	NUM
ajst-26217	85	3	]	]	X
ajst-26217	85	4	xu	xu	PROPN
ajst-26217	85	5	,	,	PUNCT
ajst-26217	85	6	y.	y.	PROPN
ajst-26217	85	7	;	;	PUNCT
ajst-26217	85	8	sun	sun	NOUN
ajst-26217	85	9	,	,	PUNCT
ajst-26217	85	10	y.	y.	PROPN
ajst-26217	85	11	;	;	PUNCT
ajst-26217	85	12	wan	wan	PROPN
ajst-26217	85	13	,	,	PUNCT
ajst-26217	85	14	j.	j.	PROPN
ajst-26217	85	15	;	;	PUNCT
ajst-26217	85	16	liu	liu	PROPN
ajst-26217	85	17	,	,	PUNCT
ajst-26217	85	18	x.	x.	PROPN
ajst-26217	85	19	;	;	PUNCT
ajst-26217	85	20	song	song	NOUN
ajst-26217	85	21	,	,	PUNCT
ajst-26217	85	22	z.	z.	PROPN
ajst-26217	85	23	industrial	industrial	PROPN
ajst-26217	85	24	big	big	ADJ
ajst-26217	85	25	data	datum	NOUN
ajst-26217	85	26	for	for	ADP
ajst-26217	85	27	fault	fault	NOUN
ajst-26217	85	28	diagnosis	diagnosis	NOUN
ajst-26217	85	29	:	:	PUNCT
ajst-26217	85	30	taxonomy	taxonomy	NOUN
ajst-26217	85	31	,	,	PUNCT
ajst-26217	85	32	review	review	NOUN
ajst-26217	85	33	,	,	PUNCT
ajst-26217	85	34	and	and	CCONJ
ajst-26217	85	35	applications	application	NOUN
ajst-26217	85	36	.	.	PUNCT
ajst-26217	86	1	ieee	ieee	NOUN
ajst-26217	86	2	access	access	NOUN
ajst-26217	86	3	2017	2017	NUM
ajst-26217	86	4	,	,	PUNCT
ajst-26217	86	5	5	5	NUM
ajst-26217	86	6	,	,	PUNCT
ajst-26217	86	7	17368–17380	17368–17380	NUM
ajst-26217	86	8	.	.	PUNCT
ajst-26217	87	1	[	[	X
ajst-26217	87	2	google	google	NOUN
ajst-26217	87	3	scholar	scholar	NOUN
ajst-26217	87	4	]	]	PUNCT
ajst-26217	88	1	[	[	X
ajst-26217	88	2	crossref	crossref	X
ajst-26217	88	3	]	]	X
ajst-26217	88	4	[	[	X
ajst-26217	88	5	8	8	NUM
ajst-26217	88	6	]	]	PUNCT
ajst-26217	88	7	dash	dash	NOUN
ajst-26217	88	8	,	,	PUNCT
ajst-26217	88	9	s.	s.	PROPN
ajst-26217	88	10	;	;	PUNCT
ajst-26217	88	11	venkatasubramanian	venkatasubramanian	ADJ
ajst-26217	88	12	,	,	PUNCT
ajst-26217	88	13	v.	v.	ADP
ajst-26217	88	14	challenges	challenge	NOUN
ajst-26217	88	15	in	in	ADP
ajst-26217	88	16	the	the	DET
ajst-26217	88	17	industrial	industrial	ADJ
ajst-26217	88	18	applications	application	NOUN
ajst-26217	88	19	of	of	ADP
ajst-26217	88	20	fault	fault	NOUN
ajst-26217	88	21	diagnostic	diagnostic	ADJ
ajst-26217	88	22	systems	system	NOUN
ajst-26217	88	23	.	.	PUNCT
ajst-26217	89	1	comput	comput	NOUN
ajst-26217	89	2	.	.	PUNCT
ajst-26217	90	1	chem	chem	NOUN
ajst-26217	90	2	.	.	PUNCT
ajst-26217	91	1	eng	eng	PROPN
ajst-26217	91	2	.	.	PROPN
ajst-26217	91	3	2000	2000	NUM
ajst-26217	91	4	,	,	PUNCT
ajst-26217	91	5	24	24	NUM
ajst-26217	91	6	,	,	PUNCT
ajst-26217	91	7	785–791	785–791	NUM
ajst-26217	91	8	.	.	PUNCT
ajst-26217	92	1	[	[	X
ajst-26217	92	2	google	google	NOUN
ajst-26217	92	3	scholar	scholar	NOUN
ajst-26217	92	4	]	]	PUNCT
ajst-26217	93	1	[	[	X
ajst-26217	93	2	crossref	crossref	X
ajst-26217	93	3	]	]	X
ajst-26217	93	4	[	[	X
ajst-26217	93	5	9	9	NUM
ajst-26217	93	6	]	]	X
ajst-26217	93	7	seba	seba	PROPN
ajst-26217	93	8	,	,	PUNCT
ajst-26217	93	9	a.	a.	NOUN
ajst-26217	93	10	m.	m.	NOUN
ajst-26217	93	11	,	,	PUNCT
ajst-26217	93	12	gemeda	gemeda	PROPN
ajst-26217	93	13	,	,	PUNCT
ajst-26217	93	14	k.	k.	PROPN
ajst-26217	93	15	a.	a.	PROPN
ajst-26217	93	16	,	,	PUNCT
ajst-26217	93	17	&	&	CCONJ
ajst-26217	93	18	ramulu	ramulu	VERB
ajst-26217	93	19	,	,	PUNCT
ajst-26217	93	20	p.	p.	NOUN
ajst-26217	93	21	j.	j.	PROPN
ajst-26217	93	22	(	(	PUNCT
ajst-26217	93	23	2024	2024	NUM
ajst-26217	93	24	)	)	PUNCT
ajst-26217	93	25	.	.	PUNCT
ajst-26217	94	1	a	a	DET
ajst-26217	94	2	proactive	proactive	ADJ
ajst-26217	94	3	approach	approach	NOUN
ajst-26217	94	4	to	to	PART
ajst-26217	94	5	sensor	sensor	NOUN
ajst-26217	94	6	fault	fault	NOUN
ajst-26217	94	7	prediction	prediction	NOUN
ajst-26217	94	8	using	use	VERB
ajst-26217	94	9	hybrid	hybrid	ADJ
ajst-26217	94	10	deep	deep	ADJ
ajst-26217	94	11	learning	learning	NOUN
ajst-26217	94	12	models	model	NOUN
ajst-26217	94	13	.	.	PUNCT
ajst-26217	95	1	sn	sn	PROPN
ajst-26217	95	2	applied	apply	VERB
ajst-26217	95	3	sciences	science	NOUN
ajst-26217	95	4	,	,	PUNCT
ajst-26217	95	5	6(2	6(2	NUM
ajst-26217	95	6	)	)	PUNCT
ajst-26217	95	7	,	,	PUNCT
ajst-26217	95	8	5633	5633	NUM
ajst-26217	95	9	.	.	PUNCT
ajst-26217	96	1	https://doi.org/10.1007/s42452-024-05633-7	https://doi.org/10.1007/s42452-024-05633-7	NUM