id	sid	tid	token	lemma	pos
bracis-33616	1	1	acoustic	acoustic	ADJ
bracis-33616	1	2	features	feature	NOUN
bracis-33616	1	3	and	and	CCONJ
bracis-33616	1	4	 	 	SPACE
bracis-33616	1	5	autoencoders	autoencoder	NOUN
bracis-33616	1	6	for	for	ADP
bracis-33616	1	7	 	 	SPACE
bracis-33616	1	8	fault	fault	VERB
bracis-33616	1	9	detection	detection	NOUN
bracis-33616	1	10	in	in	ADP
bracis-33616	1	11	 	 	SPACE
bracis-33616	1	12	rotating	rotate	VERB
bracis-33616	1	13	machines	machine	NOUN
bracis-33616	1	14	:	:	PUNCT
bracis-33616	1	15	a	a	DET
bracis-33616	1	16	case	case	NOUN
bracis-33616	1	17	study	study	NOUN
bracis-33616	1	18	|	|	NOUN
bracis-33616	1	19	springer	springer	NOUN
bracis-33616	1	20	nature	nature	PROPN
bracis-33616	1	21	link	link	PROPN
bracis-33616	1	22	(	(	PUNCT
bracis-33616	1	23	formerly	formerly	ADV
bracis-33616	1	24	springerlink	springerlink	NOUN
bracis-33616	1	25	)	)	PUNCT
bracis-33616	1	26	skip	skip	VERB
bracis-33616	1	27	to	to	ADP
bracis-33616	1	28	main	main	ADJ
bracis-33616	1	29	content	content	NOUN
bracis-33616	1	30	advertisement	advertisement	NOUN
bracis-33616	1	31	log	log	NOUN
bracis-33616	1	32	in	in	ADP
bracis-33616	1	33	menu	menu	NOUN
bracis-33616	1	34	find	find	VERB
bracis-33616	1	35	a	a	DET
bracis-33616	1	36	journal	journal	NOUN
bracis-33616	1	37	publish	publish	VERB
bracis-33616	1	38	with	with	ADP
bracis-33616	1	39	us	we	PRON
bracis-33616	1	40	track	track	VERB
bracis-33616	1	41	your	your	PRON
bracis-33616	1	42	research	research	NOUN
bracis-33616	1	43	search	search	NOUN
bracis-33616	1	44	cart	cart	NOUN
bracis-33616	1	45	home	home	NOUN
bracis-33616	1	46	intelligent	intelligent	ADJ
bracis-33616	1	47	systems	system	NOUN
bracis-33616	1	48	conference	conference	NOUN
bracis-33616	1	49	paper	paper	NOUN
bracis-33616	1	50	acoustic	acoustic	ADJ
bracis-33616	1	51	features	feature	NOUN
bracis-33616	1	52	and	and	CCONJ
bracis-33616	1	53	 	 	SPACE
bracis-33616	1	54	autoencoders	autoencoder	NOUN
bracis-33616	1	55	for	for	ADP
bracis-33616	1	56	 	 	SPACE
bracis-33616	1	57	fault	fault	VERB
bracis-33616	1	58	detection	detection	NOUN
bracis-33616	1	59	in	in	ADP
bracis-33616	1	60	 	 	SPACE
bracis-33616	1	61	rotating	rotate	VERB
bracis-33616	1	62	machines	machine	NOUN
bracis-33616	1	63	:	:	PUNCT
bracis-33616	1	64	a	a	DET
bracis-33616	1	65	case	case	NOUN
bracis-33616	1	66	study	study	NOUN
bracis-33616	1	67	conference	conference	NOUN
bracis-33616	1	68	paper	paper	NOUN
bracis-33616	1	69	first	first	ADV
bracis-33616	1	70	online	online	ADV
bracis-33616	1	71	:	:	PUNCT
bracis-33616	1	72	30	30	NUM
bracis-33616	1	73	january	january	NOUN
bracis-33616	1	74	2025	2025	NUM
bracis-33616	1	75	pp	pp	NUM
bracis-33616	1	76	34–49	34–49	NUM
bracis-33616	1	77	cite	cite	VERB
bracis-33616	1	78	this	this	DET
bracis-33616	1	79	conference	conference	NOUN
bracis-33616	1	80	paper	paper	NOUN
bracis-33616	1	81	access	access	NOUN
bracis-33616	1	82	provided	provide	VERB
bracis-33616	1	83	by	by	ADP
bracis-33616	1	84	university	university	PROPN
bracis-33616	1	85	of	of	ADP
bracis-33616	1	86	notre	notre	PROPN
bracis-33616	1	87	dame	dame	PROPN
bracis-33616	1	88	hesburgh	hesburgh	PROPN
bracis-33616	1	89	library	library	PROPN
bracis-33616	1	90	download	download	PROPN
bracis-33616	1	91	book	book	NOUN
bracis-33616	1	92	pdf	pdf	PROPN
bracis-33616	1	93	download	download	NOUN
bracis-33616	1	94	book	book	NOUN
bracis-33616	1	95	epub	epub	PROPN
bracis-33616	1	96	intelligent	intelligent	ADJ
bracis-33616	1	97	systems	system	NOUN
bracis-33616	1	98	(	(	PUNCT
bracis-33616	1	99	bracis	bracis	NOUN
bracis-33616	1	100	2024	2024	NUM
bracis-33616	1	101	)	)	PUNCT
bracis-33616	1	102	acoustic	acoustic	ADJ
bracis-33616	1	103	features	feature	NOUN
bracis-33616	1	104	and	and	CCONJ
bracis-33616	1	105	 	 	SPACE
bracis-33616	1	106	autoencoders	autoencoder	NOUN
bracis-33616	1	107	for	for	ADP
bracis-33616	1	108	 	 	SPACE
bracis-33616	1	109	fault	fault	VERB
bracis-33616	1	110	detection	detection	NOUN
bracis-33616	1	111	in	in	ADP
bracis-33616	1	112	 	 	SPACE
bracis-33616	1	113	rotating	rotate	VERB
bracis-33616	1	114	machines	machine	NOUN
bracis-33616	1	115	:	:	PUNCT
bracis-33616	1	116	a	a	DET
bracis-33616	1	117	case	case	NOUN
bracis-33616	1	118	study	study	NOUN
bracis-33616	1	119	download	download	NOUN
bracis-33616	1	120	book	book	NOUN
bracis-33616	1	121	pdf	pdf	PROPN
bracis-33616	1	122	download	download	NOUN
bracis-33616	1	123	book	book	PROPN
bracis-33616	1	124	epub	epub	PROPN
bracis-33616	1	125	leonardo	leonardo	PROPN
bracis-33616	1	126	afonso	afonso	PROPN
bracis-33616	1	127	ferreira	ferreira	PROPN
bracis-33616	1	128	bortoni9	bortoni9	PROPN
bracis-33616	1	129	&	&	CCONJ
bracis-33616	1	130	pablo	pablo	PROPN
bracis-33616	1	131	andretta	andretta	PROPN
bracis-33616	1	132	jaskowiak9	jaskowiak9	PROPN
bracis-33616	1	133	  	  	SPACE
bracis-33616	1	134	part	part	NOUN
bracis-33616	1	135	of	of	ADP
bracis-33616	1	136	the	the	DET
bracis-33616	1	137	book	book	NOUN
bracis-33616	1	138	series	series	NOUN
bracis-33616	1	139	:	:	PUNCT
bracis-33616	1	140	lecture	lecture	NOUN
bracis-33616	1	141	notes	note	NOUN
bracis-33616	1	142	in	in	ADP
bracis-33616	1	143	computer	computer	NOUN
bracis-33616	1	144	science	science	NOUN
bracis-33616	1	145	(	(	PUNCT
bracis-33616	1	146	(	(	PUNCT
bracis-33616	1	147	lnai	lnai	ADJ
bracis-33616	1	148	,	,	PUNCT
bracis-33616	1	149	volume	volume	NOUN
bracis-33616	1	150	15414	15414	NUM
bracis-33616	1	151	)	)	PUNCT
bracis-33616	1	152	)	)	PUNCT
bracis-33616	1	153	included	include	VERB
bracis-33616	1	154	in	in	ADP
bracis-33616	1	155	the	the	DET
bracis-33616	1	156	following	follow	VERB
bracis-33616	1	157	conference	conference	NOUN
bracis-33616	1	158	series	series	NOUN
bracis-33616	1	159	:	:	PUNCT
bracis-33616	1	160	brazilian	brazilian	ADJ
bracis-33616	1	161	conference	conference	NOUN
bracis-33616	1	162	on	on	ADP
bracis-33616	1	163	intelligent	intelligent	ADJ
bracis-33616	1	164	systems	system	NOUN
bracis-33616	1	165	381	381	NUM
bracis-33616	1	166	accesses	access	NOUN
bracis-33616	1	167	1	1	NUM
bracis-33616	1	168	citation	citation	NOUN
bracis-33616	1	169	abstract	abstract	ADJ
bracis-33616	1	170	traditional	traditional	ADJ
bracis-33616	1	171	machine	machine	NOUN
bracis-33616	1	172	fault	fault	NOUN
bracis-33616	1	173	detection	detection	NOUN
bracis-33616	1	174	(	(	PUNCT
bracis-33616	1	175	mfd	mfd	NOUN
bracis-33616	1	176	)	)	PUNCT
bracis-33616	1	177	techniques	technique	NOUN
bracis-33616	1	178	usually	usually	ADV
bracis-33616	1	179	rely	rely	VERB
bracis-33616	1	180	on	on	ADP
bracis-33616	1	181	multiple	multiple	ADJ
bracis-33616	1	182	sensor	sensor	NOUN
bracis-33616	1	183	data	datum	NOUN
bracis-33616	1	184	sources	source	NOUN
bracis-33616	1	185	,	,	PUNCT
bracis-33616	1	186	such	such	ADJ
bracis-33616	1	187	as	as	ADP
bracis-33616	1	188	vibration	vibration	NOUN
bracis-33616	1	189	,	,	PUNCT
bracis-33616	1	190	temperature	temperature	NOUN
bracis-33616	1	191	,	,	PUNCT
bracis-33616	1	192	force	force	NOUN
bracis-33616	1	193	,	,	PUNCT
bracis-33616	1	194	and	and	CCONJ
bracis-33616	1	195	audio	audio	ADJ
bracis-33616	1	196	/	/	SYM
bracis-33616	1	197	acoustic	acoustic	ADJ
bracis-33616	1	198	signals	signal	NOUN
bracis-33616	1	199	.	.	PUNCT
bracis-33616	2	1	acoustic	acoustic	ADJ
bracis-33616	2	2	signals	signal	NOUN
bracis-33616	2	3	,	,	PUNCT
bracis-33616	2	4	in	in	ADP
bracis-33616	2	5	particular	particular	ADJ
bracis-33616	2	6	,	,	PUNCT
bracis-33616	2	7	are	be	AUX
bracis-33616	2	8	quite	quite	ADV
bracis-33616	2	9	appealing	appealing	ADJ
bracis-33616	2	10	in	in	ADP
bracis-33616	2	11	the	the	DET
bracis-33616	2	12	context	context	NOUN
bracis-33616	2	13	of	of	ADP
bracis-33616	2	14	mfd	mfd	NOUN
bracis-33616	2	15	,	,	PUNCT
bracis-33616	2	16	as	as	SCONJ
bracis-33616	2	17	they	they	PRON
bracis-33616	2	18	are	be	AUX
bracis-33616	2	19	often	often	ADV
bracis-33616	2	20	among	among	ADP
bracis-33616	2	21	the	the	DET
bracis-33616	2	22	first	first	ADJ
bracis-33616	2	23	manifestations	manifestation	NOUN
bracis-33616	2	24	of	of	ADP
bracis-33616	2	25	machine	machine	NOUN
bracis-33616	2	26	failure	failure	NOUN
bracis-33616	2	27	.	.	PUNCT
bracis-33616	3	1	furthermore	furthermore	ADV
bracis-33616	3	2	,	,	PUNCT
bracis-33616	3	3	they	they	PRON
bracis-33616	3	4	are	be	AUX
bracis-33616	3	5	associated	associate	VERB
bracis-33616	3	6	with	with	ADP
bracis-33616	3	7	high	high	ADJ
bracis-33616	3	8	sensitivity	sensitivity	NOUN
bracis-33616	3	9	,	,	PUNCT
bracis-33616	3	10	environmental	environmental	ADJ
bracis-33616	3	11	resilience	resilience	NOUN
bracis-33616	3	12	,	,	PUNCT
bracis-33616	3	13	and	and	CCONJ
bracis-33616	3	14	do	do	AUX
bracis-33616	3	15	not	not	PART
bracis-33616	3	16	require	require	VERB
bracis-33616	3	17	machine	machine	NOUN
bracis-33616	3	18	interference	interference	NOUN
bracis-33616	3	19	.	.	PUNCT
bracis-33616	4	1	given	give	VERB
bracis-33616	4	2	these	these	DET
bracis-33616	4	3	compelling	compelling	ADJ
bracis-33616	4	4	characteristics	characteristic	NOUN
bracis-33616	4	5	,	,	PUNCT
bracis-33616	4	6	mfd	mfd	PROPN
bracis-33616	4	7	based	base	VERB
bracis-33616	4	8	exclusively	exclusively	ADV
bracis-33616	4	9	on	on	ADP
bracis-33616	4	10	acoustic	acoustic	ADJ
bracis-33616	4	11	signals	signal	NOUN
bracis-33616	4	12	can	can	AUX
bracis-33616	4	13	be	be	AUX
bracis-33616	4	14	highly	highly	ADV
bracis-33616	4	15	beneficial	beneficial	ADJ
bracis-33616	4	16	.	.	PUNCT
bracis-33616	5	1	in	in	ADP
bracis-33616	5	2	this	this	DET
bracis-33616	5	3	work	work	NOUN
bracis-33616	5	4	,	,	PUNCT
bracis-33616	5	5	we	we	PRON
bracis-33616	5	6	evaluate	evaluate	VERB
bracis-33616	5	7	an	an	DET
bracis-33616	5	8	unsupervised	unsupervised	ADJ
bracis-33616	5	9	mfd	mfd	NOUN
bracis-33616	5	10	approach	approach	NOUN
bracis-33616	5	11	based	base	VERB
bracis-33616	5	12	on	on	ADP
bracis-33616	5	13	autoencoders	autoencoder	NOUN
bracis-33616	5	14	(	(	PUNCT
bracis-33616	5	15	ae	ae	PROPN
bracis-33616	5	16	)	)	PUNCT
bracis-33616	5	17	trained	train	VERB
bracis-33616	5	18	exclusively	exclusively	ADV
bracis-33616	5	19	on	on	ADP
bracis-33616	5	20	features	feature	NOUN
bracis-33616	5	21	extracted	extract	VERB
bracis-33616	5	22	from	from	ADP
bracis-33616	5	23	acoustic	acoustic	ADJ
bracis-33616	5	24	signals	signal	NOUN
bracis-33616	5	25	of	of	ADP
bracis-33616	5	26	a	a	DET
bracis-33616	5	27	rotating	rotate	VERB
bracis-33616	5	28	machine	machine	NOUN
bracis-33616	5	29	.	.	PUNCT
bracis-33616	5	30	 	 	SPACE
bracis-33616	6	1	the	the	DET
bracis-33616	6	2	data	datum	NOUN
bracis-33616	6	3	employed	employ	VERB
bracis-33616	6	4	in	in	ADP
bracis-33616	6	5	this	this	DET
bracis-33616	6	6	work	work	NOUN
bracis-33616	6	7	comes	come	VERB
bracis-33616	6	8	from	from	ADP
bracis-33616	6	9	the	the	DET
bracis-33616	6	10	machine	machine	NOUN
bracis-33616	6	11	fault	fault	NOUN
bracis-33616	6	12	database	database	NOUN
bracis-33616	6	13	(	(	PUNCT
bracis-33616	6	14	mafaulda	mafaulda	NOUN
bracis-33616	6	15	)	)	PUNCT
bracis-33616	6	16	,	,	PUNCT
bracis-33616	6	17	which	which	PRON
bracis-33616	6	18	includes	include	VERB
bracis-33616	6	19	information	information	NOUN
bracis-33616	6	20	from	from	ADP
bracis-33616	6	21	vibration	vibration	NOUN
bracis-33616	6	22	and	and	CCONJ
bracis-33616	6	23	velocity	velocity	NOUN
bracis-33616	6	24	sensors	sensor	NOUN
bracis-33616	6	25	,	,	PUNCT
bracis-33616	6	26	besides	besides	SCONJ
bracis-33616	6	27	the	the	DET
bracis-33616	6	28	acoustic	acoustic	ADJ
bracis-33616	6	29	measurements	measurement	NOUN
bracis-33616	6	30	.	.	PUNCT
bracis-33616	7	1	this	this	PRON
bracis-33616	7	2	allows	allow	VERB
bracis-33616	7	3	us	we	PRON
bracis-33616	7	4	to	to	PART
bracis-33616	7	5	compare	compare	VERB
bracis-33616	7	6	the	the	DET
bracis-33616	7	7	performance	performance	NOUN
bracis-33616	7	8	of	of	ADP
bracis-33616	7	9	the	the	DET
bracis-33616	7	10	ae	ae	PROPN
bracis-33616	7	11	models	model	NOUN
bracis-33616	7	12	to	to	ADP
bracis-33616	7	13	that	that	PRON
bracis-33616	7	14	of	of	ADP
bracis-33616	7	15	supervised	supervised	ADJ
bracis-33616	7	16	models	model	NOUN
bracis-33616	7	17	(	(	PUNCT
bracis-33616	7	18	such	such	ADJ
bracis-33616	7	19	as	as	ADP
bracis-33616	7	20	mlps	mlp	NOUN
bracis-33616	7	21	)	)	PUNCT
bracis-33616	7	22	trained	train	VERB
bracis-33616	7	23	on	on	ADP
bracis-33616	7	24	the	the	DET
bracis-33616	7	25	same	same	ADJ
bracis-33616	7	26	acoustic	acoustic	ADV
bracis-33616	7	27	-	-	PUNCT
bracis-33616	7	28	based	base	VERB
bracis-33616	7	29	feature	feature	NOUN
bracis-33616	7	30	set	set	NOUN
bracis-33616	7	31	,	,	PUNCT
bracis-33616	7	32	as	as	ADV
bracis-33616	7	33	well	well	ADV
bracis-33616	7	34	as	as	ADP
bracis-33616	7	35	feature	feature	NOUN
bracis-33616	7	36	sets	set	NOUN
bracis-33616	7	37	that	that	PRON
bracis-33616	7	38	incorporate	incorporate	VERB
bracis-33616	7	39	all	all	DET
bracis-33616	7	40	sensors	sensor	NOUN
bracis-33616	7	41	from	from	ADP
bracis-33616	7	42	mafaulda	mafaulda	NOUN
bracis-33616	7	43	.	.	PUNCT
bracis-33616	8	1	our	our	PRON
bracis-33616	8	2	results	result	NOUN
bracis-33616	8	3	support	support	VERB
bracis-33616	8	4	that	that	SCONJ
bracis-33616	8	5	unsupervised	unsupervised	ADJ
bracis-33616	8	6	mfd	mfd	NOUN
bracis-33616	8	7	based	base	VERB
bracis-33616	8	8	on	on	ADP
bracis-33616	8	9	autoencoders	autoencoder	NOUN
bracis-33616	8	10	and	and	CCONJ
bracis-33616	8	11	acoustic	acoustic	ADJ
bracis-33616	8	12	signals	signal	NOUN
bracis-33616	8	13	is	be	AUX
bracis-33616	8	14	particularly	particularly	ADV
bracis-33616	8	15	appealing	appealing	ADJ
bracis-33616	8	16	,	,	PUNCT
bracis-33616	8	17	as	as	SCONJ
bracis-33616	8	18	it	it	PRON
bracis-33616	8	19	requires	require	VERB
bracis-33616	8	20	only	only	ADV
bracis-33616	8	21	normal	normal	ADJ
bracis-33616	8	22	machine	machine	NOUN
bracis-33616	8	23	operation	operation	NOUN
bracis-33616	8	24	for	for	ADP
bracis-33616	8	25	training	training	NOUN
bracis-33616	8	26	.	.	PUNCT
bracis-33616	9	1	indeed	indeed	ADV
bracis-33616	9	2	,	,	PUNCT
bracis-33616	9	3	we	we	PRON
bracis-33616	9	4	obtained	obtain	VERB
bracis-33616	9	5	auc	auc	ADJ
bracis-33616	9	6	values	value	NOUN
bracis-33616	9	7	of	of	ADP
bracis-33616	9	8	0.86	0.86	NUM
bracis-33616	9	9	for	for	ADP
bracis-33616	9	10	the	the	DET
bracis-33616	9	11	task	task	NOUN
bracis-33616	9	12	.	.	PUNCT
bracis-33616	10	1	access	access	NOUN
bracis-33616	10	2	provided	provide	VERB
bracis-33616	10	3	by	by	ADP
bracis-33616	10	4	university	university	PROPN
bracis-33616	10	5	of	of	ADP
bracis-33616	10	6	notre	notre	PROPN
bracis-33616	10	7	dame	dame	PROPN
bracis-33616	10	8	hesburgh	hesburgh	PROPN
bracis-33616	10	9	library	library	PROPN
bracis-33616	10	10	.	.	PUNCT
bracis-33616	11	1	download	download	PROPN
bracis-33616	11	2	conference	conference	NOUN
bracis-33616	11	3	paper	paper	NOUN
bracis-33616	11	4	pdf	pdf	NOUN
bracis-33616	11	5	similar	similar	ADJ
bracis-33616	11	6	content	content	NOUN
bracis-33616	11	7	being	be	AUX
bracis-33616	11	8	viewed	view	VERB
bracis-33616	11	9	by	by	ADP
bracis-33616	11	10	others	other	NOUN
bracis-33616	11	11	faults	fault	NOUN
bracis-33616	11	12	’	'	PUNCT
bracis-33616	11	13	diagnosis	diagnosis	NOUN
bracis-33616	11	14	of	of	ADP
bracis-33616	11	15	time	time	NOUN
bracis-33616	11	16	-	-	PUNCT
bracis-33616	11	17	varying	vary	VERB
bracis-33616	11	18	rotational	rotational	ADJ
bracis-33616	11	19	speed	speed	NOUN
bracis-33616	11	20	machinery	machinery	NOUN
bracis-33616	11	21	based	base	VERB
bracis-33616	11	22	on	on	ADP
bracis-33616	11	23	vibration	vibration	NOUN
bracis-33616	11	24	and	and	CCONJ
bracis-33616	11	25	acoustic	acoustic	ADJ
bracis-33616	11	26	signals	signal	NOUN
bracis-33616	11	27	features	feature	VERB
bracis-33616	11	28	extraction	extraction	NOUN
bracis-33616	11	29	,	,	PUNCT
bracis-33616	11	30	and	and	CCONJ
bracis-33616	11	31	machine	machine	NOUN
bracis-33616	11	32	learning	learning	NOUN
bracis-33616	11	33	methods	method	NOUN
bracis-33616	11	34	article	article	NOUN
bracis-33616	11	35	21	21	NUM
bracis-33616	11	36	september	september	PROPN
bracis-33616	11	37	2022	2022	NUM
bracis-33616	11	38	automatic	automatic	ADJ
bracis-33616	11	39	and	and	CCONJ
bracis-33616	11	40	efficient	efficient	ADJ
bracis-33616	11	41	fault	fault	NOUN
bracis-33616	11	42	detection	detection	NOUN
bracis-33616	11	43	in	in	ADP
bracis-33616	11	44	rotating	rotate	VERB
bracis-33616	11	45	machinery	machinery	NOUN
bracis-33616	11	46	using	use	VERB
bracis-33616	11	47	sound	sound	NOUN
bracis-33616	11	48	signals	signal	NOUN
bracis-33616	11	49	article	article	NOUN
bracis-33616	11	50	27	27	NUM
bracis-33616	11	51	march	march	PROPN
bracis-33616	11	52	2019	2019	NUM
bracis-33616	11	53	support	support	NOUN
bracis-33616	11	54	vector	vector	NOUN
bracis-33616	11	55	machine	machine	NOUN
bracis-33616	11	56	for	for	ADP
bracis-33616	11	57	misalignment	misalignment	ADJ
bracis-33616	11	58	fault	fault	NOUN
bracis-33616	11	59	classification	classification	NOUN
bracis-33616	11	60	under	under	ADP
bracis-33616	11	61	different	different	ADJ
bracis-33616	11	62	loading	loading	NOUN
bracis-33616	11	63	conditions	condition	NOUN
bracis-33616	11	64	using	use	VERB
bracis-33616	11	65	vibro	vibro	NOUN
bracis-33616	11	66	-	-	PUNCT
bracis-33616	11	67	acoustic	acoustic	ADJ
bracis-33616	11	68	sensor	sensor	NOUN
bracis-33616	11	69	data	data	NOUN
bracis-33616	11	70	fusion	fusion	NOUN
bracis-33616	11	71	article	article	NOUN
bracis-33616	11	72	06	06	NUM
bracis-33616	12	1	january	january	NOUN
bracis-33616	12	2	2022	2022	NUM
bracis-33616	12	3	1	1	NUM
bracis-33616	12	4	introduction	introduction	NOUN
bracis-33616	12	5	electric	electric	PROPN
bracis-33616	12	6	motors	motor	NOUN
bracis-33616	12	7	play	play	VERB
bracis-33616	12	8	a	a	DET
bracis-33616	12	9	key	key	ADJ
bracis-33616	12	10	role	role	NOUN
bracis-33616	12	11	in	in	ADP
bracis-33616	12	12	industrial	industrial	ADJ
bracis-33616	12	13	processes	process	NOUN
bracis-33616	12	14	.	.	PUNCT
bracis-33616	13	1	although	although	SCONJ
bracis-33616	13	2	generally	generally	ADV
bracis-33616	13	3	reliable	reliable	ADJ
bracis-33616	13	4	,	,	PUNCT
bracis-33616	13	5	they	they	PRON
bracis-33616	13	6	are	be	AUX
bracis-33616	13	7	nonetheless	nonetheless	ADV
bracis-33616	13	8	susceptible	susceptible	ADJ
bracis-33616	13	9	to	to	ADP
bracis-33616	13	10	malfunction	malfunction	NOUN
bracis-33616	13	11	.	.	PUNCT
bracis-33616	14	1	in	in	ADP
bracis-33616	14	2	industrial	industrial	ADJ
bracis-33616	14	3	environments	environment	NOUN
bracis-33616	14	4	,	,	PUNCT
bracis-33616	14	5	unforeseen	unforeseen	ADJ
bracis-33616	14	6	machinery	machinery	NOUN
bracis-33616	14	7	faults	fault	NOUN
bracis-33616	14	8	might	might	AUX
bracis-33616	14	9	cause	cause	VERB
bracis-33616	14	10	processes	process	NOUN
bracis-33616	14	11	delay	delay	NOUN
bracis-33616	14	12	,	,	PUNCT
bracis-33616	14	13	economic	economic	ADJ
bracis-33616	14	14	losses	loss	NOUN
bracis-33616	14	15	,	,	PUNCT
bracis-33616	14	16	potential	potential	ADJ
bracis-33616	14	17	harm	harm	NOUN
bracis-33616	14	18	to	to	ADP
bracis-33616	14	19	individuals	individual	NOUN
bracis-33616	14	20	,	,	PUNCT
bracis-33616	14	21	and	and	CCONJ
bracis-33616	14	22	even	even	ADV
bracis-33616	14	23	death	death	NOUN
bracis-33616	14	24	 	 	SPACE
bracis-33616	15	1	[	[	X
bracis-33616	15	2	1	1	NUM
bracis-33616	15	3	]	]	PUNCT
bracis-33616	15	4	.	.	PUNCT
bracis-33616	16	1	traditional	traditional	ADJ
bracis-33616	16	2	preventive	preventive	ADJ
bracis-33616	16	3	maintenance	maintenance	NOUN
bracis-33616	16	4	is	be	AUX
bracis-33616	16	5	often	often	ADV
bracis-33616	16	6	costly	costly	ADJ
bracis-33616	16	7	and	and	CCONJ
bracis-33616	16	8	time	time	NOUN
bracis-33616	16	9	-	-	PUNCT
bracis-33616	16	10	consuming	consume	VERB
bracis-33616	16	11	,	,	PUNCT
bracis-33616	16	12	demanding	demand	VERB
bracis-33616	16	13	trained	train	VERB
bracis-33616	16	14	personnel	personnel	NOUN
bracis-33616	16	15	and	and	CCONJ
bracis-33616	16	16	specialized	specialized	ADJ
bracis-33616	16	17	equipment	equipment	NOUN
bracis-33616	16	18	.	.	PUNCT
bracis-33616	17	1	advances	advance	NOUN
bracis-33616	17	2	in	in	ADP
bracis-33616	17	3	iot	iot	PROPN
bracis-33616	17	4	(	(	PUNCT
bracis-33616	17	5	internet	internet	NOUN
bracis-33616	17	6	of	of	ADP
bracis-33616	17	7	things	thing	NOUN
bracis-33616	17	8	)	)	PUNCT
bracis-33616	17	9	allowed	allow	VERB
bracis-33616	17	10	for	for	ADP
bracis-33616	17	11	massive	massive	ADJ
bracis-33616	17	12	data	datum	NOUN
bracis-33616	17	13	collection	collection	NOUN
bracis-33616	17	14	that	that	PRON
bracis-33616	17	15	,	,	PUNCT
bracis-33616	17	16	when	when	SCONJ
bracis-33616	17	17	combined	combine	VERB
bracis-33616	17	18	with	with	ADP
bracis-33616	17	19	machine	machine	NOUN
bracis-33616	17	20	learning	learning	NOUN
bracis-33616	17	21	(	(	PUNCT
bracis-33616	17	22	ml	ml	NOUN
bracis-33616	17	23	)	)	PUNCT
bracis-33616	17	24	techniques	technique	NOUN
bracis-33616	17	25	,	,	PUNCT
bracis-33616	17	26	allow	allow	VERB
bracis-33616	17	27	 	 	SPACE
bracis-33616	17	28	for	for	ADP
bracis-33616	17	29	the	the	DET
bracis-33616	17	30	development	development	NOUN
bracis-33616	17	31	of	of	ADP
bracis-33616	17	32	predictive	predictive	ADJ
bracis-33616	17	33	maintenance	maintenance	NOUN
bracis-33616	17	34	in	in	ADP
bracis-33616	17	35	the	the	DET
bracis-33616	17	36	context	context	NOUN
bracis-33616	17	37	of	of	ADP
bracis-33616	17	38	 	 	SPACE
bracis-33616	17	39	industry	industry	NOUN
bracis-33616	17	40	4.0	4.0	NUM
bracis-33616	17	41	.	.	PUNCT
bracis-33616	18	1	as	as	SCONJ
bracis-33616	18	2	 	 	SPACE
bracis-33616	18	3	the	the	DET
bracis-33616	18	4	adoption	adoption	NOUN
bracis-33616	18	5	of	of	ADP
bracis-33616	18	6	industry	industry	NOUN
bracis-33616	18	7	 	 	SPACE
bracis-33616	18	8	4.0	4.0	NUM
bracis-33616	18	9	expands	expand	VERB
bracis-33616	18	10	,	,	PUNCT
bracis-33616	18	11	so	so	ADV
bracis-33616	18	12	does	do	VERB
bracis-33616	18	13	the	the	DET
bracis-33616	18	14	number	number	NOUN
bracis-33616	18	15	of	of	ADP
bracis-33616	18	16	works	work	NOUN
bracis-33616	18	17	focusing	focus	VERB
bracis-33616	18	18	on	on	ADP
bracis-33616	18	19	the	the	DET
bracis-33616	18	20	 	 	SPACE
bracis-33616	18	21	context	context	NOUN
bracis-33616	18	22	of	of	ADP
bracis-33616	18	23	machine	machine	NOUN
bracis-33616	18	24	fault	fault	NOUN
bracis-33616	18	25	detection	detection	NOUN
bracis-33616	18	26	(	(	PUNCT
bracis-33616	18	27	mfd	mfd	PROPN
bracis-33616	18	28	)	)	PUNCT
bracis-33616	18	29	 	 	SPACE
bracis-33616	19	1	[	[	X
bracis-33616	19	2	19	19	NUM
bracis-33616	19	3	,	,	PUNCT
bracis-33616	19	4	26	26	NUM
bracis-33616	19	5	]	]	PUNCT
bracis-33616	19	6	.	.	PUNCT
bracis-33616	20	1	given	give	VERB
bracis-33616	20	2	that	that	SCONJ
bracis-33616	20	3	faults	fault	NOUN
bracis-33616	20	4	will	will	AUX
bracis-33616	20	5	inevitably	inevitably	ADV
bracis-33616	20	6	occur	occur	VERB
bracis-33616	20	7	,	,	PUNCT
bracis-33616	20	8	it	it	PRON
bracis-33616	20	9	is	be	AUX
bracis-33616	20	10	crucial	crucial	ADJ
bracis-33616	20	11	to	to	PART
bracis-33616	20	12	detect	detect	VERB
bracis-33616	20	13	them	they	PRON
bracis-33616	20	14	as	as	ADV
bracis-33616	20	15	early	early	ADV
bracis-33616	20	16	as	as	ADP
bracis-33616	20	17	possible	possible	ADJ
bracis-33616	20	18	to	to	PART
bracis-33616	20	19	prevent	prevent	VERB
bracis-33616	20	20	further	further	ADJ
bracis-33616	20	21	implications	implication	NOUN
bracis-33616	20	22	.	.	PUNCT
bracis-33616	21	1	usual	usual	ADJ
bracis-33616	21	2	approaches	approach	NOUN
bracis-33616	21	3	to	to	PART
bracis-33616	21	4	 	 	SPACE
bracis-33616	21	5	mfd	mfd	VERB
bracis-33616	21	6	rely	rely	NOUN
bracis-33616	21	7	primarily	primarily	ADV
bracis-33616	21	8	on	on	ADP
bracis-33616	21	9	signal	signal	ADJ
bracis-33616	21	10	analysis	analysis	NOUN
bracis-33616	21	11	of	of	ADP
bracis-33616	21	12	vibration	vibration	NOUN
bracis-33616	21	13	,	,	PUNCT
bracis-33616	21	14	force	force	NOUN
bracis-33616	21	15	,	,	PUNCT
bracis-33616	21	16	temperature	temperature	NOUN
bracis-33616	21	17	,	,	PUNCT
bracis-33616	21	18	and	and	CCONJ
bracis-33616	21	19	audio	audio	NOUN
bracis-33616	21	20	 	 	SPACE
bracis-33616	22	1	[	[	X
bracis-33616	22	2	26	26	NUM
bracis-33616	22	3	]	]	PUNCT
bracis-33616	22	4	.	.	PUNCT
bracis-33616	23	1	as	as	SCONJ
bracis-33616	23	2	discussed	discuss	VERB
bracis-33616	23	3	by	by	ADP
bracis-33616	23	4	chacon	chacon	PROPN
bracis-33616	23	5	et	et	PROPN
bracis-33616	23	6	al	al	PROPN
bracis-33616	23	7	.	.	PUNCT
bracis-33616	23	8	 	 	SPACE
bracis-33616	24	1	[	[	X
bracis-33616	24	2	5	5	NUM
bracis-33616	24	3	]	]	PUNCT
bracis-33616	24	4	,	,	PUNCT
bracis-33616	24	5	traditional	traditional	ADJ
bracis-33616	24	6	signal	signal	NOUN
bracis-33616	24	7	-	-	PUNCT
bracis-33616	24	8	based	base	VERB
bracis-33616	24	9	 	 	SPACE
bracis-33616	24	10	mfd	mfd	NOUN
bracis-33616	24	11	approaches	approach	NOUN
bracis-33616	24	12	that	that	PRON
bracis-33616	24	13	rely	rely	VERB
bracis-33616	24	14	solely	solely	ADV
bracis-33616	24	15	on	on	ADP
bracis-33616	24	16	vibration	vibration	NOUN
bracis-33616	24	17	measurements	measurement	NOUN
bracis-33616	24	18	are	be	AUX
bracis-33616	24	19	not	not	PART
bracis-33616	24	20	effective	effective	ADJ
bracis-33616	24	21	for	for	ADP
bracis-33616	24	22	early	early	ADJ
bracis-33616	24	23	-	-	PUNCT
bracis-33616	24	24	stage	stage	NOUN
bracis-33616	24	25	detection	detection	NOUN
bracis-33616	24	26	.	.	PUNCT
bracis-33616	25	1	conversely	conversely	ADV
bracis-33616	25	2	,	,	PUNCT
bracis-33616	25	3	acoustic	acoustic	ADJ
bracis-33616	25	4	signals	signal	NOUN
bracis-33616	25	5	should	should	AUX
bracis-33616	25	6	be	be	AUX
bracis-33616	25	7	favored	favor	VERB
bracis-33616	25	8	due	due	ADP
bracis-33616	25	9	to	to	ADP
bracis-33616	25	10	their	their	PRON
bracis-33616	25	11	cost	cost	NOUN
bracis-33616	25	12	-	-	PUNCT
bracis-33616	25	13	effectiveness	effectiveness	NOUN
bracis-33616	25	14	,	,	PUNCT
bracis-33616	25	15	high	high	ADJ
bracis-33616	25	16	sensitivity	sensitivity	NOUN
bracis-33616	25	17	,	,	PUNCT
bracis-33616	25	18	environmental	environmental	ADJ
bracis-33616	25	19	resilience	resilience	NOUN
bracis-33616	25	20	,	,	PUNCT
bracis-33616	25	21	ease	ease	NOUN
bracis-33616	25	22	of	of	ADP
bracis-33616	25	23	deployment	deployment	NOUN
bracis-33616	25	24	,	,	PUNCT
bracis-33616	25	25	and	and	CCONJ
bracis-33616	25	26	lack	lack	NOUN
bracis-33616	25	27	of	of	ADP
bracis-33616	25	28	interference	interference	NOUN
bracis-33616	25	29	with	with	ADP
bracis-33616	25	30	equipment	equipment	NOUN
bracis-33616	25	31	operation	operation	NOUN
bracis-33616	25	32	.	.	PUNCT
bracis-33616	26	1	such	such	DET
bracis-33616	26	2	a	a	DET
bracis-33616	26	3	point	point	NOUN
bracis-33616	26	4	of	of	ADP
bracis-33616	26	5	view	view	NOUN
bracis-33616	26	6	is	be	AUX
bracis-33616	26	7	also	also	ADV
bracis-33616	26	8	emphasized	emphasize	VERB
bracis-33616	26	9	by	by	ADP
bracis-33616	26	10	saufi	saufi	PROPN
bracis-33616	26	11	et	et	PROPN
bracis-33616	26	12	al	al	PROPN
bracis-33616	26	13	.	.	PUNCT
bracis-33616	26	14	 	 	SPACE
bracis-33616	27	1	[	[	X
bracis-33616	27	2	21	21	NUM
bracis-33616	27	3	]	]	X
bracis-33616	27	4	,	,	PUNCT
bracis-33616	27	5	in	in	ADP
bracis-33616	27	6	their	their	PRON
bracis-33616	27	7	discussion	discussion	NOUN
bracis-33616	27	8	of	of	ADP
bracis-33616	27	9	failure	failure	NOUN
bracis-33616	27	10	manifestations	manifestation	NOUN
bracis-33616	27	11	through	through	ADP
bracis-33616	27	12	time	time	NOUN
bracis-33616	27	13	,	,	PUNCT
bracis-33616	27	14	summarized	summarize	VERB
bracis-33616	27	15	in	in	ADP
bracis-33616	27	16	fig	fig	NOUN
bracis-33616	27	17	.	.	PUNCT
bracis-33616	27	18	 	 	SPACE
bracis-33616	28	1	1	1	X
bracis-33616	28	2	.	.	PUNCT
bracis-33616	28	3	considering	consider	VERB
bracis-33616	28	4	that	that	SCONJ
bracis-33616	28	5	acoustic	acoustic	ADJ
bracis-33616	28	6	signals	signal	NOUN
bracis-33616	28	7	are	be	AUX
bracis-33616	28	8	amongst	amongst	ADP
bracis-33616	28	9	the	the	DET
bracis-33616	28	10	first	first	ADJ
bracis-33616	28	11	manifestations	manifestation	NOUN
bracis-33616	28	12	of	of	ADP
bracis-33616	28	13	failure	failure	NOUN
bracis-33616	28	14	,	,	PUNCT
bracis-33616	28	15	it	it	PRON
bracis-33616	28	16	is	be	AUX
bracis-33616	28	17	not	not	PART
bracis-33616	28	18	surprising	surprising	ADJ
bracis-33616	28	19	that	that	SCONJ
bracis-33616	28	20	their	their	PRON
bracis-33616	28	21	use	use	NOUN
bracis-33616	28	22	has	have	AUX
bracis-33616	28	23	been	be	AUX
bracis-33616	28	24	gaining	gain	VERB
bracis-33616	28	25	attention	attention	NOUN
bracis-33616	28	26	in	in	ADP
bracis-33616	28	27	mfd	mfd	PROPN
bracis-33616	28	28	.	.	PROPN
bracis-33616	28	29	fig	fig	PROPN
bracis-33616	28	30	.	.	PUNCT
bracis-33616	29	1	1	1	X
bracis-33616	29	2	.	.	X
bracis-33616	29	3	evolution	evolution	NOUN
bracis-33616	29	4	of	of	ADP
bracis-33616	29	5	an	an	DET
bracis-33616	29	6	electric	electric	ADJ
bracis-33616	29	7	rotary	rotary	NOUN
bracis-33616	29	8	machine	machine	NOUN
bracis-33616	29	9	’s	’s	PART
bracis-33616	29	10	health	health	NOUN
bracis-33616	29	11	subsequent	subsequent	ADJ
bracis-33616	29	12	to	to	ADP
bracis-33616	29	13	a	a	DET
bracis-33616	29	14	fault	fault	NOUN
bracis-33616	29	15	.	.	PUNCT
bracis-33616	30	1	important	important	ADJ
bracis-33616	30	2	landmarks	landmark	NOUN
bracis-33616	30	3	in	in	ADP
bracis-33616	30	4	fault	fault	NOUN
bracis-33616	30	5	manifestation	manifestation	NOUN
bracis-33616	30	6	are	be	AUX
bracis-33616	30	7	highlighted	highlight	VERB
bracis-33616	30	8	from	from	ADP
bracis-33616	30	9	1	1	NUM
bracis-33616	30	10	to	to	PART
bracis-33616	30	11	6	6	NUM
bracis-33616	30	12	.	.	PUNCT
bracis-33616	30	13	adapted	adapt	VERB
bracis-33616	30	14	from	from	ADP
bracis-33616	30	15	 	 	SPACE
bracis-33616	30	16	[	[	X
bracis-33616	30	17	21	21	NUM
bracis-33616	30	18	]	]	PUNCT
bracis-33616	30	19	.	.	PUNCT
bracis-33616	31	1	full	full	ADJ
bracis-33616	31	2	size	size	NOUN
bracis-33616	31	3	image	image	NOUN
bracis-33616	31	4	as	as	SCONJ
bracis-33616	31	5	discussed	discuss	VERB
bracis-33616	31	6	by	by	ADP
bracis-33616	31	7	different	different	ADJ
bracis-33616	31	8	authors	author	NOUN
bracis-33616	31	9	,	,	PUNCT
bracis-33616	31	10	convolutional	convolutional	ADJ
bracis-33616	31	11	neural	neural	ADJ
bracis-33616	31	12	networks	network	NOUN
bracis-33616	31	13	(	(	PUNCT
bracis-33616	31	14	cnns	cnns	PROPN
bracis-33616	31	15	)	)	PUNCT
bracis-33616	31	16	and	and	CCONJ
bracis-33616	31	17	autoencoders	autoencoder	NOUN
bracis-33616	31	18	(	(	PUNCT
bracis-33616	31	19	aes	aes	PROPN
bracis-33616	31	20	)	)	PUNCT
bracis-33616	31	21	are	be	AUX
bracis-33616	31	22	the	the	DET
bracis-33616	31	23	state	state	NOUN
bracis-33616	31	24	-	-	PUNCT
bracis-33616	31	25	of	of	ADP
bracis-33616	31	26	-	-	PUNCT
bracis-33616	31	27	the	the	DET
bracis-33616	31	28	-	-	PUNCT
bracis-33616	31	29	art	art	NOUN
bracis-33616	31	30	approaches	approach	NOUN
bracis-33616	31	31	in	in	ADP
bracis-33616	31	32	ml	ml	NOUN
bracis-33616	31	33	for	for	ADP
bracis-33616	31	34	acoustic	acoustic	ADJ
bracis-33616	31	35	signal	signal	NOUN
bracis-33616	31	36	-	-	PUNCT
bracis-33616	31	37	based	base	VERB
bracis-33616	31	38	mfd	mfd	NOUN
bracis-33616	31	39	 	 	SPACE
bracis-33616	32	1	[	[	X
bracis-33616	32	2	14	14	NUM
bracis-33616	32	3	,	,	PUNCT
bracis-33616	32	4	21	21	NUM
bracis-33616	32	5	,	,	PUNCT
bracis-33616	32	6	26	26	NUM
bracis-33616	32	7	]	]	PUNCT
bracis-33616	32	8	.	.	PUNCT
bracis-33616	33	1	autoencoders	autoencoder	NOUN
bracis-33616	33	2	are	be	AUX
bracis-33616	33	3	particularly	particularly	ADV
bracis-33616	33	4	appealing	appeal	VERB
bracis-33616	33	5	in	in	ADP
bracis-33616	33	6	this	this	DET
bracis-33616	33	7	setting	setting	NOUN
bracis-33616	33	8	due	due	ADP
bracis-33616	33	9	to	to	ADP
bracis-33616	33	10	their	their	PRON
bracis-33616	33	11	unsupervised	unsupervised	ADJ
bracis-33616	33	12	nature	nature	NOUN
bracis-33616	33	13	,	,	PUNCT
bracis-33616	33	14	i.e.	i.e.	X
bracis-33616	33	15	,	,	PUNCT
bracis-33616	33	16	they	they	PRON
bracis-33616	33	17	are	be	AUX
bracis-33616	33	18	trained	train	VERB
bracis-33616	33	19	to	to	PART
bracis-33616	33	20	reconstruct	reconstruct	VERB
bracis-33616	33	21	actual	actual	ADJ
bracis-33616	33	22	inputs	input	NOUN
bracis-33616	33	23	.	.	PUNCT
bracis-33616	34	1	as	as	SCONJ
bracis-33616	34	2	normal	normal	ADJ
bracis-33616	34	3	operational	operational	ADJ
bracis-33616	34	4	data	datum	NOUN
bracis-33616	34	5	from	from	ADP
bracis-33616	34	6	machines	machine	NOUN
bracis-33616	34	7	is	be	AUX
bracis-33616	34	8	easily	easily	ADV
bracis-33616	34	9	obtainable	obtainable	ADJ
bracis-33616	34	10	,	,	PUNCT
bracis-33616	34	11	it	it	PRON
bracis-33616	34	12	can	can	AUX
bracis-33616	34	13	be	be	AUX
bracis-33616	34	14	employed	employ	VERB
bracis-33616	34	15	to	to	PART
bracis-33616	34	16	model	model	VERB
bracis-33616	34	17	exclusively	exclusively	ADV
bracis-33616	34	18	their	their	PRON
bracis-33616	34	19	regular	regular	ADJ
bracis-33616	34	20	behaviour	behaviour	NOUN
bracis-33616	34	21	.	.	PUNCT
bracis-33616	35	1	later	later	ADV
bracis-33616	35	2	,	,	PUNCT
bracis-33616	35	3	faults	fault	NOUN
bracis-33616	35	4	can	can	AUX
bracis-33616	35	5	be	be	AUX
bracis-33616	35	6	identified	identify	VERB
bracis-33616	35	7	on	on	ADP
bracis-33616	35	8	the	the	DET
bracis-33616	35	9	basis	basis	NOUN
bracis-33616	35	10	of	of	ADP
bracis-33616	35	11	their	their	PRON
bracis-33616	35	12	(	(	PUNCT
bracis-33616	35	13	ideally	ideally	ADV
bracis-33616	35	14	high	high	ADJ
bracis-33616	35	15	)	)	PUNCT
bracis-33616	35	16	reconstruction	reconstruction	NOUN
bracis-33616	35	17	error	error	NOUN
bracis-33616	35	18	,	,	PUNCT
bracis-33616	35	19	as	as	SCONJ
bracis-33616	35	20	the	the	DET
bracis-33616	35	21	model	model	NOUN
bracis-33616	35	22	is	be	AUX
bracis-33616	35	23	not	not	PART
bracis-33616	35	24	expected	expect	VERB
bracis-33616	35	25	to	to	PART
bracis-33616	35	26	provide	provide	VERB
bracis-33616	35	27	a	a	DET
bracis-33616	35	28	reasonable	reasonable	ADJ
bracis-33616	35	29	reconstruction	reconstruction	NOUN
bracis-33616	35	30	for	for	ADP
bracis-33616	35	31	data	datum	NOUN
bracis-33616	35	32	that	that	PRON
bracis-33616	35	33	deviates	deviate	VERB
bracis-33616	35	34	from	from	ADP
bracis-33616	35	35	standard	standard	ADJ
bracis-33616	35	36	machine	machine	NOUN
bracis-33616	35	37	operation	operation	NOUN
bracis-33616	35	38	.	.	PUNCT
bracis-33616	36	1	this	this	PRON
bracis-33616	36	2	eliminates	eliminate	VERB
bracis-33616	36	3	the	the	DET
bracis-33616	36	4	need	need	NOUN
bracis-33616	36	5	of	of	ADP
bracis-33616	36	6	faulty	faulty	ADJ
bracis-33616	36	7	data	datum	NOUN
bracis-33616	36	8	collection	collection	NOUN
bracis-33616	36	9	for	for	ADP
bracis-33616	36	10	model	model	NOUN
bracis-33616	36	11	training	training	NOUN
bracis-33616	36	12	,	,	PUNCT
bracis-33616	36	13	which	which	PRON
bracis-33616	36	14	might	might	AUX
bracis-33616	36	15	be	be	AUX
bracis-33616	36	16	difficult	difficult	ADJ
bracis-33616	36	17	and	and	CCONJ
bracis-33616	36	18	costly	costly	ADJ
bracis-33616	36	19	to	to	PART
bracis-33616	36	20	obtain	obtain	VERB
bracis-33616	36	21	.	.	PUNCT
bracis-33616	37	1	moreover	moreover	ADV
bracis-33616	37	2	,	,	PUNCT
bracis-33616	37	3	collecting	collect	VERB
bracis-33616	37	4	training	training	NOUN
bracis-33616	37	5	data	datum	NOUN
bracis-33616	37	6	to	to	PART
bracis-33616	37	7	represent	represent	VERB
bracis-33616	37	8	all	all	DET
bracis-33616	37	9	fault	fault	NOUN
bracis-33616	37	10	scenarios	scenario	NOUN
bracis-33616	37	11	might	might	AUX
bracis-33616	37	12	be	be	AUX
bracis-33616	37	13	impractical	impractical	ADJ
bracis-33616	37	14	.	.	PUNCT
bracis-33616	38	1	in	in	ADP
bracis-33616	38	2	this	this	DET
bracis-33616	38	3	work	work	NOUN
bracis-33616	38	4	we	we	PRON
bracis-33616	38	5	present	present	VERB
bracis-33616	38	6	a	a	DET
bracis-33616	38	7	case	case	NOUN
bracis-33616	38	8	study	study	NOUN
bracis-33616	38	9	aimed	aim	VERB
bracis-33616	38	10	at	at	ADP
bracis-33616	38	11	investigating	investigate	VERB
bracis-33616	38	12	the	the	DET
bracis-33616	38	13	suitability	suitability	NOUN
bracis-33616	38	14	of	of	ADP
bracis-33616	38	15	autoencoders	autoencoder	NOUN
bracis-33616	38	16	for	for	ADP
bracis-33616	38	17	machine	machine	NOUN
bracis-33616	38	18	fault	fault	NOUN
bracis-33616	38	19	detection	detection	NOUN
bracis-33616	38	20	built	build	VERB
bracis-33616	38	21	solely	solely	ADV
bracis-33616	38	22	based	base	VERB
bracis-33616	38	23	on	on	ADP
bracis-33616	38	24	acoustic	acoustic	ADJ
bracis-33616	38	25	features	feature	NOUN
bracis-33616	38	26	.	.	PUNCT
bracis-33616	39	1	for	for	ADP
bracis-33616	39	2	that	that	PRON
bracis-33616	39	3	we	we	PRON
bracis-33616	39	4	consider	consider	VERB
bracis-33616	39	5	the	the	DET
bracis-33616	39	6	machinery	machinery	NOUN
bracis-33616	39	7	fault	fault	NOUN
bracis-33616	39	8	database	database	NOUN
bracis-33616	39	9	(	(	PUNCT
bracis-33616	39	10	mafaulda	mafaulda	NOUN
bracis-33616	39	11	)	)	PUNCT
bracis-33616	39	12	 	 	SPACE
bracis-33616	40	1	[	[	X
bracis-33616	40	2	11	11	NUM
bracis-33616	40	3	]	]	PUNCT
bracis-33616	40	4	,	,	PUNCT
bracis-33616	40	5	which	which	PRON
bracis-33616	40	6	accounts	account	VERB
bracis-33616	40	7	for	for	ADP
bracis-33616	40	8	recordings	recording	NOUN
bracis-33616	40	9	of	of	ADP
bracis-33616	40	10	an	an	DET
bracis-33616	40	11	electrical	electrical	ADJ
bracis-33616	40	12	rotating	rotate	VERB
bracis-33616	40	13	machine	machine	NOUN
bracis-33616	40	14	during	during	ADP
bracis-33616	40	15	normal	normal	ADJ
bracis-33616	40	16	and	and	CCONJ
bracis-33616	40	17	faulty	faulty	ADJ
bracis-33616	40	18	operation	operation	NOUN
bracis-33616	40	19	at	at	ADP
bracis-33616	40	20	different	different	ADJ
bracis-33616	40	21	speeds	speed	NOUN
bracis-33616	40	22	.	.	PUNCT
bracis-33616	41	1	each	each	DET
bracis-33616	41	2	recording	recording	NOUN
bracis-33616	41	3	is	be	AUX
bracis-33616	41	4	obtained	obtain	VERB
bracis-33616	41	5	from	from	ADP
bracis-33616	41	6	eight	eight	NUM
bracis-33616	41	7	sensors	sensor	NOUN
bracis-33616	41	8	:	:	PUNCT
bracis-33616	41	9	six	six	NUM
bracis-33616	41	10	accelerometers	accelerometer	NOUN
bracis-33616	41	11	,	,	PUNCT
bracis-33616	41	12	a	a	DET
bracis-33616	41	13	tachometer	tachometer	NOUN
bracis-33616	41	14	,	,	PUNCT
bracis-33616	41	15	and	and	CCONJ
bracis-33616	41	16	a	a	DET
bracis-33616	41	17	microphone	microphone	NOUN
bracis-33616	41	18	.	.	PUNCT
bracis-33616	42	1	it	it	PRON
bracis-33616	42	2	is	be	AUX
bracis-33616	42	3	worth	worth	ADJ
bracis-33616	42	4	noticing	notice	VERB
bracis-33616	42	5	that	that	SCONJ
bracis-33616	42	6	this	this	DET
bracis-33616	42	7	dataset	dataset	NOUN
bracis-33616	42	8	has	have	AUX
bracis-33616	42	9	already	already	ADV
bracis-33616	42	10	been	be	AUX
bracis-33616	42	11	employed	employ	VERB
bracis-33616	42	12	for	for	ADP
bracis-33616	42	13	machine	machine	NOUN
bracis-33616	42	14	fault	fault	NOUN
bracis-33616	42	15	detection	detection	NOUN
bracis-33616	42	16	,	,	PUNCT
bracis-33616	42	17	but	but	CCONJ
bracis-33616	42	18	considering	consider	VERB
bracis-33616	42	19	combined	combined	ADJ
bracis-33616	42	20	data	datum	NOUN
bracis-33616	42	21	from	from	ADP
bracis-33616	42	22	all	all	DET
bracis-33616	42	23	input	input	NOUN
bracis-33616	42	24	sensors	sensor	NOUN
bracis-33616	42	25	,	,	PUNCT
bracis-33616	42	26	as	as	SCONJ
bracis-33616	42	27	we	we	PRON
bracis-33616	42	28	shall	shall	AUX
bracis-33616	42	29	discuss	discuss	VERB
bracis-33616	42	30	later	later	ADV
bracis-33616	42	31	.	.	PUNCT
bracis-33616	43	1	here	here	ADV
bracis-33616	43	2	,	,	PUNCT
bracis-33616	43	3	we	we	PRON
bracis-33616	43	4	place	place	VERB
bracis-33616	43	5	these	these	DET
bracis-33616	43	6	results	result	NOUN
bracis-33616	43	7	in	in	ADP
bracis-33616	43	8	perspective	perspective	NOUN
bracis-33616	43	9	by	by	ADP
bracis-33616	43	10	considering	consider	VERB
bracis-33616	43	11	exclusively	exclusively	ADV
bracis-33616	43	12	acoustic	acoustic	ADJ
bracis-33616	43	13	data	datum	NOUN
bracis-33616	43	14	and	and	CCONJ
bracis-33616	43	15	“	"	PUNCT
bracis-33616	43	16	vanilla	vanilla	NOUN
bracis-33616	43	17	”	"	PUNCT
bracis-33616	43	18	or	or	CCONJ
bracis-33616	43	19	standard	standard	ADJ
bracis-33616	43	20	autoencoders	autoencoder	NOUN
bracis-33616	43	21	(	(	PUNCT
bracis-33616	43	22	aes	aes	PROPN
bracis-33616	43	23	)	)	PUNCT
bracis-33616	43	24	.	.	PUNCT
bracis-33616	44	1	we	we	PRON
bracis-33616	44	2	compare	compare	VERB
bracis-33616	44	3	the	the	DET
bracis-33616	44	4	performance	performance	NOUN
bracis-33616	44	5	of	of	ADP
bracis-33616	44	6	aes	aes	NOUN
bracis-33616	44	7	to	to	ADP
bracis-33616	44	8	that	that	PRON
bracis-33616	44	9	of	of	ADP
bracis-33616	44	10	mlps	mlp	NOUN
bracis-33616	44	11	trained	train	VERB
bracis-33616	44	12	on	on	ADP
bracis-33616	44	13	statistical	statistical	ADJ
bracis-33616	44	14	and	and	CCONJ
bracis-33616	44	15	spectral	spectral	ADJ
bracis-33616	44	16	attributes	attribute	NOUN
bracis-33616	44	17	from	from	ADP
bracis-33616	44	18	all	all	DET
bracis-33616	44	19	the	the	DET
bracis-33616	44	20	sensors	sensor	NOUN
bracis-33616	44	21	’	'	PUNCT
bracis-33616	44	22	signals	signal	NOUN
bracis-33616	44	23	,	,	PUNCT
bracis-33616	44	24	similar	similar	ADJ
bracis-33616	44	25	to	to	ADP
bracis-33616	44	26	the	the	DET
bracis-33616	44	27	input	input	NOUN
bracis-33616	44	28	feature	feature	NOUN
bracis-33616	44	29	set	set	VERB
bracis-33616	44	30	from	from	ADP
bracis-33616	44	31	previous	previous	ADJ
bracis-33616	44	32	work	work	NOUN
bracis-33616	44	33	on	on	ADP
bracis-33616	44	34	the	the	DET
bracis-33616	44	35	mafaulda	mafaulda	ADJ
bracis-33616	44	36	database	database	NOUN
bracis-33616	44	37	 	 	SPACE
bracis-33616	45	1	[	[	X
bracis-33616	45	2	11	11	NUM
bracis-33616	45	3	,	,	PUNCT
bracis-33616	45	4	20	20	NUM
bracis-33616	45	5	]	]	PUNCT
bracis-33616	45	6	.	.	PUNCT
bracis-33616	46	1	the	the	DET
bracis-33616	46	2	potential	potential	NOUN
bracis-33616	46	3	of	of	ADP
bracis-33616	46	4	acoustic	acoustic	ADJ
bracis-33616	46	5	mfd	mfd	NOUN
bracis-33616	46	6	based	base	VERB
bracis-33616	46	7	on	on	ADP
bracis-33616	46	8	an	an	DET
bracis-33616	46	9	unsupervised	unsupervised	ADJ
bracis-33616	46	10	approach	approach	NOUN
bracis-33616	46	11	(	(	PUNCT
bracis-33616	46	12	ae	ae	PROPN
bracis-33616	46	13	)	)	PUNCT
bracis-33616	46	14	is	be	AUX
bracis-33616	46	15	contrasted	contrast	VERB
bracis-33616	46	16	to	to	ADP
bracis-33616	46	17	that	that	PRON
bracis-33616	46	18	of	of	ADP
bracis-33616	46	19	a	a	DET
bracis-33616	46	20	supervised	supervised	ADJ
bracis-33616	46	21	method	method	NOUN
bracis-33616	46	22	 	 	SPACE
bracis-33616	46	23	(	(	PUNCT
bracis-33616	46	24	mlp	mlp	PROPN
bracis-33616	46	25	)	)	PUNCT
bracis-33616	46	26	.	.	PUNCT
bracis-33616	47	1	this	this	DET
bracis-33616	47	2	work	work	NOUN
bracis-33616	47	3	is	be	AUX
bracis-33616	47	4	organized	organize	VERB
bracis-33616	47	5	as	as	SCONJ
bracis-33616	47	6	follows	follow	VERB
bracis-33616	47	7	.	.	PUNCT
bracis-33616	48	1	related	relate	VERB
bracis-33616	48	2	work	work	NOUN
bracis-33616	48	3	on	on	ADP
bracis-33616	48	4	the	the	DET
bracis-33616	48	5	mafaulda	mafaulda	NOUN
bracis-33616	48	6	is	be	AUX
bracis-33616	48	7	presented	present	VERB
bracis-33616	48	8	in	in	ADP
bracis-33616	48	9	sect	sect	NOUN
bracis-33616	48	10	.	.	PUNCT
bracis-33616	48	11	 	 	SPACE
bracis-33616	49	1	2	2	NUM
bracis-33616	49	2	.	.	X
bracis-33616	49	3	a	a	DET
bracis-33616	49	4	proper	proper	ADJ
bracis-33616	49	5	description	description	NOUN
bracis-33616	49	6	of	of	ADP
bracis-33616	49	7	the	the	DET
bracis-33616	49	8	case	case	NOUN
bracis-33616	49	9	study	study	NOUN
bracis-33616	49	10	is	be	AUX
bracis-33616	49	11	given	give	VERB
bracis-33616	49	12	in	in	ADP
bracis-33616	49	13	sect	sect	NOUN
bracis-33616	49	14	.	.	PUNCT
bracis-33616	49	15	 	 	SPACE
bracis-33616	50	1	3	3	X
bracis-33616	50	2	.	.	PUNCT
bracis-33616	51	1	the	the	DET
bracis-33616	51	2	proposed	propose	VERB
bracis-33616	51	3	approach	approach	NOUN
bracis-33616	51	4	for	for	ADP
bracis-33616	51	5	acoustic	acoustic	ADV
bracis-33616	51	6	-	-	PUNCT
bracis-33616	51	7	based	base	VERB
bracis-33616	51	8	mfd	mfd	NOUN
bracis-33616	51	9	employing	employ	VERB
bracis-33616	51	10	autoencoders	autoencoder	NOUN
bracis-33616	51	11	is	be	AUX
bracis-33616	51	12	detailed	detail	VERB
bracis-33616	51	13	in	in	ADP
bracis-33616	51	14	sect	sect	NOUN
bracis-33616	51	15	.	.	PUNCT
bracis-33616	51	16	 	 	SPACE
bracis-33616	52	1	4	4	X
bracis-33616	52	2	.	.	PUNCT
bracis-33616	53	1	the	the	DET
bracis-33616	53	2	experimental	experimental	ADJ
bracis-33616	53	3	setup	setup	NOUN
bracis-33616	53	4	adopted	adopt	VERB
bracis-33616	53	5	for	for	ADP
bracis-33616	53	6	evaluation	evaluation	NOUN
bracis-33616	53	7	and	and	CCONJ
bracis-33616	53	8	comparison	comparison	NOUN
bracis-33616	53	9	,	,	PUNCT
bracis-33616	53	10	including	include	VERB
bracis-33616	53	11	metrics	metric	NOUN
bracis-33616	53	12	and	and	CCONJ
bracis-33616	53	13	baselines	baseline	NOUN
bracis-33616	53	14	,	,	PUNCT
bracis-33616	53	15	is	be	AUX
bracis-33616	53	16	discussed	discuss	VERB
bracis-33616	53	17	in	in	ADP
bracis-33616	53	18	sect	sect	NOUN
bracis-33616	53	19	.	.	PUNCT
bracis-33616	53	20	 	 	SPACE
bracis-33616	54	1	5	5	NUM
bracis-33616	54	2	.	.	PUNCT
bracis-33616	54	3	results	result	NOUN
bracis-33616	54	4	are	be	AUX
bracis-33616	54	5	presented	present	VERB
bracis-33616	54	6	in	in	ADP
bracis-33616	54	7	sect	sect	NOUN
bracis-33616	54	8	.	.	PUNCT
bracis-33616	54	9	 	 	SPACE
bracis-33616	55	1	6	6	NUM
bracis-33616	55	2	.	.	PUNCT
bracis-33616	55	3	final	final	ADJ
bracis-33616	55	4	remarks	remark	NOUN
bracis-33616	55	5	and	and	CCONJ
bracis-33616	55	6	future	future	ADJ
bracis-33616	55	7	work	work	NOUN
bracis-33616	55	8	directions	direction	NOUN
bracis-33616	55	9	are	be	AUX
bracis-33616	55	10	made	make	VERB
bracis-33616	55	11	in	in	ADP
bracis-33616	55	12	sect	sect	NOUN
bracis-33616	55	13	.	.	PUNCT
bracis-33616	55	14	 	 	SPACE
bracis-33616	56	1	7	7	NUM
bracis-33616	56	2	.	.	SYM
bracis-33616	56	3	2	2	NUM
bracis-33616	56	4	previous	previous	ADJ
bracis-33616	56	5	works	work	NOUN
bracis-33616	56	6	on	on	ADP
bracis-33616	56	7	 	 	SPACE
bracis-33616	56	8	mafaulda	mafaulda	ADJ
bracis-33616	56	9	different	different	ADJ
bracis-33616	56	10	strategies	strategy	NOUN
bracis-33616	56	11	have	have	AUX
bracis-33616	56	12	already	already	ADV
bracis-33616	56	13	been	be	AUX
bracis-33616	56	14	explored	explore	VERB
bracis-33616	56	15	in	in	ADP
bracis-33616	56	16	the	the	DET
bracis-33616	56	17	context	context	NOUN
bracis-33616	56	18	of	of	ADP
bracis-33616	56	19	mfd	mfd	NOUN
bracis-33616	56	20	using	use	VERB
bracis-33616	56	21	mafaulda	mafaulda	NOUN
bracis-33616	56	22	.	.	PUNCT
bracis-33616	57	1	it	it	PRON
bracis-33616	57	2	is	be	AUX
bracis-33616	57	3	worth	worth	ADJ
bracis-33616	57	4	noticing	notice	VERB
bracis-33616	57	5	,	,	PUNCT
bracis-33616	57	6	however	however	ADV
bracis-33616	57	7	,	,	PUNCT
bracis-33616	57	8	that	that	SCONJ
bracis-33616	57	9	the	the	DET
bracis-33616	57	10	vast	vast	ADJ
bracis-33616	57	11	majority	majority	NOUN
bracis-33616	57	12	of	of	ADP
bracis-33616	57	13	these	these	DET
bracis-33616	57	14	works	work	NOUN
bracis-33616	57	15	employ	employ	VERB
bracis-33616	57	16	all	all	DET
bracis-33616	57	17	signals	signal	NOUN
bracis-33616	57	18	from	from	ADP
bracis-33616	57	19	the	the	DET
bracis-33616	57	20	database	database	NOUN
bracis-33616	57	21	(	(	PUNCT
bracis-33616	57	22	from	from	ADP
bracis-33616	57	23	six	six	NUM
bracis-33616	57	24	accelerometers	accelerometer	NOUN
bracis-33616	57	25	,	,	PUNCT
bracis-33616	57	26	a	a	DET
bracis-33616	57	27	tachometer	tachometer	NOUN
bracis-33616	57	28	,	,	PUNCT
bracis-33616	57	29	and	and	CCONJ
bracis-33616	57	30	a	a	DET
bracis-33616	57	31	microphone	microphone	NOUN
bracis-33616	57	32	)	)	PUNCT
bracis-33616	57	33	or	or	CCONJ
bracis-33616	57	34	perform	perform	VERB
bracis-33616	57	35	the	the	DET
bracis-33616	57	36	analysis	analysis	NOUN
bracis-33616	57	37	considering	consider	VERB
bracis-33616	57	38	only	only	ADV
bracis-33616	57	39	vibration	vibration	NOUN
bracis-33616	57	40	data	datum	NOUN
bracis-33616	57	41	.	.	PUNCT
bracis-33616	58	1	the	the	DET
bracis-33616	58	2	works	work	NOUN
bracis-33616	58	3	of	of	ADP
bracis-33616	58	4	ribeiro	ribeiro	PROPN
bracis-33616	58	5	et	et	PROPN
bracis-33616	58	6	al	al	PROPN
bracis-33616	58	7	.	.	PUNCT
bracis-33616	58	8	 	 	SPACE
bracis-33616	59	1	[	[	X
bracis-33616	59	2	20	20	NUM
bracis-33616	59	3	]	]	PUNCT
bracis-33616	59	4	and	and	CCONJ
bracis-33616	59	5	marins	marin	NOUN
bracis-33616	59	6	et	et	PROPN
bracis-33616	59	7	al	al	PROPN
bracis-33616	59	8	.	.	PUNCT
bracis-33616	59	9	 	 	SPACE
bracis-33616	60	1	[	[	X
bracis-33616	60	2	11	11	NUM
bracis-33616	60	3	]	]	PUNCT
bracis-33616	60	4	perform	perform	VERB
bracis-33616	60	5	feature	feature	NOUN
bracis-33616	60	6	extraction	extraction	NOUN
bracis-33616	60	7	from	from	ADP
bracis-33616	60	8	all	all	DET
bracis-33616	60	9	the	the	DET
bracis-33616	60	10	original	original	ADJ
bracis-33616	60	11	signals	signal	NOUN
bracis-33616	60	12	considering	consider	VERB
bracis-33616	60	13	statistical	statistical	ADJ
bracis-33616	60	14	and	and	CCONJ
bracis-33616	60	15	spectral	spectral	ADJ
bracis-33616	60	16	measures	measure	NOUN
bracis-33616	60	17	.	.	PUNCT
bracis-33616	61	1	both	both	DET
bracis-33616	61	2	works	work	VERB
bracis-33616	61	3	employ	employ	VERB
bracis-33616	61	4	similarity	similarity	NOUN
bracis-33616	61	5	-	-	PUNCT
bracis-33616	61	6	based	base	VERB
bracis-33616	61	7	modeling	modeling	NOUN
bracis-33616	61	8	(	(	PUNCT
bracis-33616	61	9	sbm	sbm	NOUN
bracis-33616	61	10	)	)	PUNCT
bracis-33616	61	11	to	to	PART
bracis-33616	61	12	perform	perform	VERB
bracis-33616	61	13	classification	classification	NOUN
bracis-33616	61	14	of	of	ADP
bracis-33616	61	15	the	the	DET
bracis-33616	61	16	signals	signal	NOUN
bracis-33616	61	17	according	accord	VERB
bracis-33616	61	18	to	to	ADP
bracis-33616	61	19	their	their	PRON
bracis-33616	61	20	fault	fault	NOUN
bracis-33616	61	21	type	type	NOUN
bracis-33616	61	22	(	(	PUNCT
bracis-33616	61	23	five	five	NUM
bracis-33616	61	24	classes	class	NOUN
bracis-33616	61	25	)	)	PUNCT
bracis-33616	61	26	,	,	PUNCT
bracis-33616	61	27	besides	besides	SCONJ
bracis-33616	61	28	the	the	DET
bracis-33616	61	29	normal	normal	ADJ
bracis-33616	61	30	class	class	NOUN
bracis-33616	61	31	.	.	PUNCT
bracis-33616	61	32	 	 	SPACE
bracis-33616	62	1	a	a	DET
bracis-33616	62	2	random	random	ADJ
bracis-33616	62	3	forest	forest	NOUN
bracis-33616	62	4	is	be	AUX
bracis-33616	62	5	also	also	ADV
bracis-33616	62	6	employed	employ	VERB
bracis-33616	62	7	in	in	ADP
bracis-33616	62	8	 	 	SPACE
bracis-33616	62	9	[	[	X
bracis-33616	62	10	11	11	NUM
bracis-33616	62	11	]	]	PUNCT
bracis-33616	62	12	.	.	PUNCT
bracis-33616	63	1	in	in	ADP
bracis-33616	63	2	both	both	DET
bracis-33616	63	3	works	work	NOUN
bracis-33616	63	4	,	,	PUNCT
bracis-33616	63	5	accuracy	accuracy	NOUN
bracis-33616	63	6	values	value	NOUN
bracis-33616	63	7	higher	high	ADJ
bracis-33616	63	8	than	than	ADP
bracis-33616	63	9	80	80	NUM
bracis-33616	63	10	%	%	NOUN
bracis-33616	63	11	are	be	AUX
bracis-33616	63	12	obtained	obtain	VERB
bracis-33616	63	13	.	.	PUNCT
bracis-33616	64	1	for	for	ADP
bracis-33616	64	2	the	the	DET
bracis-33616	64	3	best	good	ADJ
bracis-33616	64	4	models	model	NOUN
bracis-33616	64	5	,	,	PUNCT
bracis-33616	64	6	accuracies	accuracy	NOUN
bracis-33616	64	7	close	close	ADJ
bracis-33616	64	8	to	to	PART
bracis-33616	64	9	100	100	NUM
bracis-33616	64	10	%	%	NOUN
bracis-33616	64	11	were	be	AUX
bracis-33616	64	12	observed	observe	VERB
bracis-33616	64	13	.	.	PUNCT
bracis-33616	65	1	it	it	PRON
bracis-33616	65	2	is	be	AUX
bracis-33616	65	3	worth	worth	ADJ
bracis-33616	65	4	noticing	notice	VERB
bracis-33616	65	5	,	,	PUNCT
bracis-33616	65	6	once	once	ADV
bracis-33616	65	7	more	more	ADJ
bracis-33616	65	8	,	,	PUNCT
bracis-33616	65	9	that	that	SCONJ
bracis-33616	65	10	all	all	DET
bracis-33616	65	11	signals	signal	NOUN
bracis-33616	65	12	are	be	AUX
bracis-33616	65	13	employed	employ	VERB
bracis-33616	65	14	.	.	PUNCT
bracis-33616	66	1	more	more	ADV
bracis-33616	66	2	recently	recently	ADV
bracis-33616	66	3	,	,	PUNCT
bracis-33616	66	4	zhao	zhao	PROPN
bracis-33616	66	5	et	et	PROPN
bracis-33616	66	6	al	al	PROPN
bracis-33616	66	7	.	.	PUNCT
bracis-33616	66	8	 	 	SPACE
bracis-33616	67	1	[	[	X
bracis-33616	67	2	29	29	NUM
bracis-33616	67	3	]	]	PUNCT
bracis-33616	67	4	employed	employ	VERB
bracis-33616	67	5	a	a	DET
bracis-33616	67	6	parallel	parallel	ADJ
bracis-33616	67	7	cnn	cnn	NOUN
bracis-33616	67	8	(	(	PUNCT
bracis-33616	67	9	convolutional	convolutional	ADJ
bracis-33616	67	10	neural	neural	ADJ
bracis-33616	67	11	network	network	NOUN
bracis-33616	67	12	)	)	PUNCT
bracis-33616	67	13	with	with	ADP
bracis-33616	67	14	an	an	DET
bracis-33616	67	15	attention	attention	NOUN
bracis-33616	67	16	mechanism	mechanism	NOUN
bracis-33616	67	17	to	to	PART
bracis-33616	67	18	perform	perform	VERB
bracis-33616	67	19	multi	multi	ADJ
bracis-33616	67	20	-	-	ADJ
bracis-33616	67	21	class	class	ADJ
bracis-33616	67	22	fault	fault	NOUN
bracis-33616	67	23	diagnosis	diagnosis	NOUN
bracis-33616	67	24	considering	consider	VERB
bracis-33616	67	25	the	the	DET
bracis-33616	67	26	mafaulda	mafaulda	ADJ
bracis-33616	67	27	database	database	NOUN
bracis-33616	67	28	.	.	PUNCT
bracis-33616	68	1	the	the	DET
bracis-33616	68	2	model	model	NOUN
bracis-33616	68	3	was	be	AUX
bracis-33616	68	4	trained	train	VERB
bracis-33616	68	5	considering	consider	VERB
bracis-33616	68	6	only	only	ADV
bracis-33616	68	7	accelerometer	accelerometer	NOUN
bracis-33616	68	8	data	datum	NOUN
bracis-33616	68	9	(	(	PUNCT
bracis-33616	68	10	vibration	vibration	NOUN
bracis-33616	68	11	data	datum	NOUN
bracis-33616	68	12	)	)	PUNCT
bracis-33616	68	13	and	and	CCONJ
bracis-33616	68	14	four	four	NUM
bracis-33616	68	15	out	out	ADP
bracis-33616	68	16	of	of	ADP
bracis-33616	68	17	five	five	NUM
bracis-33616	68	18	classes	class	NOUN
bracis-33616	68	19	from	from	ADP
bracis-33616	68	20	the	the	DET
bracis-33616	68	21	database	database	NOUN
bracis-33616	68	22	,	,	PUNCT
bracis-33616	68	23	normal	normal	ADJ
bracis-33616	68	24	condition	condition	NOUN
bracis-33616	68	25	and	and	CCONJ
bracis-33616	68	26	three	three	NUM
bracis-33616	68	27	fault	fault	NOUN
bracis-33616	68	28	types	type	NOUN
bracis-33616	68	29	.	.	PUNCT
bracis-33616	69	1	the	the	DET
bracis-33616	69	2	proposed	propose	VERB
bracis-33616	69	3	classification	classification	NOUN
bracis-33616	69	4	methodology	methodology	NOUN
bracis-33616	69	5	achieved	achieve	VERB
bracis-33616	69	6	an	an	DET
bracis-33616	69	7	accuracy	accuracy	NOUN
bracis-33616	69	8	of	of	ADP
bracis-33616	69	9	\(99.6\%\	\(99.6\%\	NOUN
bracis-33616	69	10	)	)	PUNCT
bracis-33616	69	11	.	.	PUNCT
bracis-33616	70	1	as	as	SCONJ
bracis-33616	70	2	previously	previously	ADV
bracis-33616	70	3	discussed	discuss	VERB
bracis-33616	70	4	,	,	PUNCT
bracis-33616	70	5	however	however	ADV
bracis-33616	70	6	,	,	PUNCT
bracis-33616	70	7	this	this	DET
bracis-33616	70	8	particular	particular	ADJ
bracis-33616	70	9	approach	approach	NOUN
bracis-33616	70	10	has	have	VERB
bracis-33616	70	11	a	a	DET
bracis-33616	70	12	major	major	ADJ
bracis-33616	70	13	disadvantage	disadvantage	NOUN
bracis-33616	70	14	,	,	PUNCT
bracis-33616	70	15	that	that	ADV
bracis-33616	70	16	is	is	ADV
bracis-33616	70	17	,	,	PUNCT
bracis-33616	70	18	by	by	ADP
bracis-33616	70	19	relying	rely	VERB
bracis-33616	70	20	solely	solely	ADV
bracis-33616	70	21	on	on	ADP
bracis-33616	70	22	vibration	vibration	NOUN
bracis-33616	70	23	measurements	measurement	NOUN
bracis-33616	70	24	,	,	PUNCT
bracis-33616	70	25	the	the	DET
bracis-33616	70	26	model	model	NOUN
bracis-33616	70	27	is	be	AUX
bracis-33616	70	28	not	not	PART
bracis-33616	70	29	effective	effective	ADJ
bracis-33616	70	30	for	for	ADP
bracis-33616	70	31	early	early	ADJ
bracis-33616	70	32	-	-	PUNCT
bracis-33616	70	33	stage	stage	NOUN
bracis-33616	70	34	fault	fault	NOUN
bracis-33616	70	35	detection	detection	NOUN
bracis-33616	70	36	.	.	PUNCT
bracis-33616	71	1	finally	finally	ADV
bracis-33616	71	2	,	,	PUNCT
bracis-33616	71	3	saufi	saufi	PROPN
bracis-33616	71	4	et	et	PROPN
bracis-33616	71	5	al	al	PROPN
bracis-33616	71	6	.	.	PUNCT
bracis-33616	71	7	 	 	SPACE
bracis-33616	72	1	[	[	X
bracis-33616	72	2	22	22	NUM
bracis-33616	72	3	]	]	PUNCT
bracis-33616	72	4	proposed	propose	VERB
bracis-33616	72	5	a	a	DET
bracis-33616	72	6	hybrid	hybrid	ADJ
bracis-33616	72	7	approach	approach	NOUN
bracis-33616	72	8	that	that	PRON
bracis-33616	72	9	employs	employ	VERB
bracis-33616	72	10	deep	deep	ADJ
bracis-33616	72	11	sparse	sparse	ADJ
bracis-33616	72	12	autoencoders	autoencoder	NOUN
bracis-33616	72	13	to	to	PART
bracis-33616	72	14	perform	perform	VERB
bracis-33616	72	15	feature	feature	NOUN
bracis-33616	72	16	extraction	extraction	NOUN
bracis-33616	72	17	from	from	ADP
bracis-33616	72	18	mafaulda	mafaulda	PROPN
bracis-33616	72	19	’s	’s	PART
bracis-33616	72	20	raw	raw	ADJ
bracis-33616	72	21	vibration	vibration	NOUN
bracis-33616	72	22	signals	signal	NOUN
bracis-33616	72	23	.	.	PUNCT
bracis-33616	73	1	afterwards	afterwards	ADV
bracis-33616	73	2	,	,	PUNCT
bracis-33616	73	3	a	a	DET
bracis-33616	73	4	softmax	softmax	NOUN
bracis-33616	73	5	classifier	classifier	NOUN
bracis-33616	73	6	is	be	AUX
bracis-33616	73	7	trained	train	VERB
bracis-33616	73	8	on	on	ADP
bracis-33616	73	9	this	this	DET
bracis-33616	73	10	data	datum	NOUN
bracis-33616	73	11	to	to	PART
bracis-33616	73	12	perform	perform	VERB
bracis-33616	73	13	the	the	DET
bracis-33616	73	14	classification	classification	NOUN
bracis-33616	73	15	considering	consider	VERB
bracis-33616	73	16	four	four	NUM
bracis-33616	73	17	classes	class	NOUN
bracis-33616	73	18	:	:	PUNCT
bracis-33616	73	19	normal	normal	ADJ
bracis-33616	73	20	condition	condition	NOUN
bracis-33616	73	21	and	and	CCONJ
bracis-33616	73	22	three	three	NUM
bracis-33616	73	23	fault	fault	NOUN
bracis-33616	73	24	types	type	NOUN
bracis-33616	73	25	.	.	PUNCT
bracis-33616	73	26	 	 	SPACE
bracis-33616	74	1	their	their	PRON
bracis-33616	74	2	approach	approach	NOUN
bracis-33616	74	3	reached	reach	VERB
bracis-33616	74	4	an	an	DET
bracis-33616	74	5	accuracy	accuracy	NOUN
bracis-33616	74	6	of	of	ADP
bracis-33616	74	7	\(95\%\	\(95\%\	PRON
bracis-33616	74	8	)	)	PUNCT
bracis-33616	74	9	,	,	PUNCT
bracis-33616	74	10	but	but	CCONJ
bracis-33616	74	11	suffers	suffer	VERB
bracis-33616	74	12	from	from	ADP
bracis-33616	74	13	the	the	DET
bracis-33616	74	14	same	same	ADJ
bracis-33616	74	15	drawback	drawback	NOUN
bracis-33616	74	16	previously	previously	ADV
bracis-33616	74	17	discussed	discuss	VERB
bracis-33616	74	18	,	,	PUNCT
bracis-33616	74	19	namely	namely	ADV
bracis-33616	74	20	,	,	PUNCT
bracis-33616	74	21	early	early	ADJ
bracis-33616	74	22	faults	fault	NOUN
bracis-33616	74	23	can	can	AUX
bracis-33616	74	24	not	not	PART
bracis-33616	74	25	be	be	AUX
bracis-33616	74	26	detected	detect	VERB
bracis-33616	74	27	with	with	ADP
bracis-33616	74	28	vibration	vibration	NOUN
bracis-33616	74	29	signals	signal	NOUN
bracis-33616	74	30	.	.	PUNCT
bracis-33616	75	1	3	3	NUM
bracis-33616	75	2	case	case	NOUN
bracis-33616	75	3	study	study	NOUN
bracis-33616	75	4	3.1	3.1	NUM
bracis-33616	75	5	the	the	DET
bracis-33616	75	6	mafaulda	mafaulda	ADJ
bracis-33616	75	7	database	database	NOUN
bracis-33616	75	8	mafaulda	mafaulda	PROPN
bracis-33616	75	9	stands	stand	VERB
bracis-33616	75	10	for	for	ADP
bracis-33616	75	11	machinery	machinery	NOUN
bracis-33616	75	12	fault	fault	NOUN
bracis-33616	75	13	database	database	NOUN
bracis-33616	75	14	.	.	PUNCT
bracis-33616	76	1	the	the	DET
bracis-33616	76	2	data	datum	NOUN
bracis-33616	76	3	was	be	AUX
bracis-33616	76	4	acquired	acquire	VERB
bracis-33616	76	5	by	by	ADP
bracis-33616	76	6	the	the	DET
bracis-33616	76	7	federal	federal	PROPN
bracis-33616	76	8	university	university	PROPN
bracis-33616	76	9	of	of	ADP
bracis-33616	76	10	rio	rio	PROPN
bracis-33616	76	11	de	de	PROPN
bracis-33616	76	12	janeiro	janeiro	PROPN
bracis-33616	76	13	from	from	ADP
bracis-33616	76	14	a	a	DET
bracis-33616	76	15	spectraquest	spectraquest	NOUN
bracis-33616	76	16	’s	’s	PART
bracis-33616	76	17	machinery	machinery	NOUN
bracis-33616	76	18	fault	fault	NOUN
bracis-33616	76	19	simulator	simulator	NOUN
bracis-33616	76	20	(	(	PUNCT
bracis-33616	76	21	mfs	mfs	PROPN
bracis-33616	76	22	)	)	PUNCT
bracis-33616	76	23	alignment	alignment	NOUN
bracis-33616	76	24	-	-	PUNCT
bracis-33616	76	25	balance	balance	NOUN
bracis-33616	76	26	vibration	vibration	NOUN
bracis-33616	76	27	trainer	trainer	NOUN
bracis-33616	76	28	(	(	PUNCT
bracis-33616	76	29	abvt	abvt	ADJ
bracis-33616	76	30	)	)	PUNCT
bracis-33616	76	31	,	,	PUNCT
bracis-33616	76	32	which	which	PRON
bracis-33616	76	33	is	be	AUX
bracis-33616	76	34	an	an	DET
bracis-33616	76	35	emulator	emulator	NOUN
bracis-33616	76	36	of	of	ADP
bracis-33616	76	37	motor	motor	NOUN
bracis-33616	76	38	dynamics	dynamic	NOUN
bracis-33616	76	39	 	 	SPACE
bracis-33616	77	1	[	[	X
bracis-33616	77	2	11	11	NUM
bracis-33616	77	3	]	]	PUNCT
bracis-33616	77	4	.	.	PUNCT
bracis-33616	78	1	the	the	DET
bracis-33616	78	2	database	database	NOUN
bracis-33616	78	3	comprises	comprise	VERB
bracis-33616	78	4	50	50	NUM
bracis-33616	78	5	khz	khz	NOUN
bracis-33616	78	6	time	time	NOUN
bracis-33616	78	7	series	series	PROPN
bracis-33616	78	8	recordings	recording	NOUN
bracis-33616	78	9	of	of	ADP
bracis-33616	78	10	eight	eight	NUM
bracis-33616	78	11	sensors	sensor	NOUN
bracis-33616	78	12	:	:	PUNCT
bracis-33616	78	13	six	six	NUM
bracis-33616	78	14	accelerometers	accelerometer	NOUN
bracis-33616	78	15	,	,	PUNCT
bracis-33616	78	16	a	a	DET
bracis-33616	78	17	tachometer	tachometer	NOUN
bracis-33616	78	18	,	,	PUNCT
bracis-33616	78	19	and	and	CCONJ
bracis-33616	78	20	a	a	DET
bracis-33616	78	21	microphone	microphone	NOUN
bracis-33616	78	22	.	.	PUNCT
bracis-33616	79	1	these	these	DET
bracis-33616	79	2	recordings	recording	NOUN
bracis-33616	79	3	were	be	AUX
bracis-33616	79	4	obtained	obtain	VERB
bracis-33616	79	5	from	from	ADP
bracis-33616	79	6	a	a	DET
bracis-33616	79	7	working	work	VERB
bracis-33616	79	8	rotating	rotate	VERB
bracis-33616	79	9	machine	machine	NOUN
bracis-33616	79	10	operating	operate	VERB
bracis-33616	79	11	at	at	ADP
bracis-33616	79	12	different	different	ADJ
bracis-33616	79	13	rotation	rotation	NOUN
bracis-33616	79	14	speeds	speed	NOUN
bracis-33616	79	15	,	,	PUNCT
bracis-33616	79	16	in	in	ADP
bracis-33616	79	17	normal	normal	ADJ
bracis-33616	79	18	and	and	CCONJ
bracis-33616	79	19	faulty	faulty	ADJ
bracis-33616	79	20	conditions	condition	NOUN
bracis-33616	79	21	.	.	PUNCT
bracis-33616	80	1	five	five	NUM
bracis-33616	80	2	fault	fault	NOUN
bracis-33616	80	3	types	type	NOUN
bracis-33616	80	4	are	be	AUX
bracis-33616	80	5	presented	present	VERB
bracis-33616	80	6	:	:	PUNCT
bracis-33616	80	7	imbalance	imbalance	NOUN
bracis-33616	80	8	,	,	PUNCT
bracis-33616	80	9	horizontal	horizontal	ADJ
bracis-33616	80	10	misalignment	misalignment	NOUN
bracis-33616	80	11	,	,	PUNCT
bracis-33616	80	12	vertical	vertical	ADJ
bracis-33616	80	13	misalignment	misalignment	NOUN
bracis-33616	80	14	,	,	PUNCT
bracis-33616	80	15	overhang	overhang	NOUN
bracis-33616	80	16	and	and	CCONJ
bracis-33616	80	17	underhang	underhang	ADJ
bracis-33616	80	18	bearing	bearing	NOUN
bracis-33616	80	19	.	.	PUNCT
bracis-33616	81	1	the	the	DET
bracis-33616	81	2	faulty	faulty	ADJ
bracis-33616	81	3	scenarios	scenario	NOUN
bracis-33616	81	4	were	be	AUX
bracis-33616	81	5	obtained	obtain	VERB
bracis-33616	81	6	taking	take	VERB
bracis-33616	81	7	into	into	ADP
bracis-33616	81	8	account	account	NOUN
bracis-33616	81	9	several	several	ADJ
bracis-33616	81	10	degrees	degree	NOUN
bracis-33616	81	11	of	of	ADP
bracis-33616	81	12	intensity	intensity	NOUN
bracis-33616	81	13	.	.	PUNCT
bracis-33616	81	14	 	 	SPACE
bracis-33616	82	1	overall	overall	ADV
bracis-33616	82	2	,	,	PUNCT
bracis-33616	82	3	the	the	DET
bracis-33616	82	4	database	database	NOUN
bracis-33616	82	5	is	be	AUX
bracis-33616	82	6	heavily	heavily	ADV
bracis-33616	82	7	imbalanced	imbalanced	ADJ
bracis-33616	82	8	,	,	PUNCT
bracis-33616	82	9	with	with	ADP
bracis-33616	82	10	49	49	NUM
bracis-33616	82	11	recordings	recording	NOUN
bracis-33616	82	12	from	from	ADP
bracis-33616	82	13	normal	normal	ADJ
bracis-33616	82	14	operation	operation	NOUN
bracis-33616	82	15	and	and	CCONJ
bracis-33616	82	16	1,902	1,902	NUM
bracis-33616	82	17	from	from	ADP
bracis-33616	82	18	abnormal	abnormal	ADJ
bracis-33616	82	19	operation	operation	NOUN
bracis-33616	82	20	(	(	PUNCT
bracis-33616	82	21	fault	fault	VERB
bracis-33616	82	22	scenarios	scenario	NOUN
bracis-33616	82	23	)	)	PUNCT
bracis-33616	82	24	.	.	PUNCT
bracis-33616	83	1	the	the	DET
bracis-33616	83	2	full	full	ADJ
bracis-33616	83	3	database	database	NOUN
bracis-33616	83	4	,	,	PUNCT
bracis-33616	83	5	along	along	ADP
bracis-33616	83	6	with	with	ADP
bracis-33616	83	7	further	further	ADJ
bracis-33616	83	8	information	information	NOUN
bracis-33616	83	9	,	,	PUNCT
bracis-33616	83	10	is	be	AUX
bracis-33616	83	11	available	available	ADJ
bracis-33616	83	12	at	at	ADP
bracis-33616	83	13	[	[	X
bracis-33616	83	14	10	10	NUM
bracis-33616	83	15	]	]	PUNCT
bracis-33616	83	16	.	.	PUNCT
bracis-33616	84	1	3.2	3.2	NUM
bracis-33616	84	2	dataset	dataset	NOUN
bracis-33616	84	3	preprocessing	preprocessing	NOUN
bracis-33616	84	4	studies	study	NOUN
bracis-33616	84	5	on	on	ADP
bracis-33616	84	6	mfd	mfd	NOUN
bracis-33616	84	7	that	that	PRON
bracis-33616	84	8	consider	consider	VERB
bracis-33616	84	9	spectrogram	spectrogram	NOUN
bracis-33616	84	10	-	-	PUNCT
bracis-33616	84	11	based	base	VERB
bracis-33616	84	12	features	feature	NOUN
bracis-33616	84	13	extracted	extract	VERB
bracis-33616	84	14	from	from	ADP
bracis-33616	84	15	acoustic	acoustic	ADJ
bracis-33616	84	16	signals	signal	NOUN
bracis-33616	84	17	,	,	PUNCT
bracis-33616	84	18	as	as	ADP
bracis-33616	84	19	in	in	ADP
bracis-33616	84	20	this	this	DET
bracis-33616	84	21	case	case	NOUN
bracis-33616	84	22	study	study	NOUN
bracis-33616	84	23	,	,	PUNCT
bracis-33616	84	24	are	be	AUX
bracis-33616	84	25	commonly	commonly	ADV
bracis-33616	84	26	carried	carry	VERB
bracis-33616	84	27	out	out	ADP
bracis-33616	84	28	on	on	ADP
bracis-33616	84	29	signals	signal	NOUN
bracis-33616	84	30	sampled	sample	VERB
bracis-33616	84	31	at	at	ADP
bracis-33616	84	32	a	a	DET
bracis-33616	84	33	maximum	maximum	NOUN
bracis-33616	84	34	of	of	ADP
bracis-33616	84	35	16	16	NUM
bracis-33616	84	36	khz	khz	NOUN
bracis-33616	84	37	[	[	X
bracis-33616	84	38	4	4	NUM
bracis-33616	84	39	,	,	PUNCT
bracis-33616	84	40	7	7	NUM
bracis-33616	84	41	,	,	PUNCT
bracis-33616	84	42	8	8	NUM
bracis-33616	84	43	,	,	PUNCT
bracis-33616	84	44	16	16	NUM
bracis-33616	84	45	,	,	PUNCT
bracis-33616	84	46	25	25	NUM
bracis-33616	84	47	,	,	PUNCT
bracis-33616	84	48	27	27	NUM
bracis-33616	84	49	]	]	PUNCT
bracis-33616	84	50	.	.	PUNCT
bracis-33616	85	1	indeed	indeed	ADV
bracis-33616	85	2	,	,	PUNCT
bracis-33616	85	3	recently	recently	ADV
bracis-33616	85	4	,	,	PUNCT
bracis-33616	85	5	yi	yi	PROPN
bracis-33616	85	6	et	et	PROPN
bracis-33616	85	7	al	al	PROPN
bracis-33616	85	8	.	.	PUNCT
bracis-33616	85	9	 	 	SPACE
bracis-33616	86	1	[	[	X
bracis-33616	86	2	27	27	NUM
bracis-33616	86	3	]	]	PUNCT
bracis-33616	86	4	observed	observe	VERB
bracis-33616	86	5	that	that	SCONJ
bracis-33616	86	6	,	,	PUNCT
bracis-33616	86	7	in	in	ADP
bracis-33616	86	8	the	the	DET
bracis-33616	86	9	case	case	NOUN
bracis-33616	86	10	of	of	ADP
bracis-33616	86	11	their	their	PRON
bracis-33616	86	12	application	application	NOUN
bracis-33616	86	13	,	,	PUNCT
bracis-33616	86	14	almost	almost	ADV
bracis-33616	86	15	all	all	PRON
bracis-33616	86	16	relevant	relevant	ADJ
bracis-33616	86	17	information	information	NOUN
bracis-33616	86	18	was	be	AUX
bracis-33616	86	19	below	below	ADP
bracis-33616	86	20	8	8	NUM
bracis-33616	86	21	khz	khz	NOUN
bracis-33616	86	22	.	.	PUNCT
bracis-33616	87	1	an	an	DET
bracis-33616	87	2	in	in	ADP
bracis-33616	87	3	-	-	PUNCT
bracis-33616	87	4	depth	depth	NOUN
bracis-33616	87	5	frequency	frequency	NOUN
bracis-33616	87	6	analysis	analysis	NOUN
bracis-33616	87	7	regarding	regard	VERB
bracis-33616	87	8	the	the	DET
bracis-33616	87	9	acoustic	acoustic	ADJ
bracis-33616	87	10	signals	signal	NOUN
bracis-33616	87	11	for	for	ADP
bracis-33616	87	12	mafaulda	mafaulda	NOUN
bracis-33616	87	13	has	have	AUX
bracis-33616	87	14	not	not	PART
bracis-33616	87	15	been	be	AUX
bracis-33616	87	16	carried	carry	VERB
bracis-33616	87	17	out	out	ADP
bracis-33616	87	18	to	to	PART
bracis-33616	87	19	verify	verify	VERB
bracis-33616	87	20	if	if	SCONJ
bracis-33616	87	21	such	such	ADJ
bracis-33616	87	22	observations	observation	NOUN
bracis-33616	87	23	also	also	ADV
bracis-33616	87	24	hold	hold	VERB
bracis-33616	87	25	for	for	ADP
bracis-33616	87	26	this	this	DET
bracis-33616	87	27	case	case	NOUN
bracis-33616	87	28	.	.	PUNCT
bracis-33616	88	1	nevertheless	nevertheless	ADV
bracis-33616	88	2	,	,	PUNCT
bracis-33616	88	3	in	in	ADP
bracis-33616	88	4	order	order	NOUN
bracis-33616	88	5	to	to	PART
bracis-33616	88	6	reduce	reduce	VERB
bracis-33616	88	7	the	the	DET
bracis-33616	88	8	final	final	ADJ
bracis-33616	88	9	complexity	complexity	NOUN
bracis-33616	88	10	of	of	ADP
bracis-33616	88	11	the	the	DET
bracis-33616	88	12	models	model	NOUN
bracis-33616	88	13	 	 	SPACE
bracis-33616	88	14	(	(	PUNCT
bracis-33616	88	15	and	and	CCONJ
bracis-33616	88	16	thus	thus	ADV
bracis-33616	88	17	computational	computational	ADJ
bracis-33616	88	18	time	time	NOUN
bracis-33616	88	19	)	)	PUNCT
bracis-33616	88	20	,	,	PUNCT
bracis-33616	88	21	we	we	PRON
bracis-33616	88	22	down	down	ADV
bracis-33616	88	23	-	-	PUNCT
bracis-33616	88	24	sampled	sample	VERB
bracis-33616	88	25	the	the	DET
bracis-33616	88	26	database	database	NOUN
bracis-33616	88	27	’s	’s	PART
bracis-33616	88	28	acoustic	acoustic	ADJ
bracis-33616	88	29	data	datum	NOUN
bracis-33616	88	30	to	to	ADP
bracis-33616	88	31	16	16	NUM
bracis-33616	88	32	khz	khz	NOUN
bracis-33616	88	33	,	,	PUNCT
bracis-33616	88	34	following	follow	VERB
bracis-33616	88	35	previous	previous	ADJ
bracis-33616	88	36	works	work	NOUN
bracis-33616	88	37	.	.	PUNCT
bracis-33616	89	1	some	some	DET
bracis-33616	89	2	preliminary	preliminary	ADJ
bracis-33616	89	3	/	/	SYM
bracis-33616	89	4	investigatory	investigatory	NOUN
bracis-33616	89	5	experiments	experiment	NOUN
bracis-33616	89	6	were	be	AUX
bracis-33616	89	7	carried	carry	VERB
bracis-33616	89	8	out	out	ADP
bracis-33616	89	9	with	with	ADP
bracis-33616	89	10	models	model	NOUN
bracis-33616	89	11	trained	train	VERB
bracis-33616	89	12	on	on	ADP
bracis-33616	89	13	spectrogram	spectrogram	NOUN
bracis-33616	89	14	features	feature	NOUN
bracis-33616	89	15	derived	derive	VERB
bracis-33616	89	16	from	from	ADP
bracis-33616	89	17	the	the	DET
bracis-33616	89	18	database	database	NOUN
bracis-33616	89	19	at	at	ADP
bracis-33616	89	20	50	50	NUM
bracis-33616	89	21	and	and	CCONJ
bracis-33616	89	22	16	16	NUM
bracis-33616	89	23	khz	khz	NOUN
bracis-33616	89	24	.	.	PUNCT
bracis-33616	90	1	no	no	DET
bracis-33616	90	2	significant	significant	ADJ
bracis-33616	90	3	changes	change	NOUN
bracis-33616	90	4	in	in	ADP
bracis-33616	90	5	effectiveness	effectiveness	NOUN
bracis-33616	90	6	were	be	AUX
bracis-33616	90	7	observed	observe	VERB
bracis-33616	90	8	between	between	ADP
bracis-33616	90	9	the	the	DET
bracis-33616	90	10	results	result	NOUN
bracis-33616	90	11	obtained	obtain	VERB
bracis-33616	90	12	with	with	ADP
bracis-33616	90	13	higher	high	ADJ
bracis-33616	90	14	and	and	CCONJ
bracis-33616	90	15	lower	low	ADJ
bracis-33616	90	16	frequency	frequency	NOUN
bracis-33616	90	17	signals	signal	NOUN
bracis-33616	90	18	.	.	PUNCT
bracis-33616	91	1	fig	fig	NOUN
bracis-33616	91	2	.	.	PUNCT
bracis-33616	92	1	2	2	X
bracis-33616	92	2	.	.	X
bracis-33616	92	3	graphical	graphical	ADJ
bracis-33616	92	4	representation	representation	NOUN
bracis-33616	92	5	of	of	ADP
bracis-33616	92	6	the	the	DET
bracis-33616	92	7	down	down	ADV
bracis-33616	92	8	-	-	PUNCT
bracis-33616	92	9	sampling	sample	VERB
bracis-33616	92	10	procedure	procedure	NOUN
bracis-33616	92	11	.	.	PUNCT
bracis-33616	93	1	a	a	DET
bracis-33616	93	2	50	50	NUM
bracis-33616	93	3	khz	khz	NOUN
bracis-33616	93	4	signal	signal	NOUN
bracis-33616	93	5	is	be	AUX
bracis-33616	93	6	down	down	ADV
bracis-33616	93	7	-	-	PUNCT
bracis-33616	93	8	sampled	sample	VERB
bracis-33616	93	9	into	into	ADP
bracis-33616	93	10	three	three	NUM
bracis-33616	93	11	16	16	NUM
bracis-33616	93	12	khz	khz	NOUN
bracis-33616	93	13	signals	signal	NOUN
bracis-33616	93	14	by	by	ADP
bracis-33616	93	15	taking	take	VERB
bracis-33616	93	16	three	three	NUM
bracis-33616	93	17	sub	sub	ADJ
bracis-33616	93	18	-	-	ADJ
bracis-33616	93	19	sampling	sample	VERB
bracis-33616	93	20	windows	window	NOUN
bracis-33616	93	21	.	.	PUNCT
bracis-33616	94	1	full	full	ADJ
bracis-33616	94	2	size	size	NOUN
bracis-33616	94	3	image	image	NOUN
bracis-33616	94	4	as	as	SCONJ
bracis-33616	94	5	the	the	DET
bracis-33616	94	6	down	down	ADV
bracis-33616	94	7	-	-	PUNCT
bracis-33616	94	8	sampling	sample	VERB
bracis-33616	94	9	procedure	procedure	NOUN
bracis-33616	94	10	is	be	AUX
bracis-33616	94	11	applied	apply	VERB
bracis-33616	94	12	,	,	PUNCT
bracis-33616	94	13	it	it	PRON
bracis-33616	94	14	is	be	AUX
bracis-33616	94	15	possible	possible	ADJ
bracis-33616	94	16	to	to	PART
bracis-33616	94	17	split	split	VERB
bracis-33616	94	18	the	the	DET
bracis-33616	94	19	original	original	ADJ
bracis-33616	94	20	50	50	NUM
bracis-33616	94	21	khz	khz	NOUN
bracis-33616	94	22	signal	signal	NOUN
bracis-33616	94	23	into	into	ADP
bracis-33616	94	24	three	three	NUM
bracis-33616	94	25	signals	signal	NOUN
bracis-33616	94	26	of	of	ADP
bracis-33616	94	27	16	16	NUM
bracis-33616	94	28	khz	khz	NOUN
bracis-33616	94	29	each	each	PRON
bracis-33616	94	30	,	,	PUNCT
bracis-33616	94	31	by	by	ADP
bracis-33616	94	32	shifting	shift	VERB
bracis-33616	94	33	the	the	DET
bracis-33616	94	34	sampling	sample	VERB
bracis-33616	94	35	window	window	NOUN
bracis-33616	94	36	one	one	NUM
bracis-33616	94	37	unit	unit	NOUN
bracis-33616	94	38	per	per	ADP
bracis-33616	94	39	sub	sub	ADJ
bracis-33616	94	40	-	-	ADJ
bracis-33616	94	41	sampling	sample	VERB
bracis-33616	94	42	group	group	NOUN
bracis-33616	94	43	,	,	PUNCT
bracis-33616	94	44	as	as	SCONJ
bracis-33616	94	45	depicted	depict	VERB
bracis-33616	94	46	in	in	ADP
bracis-33616	94	47	fig	fig	NOUN
bracis-33616	94	48	.	.	PUNCT
bracis-33616	94	49	 	 	SPACE
bracis-33616	95	1	2	2	NUM
bracis-33616	95	2	.	.	PUNCT
bracis-33616	95	3	as	as	ADP
bracis-33616	95	4	a	a	DET
bracis-33616	95	5	result	result	NOUN
bracis-33616	95	6	,	,	PUNCT
bracis-33616	95	7	three	three	NUM
bracis-33616	95	8	signals	signal	NOUN
bracis-33616	95	9	with	with	ADP
bracis-33616	95	10	unique	unique	ADJ
bracis-33616	95	11	samples	sample	NOUN
bracis-33616	95	12	are	be	AUX
bracis-33616	95	13	obtained	obtain	VERB
bracis-33616	95	14	.	.	PUNCT
bracis-33616	96	1	even	even	ADV
bracis-33616	96	2	though	though	ADV
bracis-33616	96	3	unique	unique	ADJ
bracis-33616	96	4	,	,	PUNCT
bracis-33616	96	5	such	such	ADJ
bracis-33616	96	6	sub	sub	ADJ
bracis-33616	96	7	-	-	ADJ
bracis-33616	96	8	sampled	sample	VERB
bracis-33616	96	9	signals	signal	NOUN
bracis-33616	96	10	resemble	resemble	VERB
bracis-33616	96	11	the	the	DET
bracis-33616	96	12	original	original	ADJ
bracis-33616	96	13	one	one	NOUN
bracis-33616	96	14	and	and	CCONJ
bracis-33616	96	15	,	,	PUNCT
bracis-33616	96	16	therefore	therefore	ADV
bracis-33616	96	17	,	,	PUNCT
bracis-33616	96	18	some	some	DET
bracis-33616	96	19	care	care	NOUN
bracis-33616	96	20	shall	shall	AUX
bracis-33616	96	21	be	be	AUX
bracis-33616	96	22	taken	take	VERB
bracis-33616	96	23	during	during	ADP
bracis-33616	96	24	training	training	NOUN
bracis-33616	96	25	and	and	CCONJ
bracis-33616	96	26	testing	testing	NOUN
bracis-33616	96	27	of	of	ADP
bracis-33616	96	28	the	the	DET
bracis-33616	96	29	models	model	NOUN
bracis-33616	96	30	,	,	PUNCT
bracis-33616	96	31	to	to	PART
bracis-33616	96	32	allow	allow	VERB
bracis-33616	96	33	for	for	ADP
bracis-33616	96	34	a	a	DET
bracis-33616	96	35	fair	fair	ADJ
bracis-33616	96	36	evaluation	evaluation	NOUN
bracis-33616	96	37	.	.	PUNCT
bracis-33616	96	38	 	 	SPACE
bracis-33616	97	1	in	in	ADP
bracis-33616	97	2	brief	brief	ADJ
bracis-33616	97	3	,	,	PUNCT
bracis-33616	97	4	sub	sub	ADJ
bracis-33616	97	5	-	-	ADJ
bracis-33616	97	6	sampled	sample	VERB
bracis-33616	97	7	signals	signal	NOUN
bracis-33616	97	8	that	that	PRON
bracis-33616	97	9	stem	stem	VERB
bracis-33616	97	10	from	from	ADP
bracis-33616	97	11	the	the	DET
bracis-33616	97	12	same	same	ADJ
bracis-33616	97	13	original	original	ADJ
bracis-33616	97	14	signal	signal	NOUN
bracis-33616	97	15	are	be	AUX
bracis-33616	97	16	all	all	PRON
bracis-33616	97	17	placed	place	VERB
bracis-33616	97	18	together	together	ADV
bracis-33616	97	19	either	either	CCONJ
bracis-33616	97	20	in	in	ADP
bracis-33616	97	21	the	the	DET
bracis-33616	97	22	train	train	NOUN
bracis-33616	97	23	or	or	CCONJ
bracis-33616	97	24	test	test	NOUN
bracis-33616	97	25	set	set	VERB
bracis-33616	97	26	,	,	PUNCT
bracis-33616	97	27	not	not	PART
bracis-33616	97	28	in	in	ADP
bracis-33616	97	29	both	both	PRON
bracis-33616	97	30	.	.	PUNCT
bracis-33616	98	1	on	on	ADP
bracis-33616	98	2	the	the	DET
bracis-33616	98	3	one	one	NUM
bracis-33616	98	4	hand	hand	NOUN
bracis-33616	98	5	,	,	PUNCT
bracis-33616	98	6	this	this	PRON
bracis-33616	98	7	prevents	prevent	VERB
bracis-33616	98	8	training	training	NOUN
bracis-33616	98	9	and	and	CCONJ
bracis-33616	98	10	testing	testing	NOUN
bracis-33616	98	11	on	on	ADP
bracis-33616	98	12	signals	signal	NOUN
bracis-33616	98	13	that	that	PRON
bracis-33616	98	14	are	be	AUX
bracis-33616	98	15	too	too	ADV
bracis-33616	98	16	similar	similar	ADJ
bracis-33616	98	17	to	to	ADP
bracis-33616	98	18	each	each	DET
bracis-33616	98	19	other	other	ADJ
bracis-33616	98	20	,	,	PUNCT
bracis-33616	98	21	which	which	PRON
bracis-33616	98	22	would	would	AUX
bracis-33616	98	23	yield	yield	VERB
bracis-33616	98	24	overoptimistic	overoptimistic	ADJ
bracis-33616	98	25	results	result	NOUN
bracis-33616	98	26	.	.	PUNCT
bracis-33616	98	27	 	 	SPACE
bracis-33616	98	28	on	on	ADP
bracis-33616	98	29	the	the	DET
bracis-33616	98	30	other	other	ADJ
bracis-33616	98	31	,	,	PUNCT
bracis-33616	98	32	this	this	DET
bracis-33616	98	33	procedure	procedure	NOUN
bracis-33616	98	34	allows	allow	VERB
bracis-33616	98	35	for	for	ADP
bracis-33616	98	36	obtaining	obtain	VERB
bracis-33616	98	37	a	a	DET
bracis-33616	98	38	larger	large	ADJ
bracis-33616	98	39	number	number	NOUN
bracis-33616	98	40	of	of	ADP
bracis-33616	98	41	objects	object	NOUN
bracis-33616	98	42	.	.	PUNCT
bracis-33616	99	1	following	follow	VERB
bracis-33616	99	2	this	this	DET
bracis-33616	99	3	approach	approach	NOUN
bracis-33616	99	4	,	,	PUNCT
bracis-33616	99	5	we	we	PRON
bracis-33616	99	6	ended	end	VERB
bracis-33616	99	7	up	up	ADP
bracis-33616	99	8	with	with	ADP
bracis-33616	99	9	147	147	NUM
bracis-33616	99	10	normal	normal	ADJ
bracis-33616	99	11	acoustic	acoustic	ADJ
bracis-33616	99	12	signals	signal	NOUN
bracis-33616	99	13	and	and	CCONJ
bracis-33616	99	14	5,706	5,706	NUM
bracis-33616	99	15	abnormal	abnormal	ADJ
bracis-33616	99	16	ones	one	NOUN
bracis-33616	99	17	(	(	PUNCT
bracis-33616	99	18	failure	failure	NOUN
bracis-33616	99	19	cases	case	NOUN
bracis-33616	99	20	)	)	PUNCT
bracis-33616	99	21	.	.	PUNCT
bracis-33616	100	1	before	before	ADP
bracis-33616	100	2	applying	apply	VERB
bracis-33616	100	3	any	any	DET
bracis-33616	100	4	mfd	mfd	NOUN
bracis-33616	100	5	method	method	NOUN
bracis-33616	100	6	,	,	PUNCT
bracis-33616	100	7	however	however	ADV
bracis-33616	100	8	,	,	PUNCT
bracis-33616	100	9	feature	feature	NOUN
bracis-33616	100	10	extraction	extraction	NOUN
bracis-33616	100	11	was	be	AUX
bracis-33616	100	12	performed	perform	VERB
bracis-33616	100	13	,	,	PUNCT
bracis-33616	100	14	as	as	SCONJ
bracis-33616	100	15	we	we	PRON
bracis-33616	100	16	detail	detail	VERB
bracis-33616	100	17	in	in	ADP
bracis-33616	100	18	the	the	DET
bracis-33616	100	19	next	next	ADJ
bracis-33616	100	20	section	section	NOUN
bracis-33616	100	21	.	.	PUNCT
bracis-33616	101	1	3.3	3.3	NUM
bracis-33616	101	2	feature	feature	NOUN
bracis-33616	101	3	extraction	extraction	NOUN
bracis-33616	101	4	in	in	ADP
bracis-33616	101	5	the	the	DET
bracis-33616	101	6	context	context	NOUN
bracis-33616	101	7	of	of	ADP
bracis-33616	101	8	machine	machine	NOUN
bracis-33616	101	9	fault	fault	NOUN
bracis-33616	101	10	detection	detection	NOUN
bracis-33616	101	11	(	(	PUNCT
bracis-33616	101	12	mfd	mfd	PROPN
bracis-33616	101	13	)	)	PUNCT
bracis-33616	101	14	based	base	VERB
bracis-33616	101	15	on	on	ADP
bracis-33616	101	16	acoustic	acoustic	ADJ
bracis-33616	101	17	signals	signal	NOUN
bracis-33616	101	18	,	,	PUNCT
bracis-33616	101	19	spectrogram	spectrogram	NOUN
bracis-33616	101	20	-	-	PUNCT
bracis-33616	101	21	based	base	VERB
bracis-33616	101	22	approaches	approach	NOUN
bracis-33616	101	23	are	be	AUX
bracis-33616	101	24	often	often	ADV
bracis-33616	101	25	employed	employ	VERB
bracis-33616	101	26	for	for	ADP
bracis-33616	101	27	feature	feature	NOUN
bracis-33616	101	28	engineering	engineering	NOUN
bracis-33616	101	29	,	,	PUNCT
bracis-33616	101	30	i.e.	i.e.	X
bracis-33616	101	31	,	,	PUNCT
bracis-33616	101	32	feature	feature	NOUN
bracis-33616	101	33	extraction	extraction	NOUN
bracis-33616	101	34	,	,	PUNCT
bracis-33616	101	35	with	with	ADP
bracis-33616	101	36	mel	mel	PROPN
bracis-33616	101	37	frequency	frequency	PROPN
bracis-33616	101	38	energy	energy	NOUN
bracis-33616	101	39	coefficients	coefficient	NOUN
bracis-33616	101	40	(	(	PUNCT
bracis-33616	101	41	mfecs	mfec	NOUN
bracis-33616	101	42	)	)	PUNCT
bracis-33616	101	43	figuring	figure	VERB
bracis-33616	101	44	as	as	ADP
bracis-33616	101	45	the	the	DET
bracis-33616	101	46	preferred	preferred	ADJ
bracis-33616	101	47	representation	representation	NOUN
bracis-33616	101	48	 	 	SPACE
bracis-33616	102	1	[	[	X
bracis-33616	102	2	14	14	NUM
bracis-33616	102	3	,	,	PUNCT
bracis-33616	102	4	26	26	NUM
bracis-33616	102	5	]	]	PUNCT
bracis-33616	102	6	.	.	PUNCT
bracis-33616	103	1	in	in	ADP
bracis-33616	103	2	brief	brief	NOUN
bracis-33616	103	3	,	,	PUNCT
bracis-33616	103	4	it	it	PRON
bracis-33616	103	5	consists	consist	VERB
bracis-33616	103	6	of	of	ADP
bracis-33616	103	7	the	the	DET
bracis-33616	103	8	application	application	NOUN
bracis-33616	103	9	of	of	ADP
bracis-33616	103	10	the	the	DET
bracis-33616	103	11	short	short	ADJ
bracis-33616	103	12	-	-	PUNCT
bracis-33616	103	13	time	time	NOUN
bracis-33616	103	14	fourier	fourier	NOUN
bracis-33616	103	15	transform	transform	NOUN
bracis-33616	103	16	(	(	PUNCT
bracis-33616	103	17	stft	stft	PROPN
bracis-33616	103	18	)	)	PUNCT
bracis-33616	103	19	,	,	PUNCT
bracis-33616	103	20	which	which	PRON
bracis-33616	103	21	,	,	PUNCT
bracis-33616	103	22	in	in	ADP
bracis-33616	103	23	turn	turn	NOUN
bracis-33616	103	24	,	,	PUNCT
bracis-33616	103	25	corresponds	correspond	VERB
bracis-33616	103	26	to	to	ADP
bracis-33616	103	27	performing	perform	VERB
bracis-33616	103	28	the	the	DET
bracis-33616	103	29	fast	fast	ADJ
bracis-33616	103	30	fourier	fourier	NOUN
bracis-33616	103	31	transform	transform	NOUN
bracis-33616	103	32	(	(	PUNCT
bracis-33616	103	33	fft	fft	PROPN
bracis-33616	103	34	)	)	PUNCT
bracis-33616	103	35	in	in	ADP
bracis-33616	103	36	overlapping	overlap	VERB
bracis-33616	103	37	windowed	windowed	ADJ
bracis-33616	103	38	segments	segment	NOUN
bracis-33616	103	39	of	of	ADP
bracis-33616	103	40	the	the	DET
bracis-33616	103	41	acoustic	acoustic	ADJ
bracis-33616	103	42	signal	signal	NOUN
bracis-33616	103	43	.	.	PUNCT
bracis-33616	104	1	the	the	DET
bracis-33616	104	2	resulting	result	VERB
bracis-33616	104	3	amplitude	amplitude	NOUN
bracis-33616	104	4	-	-	PUNCT
bracis-33616	104	5	frequencies	frequency	NOUN
bracis-33616	104	6	are	be	AUX
bracis-33616	104	7	then	then	ADV
bracis-33616	104	8	grouped	group	VERB
bracis-33616	104	9	into	into	ADP
bracis-33616	104	10	bins	bin	NOUN
bracis-33616	104	11	(	(	PUNCT
bracis-33616	104	12	a.k.a	a.k.a	PROPN
bracis-33616	104	13	mel	mel	PROPN
bracis-33616	104	14	bins	bins	PROPN
bracis-33616	104	15	)	)	PUNCT
bracis-33616	104	16	according	accord	VERB
bracis-33616	104	17	to	to	ADP
bracis-33616	104	18	triangular	triangular	NOUN
bracis-33616	104	19	filter	filter	NOUN
bracis-33616	104	20	banks	bank	NOUN
bracis-33616	104	21	.	.	PUNCT
bracis-33616	105	1	finally	finally	ADV
bracis-33616	105	2	,	,	PUNCT
bracis-33616	105	3	their	their	PRON
bracis-33616	105	4	log	log	NOUN
bracis-33616	105	5	-	-	PUNCT
bracis-33616	105	6	values	value	NOUN
bracis-33616	105	7	are	be	AUX
bracis-33616	105	8	taken	take	VERB
bracis-33616	105	9	(	(	PUNCT
bracis-33616	105	10	more	more	ADJ
bracis-33616	105	11	details	detail	NOUN
bracis-33616	105	12	regarding	regard	VERB
bracis-33616	105	13	the	the	DET
bracis-33616	105	14	feature	feature	NOUN
bracis-33616	105	15	extraction	extraction	NOUN
bracis-33616	105	16	procedure	procedure	NOUN
bracis-33616	105	17	can	can	AUX
bracis-33616	105	18	be	be	AUX
bracis-33616	105	19	obtained	obtain	VERB
bracis-33616	105	20	in	in	ADP
bracis-33616	105	21	 	 	SPACE
bracis-33616	105	22	[	[	X
bracis-33616	105	23	3	3	NUM
bracis-33616	105	24	,	,	PUNCT
bracis-33616	105	25	26	26	NUM
bracis-33616	105	26	]	]	PUNCT
bracis-33616	105	27	)	)	PUNCT
bracis-33616	105	28	.	.	PUNCT
bracis-33616	106	1	the	the	DET
bracis-33616	106	2	final	final	ADJ
bracis-33616	106	3	spectrogram	spectrogram	NOUN
bracis-33616	106	4	organizes	organize	VERB
bracis-33616	106	5	the	the	DET
bracis-33616	106	6	time	time	NOUN
bracis-33616	106	7	dimension	dimension	NOUN
bracis-33616	106	8	into	into	ADP
bracis-33616	106	9	ranges	range	NOUN
bracis-33616	106	10	,	,	PUNCT
bracis-33616	106	11	and	and	CCONJ
bracis-33616	106	12	maps	map	NOUN
bracis-33616	106	13	for	for	ADP
bracis-33616	106	14	each	each	DET
bracis-33616	106	15	time	time	NOUN
bracis-33616	106	16	range	range	VERB
bracis-33616	106	17	a	a	DET
bracis-33616	106	18	column	column	NOUN
bracis-33616	106	19	of	of	ADP
bracis-33616	106	20	bins	bin	NOUN
bracis-33616	106	21	,	,	PUNCT
bracis-33616	106	22	where	where	SCONJ
bracis-33616	106	23	each	each	DET
bracis-33616	106	24	bin	bin	NOUN
bracis-33616	106	25	is	be	AUX
bracis-33616	106	26	an	an	DET
bracis-33616	106	27	mfec	mfec	NOUN
bracis-33616	106	28	,	,	PUNCT
bracis-33616	106	29	and	and	CCONJ
bracis-33616	106	30	each	each	DET
bracis-33616	106	31	column	column	NOUN
bracis-33616	106	32	is	be	AUX
bracis-33616	106	33	termed	term	VERB
bracis-33616	106	34	as	as	ADP
bracis-33616	106	35	a	a	DET
bracis-33616	106	36	frame	frame	NOUN
bracis-33616	106	37	,	,	PUNCT
bracis-33616	106	38	as	as	SCONJ
bracis-33616	106	39	depicted	depict	VERB
bracis-33616	106	40	in	in	ADP
bracis-33616	106	41	fig	fig	NOUN
bracis-33616	106	42	.	.	PUNCT
bracis-33616	106	43	 	 	SPACE
bracis-33616	107	1	3	3	NUM
bracis-33616	107	2	.	.	X
bracis-33616	107	3	fig	fig	NOUN
bracis-33616	107	4	.	.	PUNCT
bracis-33616	108	1	3	3	X
bracis-33616	108	2	.	.	X
bracis-33616	108	3	the	the	DET
bracis-33616	108	4	acoustic	acoustic	ADJ
bracis-33616	108	5	signal	signal	NOUN
bracis-33616	108	6	(	(	PUNCT
bracis-33616	108	7	left	left	ADJ
bracis-33616	108	8	)	)	PUNCT
bracis-33616	108	9	is	be	AUX
bracis-33616	108	10	converted	convert	VERB
bracis-33616	108	11	to	to	ADP
bracis-33616	108	12	an	an	DET
bracis-33616	108	13	mfec	mfec	ADJ
bracis-33616	108	14	space	space	NOUN
bracis-33616	108	15	(	(	PUNCT
bracis-33616	108	16	center	center	NOUN
bracis-33616	108	17	)	)	PUNCT
bracis-33616	108	18	.	.	PUNCT
bracis-33616	109	1	once	once	SCONJ
bracis-33616	109	2	the	the	DET
bracis-33616	109	3	sizes	size	NOUN
bracis-33616	109	4	of	of	ADP
bracis-33616	109	5	the	the	DET
bracis-33616	109	6	frame	frame	NOUN
bracis-33616	109	7	stack	stack	NOUN
bracis-33616	109	8	and	and	CCONJ
bracis-33616	109	9	the	the	DET
bracis-33616	109	10	frame	frame	NOUN
bracis-33616	109	11	hop	hop	NOUN
bracis-33616	109	12	are	be	AUX
bracis-33616	109	13	defined	define	VERB
bracis-33616	109	14	,	,	PUNCT
bracis-33616	109	15	frame	frame	NOUN
bracis-33616	109	16	stacks	stack	NOUN
bracis-33616	109	17	are	be	AUX
bracis-33616	109	18	obtained	obtain	VERB
bracis-33616	109	19	.	.	PUNCT
bracis-33616	110	1	these	these	PRON
bracis-33616	110	2	constitute	constitute	VERB
bracis-33616	110	3	the	the	DET
bracis-33616	110	4	dataset	dataset	NOUN
bracis-33616	110	5	(	(	PUNCT
bracis-33616	110	6	right	right	ADJ
bracis-33616	110	7	)	)	PUNCT
bracis-33616	110	8	that	that	PRON
bracis-33616	110	9	later	later	ADV
bracis-33616	110	10	is	be	AUX
bracis-33616	110	11	provided	provide	VERB
bracis-33616	110	12	as	as	ADP
bracis-33616	110	13	input	input	NOUN
bracis-33616	110	14	to	to	ADP
bracis-33616	110	15	the	the	DET
bracis-33616	110	16	models	model	NOUN
bracis-33616	110	17	.	.	PUNCT
bracis-33616	110	18	 	 	SPACE
bracis-33616	111	1	in	in	ADP
bracis-33616	111	2	this	this	DET
bracis-33616	111	3	example	example	NOUN
bracis-33616	111	4	,	,	PUNCT
bracis-33616	111	5	frame	frame	VERB
bracis-33616	111	6	hop	hop	NOUN
bracis-33616	111	7	and	and	CCONJ
bracis-33616	111	8	frame	frame	NOUN
bracis-33616	111	9	stack	stack	NOUN
bracis-33616	111	10	sizes	size	NOUN
bracis-33616	111	11	are	be	AUX
bracis-33616	111	12	set	set	VERB
bracis-33616	111	13	to	to	ADP
bracis-33616	111	14	3	3	NUM
bracis-33616	111	15	and	and	CCONJ
bracis-33616	111	16	4	4	NUM
bracis-33616	111	17	,	,	PUNCT
bracis-33616	111	18	respectively	respectively	ADV
bracis-33616	111	19	.	.	PUNCT
bracis-33616	112	1	at	at	ADP
bracis-33616	112	2	the	the	DET
bracis-33616	112	3	center	center	NOUN
bracis-33616	112	4	frame	frame	NOUN
bracis-33616	112	5	stack	stack	NOUN
bracis-33616	112	6	2	2	NUM
bracis-33616	112	7	is	be	AUX
bracis-33616	112	8	highlighted	highlight	VERB
bracis-33616	112	9	(	(	PUNCT
bracis-33616	112	10	a	a	DET
bracis-33616	112	11	total	total	NOUN
bracis-33616	112	12	of	of	ADP
bracis-33616	112	13	three	three	NUM
bracis-33616	112	14	frame	frame	NOUN
bracis-33616	112	15	stacks	stack	NOUN
bracis-33616	112	16	are	be	AUX
bracis-33616	112	17	obtained	obtain	VERB
bracis-33616	112	18	)	)	PUNCT
bracis-33616	112	19	.	.	PUNCT
bracis-33616	113	1	full	full	ADJ
bracis-33616	113	2	size	size	NOUN
bracis-33616	113	3	image	image	NOUN
bracis-33616	113	4	in	in	ADP
bracis-33616	113	5	this	this	DET
bracis-33616	113	6	work	work	NOUN
bracis-33616	113	7	,	,	PUNCT
bracis-33616	113	8	we	we	PRON
bracis-33616	113	9	adopted	adopt	VERB
bracis-33616	113	10	the	the	DET
bracis-33616	113	11	stack	stack	NOUN
bracis-33616	113	12	of	of	ADP
bracis-33616	113	13	frames	frame	NOUN
bracis-33616	113	14	featuring	feature	VERB
bracis-33616	113	15	approach	approach	NOUN
bracis-33616	113	16	,	,	PUNCT
bracis-33616	113	17	which	which	PRON
bracis-33616	113	18	is	be	AUX
bracis-33616	113	19	a	a	DET
bracis-33616	113	20	traditional	traditional	ADJ
bracis-33616	113	21	methodology	methodology	NOUN
bracis-33616	113	22	to	to	PART
bracis-33616	113	23	compose	compose	VERB
bracis-33616	113	24	the	the	DET
bracis-33616	113	25	objects	object	NOUN
bracis-33616	113	26	of	of	ADP
bracis-33616	113	27	a	a	DET
bracis-33616	113	28	dataset	dataset	NOUN
bracis-33616	113	29	stemming	stem	VERB
bracis-33616	113	30	from	from	ADP
bracis-33616	113	31	mel	mel	PROPN
bracis-33616	113	32	-	-	PUNCT
bracis-33616	113	33	spectrograms	spectrogram	NOUN
bracis-33616	113	34	 	 	SPACE
bracis-33616	114	1	[	[	X
bracis-33616	114	2	26	26	NUM
bracis-33616	114	3	]	]	PUNCT
bracis-33616	114	4	.	.	PUNCT
bracis-33616	115	1	this	this	DET
bracis-33616	115	2	strategy	strategy	NOUN
bracis-33616	115	3	builds	build	VERB
bracis-33616	115	4	each	each	DET
bracis-33616	115	5	data	datum	NOUN
bracis-33616	115	6	object	object	VERB
bracis-33616	115	7	on	on	ADP
bracis-33616	115	8	the	the	DET
bracis-33616	115	9	basis	basis	NOUN
bracis-33616	115	10	of	of	ADP
bracis-33616	115	11	a	a	DET
bracis-33616	115	12	group	group	NOUN
bracis-33616	115	13	of	of	ADP
bracis-33616	115	14	frames	frame	NOUN
bracis-33616	115	15	,	,	PUNCT
bracis-33616	115	16	which	which	PRON
bracis-33616	115	17	is	be	AUX
bracis-33616	115	18	referred	refer	VERB
bracis-33616	115	19	to	to	ADP
bracis-33616	115	20	as	as	ADP
bracis-33616	115	21	a	a	DET
bracis-33616	115	22	frame	frame	NOUN
bracis-33616	115	23	stack	stack	NOUN
bracis-33616	115	24	.	.	PUNCT
bracis-33616	116	1	consecutive	consecutive	ADJ
bracis-33616	116	2	frame	frame	NOUN
bracis-33616	116	3	stacks	stack	NOUN
bracis-33616	116	4	are	be	AUX
bracis-33616	116	5	shifted	shift	VERB
bracis-33616	116	6	from	from	ADP
bracis-33616	116	7	each	each	DET
bracis-33616	116	8	other	other	ADJ
bracis-33616	116	9	by	by	ADP
bracis-33616	116	10	a	a	DET
bracis-33616	116	11	number	number	NOUN
bracis-33616	116	12	of	of	ADP
bracis-33616	116	13	frames	frame	NOUN
bracis-33616	116	14	,	,	PUNCT
bracis-33616	116	15	i.e.	i.e.	X
bracis-33616	116	16	,	,	PUNCT
bracis-33616	116	17	a	a	DET
bracis-33616	116	18	frame	frame	NOUN
bracis-33616	116	19	hop	hop	NOUN
bracis-33616	116	20	.	.	PUNCT
bracis-33616	117	1	note	note	VERB
bracis-33616	117	2	that	that	SCONJ
bracis-33616	117	3	if	if	SCONJ
bracis-33616	117	4	the	the	DET
bracis-33616	117	5	size	size	NOUN
bracis-33616	117	6	of	of	ADP
bracis-33616	117	7	the	the	DET
bracis-33616	117	8	frame	frame	NOUN
bracis-33616	117	9	hop	hop	NOUN
bracis-33616	117	10	is	be	AUX
bracis-33616	117	11	smaller	small	ADJ
bracis-33616	117	12	than	than	ADP
bracis-33616	117	13	that	that	PRON
bracis-33616	117	14	of	of	ADP
bracis-33616	117	15	the	the	DET
bracis-33616	117	16	frame	frame	NOUN
bracis-33616	117	17	stack	stack	NOUN
bracis-33616	117	18	there	there	PRON
bracis-33616	117	19	will	will	AUX
bracis-33616	117	20	be	be	AUX
bracis-33616	117	21	some	some	DET
bracis-33616	117	22	overlap	overlap	NOUN
bracis-33616	117	23	for	for	ADP
bracis-33616	117	24	successive	successive	ADJ
bracis-33616	117	25	frames	frame	NOUN
bracis-33616	117	26	.	.	PUNCT
bracis-33616	118	1	each	each	DET
bracis-33616	118	2	acoustic	acoustic	ADJ
bracis-33616	118	3	signal	signal	NOUN
bracis-33616	118	4	is	be	AUX
bracis-33616	118	5	processed	process	VERB
bracis-33616	118	6	into	into	ADP
bracis-33616	118	7	a	a	DET
bracis-33616	118	8	batch	batch	NOUN
bracis-33616	118	9	of	of	ADP
bracis-33616	118	10	frame	frame	NOUN
bracis-33616	118	11	stacks	stack	NOUN
bracis-33616	118	12	.	.	PUNCT
bracis-33616	119	1	the	the	DET
bracis-33616	119	2	final	final	ADJ
bracis-33616	119	3	dataset	dataset	NOUN
bracis-33616	119	4	is	be	AUX
bracis-33616	119	5	formed	form	VERB
bracis-33616	119	6	from	from	ADP
bracis-33616	119	7	the	the	DET
bracis-33616	119	8	collection	collection	NOUN
bracis-33616	119	9	of	of	ADP
bracis-33616	119	10	all	all	DET
bracis-33616	119	11	frame	frame	NOUN
bracis-33616	119	12	stacks	stack	NOUN
bracis-33616	119	13	 	 	SPACE
bracis-33616	119	14	(	(	PUNCT
bracis-33616	119	15	objects	object	NOUN
bracis-33616	119	16	)	)	PUNCT
bracis-33616	119	17	extracted	extract	VERB
bracis-33616	119	18	from	from	ADP
bracis-33616	119	19	all	all	DET
bracis-33616	119	20	the	the	DET
bracis-33616	119	21	available	available	ADJ
bracis-33616	119	22	acoustic	acoustic	ADJ
bracis-33616	119	23	signal	signal	NOUN
bracis-33616	119	24	segments	segment	NOUN
bracis-33616	119	25	 	 	SPACE
bracis-33616	119	26	(	(	PUNCT
bracis-33616	119	27	recordings	recording	NOUN
bracis-33616	119	28	)	)	PUNCT
bracis-33616	119	29	for	for	ADP
bracis-33616	119	30	the	the	DET
bracis-33616	119	31	phenomenon	phenomenon	NOUN
bracis-33616	119	32	under	under	ADP
bracis-33616	119	33	study	study	NOUN
bracis-33616	119	34	.	.	PUNCT
bracis-33616	120	1	the	the	DET
bracis-33616	120	2	process	process	NOUN
bracis-33616	120	3	is	be	AUX
bracis-33616	120	4	illustrated	illustrate	VERB
bracis-33616	120	5	in	in	ADP
bracis-33616	120	6	fig	fig	NOUN
bracis-33616	120	7	.	.	PUNCT
bracis-33616	120	8	 	 	SPACE
bracis-33616	121	1	3	3	X
bracis-33616	121	2	.	.	PUNCT
bracis-33616	121	3	considering	consider	VERB
bracis-33616	121	4	this	this	DET
bracis-33616	121	5	procedure	procedure	NOUN
bracis-33616	121	6	,	,	PUNCT
bracis-33616	121	7	table	table	NOUN
bracis-33616	121	8	 	 	SPACE
bracis-33616	121	9	1	1	NUM
bracis-33616	121	10	shows	show	VERB
bracis-33616	121	11	the	the	DET
bracis-33616	121	12	parameter	parameter	NOUN
bracis-33616	121	13	values	value	NOUN
bracis-33616	121	14	adopted	adopt	VERB
bracis-33616	121	15	for	for	ADP
bracis-33616	121	16	feature	feature	NOUN
bracis-33616	121	17	extraction	extraction	NOUN
bracis-33616	121	18	in	in	ADP
bracis-33616	121	19	this	this	DET
bracis-33616	121	20	work	work	NOUN
bracis-33616	121	21	.	.	PUNCT
bracis-33616	122	1	parameter	parameter	NOUN
bracis-33616	122	2	values	value	NOUN
bracis-33616	122	3	for	for	ADP
bracis-33616	122	4	short	short	ADJ
bracis-33616	122	5	-	-	PUNCT
bracis-33616	122	6	time	time	NOUN
bracis-33616	122	7	fourier	fourier	NOUN
bracis-33616	122	8	transform	transform	NOUN
bracis-33616	122	9	 	 	SPACE
bracis-33616	122	10	(	(	PUNCT
bracis-33616	122	11	stft	stft	PROPN
bracis-33616	122	12	)	)	PUNCT
bracis-33616	122	13	were	be	AUX
bracis-33616	122	14	set	set	VERB
bracis-33616	122	15	based	base	VERB
bracis-33616	122	16	on	on	ADP
bracis-33616	122	17	the	the	DET
bracis-33616	122	18	works	work	NOUN
bracis-33616	122	19	from	from	ADP
bracis-33616	122	20	 	 	SPACE
bracis-33616	122	21	[	[	X
bracis-33616	122	22	3	3	NUM
bracis-33616	122	23	,	,	PUNCT
bracis-33616	122	24	17	17	NUM
bracis-33616	122	25	,	,	PUNCT
bracis-33616	122	26	24	24	NUM
bracis-33616	122	27	]	]	PUNCT
bracis-33616	122	28	.	.	PUNCT
bracis-33616	123	1	parameter	parameter	NOUN
bracis-33616	123	2	values	value	NOUN
bracis-33616	123	3	for	for	ADP
bracis-33616	123	4	mel	mel	PROPN
bracis-33616	123	5	bins	bins	PROPN
bracis-33616	123	6	,	,	PUNCT
bracis-33616	123	7	frame	frame	NOUN
bracis-33616	123	8	stack	stack	NOUN
bracis-33616	123	9	size	size	NOUN
bracis-33616	123	10	and	and	CCONJ
bracis-33616	123	11	frame	frame	NOUN
bracis-33616	123	12	hop	hop	NOUN
bracis-33616	123	13	size	size	NOUN
bracis-33616	123	14	were	be	AUX
bracis-33616	123	15	empirically	empirically	ADV
bracis-33616	123	16	determined	determine	VERB
bracis-33616	123	17	.	.	PUNCT
bracis-33616	123	18	 	 	SPACE
bracis-33616	124	1	applying	apply	VERB
bracis-33616	124	2	this	this	PRON
bracis-33616	124	3	featuring	feature	VERB
bracis-33616	124	4	engineering	engineering	NOUN
bracis-33616	124	5	to	to	ADP
bracis-33616	124	6	the	the	DET
bracis-33616	124	7	outcome	outcome	NOUN
bracis-33616	124	8	from	from	ADP
bracis-33616	124	9	data	datum	NOUN
bracis-33616	124	10	pre	pre	ADJ
bracis-33616	124	11	-	-	ADJ
bracis-33616	124	12	processing	processing	ADJ
bracis-33616	124	13	(	(	PUNCT
bracis-33616	124	14	sect	sect	NOUN
bracis-33616	124	15	.	.	PUNCT
bracis-33616	124	16	 	 	SPACE
bracis-33616	124	17	3.2	3.2	NUM
bracis-33616	124	18	)	)	PUNCT
bracis-33616	124	19	,	,	PUNCT
bracis-33616	124	20	we	we	PRON
bracis-33616	124	21	ended	end	VERB
bracis-33616	124	22	up	up	ADP
bracis-33616	124	23	with	with	ADP
bracis-33616	124	24	a	a	DET
bracis-33616	124	25	dataset	dataset	NOUN
bracis-33616	124	26	composed	compose	VERB
bracis-33616	124	27	of	of	ADP
bracis-33616	124	28	409,710	409,710	NUM
bracis-33616	124	29	objects	object	NOUN
bracis-33616	124	30	,	,	PUNCT
bracis-33616	124	31	10,290	10,290	NUM
bracis-33616	124	32	normal	normal	ADJ
bracis-33616	124	33	and	and	CCONJ
bracis-33616	124	34	399,420	399,420	NUM
bracis-33616	124	35	abnormal	abnormal	ADJ
bracis-33616	124	36	,	,	PUNCT
bracis-33616	124	37	each	each	PRON
bracis-33616	124	38	with	with	ADP
bracis-33616	124	39	1,600	1,600	NUM
bracis-33616	124	40	dimensions	dimension	NOUN
bracis-33616	124	41	.	.	PUNCT
bracis-33616	125	1	table	table	NOUN
bracis-33616	125	2	1	1	NUM
bracis-33616	125	3	.	.	PUNCT
bracis-33616	126	1	parameters	parameter	NOUN
bracis-33616	126	2	employed	employ	VERB
bracis-33616	126	3	in	in	ADP
bracis-33616	126	4	feature	feature	NOUN
bracis-33616	126	5	extraction	extraction	NOUN
bracis-33616	126	6	from	from	ADP
bracis-33616	126	7	acoustic	acoustic	ADJ
bracis-33616	126	8	signals.full	signals.full	PROPN
bracis-33616	126	9	size	size	NOUN
bracis-33616	126	10	table	table	NOUN
bracis-33616	126	11	4	4	NUM
bracis-33616	126	12	machine	machine	NOUN
bracis-33616	126	13	fault	fault	NOUN
bracis-33616	126	14	detection	detection	NOUN
bracis-33616	126	15	based	base	VERB
bracis-33616	126	16	on	on	ADP
bracis-33616	126	17	 	 	SPACE
bracis-33616	126	18	autoencoders	autoencoder	NOUN
bracis-33616	126	19	in	in	ADP
bracis-33616	126	20	brief	brief	ADJ
bracis-33616	126	21	,	,	PUNCT
bracis-33616	126	22	autoencoders	autoencoder	NOUN
bracis-33616	126	23	(	(	PUNCT
bracis-33616	126	24	aes	aes	PROPN
bracis-33616	126	25	)	)	PUNCT
bracis-33616	126	26	are	be	AUX
bracis-33616	126	27	artificial	artificial	ADJ
bracis-33616	126	28	neural	neural	ADJ
bracis-33616	126	29	networks	network	NOUN
bracis-33616	126	30	(	(	PUNCT
bracis-33616	126	31	anns	anns	NOUN
bracis-33616	126	32	)	)	PUNCT
bracis-33616	126	33	designed	design	VERB
bracis-33616	126	34	primarily	primarily	ADV
bracis-33616	126	35	for	for	ADP
bracis-33616	126	36	input	input	NOUN
bracis-33616	126	37	reconstruction	reconstruction	NOUN
bracis-33616	126	38	,	,	PUNCT
bracis-33616	126	39	that	that	ADV
bracis-33616	126	40	is	is	ADV
bracis-33616	126	41	,	,	PUNCT
bracis-33616	126	42	the	the	DET
bracis-33616	126	43	model	model	NOUN
bracis-33616	126	44	is	be	AUX
bracis-33616	126	45	trained	train	VERB
bracis-33616	126	46	to	to	PART
bracis-33616	126	47	reproduce	reproduce	VERB
bracis-33616	126	48	inputs	input	NOUN
bracis-33616	126	49	as	as	ADP
bracis-33616	126	50	outputs	output	NOUN
bracis-33616	126	51	 	 	SPACE
bracis-33616	127	1	[	[	X
bracis-33616	127	2	6	6	NUM
bracis-33616	127	3	]	]	PUNCT
bracis-33616	127	4	.	.	PUNCT
bracis-33616	128	1	a	a	DET
bracis-33616	128	2	vanilla	vanilla	NOUN
bracis-33616	128	3	autoencoder	autoencoder	NOUN
bracis-33616	128	4	architecture	architecture	NOUN
bracis-33616	128	5	has	have	VERB
bracis-33616	128	6	three	three	NUM
bracis-33616	128	7	distinct	distinct	ADJ
bracis-33616	128	8	elements	element	NOUN
bracis-33616	128	9	:	:	PUNCT
bracis-33616	128	10	encoder	encoder	NOUN
bracis-33616	128	11	,	,	PUNCT
bracis-33616	128	12	bottleneck	bottleneck	NOUN
bracis-33616	128	13	,	,	PUNCT
bracis-33616	128	14	and	and	CCONJ
bracis-33616	128	15	decoder	decoder	NOUN
bracis-33616	128	16	.	.	PUNCT
bracis-33616	129	1	the	the	DET
bracis-33616	129	2	encoder	encoder	NOUN
bracis-33616	129	3	processes	process	VERB
bracis-33616	129	4	the	the	DET
bracis-33616	129	5	input	input	NOUN
bracis-33616	129	6	feature	feature	NOUN
bracis-33616	129	7	vector	vector	NOUN
bracis-33616	129	8	,	,	PUNCT
bracis-33616	129	9	reducing	reduce	VERB
bracis-33616	129	10	its	its	PRON
bracis-33616	129	11	original	original	ADJ
bracis-33616	129	12	dimension	dimension	NOUN
bracis-33616	129	13	.	.	PUNCT
bracis-33616	130	1	the	the	DET
bracis-33616	130	2	smallest	small	ADJ
bracis-33616	130	3	representation	representation	NOUN
bracis-33616	130	4	obtained	obtain	VERB
bracis-33616	130	5	with	with	ADP
bracis-33616	130	6	the	the	DET
bracis-33616	130	7	encoder	encoder	NOUN
bracis-33616	130	8	constitutes	constitute	VERB
bracis-33616	130	9	the	the	DET
bracis-33616	130	10	bottleneck	bottleneck	NOUN
bracis-33616	130	11	(	(	PUNCT
bracis-33616	130	12	a.k.a	a.k.a	ADJ
bracis-33616	130	13	.	.	PROPN
bracis-33616	130	14	latent	latent	PROPN
bracis-33616	130	15	space	space	NOUN
bracis-33616	130	16	)	)	PUNCT
bracis-33616	130	17	of	of	ADP
bracis-33616	130	18	the	the	DET
bracis-33616	130	19	model	model	NOUN
bracis-33616	130	20	.	.	PUNCT
bracis-33616	130	21	 	 	SPACE
bracis-33616	131	1	this	this	DET
bracis-33616	131	2	representation	representation	NOUN
bracis-33616	131	3	is	be	AUX
bracis-33616	131	4	,	,	PUNCT
bracis-33616	131	5	in	in	ADP
bracis-33616	131	6	turn	turn	NOUN
bracis-33616	131	7	,	,	PUNCT
bracis-33616	131	8	the	the	DET
bracis-33616	131	9	input	input	NOUN
bracis-33616	131	10	for	for	ADP
bracis-33616	131	11	the	the	DET
bracis-33616	131	12	decoder	decoder	NOUN
bracis-33616	131	13	,	,	PUNCT
bracis-33616	131	14	which	which	PRON
bracis-33616	131	15	aims	aim	VERB
bracis-33616	131	16	to	to	PART
bracis-33616	131	17	reconstruct	reconstruct	VERB
bracis-33616	131	18	the	the	DET
bracis-33616	131	19	original	original	ADJ
bracis-33616	131	20	input	input	NOUN
bracis-33616	131	21	from	from	ADP
bracis-33616	131	22	the	the	DET
bracis-33616	131	23	compressed	compressed	ADJ
bracis-33616	131	24	information	information	NOUN
bracis-33616	131	25	.	.	PUNCT
bracis-33616	132	1	the	the	DET
bracis-33616	132	2	relevance	relevance	NOUN
bracis-33616	132	3	of	of	ADP
bracis-33616	132	4	aes	aes	PROPN
bracis-33616	132	5	lies	lie	VERB
bracis-33616	132	6	not	not	PART
bracis-33616	132	7	only	only	ADV
bracis-33616	132	8	in	in	ADP
bracis-33616	132	9	their	their	PRON
bracis-33616	132	10	input	input	NOUN
bracis-33616	132	11	reconstruction	reconstruction	NOUN
bracis-33616	132	12	capabilities	capability	NOUN
bracis-33616	132	13	,	,	PUNCT
bracis-33616	132	14	but	but	CCONJ
bracis-33616	132	15	also	also	ADV
bracis-33616	132	16	in	in	ADP
bracis-33616	132	17	their	their	PRON
bracis-33616	132	18	ability	ability	NOUN
bracis-33616	132	19	to	to	PART
bracis-33616	132	20	compress	compress	VERB
bracis-33616	132	21	the	the	DET
bracis-33616	132	22	input	input	NOUN
bracis-33616	132	23	,	,	PUNCT
bracis-33616	132	24	which	which	PRON
bracis-33616	132	25	allows	allow	VERB
bracis-33616	132	26	the	the	DET
bracis-33616	132	27	model	model	NOUN
bracis-33616	132	28	to	to	PART
bracis-33616	132	29	capture	capture	VERB
bracis-33616	132	30	the	the	DET
bracis-33616	132	31	fundamental	fundamental	ADJ
bracis-33616	132	32	aspects	aspect	NOUN
bracis-33616	132	33	needed	need	VERB
bracis-33616	132	34	for	for	ADP
bracis-33616	132	35	its	its	PRON
bracis-33616	132	36	reconstruction	reconstruction	NOUN
bracis-33616	132	37	.	.	PUNCT
bracis-33616	133	1	due	due	ADP
bracis-33616	133	2	to	to	ADP
bracis-33616	133	3	the	the	DET
bracis-33616	133	4	constraints	constraint	NOUN
bracis-33616	133	5	imposed	impose	VERB
bracis-33616	133	6	by	by	ADP
bracis-33616	133	7	the	the	DET
bracis-33616	133	8	bottleneck	bottleneck	NOUN
bracis-33616	133	9	structure	structure	NOUN
bracis-33616	133	10	,	,	PUNCT
bracis-33616	133	11	aes	aes	PROPN
bracis-33616	133	12	are	be	AUX
bracis-33616	133	13	compelled	compel	VERB
bracis-33616	133	14	to	to	PART
bracis-33616	133	15	represent	represent	VERB
bracis-33616	133	16	internally	internally	ADV
bracis-33616	133	17	only	only	ADJ
bracis-33616	133	18	fundamental	fundamental	ADJ
bracis-33616	133	19	characteristics	characteristic	NOUN
bracis-33616	133	20	regarding	regard	VERB
bracis-33616	133	21	input	input	NOUN
bracis-33616	133	22	reconstruction	reconstruction	NOUN
bracis-33616	133	23	,	,	PUNCT
bracis-33616	133	24	often	often	ADV
bracis-33616	133	25	learning	learn	VERB
bracis-33616	133	26	interesting	interesting	ADJ
bracis-33616	133	27	properties	property	NOUN
bracis-33616	133	28	about	about	ADP
bracis-33616	133	29	it	it	PRON
bracis-33616	133	30	during	during	ADP
bracis-33616	133	31	the	the	DET
bracis-33616	133	32	process	process	NOUN
bracis-33616	133	33	 	 	SPACE
bracis-33616	134	1	[	[	X
bracis-33616	134	2	6	6	NUM
bracis-33616	134	3	]	]	PUNCT
bracis-33616	134	4	.	.	PUNCT
bracis-33616	135	1	despite	despite	SCONJ
bracis-33616	135	2	using	use	VERB
bracis-33616	135	3	supervised	supervised	ADJ
bracis-33616	135	4	learning	learn	VERB
bracis-33616	135	5	algorithms	algorithm	NOUN
bracis-33616	135	6	for	for	ADP
bracis-33616	135	7	training	training	NOUN
bracis-33616	135	8	(	(	PUNCT
bracis-33616	135	9	e.g.	e.g.	ADV
bracis-33616	135	10	,	,	PUNCT
bracis-33616	135	11	backpropagation	backpropagation	NOUN
bracis-33616	135	12	)	)	PUNCT
bracis-33616	135	13	aes	aes	PROPN
bracis-33616	135	14	are	be	AUX
bracis-33616	135	15	regarded	regard	VERB
bracis-33616	135	16	as	as	ADP
bracis-33616	135	17	unsupervised	unsupervised	ADJ
bracis-33616	135	18	methods	method	NOUN
bracis-33616	135	19	,	,	PUNCT
bracis-33616	135	20	given	give	VERB
bracis-33616	135	21	that	that	SCONJ
bracis-33616	135	22	no	no	DET
bracis-33616	135	23	labeled	label	VERB
bracis-33616	135	24	data	datum	NOUN
bracis-33616	135	25	is	be	AUX
bracis-33616	135	26	needed	need	VERB
bracis-33616	135	27	 	 	SPACE
bracis-33616	136	1	[	[	X
bracis-33616	136	2	6	6	NUM
bracis-33616	136	3	]	]	PUNCT
bracis-33616	136	4	.	.	PUNCT
bracis-33616	137	1	the	the	DET
bracis-33616	137	2	aforementioned	aforementioned	ADJ
bracis-33616	137	3	characteristics	characteristic	NOUN
bracis-33616	137	4	are	be	AUX
bracis-33616	137	5	appealing	appeal	VERB
bracis-33616	137	6	in	in	ADP
bracis-33616	137	7	the	the	DET
bracis-33616	137	8	context	context	NOUN
bracis-33616	137	9	of	of	ADP
bracis-33616	137	10	mfd	mfd	PROPN
bracis-33616	137	11	.	.	PUNCT
bracis-33616	138	1	in	in	ADP
bracis-33616	138	2	brief	brief	NOUN
bracis-33616	138	3	,	,	PUNCT
bracis-33616	138	4	after	after	ADP
bracis-33616	138	5	being	be	AUX
bracis-33616	138	6	successfully	successfully	ADV
bracis-33616	138	7	trained	train	VERB
bracis-33616	138	8	exclusively	exclusively	ADV
bracis-33616	138	9	on	on	ADP
bracis-33616	138	10	data	datum	NOUN
bracis-33616	138	11	regarding	regard	VERB
bracis-33616	138	12	normal	normal	ADJ
bracis-33616	138	13	machine	machine	NOUN
bracis-33616	138	14	behaviour	behaviour	NOUN
bracis-33616	138	15	,	,	PUNCT
bracis-33616	138	16	an	an	DET
bracis-33616	138	17	ae	ae	PROPN
bracis-33616	138	18	is	be	AUX
bracis-33616	138	19	capable	capable	ADJ
bracis-33616	138	20	of	of	ADP
bracis-33616	138	21	reconstructing	reconstruct	VERB
bracis-33616	138	22	new	new	ADJ
bracis-33616	138	23	instances	instance	NOUN
bracis-33616	138	24	drawn	draw	VERB
bracis-33616	138	25	from	from	ADP
bracis-33616	138	26	healthy	healthy	ADJ
bracis-33616	138	27	machine	machine	NOUN
bracis-33616	138	28	operation	operation	NOUN
bracis-33616	138	29	with	with	ADP
bracis-33616	138	30	minor	minor	ADJ
bracis-33616	138	31	errors	error	NOUN
bracis-33616	138	32	.	.	PUNCT
bracis-33616	139	1	however	however	ADV
bracis-33616	139	2	,	,	PUNCT
bracis-33616	139	3	when	when	SCONJ
bracis-33616	139	4	instances	instance	NOUN
bracis-33616	139	5	of	of	ADP
bracis-33616	139	6	faulty	faulty	ADJ
bracis-33616	139	7	machine	machine	NOUN
bracis-33616	139	8	operation	operation	NOUN
bracis-33616	139	9	are	be	AUX
bracis-33616	139	10	presented	present	VERB
bracis-33616	139	11	to	to	ADP
bracis-33616	139	12	the	the	DET
bracis-33616	139	13	same	same	ADJ
bracis-33616	139	14	ae	ae	PROPN
bracis-33616	139	15	,	,	PUNCT
bracis-33616	139	16	a	a	DET
bracis-33616	139	17	higher	high	ADJ
bracis-33616	139	18	reconstruction	reconstruction	NOUN
bracis-33616	139	19	error	error	NOUN
bracis-33616	139	20	is	be	AUX
bracis-33616	139	21	expected	expect	VERB
bracis-33616	139	22	since	since	SCONJ
bracis-33616	139	23	the	the	DET
bracis-33616	139	24	model	model	NOUN
bracis-33616	139	25	was	be	AUX
bracis-33616	139	26	not	not	PART
bracis-33616	139	27	trained	train	VERB
bracis-33616	139	28	to	to	PART
bracis-33616	139	29	represent	represent	VERB
bracis-33616	139	30	such	such	ADJ
bracis-33616	139	31	phenomena	phenomenon	NOUN
bracis-33616	139	32	.	.	PUNCT
bracis-33616	140	1	reconstruction	reconstruction	NOUN
bracis-33616	140	2	errors	error	NOUN
bracis-33616	140	3	can	can	AUX
bracis-33616	140	4	be	be	AUX
bracis-33616	140	5	measured	measure	VERB
bracis-33616	140	6	/	/	SYM
bracis-33616	140	7	quantified	quantified	ADJ
bracis-33616	140	8	and	and	CCONJ
bracis-33616	140	9	,	,	PUNCT
bracis-33616	140	10	if	if	SCONJ
bracis-33616	140	11	they	they	PRON
bracis-33616	140	12	exceed	exceed	VERB
bracis-33616	140	13	some	some	DET
bracis-33616	140	14	pre	pre	ADJ
bracis-33616	140	15	-	-	ADJ
bracis-33616	140	16	defined	define	VERB
bracis-33616	140	17	threshold	threshold	NOUN
bracis-33616	140	18	,	,	PUNCT
bracis-33616	140	19	can	can	AUX
bracis-33616	140	20	be	be	AUX
bracis-33616	140	21	deemed	deem	VERB
bracis-33616	140	22	as	as	ADP
bracis-33616	140	23	faults	fault	NOUN
bracis-33616	140	24	.	.	PUNCT
bracis-33616	141	1	the	the	DET
bracis-33616	141	2	whole	whole	ADJ
bracis-33616	141	3	procedure	procedure	NOUN
bracis-33616	141	4	is	be	AUX
bracis-33616	141	5	summarized	summarize	VERB
bracis-33616	141	6	by	by	ADP
bracis-33616	141	7	fig	fig	NOUN
bracis-33616	141	8	.	.	PUNCT
bracis-33616	141	9	 	 	SPACE
bracis-33616	142	1	4	4	NUM
bracis-33616	142	2	.	.	X
bracis-33616	143	1	besides	besides	SCONJ
bracis-33616	143	2	the	the	DET
bracis-33616	143	3	feature	feature	NOUN
bracis-33616	143	4	extraction	extraction	NOUN
bracis-33616	143	5	procedure	procedure	NOUN
bracis-33616	143	6	,	,	PUNCT
bracis-33616	143	7	which	which	PRON
bracis-33616	143	8	was	be	AUX
bracis-33616	143	9	already	already	ADV
bracis-33616	143	10	discussed	discuss	VERB
bracis-33616	143	11	in	in	ADP
bracis-33616	143	12	sect	sect	NOUN
bracis-33616	143	13	.	.	PUNCT
bracis-33616	143	14	 	 	SPACE
bracis-33616	143	15	3.3	3.3	NUM
bracis-33616	143	16	,	,	PUNCT
bracis-33616	143	17	we	we	PRON
bracis-33616	143	18	are	be	AUX
bracis-33616	143	19	left	leave	VERB
bracis-33616	143	20	to	to	PART
bracis-33616	143	21	define	define	VERB
bracis-33616	143	22	reconstruction	reconstruction	NOUN
bracis-33616	143	23	errors	error	NOUN
bracis-33616	143	24	and	and	CCONJ
bracis-33616	143	25	the	the	DET
bracis-33616	143	26	definition	definition	NOUN
bracis-33616	143	27	of	of	ADP
bracis-33616	143	28	the	the	DET
bracis-33616	143	29	threshold	threshold	NOUN
bracis-33616	143	30	to	to	PART
bracis-33616	143	31	determine	determine	VERB
bracis-33616	143	32	a	a	DET
bracis-33616	143	33	fault	fault	NOUN
bracis-33616	143	34	.	.	PUNCT
bracis-33616	144	1	this	this	PRON
bracis-33616	144	2	is	be	AUX
bracis-33616	144	3	done	do	VERB
bracis-33616	144	4	in	in	ADP
bracis-33616	144	5	the	the	DET
bracis-33616	144	6	following	following	NOUN
bracis-33616	144	7	.	.	PUNCT
bracis-33616	145	1	fig	fig	NOUN
bracis-33616	145	2	.	.	PUNCT
bracis-33616	146	1	4	4	X
bracis-33616	146	2	.	.	X
bracis-33616	146	3	setup	setup	NOUN
bracis-33616	146	4	of	of	ADP
bracis-33616	146	5	our	our	PRON
bracis-33616	146	6	anomaly	anomaly	NOUN
bracis-33616	146	7	detection	detection	NOUN
bracis-33616	146	8	methodology	methodology	NOUN
bracis-33616	146	9	.	.	PUNCT
bracis-33616	147	1	full	full	ADJ
bracis-33616	147	2	size	size	NOUN
bracis-33616	147	3	image	image	NOUN
bracis-33616	147	4	when	when	SCONJ
bracis-33616	147	5	presented	present	VERB
bracis-33616	147	6	with	with	ADP
bracis-33616	147	7	an	an	DET
bracis-33616	147	8	unseen	unseen	ADJ
bracis-33616	147	9	frame	frame	NOUN
bracis-33616	147	10	stack	stack	NOUN
bracis-33616	147	11	(	(	PUNCT
bracis-33616	147	12	\(\textbf{fs}\	\(\textbf{fs}\	PROPN
bracis-33616	147	13	)	)	PUNCT
bracis-33616	147	14	)	)	PUNCT
bracis-33616	147	15	,	,	PUNCT
bracis-33616	147	16	an	an	DET
bracis-33616	147	17	autoencoder	autoencoder	NOUN
bracis-33616	147	18	model	model	NOUN
bracis-33616	147	19	will	will	AUX
bracis-33616	147	20	produce	produce	VERB
bracis-33616	147	21	as	as	ADP
bracis-33616	147	22	output	output	NOUN
bracis-33616	147	23	a	a	DET
bracis-33616	147	24	reconstructed	reconstructed	ADJ
bracis-33616	147	25	version	version	NOUN
bracis-33616	147	26	of	of	ADP
bracis-33616	147	27	the	the	DET
bracis-33616	147	28	input	input	NOUN
bracis-33616	147	29	(	(	PUNCT
bracis-33616	147	30	\(\widehat{\textbf{fs}}\	\(\widehat{\textbf{fs}}\	NOUN
bracis-33616	147	31	)	)	PUNCT
bracis-33616	147	32	)	)	PUNCT
bracis-33616	147	33	.	.	PUNCT
bracis-33616	148	1	the	the	DET
bracis-33616	148	2	reconstruction	reconstruction	NOUN
bracis-33616	148	3	error	error	NOUN
bracis-33616	148	4	of	of	ADP
bracis-33616	148	5	the	the	DET
bracis-33616	148	6	ae	ae	PROPN
bracis-33616	148	7	(	(	PUNCT
bracis-33616	148	8	re	re	NOUN
bracis-33616	148	9	)	)	PUNCT
bracis-33616	148	10	is	be	AUX
bracis-33616	148	11	computed	compute	VERB
bracis-33616	148	12	as	as	ADP
bracis-33616	148	13	the	the	DET
bracis-33616	148	14	average	average	NOUN
bracis-33616	148	15	of	of	ADP
bracis-33616	148	16	the	the	DET
bracis-33616	148	17	individual	individual	ADJ
bracis-33616	148	18	errors	error	NOUN
bracis-33616	148	19	obtained	obtain	VERB
bracis-33616	148	20	for	for	ADP
bracis-33616	148	21	each	each	DET
bracis-33616	148	22	pair	pair	NOUN
bracis-33616	148	23	of	of	ADP
bracis-33616	148	24	corresponding	correspond	VERB
bracis-33616	148	25	bins	bin	NOUN
bracis-33616	148	26	(	(	PUNCT
bracis-33616	148	27	b	b	NOUN
bracis-33616	148	28	)	)	PUNCT
bracis-33616	148	29	from	from	ADP
bracis-33616	148	30	:	:	PUNCT
bracis-33616	148	31	the	the	DET
bracis-33616	148	32	input	input	NOUN
bracis-33616	148	33	frame	frame	NOUN
bracis-33616	148	34	stack	stack	NOUN
bracis-33616	148	35	(	(	PUNCT
bracis-33616	148	36	\(\textbf{fs}_{b}\	\(\textbf{fs}_{b}\	NOUN
bracis-33616	148	37	)	)	PUNCT
bracis-33616	148	38	)	)	PUNCT
bracis-33616	148	39	and	and	CCONJ
bracis-33616	148	40	the	the	DET
bracis-33616	148	41	reconstructed	reconstructed	ADJ
bracis-33616	148	42	stack	stack	NOUN
bracis-33616	148	43	(	(	PUNCT
bracis-33616	148	44	\(\widehat{\textbf{fs}}_b\	\(\widehat{\textbf{fs}}_b\	NOUN
bracis-33616	148	45	)	)	PUNCT
bracis-33616	148	46	)	)	PUNCT
bracis-33616	148	47	.	.	PUNCT
bracis-33616	149	1	considering	consider	VERB
bracis-33616	149	2	that	that	SCONJ
bracis-33616	149	3	these	these	DET
bracis-33616	149	4	frames	frame	NOUN
bracis-33616	149	5	have	have	VERB
bracis-33616	149	6	the	the	DET
bracis-33616	149	7	same	same	ADJ
bracis-33616	149	8	length	length	NOUN
bracis-33616	149	9	 	 	SPACE
bracis-33616	149	10	(	(	PUNCT
bracis-33616	149	11	\(l_{fs}\	\(l_{fs}\	PROPN
bracis-33616	149	12	)	)	PUNCT
bracis-33616	149	13	)	)	PUNCT
bracis-33616	149	14	,	,	PUNCT
bracis-33616	149	15	equation	equation	NOUN
bracis-33616	149	16	 	 	SPACE
bracis-33616	149	17	(	(	PUNCT
bracis-33616	149	18	1	1	X
bracis-33616	149	19	)	)	PUNCT
bracis-33616	149	20	provides	provide	VERB
bracis-33616	149	21	the	the	DET
bracis-33616	149	22	definition	definition	NOUN
bracis-33616	149	23	for	for	ADP
bracis-33616	149	24	reconstruction	reconstruction	NOUN
bracis-33616	149	25	error	error	NOUN
bracis-33616	149	26	 	 	SPACE
bracis-33616	149	27	(	(	PUNCT
bracis-33616	149	28	re	re	NOUN
bracis-33616	149	29	)	)	PUNCT
bracis-33616	149	30	.	.	PUNCT
bracis-33616	150	1	$	$	SYM
bracis-33616	150	2	$	$	SYM
bracis-33616	150	3	\begin{aligned	\begin{aligne	VERB
bracis-33616	150	4	}	}	PUNCT
bracis-33616	150	5	re(\textbf{fs},\widehat{\textbf{fs	re(\textbf{fs},\widehat{\textbf{f	NOUN
bracis-33616	150	6	}	}	PUNCT
bracis-33616	150	7	}	}	PUNCT
bracis-33616	150	8	)	)	PUNCT
bracis-33616	151	1	&	&	CCONJ
bracis-33616	151	2	=	=	SYM
bracis-33616	151	3	\frac{1}{l_{fs	\frac{1}{l_{fs	PROPN
bracis-33616	151	4	}	}	PUNCT
bracis-33616	151	5	}	}	PUNCT
bracis-33616	151	6	\sum	\sum	NOUN
bracis-33616	151	7	_	_	PUNCT
bracis-33616	151	8	{	{	PUNCT
bracis-33616	151	9	b	b	X
bracis-33616	151	10	=	=	SYM
bracis-33616	151	11	1}^{l_{fs	1}^{l_{fs	PROPN
bracis-33616	151	12	}	}	PUNCT
bracis-33616	151	13	}	}	PUNCT
bracis-33616	151	14	\left	\left	PROPN
bracis-33616	151	15	(	(	PUNCT
bracis-33616	151	16	\textbf{fs}_{b	\textbf{fs}_{b	ADJ
bracis-33616	151	17	}	}	PUNCT
bracis-33616	151	18	\widehat{\textbf{fs}}_b\right	\widehat{\textbf{fs}}_b\right	PROPN
bracis-33616	151	19	)	)	PUNCT
bracis-33616	151	20	^2	^2	PUNCT
bracis-33616	151	21	\end{aligned}$$	\end{aligned}$$	X
bracis-33616	151	22	(	(	PUNCT
bracis-33616	151	23	1	1	NUM
bracis-33616	151	24	)	)	PUNCT
bracis-33616	151	25	here	here	ADV
bracis-33616	151	26	,	,	PUNCT
bracis-33616	151	27	we	we	PRON
bracis-33616	151	28	recall	recall	VERB
bracis-33616	151	29	that	that	SCONJ
bracis-33616	151	30	each	each	DET
bracis-33616	151	31	16	16	NUM
bracis-33616	151	32	khz	khz	NOUN
bracis-33616	151	33	acoustic	acoustic	ADJ
bracis-33616	151	34	signal	signal	NOUN
bracis-33616	151	35	yielded	yield	VERB
bracis-33616	151	36	a	a	DET
bracis-33616	151	37	number	number	NOUN
bracis-33616	151	38	of	of	ADP
bracis-33616	151	39	frame	frame	NOUN
bracis-33616	151	40	stacks	stack	NOUN
bracis-33616	151	41	(	(	PUNCT
bracis-33616	151	42	\(n_{fs}\))—see	\(n_{fs}\))—see	NOUN
bracis-33616	151	43	sect	sect	NOUN
bracis-33616	151	44	.	.	PUNCT
bracis-33616	151	45	 	 	SPACE
bracis-33616	151	46	3.3	3.3	NUM
bracis-33616	151	47	for	for	ADP
bracis-33616	151	48	details	detail	NOUN
bracis-33616	151	49	.	.	PUNCT
bracis-33616	152	1	we	we	PRON
bracis-33616	152	2	perform	perform	VERB
bracis-33616	152	3	fault	fault	NOUN
bracis-33616	152	4	detection	detection	NOUN
bracis-33616	152	5	at	at	ADP
bracis-33616	152	6	a	a	DET
bracis-33616	152	7	signal	signal	ADJ
bracis-33616	152	8	level	level	NOUN
bracis-33616	152	9	,	,	PUNCT
bracis-33616	152	10	that	that	ADV
bracis-33616	152	11	is	is	ADV
bracis-33616	152	12	,	,	PUNCT
bracis-33616	152	13	we	we	PRON
bracis-33616	152	14	evaluate	evaluate	VERB
bracis-33616	152	15	the	the	DET
bracis-33616	152	16	16	16	NUM
bracis-33616	152	17	khz	khz	NOUN
bracis-33616	152	18	signal	signal	NOUN
bracis-33616	152	19	reconstruction	reconstruction	NOUN
bracis-33616	152	20	error	error	NOUN
bracis-33616	152	21	score	score	NOUN
bracis-33616	152	22	(	(	PUNCT
bracis-33616	152	23	\(s_{re}\	\(s_{re}\	NOUN
bracis-33616	152	24	)	)	PUNCT
bracis-33616	152	25	)	)	PUNCT
bracis-33616	152	26	,	,	PUNCT
bracis-33616	152	27	computed	compute	VERB
bracis-33616	152	28	as	as	ADP
bracis-33616	152	29	the	the	DET
bracis-33616	152	30	average	average	NOUN
bracis-33616	152	31	over	over	ADP
bracis-33616	152	32	all	all	DET
bracis-33616	152	33	its	its	PRON
bracis-33616	152	34	frame	frame	NOUN
bracis-33616	152	35	stacks	stack	NOUN
bracis-33616	152	36	’	'	PUNCT
bracis-33616	152	37	reconstruction	reconstruction	NOUN
bracis-33616	152	38	errors	error	NOUN
bracis-33616	152	39	,	,	PUNCT
bracis-33616	152	40	so	so	SCONJ
bracis-33616	152	41	that	that	SCONJ
bracis-33616	152	42	\(s_{re	\(s_{re	NOUN
bracis-33616	152	43	}	}	PUNCT
bracis-33616	152	44	=	=	PUNCT
bracis-33616	152	45	{	{	PUNCT
bracis-33616	152	46	1}/{n_{fs	1}/{n_{fs	NUM
bracis-33616	152	47	}	}	PUNCT
bracis-33616	152	48	}	}	PUNCT
bracis-33616	152	49	\sum	\sum	NOUN
bracis-33616	153	1	_	_	PUNCT
bracis-33616	153	2	{	{	PUNCT
bracis-33616	153	3	i	i	NOUN
bracis-33616	153	4	=	=	PUNCT
bracis-33616	153	5	1}^{n_{fs	1}^{n_{fs	NUM
bracis-33616	153	6	}	}	PUNCT
bracis-33616	153	7	}	}	PUNCT
bracis-33616	153	8	re(\textbf{fs}(i),\widehat{\textbf{fs}}(i))\	re(\textbf{fs}(i),\widehat{\textbf{fs}}(i))\	PROPN
bracis-33616	153	9	)	)	PUNCT
bracis-33616	153	10	,	,	PUNCT
bracis-33616	153	11	where	where	SCONJ
bracis-33616	153	12	\(\textbf{fs}(i)\	\(\textbf{fs}(i)\	NOUN
bracis-33616	153	13	)	)	PUNCT
bracis-33616	153	14	is	be	AUX
bracis-33616	153	15	a	a	DET
bracis-33616	153	16	frame	frame	NOUN
bracis-33616	153	17	stack	stack	NOUN
bracis-33616	153	18	at	at	ADP
bracis-33616	153	19	index	index	NOUN
bracis-33616	153	20	i.	i.	NOUN
bracis-33616	153	21	with	with	ADP
bracis-33616	153	22	that	that	PRON
bracis-33616	153	23	in	in	ADP
bracis-33616	153	24	mind	mind	NOUN
bracis-33616	153	25	,	,	PUNCT
bracis-33616	153	26	a	a	DET
bracis-33616	153	27	faulty	faulty	ADJ
bracis-33616	153	28	behaviour	behaviour	NOUN
bracis-33616	153	29	can	can	AUX
bracis-33616	153	30	be	be	AUX
bracis-33616	153	31	identified	identify	VERB
bracis-33616	153	32	if	if	SCONJ
bracis-33616	153	33	its	its	PRON
bracis-33616	153	34	acoustic	acoustic	ADJ
bracis-33616	153	35	signal	signal	NOUN
bracis-33616	153	36	yields	yield	VERB
bracis-33616	153	37	a	a	DET
bracis-33616	153	38	reconstruction	reconstruction	NOUN
bracis-33616	153	39	error	error	NOUN
bracis-33616	153	40	score	score	NOUN
bracis-33616	153	41	(	(	PUNCT
bracis-33616	153	42	\(s_{re}\	\(s_{re}\	NOUN
bracis-33616	153	43	)	)	PUNCT
bracis-33616	153	44	)	)	PUNCT
bracis-33616	153	45	higher	high	ADJ
bracis-33616	153	46	than	than	ADP
bracis-33616	153	47	a	a	DET
bracis-33616	153	48	pre	pre	ADJ
bracis-33616	153	49	-	-	VERB
bracis-33616	153	50	defined	define	VERB
bracis-33616	153	51	acceptable	acceptable	ADJ
bracis-33616	153	52	threshold	threshold	NOUN
bracis-33616	153	53	.	.	PUNCT
bracis-33616	154	1	to	to	PART
bracis-33616	154	2	determine	determine	VERB
bracis-33616	154	3	such	such	ADJ
bracis-33616	154	4	threshold	threshold	NOUN
bracis-33616	154	5	,	,	PUNCT
bracis-33616	154	6	we	we	PRON
bracis-33616	154	7	resort	resort	VERB
bracis-33616	154	8	to	to	ADP
bracis-33616	154	9	the	the	DET
bracis-33616	154	10	youden	youden	PROPN
bracis-33616	154	11	index	index	NOUN
bracis-33616	154	12	,	,	PUNCT
bracis-33616	154	13	in	in	ADP
bracis-33616	154	14	the	the	DET
bracis-33616	154	15	context	context	NOUN
bracis-33616	154	16	of	of	ADP
bracis-33616	154	17	roc	roc	PROPN
bracis-33616	154	18	curves	curve	NOUN
bracis-33616	154	19	 	 	SPACE
bracis-33616	155	1	[	[	X
bracis-33616	155	2	28	28	NUM
bracis-33616	155	3	]	]	PUNCT
bracis-33616	155	4	,	,	PUNCT
bracis-33616	155	5	which	which	PRON
bracis-33616	155	6	identifies	identify	VERB
bracis-33616	155	7	the	the	DET
bracis-33616	155	8	score	score	NOUN
bracis-33616	155	9	with	with	ADP
bracis-33616	155	10	the	the	DET
bracis-33616	155	11	greatest	great	ADJ
bracis-33616	155	12	vertical	vertical	ADJ
bracis-33616	155	13	distance	distance	NOUN
bracis-33616	155	14	to	to	ADP
bracis-33616	155	15	the	the	DET
bracis-33616	155	16	chance	chance	NOUN
bracis-33616	155	17	line	line	NOUN
bracis-33616	155	18	and	and	CCONJ
bracis-33616	155	19	has	have	AUX
bracis-33616	155	20	been	be	AUX
bracis-33616	155	21	widely	widely	ADV
bracis-33616	155	22	employed	employ	VERB
bracis-33616	155	23	to	to	PART
bracis-33616	155	24	identify	identify	VERB
bracis-33616	155	25	the	the	DET
bracis-33616	155	26	best	good	ADJ
bracis-33616	155	27	threshold	threshold	NOUN
bracis-33616	155	28	cutoff	cutoff	NOUN
bracis-33616	155	29	 	 	SPACE
bracis-33616	156	1	[	[	X
bracis-33616	156	2	15	15	NUM
bracis-33616	156	3	]	]	PUNCT
bracis-33616	156	4	.	.	PUNCT
bracis-33616	157	1	it	it	PRON
bracis-33616	157	2	seeks	seek	VERB
bracis-33616	157	3	to	to	PART
bracis-33616	157	4	maximize	maximize	VERB
bracis-33616	157	5	the	the	DET
bracis-33616	157	6	effectiveness	effectiveness	NOUN
bracis-33616	157	7	of	of	ADP
bracis-33616	157	8	a	a	DET
bracis-33616	157	9	binary	binary	ADJ
bracis-33616	157	10	model	model	NOUN
bracis-33616	157	11	by	by	ADP
bracis-33616	157	12	indicating	indicate	VERB
bracis-33616	157	13	the	the	DET
bracis-33616	157	14	cutoff	cutoff	NOUN
bracis-33616	157	15	where	where	SCONJ
bracis-33616	157	16	tpr	tpr	PROPN
bracis-33616	157	17	(	(	PUNCT
bracis-33616	157	18	true	true	ADJ
bracis-33616	157	19	positive	positive	ADJ
bracis-33616	157	20	rate	rate	NOUN
bracis-33616	157	21	)	)	PUNCT
bracis-33616	157	22	and	and	CCONJ
bracis-33616	157	23	tnr	tnr	PROPN
bracis-33616	157	24	(	(	PUNCT
bracis-33616	157	25	true	true	ADJ
bracis-33616	157	26	negative	negative	ADJ
bracis-33616	157	27	rate	rate	NOUN
bracis-33616	157	28	)	)	PUNCT
bracis-33616	157	29	are	be	AUX
bracis-33616	157	30	optimal	optimal	ADJ
bracis-33616	157	31	.	.	PUNCT
bracis-33616	158	1	the	the	DET
bracis-33616	158	2	optimal	optimal	ADJ
bracis-33616	158	3	cutoff	cutoff	NOUN
bracis-33616	158	4	(	(	PUNCT
bracis-33616	158	5	\(c^*\	\(c^*\	NOUN
bracis-33616	158	6	)	)	PUNCT
bracis-33616	158	7	)	)	PUNCT
bracis-33616	158	8	is	be	AUX
bracis-33616	158	9	given	give	VERB
bracis-33616	158	10	by	by	ADP
bracis-33616	158	11	eq	eq	PROPN
bracis-33616	158	12	.	.	PROPN
bracis-33616	158	13	 	 	SPACE
bracis-33616	158	14	(	(	PUNCT
bracis-33616	158	15	2	2	NUM
bracis-33616	158	16	)	)	PUNCT
bracis-33616	158	17	.	.	PUNCT
bracis-33616	159	1	$	$	SYM
bracis-33616	159	2	$	$	SYM
bracis-33616	159	3	\begin{aligned	\begin{aligne	VERB
bracis-33616	159	4	}	}	PUNCT
bracis-33616	159	5	c^	c^	NOUN
bracis-33616	159	6	*	*	PUNCT
bracis-33616	160	1	=	=	SYM
bracis-33616	160	2	\underset{c}{argmax}\	\underset{c}{argmax}\	PROPN
bracis-33616	160	3	\left	\left	PROPN
bracis-33616	160	4	(	(	PUNCT
bracis-33616	160	5	tpr(c	tpr(c	PROPN
bracis-33616	160	6	)	)	PUNCT
bracis-33616	160	7	+	+	CCONJ
bracis-33616	160	8	tnr(c	tnr(c	PROPN
bracis-33616	160	9	)	)	PUNCT
bracis-33616	160	10	1\right	1\right	NUM
bracis-33616	160	11	)	)	PUNCT
bracis-33616	160	12	\end{aligned}$$	\end{aligned}$$	X
bracis-33616	160	13	(	(	PUNCT
bracis-33616	160	14	2	2	X
bracis-33616	160	15	)	)	PUNCT
bracis-33616	160	16	it	it	PRON
bracis-33616	160	17	is	be	AUX
bracis-33616	160	18	worth	worth	ADJ
bracis-33616	160	19	noting	note	VERB
bracis-33616	160	20	that	that	SCONJ
bracis-33616	160	21	calibration	calibration	NOUN
bracis-33616	160	22	of	of	ADP
bracis-33616	160	23	the	the	DET
bracis-33616	160	24	cutoff	cutoff	NOUN
bracis-33616	160	25	with	with	ADP
bracis-33616	160	26	the	the	DET
bracis-33616	160	27	use	use	NOUN
bracis-33616	160	28	of	of	ADP
bracis-33616	160	29	youden	youden	PROPN
bracis-33616	160	30	index	index	NOUN
bracis-33616	160	31	was	be	AUX
bracis-33616	160	32	performed	perform	VERB
bracis-33616	160	33	on	on	ADP
bracis-33616	160	34	training	training	NOUN
bracis-33616	160	35	and	and	CCONJ
bracis-33616	160	36	validation	validation	NOUN
bracis-33616	160	37	set	set	NOUN
bracis-33616	160	38	,	,	PUNCT
bracis-33616	160	39	never	never	ADV
bracis-33616	160	40	considering	consider	VERB
bracis-33616	160	41	the	the	DET
bracis-33616	160	42	test	test	NOUN
bracis-33616	160	43	set	set	VERB
bracis-33616	160	44	 	 	SPACE
bracis-33616	160	45	(	(	PUNCT
bracis-33616	160	46	that	that	ADV
bracis-33616	160	47	is	is	ADV
bracis-33616	160	48	,	,	PUNCT
bracis-33616	160	49	the	the	DET
bracis-33616	160	50	cutoff	cutoff	NOUN
bracis-33616	160	51	was	be	AUX
bracis-33616	160	52	estimated	estimate	VERB
bracis-33616	160	53	as	as	ADP
bracis-33616	160	54	in	in	ADP
bracis-33616	160	55	a	a	DET
bracis-33616	160	56	real	real	ADJ
bracis-33616	160	57	application	application	NOUN
bracis-33616	160	58	scenario	scenario	NOUN
bracis-33616	160	59	)	)	PUNCT
bracis-33616	160	60	.	.	PUNCT
bracis-33616	160	61	 	 	SPACE
bracis-33616	161	1	given	give	VERB
bracis-33616	161	2	that	that	SCONJ
bracis-33616	161	3	a	a	DET
bracis-33616	161	4	5	5	NUM
bracis-33616	161	5	-	-	ADJ
bracis-33616	161	6	fold	fold	ADJ
bracis-33616	161	7	cross	cross	NOUN
bracis-33616	161	8	-	-	ADJ
bracis-33616	161	9	validation	validation	NOUN
bracis-33616	161	10	was	be	AUX
bracis-33616	161	11	employed	employ	VERB
bracis-33616	161	12	for	for	ADP
bracis-33616	161	13	that	that	PRON
bracis-33616	161	14	(	(	PUNCT
bracis-33616	161	15	details	detail	NOUN
bracis-33616	161	16	are	be	AUX
bracis-33616	161	17	provided	provide	VERB
bracis-33616	161	18	sect	sect	NOUN
bracis-33616	161	19	.	.	PUNCT
bracis-33616	161	20	 	 	SPACE
bracis-33616	162	1	5	5	NUM
bracis-33616	162	2	–	–	PUNCT
bracis-33616	162	3	experimental	experimental	ADJ
bracis-33616	162	4	setup	setup	NOUN
bracis-33616	162	5	)	)	PUNCT
bracis-33616	162	6	four	four	NUM
bracis-33616	162	7	approaches	approach	NOUN
bracis-33616	162	8	were	be	AUX
bracis-33616	162	9	considered	consider	VERB
bracis-33616	162	10	to	to	PART
bracis-33616	162	11	determine	determine	VERB
bracis-33616	162	12	the	the	DET
bracis-33616	162	13	actual	actual	ADJ
bracis-33616	162	14	threshold	threshold	NOUN
bracis-33616	162	15	from	from	ADP
bracis-33616	162	16	the	the	DET
bracis-33616	162	17	validation	validation	NOUN
bracis-33616	162	18	folds	fold	NOUN
bracis-33616	162	19	for	for	ADP
bracis-33616	162	20	posterior	posterior	ADJ
bracis-33616	162	21	fault	fault	NOUN
bracis-33616	162	22	determination	determination	NOUN
bracis-33616	162	23	within	within	ADP
bracis-33616	162	24	the	the	DET
bracis-33616	162	25	test	test	NOUN
bracis-33616	162	26	fold	fold	NOUN
bracis-33616	162	27	,	,	PUNCT
bracis-33616	162	28	namely	namely	ADV
bracis-33616	162	29	:	:	PUNCT
bracis-33616	162	30	minimum	minimum	ADJ
bracis-33616	162	31	(	(	PUNCT
bracis-33616	162	32	min	min	NOUN
bracis-33616	162	33	)	)	PUNCT
bracis-33616	162	34	,	,	PUNCT
bracis-33616	162	35	maximum	maximum	X
bracis-33616	162	36	(	(	PUNCT
bracis-33616	162	37	max	max	PROPN
bracis-33616	162	38	)	)	PUNCT
bracis-33616	162	39	,	,	PUNCT
bracis-33616	162	40	median	median	NOUN
bracis-33616	162	41	and	and	CCONJ
bracis-33616	162	42	mean	mean	ADJ
bracis-33616	162	43	.	.	PUNCT
bracis-33616	163	1	5	5	NUM
bracis-33616	163	2	experimental	experimental	ADJ
bracis-33616	163	3	setup	setup	NOUN
bracis-33616	163	4	5.1	5.1	NUM
bracis-33616	163	5	architecture	architecture	NOUN
bracis-33616	163	6	of	of	ADP
bracis-33616	163	7	 	 	SPACE
bracis-33616	163	8	the	the	DET
bracis-33616	163	9	 	 	SPACE
bracis-33616	163	10	autoencoder	autoencoder	NOUN
bracis-33616	163	11	we	we	PRON
bracis-33616	163	12	evaluate	evaluate	VERB
bracis-33616	163	13	autoencoders	autoencoder	NOUN
bracis-33616	163	14	w.r.t	w.r.t	VERB
bracis-33616	163	15	.	.	PUNCT
bracis-33616	164	1	to	to	ADP
bracis-33616	164	2	their	their	PRON
bracis-33616	164	3	ability	ability	NOUN
bracis-33616	164	4	to	to	PART
bracis-33616	164	5	model	model	VERB
bracis-33616	164	6	the	the	DET
bracis-33616	164	7	behaviour	behaviour	NOUN
bracis-33616	164	8	of	of	ADP
bracis-33616	164	9	normal	normal	ADJ
bracis-33616	164	10	condition	condition	NOUN
bracis-33616	164	11	frame	frame	NOUN
bracis-33616	164	12	stacks	stack	NOUN
bracis-33616	164	13	,	,	PUNCT
bracis-33616	164	14	extracted	extract	VERB
bracis-33616	164	15	from	from	ADP
bracis-33616	164	16	the	the	DET
bracis-33616	164	17	acoustic	acoustic	ADJ
bracis-33616	164	18	signals	signal	NOUN
bracis-33616	164	19	.	.	PUNCT
bracis-33616	165	1	the	the	DET
bracis-33616	165	2	ae	ae	PROPN
bracis-33616	165	3	input	input	NOUN
bracis-33616	165	4	/	/	SYM
bracis-33616	165	5	output	output	NOUN
bracis-33616	165	6	size	size	NOUN
bracis-33616	165	7	is	be	AUX
bracis-33616	165	8	1,600	1,600	NUM
bracis-33616	165	9	,	,	PUNCT
bracis-33616	165	10	i.e.	i.e.	X
bracis-33616	165	11	,	,	PUNCT
bracis-33616	165	12	the	the	DET
bracis-33616	165	13	frame	frame	NOUN
bracis-33616	165	14	stack	stack	NOUN
bracis-33616	165	15	length	length	NOUN
bracis-33616	165	16	obtained	obtain	VERB
bracis-33616	165	17	with	with	ADP
bracis-33616	165	18	the	the	DET
bracis-33616	165	19	parameters	parameter	NOUN
bracis-33616	165	20	presented	present	VERB
bracis-33616	165	21	in	in	ADP
bracis-33616	165	22	table	table	NOUN
bracis-33616	165	23	 	 	SPACE
bracis-33616	165	24	1	1	NUM
bracis-33616	165	25	.	.	PUNCT
bracis-33616	166	1	we	we	PRON
bracis-33616	166	2	performed	perform	VERB
bracis-33616	166	3	a	a	DET
bracis-33616	166	4	grid	grid	NOUN
bracis-33616	166	5	search	search	NOUN
bracis-33616	166	6	over	over	ADP
bracis-33616	166	7	the	the	DET
bracis-33616	166	8	number	number	NOUN
bracis-33616	166	9	of	of	ADP
bracis-33616	166	10	layers	layer	NOUN
bracis-33616	166	11	 	 	SPACE
bracis-33616	166	12	\([2,4,\ldots	\([2,4,\ldot	NOUN
bracis-33616	166	13	,	,	PUNCT
bracis-33616	166	14	10,12]\	10,12]\	NUM
bracis-33616	166	15	)	)	PUNCT
bracis-33616	166	16	,	,	PUNCT
bracis-33616	166	17	neurons	neuron	NOUN
bracis-33616	166	18	per	per	ADP
bracis-33616	166	19	inner	inner	ADJ
bracis-33616	166	20	layer	layer	NOUN
bracis-33616	166	21	\([400	\([400	NOUN
bracis-33616	166	22	,	,	PUNCT
bracis-33616	166	23	800,\ldots	800,\ldot	NOUN
bracis-33616	166	24	,	,	PUNCT
bracis-33616	166	25	3200	3200	NUM
bracis-33616	166	26	,	,	PUNCT
bracis-33616	166	27	3600]\	3600]\	NUM
bracis-33616	166	28	)	)	PUNCT
bracis-33616	166	29	and	and	CCONJ
bracis-33616	166	30	,	,	PUNCT
bracis-33616	166	31	neurons	neuron	NOUN
bracis-33616	166	32	in	in	ADP
bracis-33616	166	33	the	the	DET
bracis-33616	166	34	bottleneck	bottleneck	NOUN
bracis-33616	166	35	layer	layer	NOUN
bracis-33616	166	36	 	 	SPACE
bracis-33616	166	37	\([4,8,16,\ldots	\([4,8,16,\ldot	NOUN
bracis-33616	166	38	,	,	PUNCT
bracis-33616	166	39	128,256,512]\	128,256,512]\	NUM
bracis-33616	166	40	)	)	PUNCT
bracis-33616	166	41	.	.	PUNCT
bracis-33616	167	1	the	the	DET
bracis-33616	167	2	l2	l2	NOUN
bracis-33616	167	3	penalty	penalty	NOUN
bracis-33616	167	4	value	value	NOUN
bracis-33616	167	5	was	be	AUX
bracis-33616	167	6	also	also	ADV
bracis-33616	167	7	included	include	VERB
bracis-33616	167	8	in	in	ADP
bracis-33616	167	9	the	the	DET
bracis-33616	167	10	grid	grid	NOUN
bracis-33616	167	11	search	search	NOUN
bracis-33616	167	12	,	,	PUNCT
bracis-33616	167	13	for	for	ADP
bracis-33616	167	14	which	which	PRON
bracis-33616	167	15	we	we	PRON
bracis-33616	167	16	considered	consider	VERB
bracis-33616	167	17	the	the	DET
bracis-33616	167	18	following	follow	VERB
bracis-33616	167	19	values	value	NOUN
bracis-33616	167	20	:	:	PUNCT
bracis-33616	168	1	[	[	X
bracis-33616	168	2	0.01	0.01	NUM
bracis-33616	168	3	,	,	PUNCT
bracis-33616	168	4	 	 	SPACE
bracis-33616	168	5	0.1	0.1	NUM
bracis-33616	168	6	,	,	PUNCT
bracis-33616	168	7	 	 	SPACE
bracis-33616	168	8	0.5	0.5	NUM
bracis-33616	168	9	,	,	PUNCT
bracis-33616	168	10	 	 	SPACE
bracis-33616	168	11	1	1	NUM
bracis-33616	168	12	,	,	PUNCT
bracis-33616	168	13	 	 	SPACE
bracis-33616	168	14	1.3	1.3	NUM
bracis-33616	168	15	,	,	PUNCT
bracis-33616	168	16	 	 	SPACE
bracis-33616	168	17	1.5	1.5	NUM
bracis-33616	168	18	,	,	PUNCT
bracis-33616	168	19	 	 	SPACE
bracis-33616	168	20	1.8	1.8	NUM
bracis-33616	168	21	,	,	PUNCT
bracis-33616	168	22	 	 	SPACE
bracis-33616	168	23	2	2	NUM
bracis-33616	168	24	]	]	PUNCT
bracis-33616	168	25	.	.	PUNCT
bracis-33616	169	1	the	the	DET
bracis-33616	169	2	most	most	ADV
bracis-33616	169	3	promising	promising	ADJ
bracis-33616	169	4	set	set	NOUN
bracis-33616	169	5	of	of	ADP
bracis-33616	169	6	hyper	hyper	NOUN
bracis-33616	169	7	-	-	NOUN
bracis-33616	169	8	parameters	parameter	NOUN
bracis-33616	169	9	identified	identify	VERB
bracis-33616	169	10	was	be	AUX
bracis-33616	169	11	:	:	PUNCT
bracis-33616	169	12	six	six	NUM
bracis-33616	169	13	inner	inner	ADJ
bracis-33616	169	14	layers	layer	NOUN
bracis-33616	169	15	(	(	PUNCT
bracis-33616	169	16	considering	consider	VERB
bracis-33616	169	17	encoder	encoder	NOUN
bracis-33616	169	18	and	and	CCONJ
bracis-33616	169	19	decoder	decoder	NOUN
bracis-33616	169	20	)	)	PUNCT
bracis-33616	169	21	,	,	PUNCT
bracis-33616	169	22	each	each	PRON
bracis-33616	169	23	with	with	ADP
bracis-33616	169	24	1,600	1,600	NUM
bracis-33616	169	25	input	input	NOUN
bracis-33616	169	26	neurons	neuron	NOUN
bracis-33616	169	27	,	,	PUNCT
bracis-33616	169	28	except	except	SCONJ
bracis-33616	169	29	for	for	ADP
bracis-33616	169	30	the	the	DET
bracis-33616	169	31	bottleneck	bottleneck	NOUN
bracis-33616	169	32	,	,	PUNCT
bracis-33616	169	33	which	which	PRON
bracis-33616	169	34	is	be	AUX
bracis-33616	169	35	strangled	strangle	VERB
bracis-33616	169	36	from	from	ADP
bracis-33616	169	37	1600	1600	NUM
bracis-33616	169	38	to	to	ADP
bracis-33616	169	39	16	16	NUM
bracis-33616	169	40	neurons	neuron	NOUN
bracis-33616	169	41	.	.	PUNCT
bracis-33616	170	1	the	the	DET
bracis-33616	170	2	best	good	ADJ
bracis-33616	170	3	l2	l2	NOUN
bracis-33616	170	4	penalty	penalty	NOUN
bracis-33616	170	5	value	value	NOUN
bracis-33616	170	6	was	be	AUX
bracis-33616	170	7	1.0	1.0	NUM
bracis-33616	170	8	.	.	PUNCT
bracis-33616	171	1	this	this	PRON
bracis-33616	171	2	is	be	AUX
bracis-33616	171	3	the	the	DET
bracis-33616	171	4	architecture	architecture	NOUN
bracis-33616	171	5	employed	employ	VERB
bracis-33616	171	6	in	in	ADP
bracis-33616	171	7	our	our	PRON
bracis-33616	171	8	evaluation	evaluation	NOUN
bracis-33616	171	9	.	.	PUNCT
bracis-33616	172	1	in	in	ADP
bracis-33616	172	2	our	our	PRON
bracis-33616	172	3	architecture	architecture	NOUN
bracis-33616	172	4	,	,	PUNCT
bracis-33616	172	5	the	the	DET
bracis-33616	172	6	relu	relu	NOUN
bracis-33616	172	7	activation	activation	NOUN
bracis-33616	172	8	function	function	NOUN
bracis-33616	172	9	provided	provide	VERB
bracis-33616	172	10	the	the	DET
bracis-33616	172	11	best	good	ADJ
bracis-33616	172	12	results	result	NOUN
bracis-33616	172	13	.	.	PUNCT
bracis-33616	173	1	a	a	DET
bracis-33616	173	2	batch	batch	NOUN
bracis-33616	173	3	normalization	normalization	NOUN
bracis-33616	173	4	layer	layer	NOUN
bracis-33616	173	5	was	be	AUX
bracis-33616	173	6	included	include	VERB
bracis-33616	173	7	in	in	ADP
bracis-33616	173	8	the	the	DET
bracis-33616	173	9	input	input	NOUN
bracis-33616	173	10	.	.	PUNCT
bracis-33616	174	1	we	we	PRON
bracis-33616	174	2	trained	train	VERB
bracis-33616	174	3	our	our	PRON
bracis-33616	174	4	models	model	NOUN
bracis-33616	174	5	using	use	VERB
bracis-33616	174	6	the	the	DET
bracis-33616	174	7	mean	mean	ADJ
bracis-33616	174	8	squared	square	VERB
bracis-33616	174	9	error	error	NOUN
bracis-33616	174	10	(	(	PUNCT
bracis-33616	174	11	mse	mse	NOUN
bracis-33616	174	12	)	)	PUNCT
bracis-33616	174	13	loss	loss	NOUN
bracis-33616	174	14	function	function	NOUN
bracis-33616	174	15	,	,	PUNCT
bracis-33616	174	16	adam	adam	PROPN
bracis-33616	174	17	optimizer	optimizer	NOUN
bracis-33616	174	18	,	,	PUNCT
bracis-33616	174	19	and	and	CCONJ
bracis-33616	174	20	learning	learn	VERB
bracis-33616	174	21	rate	rate	NOUN
bracis-33616	174	22	of	of	ADP
bracis-33616	174	23	\(10^{-5}\	\(10^{-5}\	VERB
bracis-33616	174	24	)	)	PUNCT
bracis-33616	174	25	.	.	PUNCT
bracis-33616	175	1	figure	figure	NOUN
bracis-33616	175	2	 	 	SPACE
bracis-33616	175	3	5	5	NUM
bracis-33616	175	4	summarizes	summarize	NOUN
bracis-33616	175	5	the	the	DET
bracis-33616	175	6	design	design	NOUN
bracis-33616	175	7	.	.	PUNCT
bracis-33616	176	1	note	note	VERB
bracis-33616	176	2	that	that	SCONJ
bracis-33616	176	3	the	the	DET
bracis-33616	176	4	input	input	NOUN
bracis-33616	176	5	’s	’s	PART
bracis-33616	176	6	reconstruction	reconstruction	NOUN
bracis-33616	176	7	results	result	NOUN
bracis-33616	176	8	from	from	ADP
bracis-33616	176	9	a	a	DET
bracis-33616	176	10	direct	direct	ADJ
bracis-33616	176	11	linear	linear	NOUN
bracis-33616	176	12	combination	combination	NOUN
bracis-33616	176	13	of	of	ADP
bracis-33616	176	14	the	the	DET
bracis-33616	176	15	last	last	ADJ
bracis-33616	176	16	layer	layer	NOUN
bracis-33616	176	17	.	.	PUNCT
bracis-33616	177	1	fig	fig	NOUN
bracis-33616	177	2	.	.	PUNCT
bracis-33616	178	1	5	5	X
bracis-33616	178	2	.	.	X
bracis-33616	178	3	architecture	architecture	NOUN
bracis-33616	178	4	of	of	ADP
bracis-33616	178	5	the	the	DET
bracis-33616	178	6	autoencoder	autoencoder	NOUN
bracis-33616	178	7	(	(	PUNCT
bracis-33616	178	8	ae	ae	PROPN
bracis-33616	178	9	)	)	PUNCT
bracis-33616	178	10	considered	consider	VERB
bracis-33616	178	11	for	for	ADP
bracis-33616	178	12	mfd	mfd	NOUN
bracis-33616	178	13	during	during	ADP
bracis-33616	178	14	the	the	DET
bracis-33616	178	15	evaluation	evaluation	NOUN
bracis-33616	178	16	.	.	PUNCT
bracis-33616	179	1	the	the	DET
bracis-33616	179	2	input	input	NOUN
bracis-33616	179	3	features	feature	NOUN
bracis-33616	179	4	are	be	AUX
bracis-33616	179	5	normalized	normalize	VERB
bracis-33616	179	6	through	through	ADP
bracis-33616	179	7	the	the	DET
bracis-33616	179	8	application	application	NOUN
bracis-33616	179	9	of	of	ADP
bracis-33616	179	10	batch	batch	NOUN
bracis-33616	179	11	normalization	normalization	NOUN
bracis-33616	179	12	.	.	PUNCT
bracis-33616	180	1	full	full	ADJ
bracis-33616	180	2	size	size	NOUN
bracis-33616	180	3	image	image	NOUN
bracis-33616	180	4	5.2	5.2	NUM
bracis-33616	180	5	baselines	baseline	NOUN
bracis-33616	180	6	several	several	ADJ
bracis-33616	180	7	studies	study	NOUN
bracis-33616	180	8	have	have	AUX
bracis-33616	180	9	been	be	AUX
bracis-33616	180	10	carried	carry	VERB
bracis-33616	180	11	out	out	ADP
bracis-33616	180	12	on	on	ADP
bracis-33616	180	13	the	the	DET
bracis-33616	180	14	mafaulda	mafaulda	ADJ
bracis-33616	180	15	database	database	NOUN
bracis-33616	180	16	.	.	PUNCT
bracis-33616	181	1	the	the	DET
bracis-33616	181	2	majority	majority	NOUN
bracis-33616	181	3	of	of	ADP
bracis-33616	181	4	them	they	PRON
bracis-33616	181	5	focus	focus	VERB
bracis-33616	181	6	on	on	ADP
bracis-33616	181	7	multi	multi	ADJ
bracis-33616	181	8	-	-	ADJ
bracis-33616	181	9	class	class	ADJ
bracis-33616	181	10	classification	classification	NOUN
bracis-33616	181	11	and	and	CCONJ
bracis-33616	181	12	employ	employ	VERB
bracis-33616	181	13	either	either	CCONJ
bracis-33616	181	14	all	all	DET
bracis-33616	181	15	eight	eight	NUM
bracis-33616	181	16	sensors	sensor	NOUN
bracis-33616	181	17	,	,	PUNCT
bracis-33616	181	18	or	or	CCONJ
bracis-33616	181	19	only	only	ADV
bracis-33616	181	20	accelerometer	accelerometer	ADJ
bracis-33616	181	21	data	datum	NOUN
bracis-33616	181	22	 	 	SPACE
bracis-33616	182	1	[	[	X
bracis-33616	182	2	11,12,13	11,12,13	NUM
bracis-33616	182	3	,	,	PUNCT
bracis-33616	182	4	20	20	NUM
bracis-33616	182	5	,	,	PUNCT
bracis-33616	182	6	23	23	NUM
bracis-33616	182	7	]	]	PUNCT
bracis-33616	182	8	.	.	PUNCT
bracis-33616	183	1	in	in	ADP
bracis-33616	183	2	this	this	DET
bracis-33616	183	3	work	work	NOUN
bracis-33616	183	4	we	we	PRON
bracis-33616	183	5	focus	focus	VERB
bracis-33616	183	6	only	only	ADV
bracis-33616	183	7	on	on	ADP
bracis-33616	183	8	the	the	DET
bracis-33616	183	9	acoustic	acoustic	ADJ
bracis-33616	183	10	signal	signal	NOUN
bracis-33616	183	11	in	in	ADP
bracis-33616	183	12	order	order	NOUN
bracis-33616	183	13	to	to	PART
bracis-33616	183	14	establish	establish	VERB
bracis-33616	183	15	if	if	SCONJ
bracis-33616	183	16	it	it	PRON
bracis-33616	183	17	is	be	AUX
bracis-33616	183	18	sufficient	sufficient	ADJ
bracis-33616	183	19	to	to	PART
bracis-33616	183	20	detect	detect	VERB
bracis-33616	183	21	faults	fault	NOUN
bracis-33616	183	22	in	in	ADP
bracis-33616	183	23	a	a	DET
bracis-33616	183	24	binary	binary	ADJ
bracis-33616	183	25	fashion	fashion	NOUN
bracis-33616	183	26	(	(	PUNCT
bracis-33616	183	27	i.e.	i.e.	X
bracis-33616	183	28	,	,	PUNCT
bracis-33616	183	29	we	we	PRON
bracis-33616	183	30	do	do	AUX
bracis-33616	183	31	not	not	PART
bracis-33616	183	32	perform	perform	VERB
bracis-33616	183	33	fault	fault	NOUN
bracis-33616	183	34	isolation	isolation	NOUN
bracis-33616	183	35	)	)	PUNCT
bracis-33616	183	36	.	.	PUNCT
bracis-33616	184	1	we	we	PRON
bracis-33616	184	2	compare	compare	VERB
bracis-33616	184	3	the	the	DET
bracis-33616	184	4	autoencoder	autoencoder	NOUN
bracis-33616	184	5	approach	approach	NOUN
bracis-33616	184	6	against	against	ADP
bracis-33616	184	7	four	four	NUM
bracis-33616	184	8	baseline	baseline	NOUN
bracis-33616	184	9	models	model	NOUN
bracis-33616	184	10	,	,	PUNCT
bracis-33616	184	11	all	all	PRON
bracis-33616	184	12	based	base	VERB
bracis-33616	184	13	on	on	ADP
bracis-33616	184	14	mlps	mlp	NOUN
bracis-33616	184	15	(	(	PUNCT
bracis-33616	184	16	multilayer	multilayer	ADJ
bracis-33616	184	17	perceptrons	perceptron	NOUN
bracis-33616	184	18	)	)	PUNCT
bracis-33616	184	19	.	.	PUNCT
bracis-33616	185	1	it	it	PRON
bracis-33616	185	2	is	be	AUX
bracis-33616	185	3	worth	worth	ADJ
bracis-33616	185	4	noticing	notice	VERB
bracis-33616	185	5	that	that	SCONJ
bracis-33616	185	6	all	all	DET
bracis-33616	185	7	baselines	baseline	NOUN
bracis-33616	185	8	are	be	AUX
bracis-33616	185	9	evaluated	evaluate	VERB
bracis-33616	185	10	on	on	ADP
bracis-33616	185	11	the	the	DET
bracis-33616	185	12	same	same	ADJ
bracis-33616	185	13	binary	binary	ADJ
bracis-33616	185	14	task	task	NOUN
bracis-33616	185	15	of	of	ADP
bracis-33616	185	16	determining	determine	VERB
bracis-33616	185	17	if	if	SCONJ
bracis-33616	185	18	the	the	DET
bracis-33616	185	19	machine	machine	NOUN
bracis-33616	185	20	is	be	AUX
bracis-33616	185	21	under	under	ADP
bracis-33616	185	22	normal	normal	ADJ
bracis-33616	185	23	or	or	CCONJ
bracis-33616	185	24	faulty	faulty	ADJ
bracis-33616	185	25	operation	operation	NOUN
bracis-33616	185	26	.	.	PUNCT
bracis-33616	186	1	the	the	DET
bracis-33616	186	2	different	different	ADJ
bracis-33616	186	3	baselines	baseline	NOUN
bracis-33616	186	4	arise	arise	VERB
bracis-33616	186	5	from	from	ADP
bracis-33616	186	6	distinct	distinct	ADJ
bracis-33616	186	7	feature	feature	NOUN
bracis-33616	186	8	spaces	space	NOUN
bracis-33616	186	9	,	,	PUNCT
bracis-33616	186	10	as	as	SCONJ
bracis-33616	186	11	we	we	PRON
bracis-33616	186	12	detail	detail	VERB
bracis-33616	186	13	in	in	ADP
bracis-33616	186	14	the	the	DET
bracis-33616	186	15	following	following	NOUN
bracis-33616	186	16	.	.	PUNCT
bracis-33616	187	1	the	the	DET
bracis-33616	187	2	literature	literature	NOUN
bracis-33616	187	3	considers	consider	VERB
bracis-33616	187	4	statistical	statistical	ADJ
bracis-33616	187	5	and	and	CCONJ
bracis-33616	187	6	spectral	spectral	ADJ
bracis-33616	187	7	features	feature	NOUN
bracis-33616	187	8	as	as	ADP
bracis-33616	187	9	a	a	DET
bracis-33616	187	10	traditional	traditional	ADJ
bracis-33616	187	11	and	and	CCONJ
bracis-33616	187	12	efficient	efficient	ADJ
bracis-33616	187	13	approach	approach	NOUN
bracis-33616	187	14	to	to	ADP
bracis-33616	187	15	engineer	engineer	NOUN
bracis-33616	187	16	features	feature	NOUN
bracis-33616	187	17	and	and	CCONJ
bracis-33616	187	18	perform	perform	VERB
bracis-33616	187	19	machine	machine	NOUN
bracis-33616	187	20	fault	fault	NOUN
bracis-33616	187	21	detection	detection	NOUN
bracis-33616	187	22	 	 	SPACE
bracis-33616	188	1	[	[	X
bracis-33616	188	2	18	18	NUM
bracis-33616	188	3	,	,	PUNCT
bracis-33616	188	4	26	26	NUM
bracis-33616	188	5	]	]	PUNCT
bracis-33616	188	6	.	.	PUNCT
bracis-33616	189	1	in	in	ADP
bracis-33616	189	2	fact	fact	NOUN
bracis-33616	189	3	,	,	PUNCT
bracis-33616	189	4	former	former	ADJ
bracis-33616	189	5	works	work	NOUN
bracis-33616	189	6	with	with	ADP
bracis-33616	189	7	mafaulda	mafaulda	NOUN
bracis-33616	189	8	relied	rely	VERB
bracis-33616	189	9	on	on	ADP
bracis-33616	189	10	this	this	DET
bracis-33616	189	11	approach	approach	NOUN
bracis-33616	189	12	,	,	PUNCT
bracis-33616	189	13	considering	consider	VERB
bracis-33616	189	14	all	all	DET
bracis-33616	189	15	eight	eight	NUM
bracis-33616	189	16	available	available	ADJ
bracis-33616	189	17	signals	signal	NOUN
bracis-33616	189	18	 	 	SPACE
bracis-33616	190	1	[	[	X
bracis-33616	190	2	11	11	NUM
bracis-33616	190	3	,	,	PUNCT
bracis-33616	190	4	20	20	NUM
bracis-33616	190	5	]	]	PUNCT
bracis-33616	190	6	.	.	PUNCT
bracis-33616	191	1	a	a	DET
bracis-33616	191	2	total	total	NOUN
bracis-33616	191	3	of	of	ADP
bracis-33616	191	4	13	13	NUM
bracis-33616	191	5	features	feature	NOUN
bracis-33616	191	6	are	be	AUX
bracis-33616	191	7	extracted	extract	VERB
bracis-33616	191	8	from	from	ADP
bracis-33616	191	9	each	each	DET
bracis-33616	191	10	raw	raw	ADJ
bracis-33616	191	11	signal	signal	NOUN
bracis-33616	191	12	,	,	PUNCT
bracis-33616	191	13	namely	namely	ADV
bracis-33616	191	14	:	:	PUNCT
bracis-33616	191	15	root	root	NOUN
bracis-33616	191	16	mean	mean	PROPN
bracis-33616	191	17	square	square	NOUN
bracis-33616	191	18	;	;	PUNCT
bracis-33616	191	19	square	square	ADJ
bracis-33616	191	20	root	root	NOUN
bracis-33616	191	21	of	of	ADP
bracis-33616	191	22	the	the	DET
bracis-33616	191	23	signal	signal	NOUN
bracis-33616	191	24	’s	’s	PART
bracis-33616	191	25	amplitude	amplitude	NOUN
bracis-33616	191	26	;	;	PUNCT
bracis-33616	191	27	kurtosis	kurtosis	NOUN
bracis-33616	191	28	value	value	NOUN
bracis-33616	191	29	;	;	PUNCT
bracis-33616	191	30	kurtosis	kurtosis	NOUN
bracis-33616	191	31	factor	factor	NOUN
bracis-33616	191	32	;	;	PUNCT
bracis-33616	191	33	skewness	skewness	NOUN
bracis-33616	191	34	value	value	NOUN
bracis-33616	191	35	;	;	PUNCT
bracis-33616	191	36	peak	peak	NOUN
bracis-33616	191	37	-	-	PUNCT
bracis-33616	191	38	to	to	ADP
bracis-33616	191	39	-	-	PUNCT
bracis-33616	191	40	peak	peak	NOUN
bracis-33616	191	41	value	value	NOUN
bracis-33616	191	42	;	;	PUNCT
bracis-33616	191	43	crest	crest	NOUN
bracis-33616	191	44	factor	factor	NOUN
bracis-33616	191	45	;	;	PUNCT
bracis-33616	191	46	impulse	impulse	ADJ
bracis-33616	191	47	factor	factor	NOUN
bracis-33616	191	48	;	;	PUNCT
bracis-33616	191	49	margin	margin	NOUN
bracis-33616	191	50	factor	factor	NOUN
bracis-33616	191	51	;	;	PUNCT
bracis-33616	191	52	shape	shape	NOUN
bracis-33616	191	53	factor	factor	NOUN
bracis-33616	191	54	;	;	PUNCT
bracis-33616	191	55	frequency	frequency	NOUN
bracis-33616	191	56	center	center	NOUN
bracis-33616	191	57	;	;	PUNCT
bracis-33616	191	58	root	root	NOUN
bracis-33616	191	59	variance	variance	NOUN
bracis-33616	191	60	frequency	frequency	NOUN
bracis-33616	191	61	and	and	CCONJ
bracis-33616	191	62	;	;	PUNCT
bracis-33616	191	63	rms	rm	NOUN
bracis-33616	191	64	frequency	frequency	NOUN
bracis-33616	191	65	.	.	PUNCT
bracis-33616	192	1	for	for	ADP
bracis-33616	192	2	further	further	ADJ
bracis-33616	192	3	information	information	NOUN
bracis-33616	192	4	on	on	ADP
bracis-33616	192	5	these	these	DET
bracis-33616	192	6	features	feature	NOUN
bracis-33616	192	7	,	,	PUNCT
bracis-33616	192	8	see	see	VERB
bracis-33616	192	9	 	 	SPACE
bracis-33616	192	10	[	[	X
bracis-33616	192	11	18	18	NUM
bracis-33616	192	12	]	]	PUNCT
bracis-33616	192	13	.	.	PUNCT
bracis-33616	193	1	the	the	DET
bracis-33616	193	2	first	first	ADJ
bracis-33616	193	3	two	two	NUM
bracis-33616	193	4	baselines	baseline	NOUN
bracis-33616	193	5	were	be	AUX
bracis-33616	193	6	trained	train	VERB
bracis-33616	193	7	with	with	ADP
bracis-33616	193	8	the	the	DET
bracis-33616	193	9	statistical	statistical	ADJ
bracis-33616	193	10	and	and	CCONJ
bracis-33616	193	11	spectral	spectral	ADJ
bracis-33616	193	12	features	feature	NOUN
bracis-33616	193	13	listed	list	VERB
bracis-33616	193	14	above	above	ADV
bracis-33616	193	15	.	.	PUNCT
bracis-33616	194	1	the	the	DET
bracis-33616	194	2	first	first	ADJ
bracis-33616	194	3	,	,	PUNCT
bracis-33616	194	4	referred	refer	VERB
bracis-33616	194	5	to	to	ADP
bracis-33616	194	6	as	as	ADP
bracis-33616	194	7	b104	b104	PROPN
bracis-33616	194	8	,	,	PUNCT
bracis-33616	194	9	is	be	AUX
bracis-33616	194	10	an	an	DET
bracis-33616	194	11	mlp	mlp	NOUN
bracis-33616	194	12	with	with	ADP
bracis-33616	194	13	104	104	NUM
bracis-33616	194	14	inputs	input	NOUN
bracis-33616	194	15	,	,	PUNCT
bracis-33616	194	16	13	13	NUM
bracis-33616	194	17	for	for	ADP
bracis-33616	194	18	each	each	DET
bracis-33616	194	19	one	one	NUM
bracis-33616	194	20	of	of	ADP
bracis-33616	194	21	the	the	DET
bracis-33616	194	22	eight	eight	NUM
bracis-33616	194	23	signal	signal	ADJ
bracis-33616	194	24	sensors	sensor	NOUN
bracis-33616	194	25	from	from	ADP
bracis-33616	194	26	mafaulda	mafaulda	NOUN
bracis-33616	194	27	.	.	PUNCT
bracis-33616	195	1	the	the	DET
bracis-33616	195	2	second	second	ADJ
bracis-33616	195	3	,	,	PUNCT
bracis-33616	195	4	is	be	AUX
bracis-33616	195	5	an	an	DET
bracis-33616	195	6	mlp	mlp	NOUN
bracis-33616	195	7	with	with	ADP
bracis-33616	195	8	13	13	NUM
bracis-33616	195	9	inputs	input	NOUN
bracis-33616	195	10	,	,	PUNCT
bracis-33616	195	11	referred	refer	VERB
bracis-33616	195	12	to	to	ADP
bracis-33616	195	13	as	as	ADP
bracis-33616	195	14	b13	b13	NOUN
bracis-33616	195	15	,	,	PUNCT
bracis-33616	195	16	that	that	PRON
bracis-33616	195	17	is	be	AUX
bracis-33616	195	18	based	base	VERB
bracis-33616	195	19	only	only	ADV
bracis-33616	195	20	on	on	ADP
bracis-33616	195	21	the	the	DET
bracis-33616	195	22	13	13	NUM
bracis-33616	195	23	features	feature	NOUN
bracis-33616	195	24	extracted	extract	VERB
bracis-33616	195	25	from	from	ADP
bracis-33616	195	26	the	the	DET
bracis-33616	195	27	acoustic	acoustic	ADJ
bracis-33616	195	28	signal	signal	NOUN
bracis-33616	195	29	.	.	PUNCT
bracis-33616	196	1	the	the	DET
bracis-33616	196	2	remaining	remain	VERB
bracis-33616	196	3	two	two	NUM
bracis-33616	196	4	baselines	baseline	NOUN
bracis-33616	196	5	,	,	PUNCT
bracis-33616	196	6	are	be	AUX
bracis-33616	196	7	referred	refer	VERB
bracis-33616	196	8	to	to	ADP
bracis-33616	196	9	as	as	ADP
bracis-33616	196	10	mlp	mlp	PROPN
bracis-33616	196	11	and	and	CCONJ
bracis-33616	196	12	cmlp	cmlp	PROPN
bracis-33616	196	13	 	 	SPACE
bracis-33616	196	14	(	(	PUNCT
bracis-33616	196	15	constrained	constrain	VERB
bracis-33616	196	16	mlp	mlp	NOUN
bracis-33616	196	17	,	,	PUNCT
bracis-33616	196	18	due	due	ADP
bracis-33616	196	19	to	to	ADP
bracis-33616	196	20	a	a	DET
bracis-33616	196	21	bottleneck	bottleneck	NOUN
bracis-33616	196	22	in	in	ADP
bracis-33616	196	23	its	its	PRON
bracis-33616	196	24	arrangement	arrangement	NOUN
bracis-33616	196	25	)	)	PUNCT
bracis-33616	196	26	,	,	PUNCT
bracis-33616	196	27	respectively	respectively	ADV
bracis-33616	196	28	.	.	PUNCT
bracis-33616	197	1	these	these	PRON
bracis-33616	197	2	are	be	AUX
bracis-33616	197	3	trained	train	VERB
bracis-33616	197	4	with	with	ADP
bracis-33616	197	5	the	the	DET
bracis-33616	197	6	very	very	ADV
bracis-33616	197	7	same	same	ADJ
bracis-33616	197	8	input	input	NOUN
bracis-33616	197	9	features	feature	NOUN
bracis-33616	197	10	as	as	SCONJ
bracis-33616	197	11	provided	provide	VERB
bracis-33616	197	12	to	to	ADP
bracis-33616	197	13	the	the	DET
bracis-33616	197	14	autoencoder	autoencoder	NOUN
bracis-33616	197	15	,	,	PUNCT
bracis-33616	197	16	that	that	ADV
bracis-33616	197	17	is	is	ADV
bracis-33616	197	18	,	,	PUNCT
bracis-33616	197	19	the	the	DET
bracis-33616	197	20	mfec	mfec	PROPN
bracis-33616	197	21	-	-	PUNCT
bracis-33616	197	22	based	base	VERB
bracis-33616	197	23	feature	feature	NOUN
bracis-33616	197	24	space	space	NOUN
bracis-33616	197	25	described	describe	VERB
bracis-33616	197	26	in	in	ADP
bracis-33616	197	27	sect	sect	NOUN
bracis-33616	197	28	.	.	PUNCT
bracis-33616	197	29	 	 	SPACE
bracis-33616	197	30	3.3	3.3	NUM
bracis-33616	197	31	.	.	PUNCT
bracis-33616	198	1	regarding	regard	VERB
bracis-33616	198	2	architectures	architecture	NOUN
bracis-33616	198	3	b104	b104	PROPN
bracis-33616	198	4	and	and	CCONJ
bracis-33616	198	5	b13	b13	PROPN
bracis-33616	198	6	,	,	PUNCT
bracis-33616	198	7	for	for	ADP
bracis-33616	198	8	a	a	DET
bracis-33616	198	9	given	give	VERB
bracis-33616	198	10	acoustic	acoustic	ADJ
bracis-33616	198	11	signal	signal	NOUN
bracis-33616	198	12	,	,	PUNCT
bracis-33616	198	13	statistical	statistical	ADJ
bracis-33616	198	14	and	and	CCONJ
bracis-33616	198	15	spectral	spectral	ADJ
bracis-33616	198	16	features	feature	NOUN
bracis-33616	198	17	are	be	AUX
bracis-33616	198	18	extracted	extract	VERB
bracis-33616	198	19	and	and	CCONJ
bracis-33616	198	20	provided	provide	VERB
bracis-33616	198	21	as	as	ADP
bracis-33616	198	22	inputs	input	NOUN
bracis-33616	198	23	.	.	PUNCT
bracis-33616	199	1	once	once	ADV
bracis-33616	199	2	trained	train	VERB
bracis-33616	199	3	,	,	PUNCT
bracis-33616	199	4	each	each	DET
bracis-33616	199	5	model	model	NOUN
bracis-33616	199	6	outputs	output	VERB
bracis-33616	199	7	a	a	DET
bracis-33616	199	8	single	single	ADJ
bracis-33616	199	9	representative	representative	NOUN
bracis-33616	199	10	score	score	NOUN
bracis-33616	199	11	(	(	PUNCT
bracis-33616	199	12	\(s_b\	\(s_b\	NOUN
bracis-33616	199	13	)	)	PUNCT
bracis-33616	199	14	)	)	PUNCT
bracis-33616	199	15	in	in	ADP
bracis-33616	199	16	the	the	DET
bracis-33616	199	17	range	range	NOUN
bracis-33616	200	1	[	[	X
bracis-33616	200	2	0	0	NUM
bracis-33616	200	3	,	,	PUNCT
bracis-33616	200	4	 	 	SPACE
bracis-33616	200	5	1	1	NUM
bracis-33616	200	6	]	]	PUNCT
bracis-33616	200	7	.	.	PUNCT
bracis-33616	201	1	for	for	ADP
bracis-33616	201	2	mlp	mlp	PROPN
bracis-33616	201	3	and	and	CCONJ
bracis-33616	201	4	cmlp	cmlp	NOUN
bracis-33616	201	5	a	a	DET
bracis-33616	201	6	single	single	ADJ
bracis-33616	201	7	score	score	NOUN
bracis-33616	201	8	is	be	AUX
bracis-33616	201	9	produced	produce	VERB
bracis-33616	201	10	either	either	ADV
bracis-33616	201	11	.	.	PUNCT
bracis-33616	202	1	recall	recall	PROPN
bracis-33616	202	2	,	,	PUNCT
bracis-33616	202	3	however	however	ADV
bracis-33616	202	4	,	,	PUNCT
bracis-33616	202	5	that	that	SCONJ
bracis-33616	202	6	these	these	DET
bracis-33616	202	7	two	two	NUM
bracis-33616	202	8	models	model	NOUN
bracis-33616	202	9	take	take	VERB
bracis-33616	202	10	a	a	DET
bracis-33616	202	11	frame	frame	NOUN
bracis-33616	202	12	stack	stack	NOUN
bracis-33616	202	13	(	(	PUNCT
bracis-33616	202	14	\(\textbf{fs}\	\(\textbf{fs}\	PROPN
bracis-33616	202	15	)	)	PUNCT
bracis-33616	202	16	)	)	PUNCT
bracis-33616	202	17	as	as	ADP
bracis-33616	202	18	input	input	NOUN
bracis-33616	202	19	.	.	PUNCT
bracis-33616	203	1	therefore	therefore	ADV
bracis-33616	203	2	,	,	PUNCT
bracis-33616	203	3	for	for	ADP
bracis-33616	203	4	a	a	DET
bracis-33616	203	5	given	give	VERB
bracis-33616	203	6	16	16	NUM
bracis-33616	203	7	khz	khz	NOUN
bracis-33616	203	8	acoustic	acoustic	ADJ
bracis-33616	203	9	signal	signal	NOUN
bracis-33616	203	10	with	with	ADP
bracis-33616	203	11	\(n_{fs}\	\(n_{fs}\	PROPN
bracis-33616	203	12	)	)	PUNCT
bracis-33616	203	13	frame	frame	NOUN
bracis-33616	203	14	stacks	stack	NOUN
bracis-33616	203	15	,	,	PUNCT
bracis-33616	203	16	we	we	PRON
bracis-33616	203	17	take	take	VERB
bracis-33616	203	18	the	the	DET
bracis-33616	203	19	average	average	NOUN
bracis-33616	203	20	over	over	ADP
bracis-33616	203	21	all	all	DET
bracis-33616	203	22	frame	frame	NOUN
bracis-33616	203	23	stacks	stack	NOUN
bracis-33616	203	24	’	'	PUNCT
bracis-33616	203	25	score	score	NOUN
bracis-33616	203	26	predictions	prediction	NOUN
bracis-33616	203	27	(	(	PUNCT
bracis-33616	203	28	\(score(\textbf{fs})\	\(score(\textbf{fs})\	NOUN
bracis-33616	203	29	)	)	PUNCT
bracis-33616	203	30	)	)	PUNCT
bracis-33616	203	31	as	as	ADP
bracis-33616	203	32	the	the	DET
bracis-33616	203	33	signal	signal	ADJ
bracis-33616	203	34	representative	representative	ADJ
bracis-33616	203	35	score	score	NOUN
bracis-33616	203	36	(	(	PUNCT
bracis-33616	203	37	\(s_{mlp}\	\(s_{mlp}\	NOUN
bracis-33616	203	38	)	)	PUNCT
bracis-33616	203	39	)	)	PUNCT
bracis-33616	203	40	,	,	PUNCT
bracis-33616	203	41	so	so	SCONJ
bracis-33616	203	42	that	that	SCONJ
bracis-33616	203	43	\(s_{mlp	\(s_{mlp	PROPN
bracis-33616	203	44	}	}	PUNCT
bracis-33616	203	45	=	=	PUNCT
bracis-33616	203	46	{	{	PUNCT
bracis-33616	203	47	1}/{n_{fs}}\sum	1}/{n_{fs}}\sum	NUM
bracis-33616	203	48	_	_	PUNCT
bracis-33616	203	49	{	{	PUNCT
bracis-33616	203	50	i=1}^{n_{fs	i=1}^{n_{fs	PART
bracis-33616	203	51	}	}	PUNCT
bracis-33616	203	52	}	}	PUNCT
bracis-33616	203	53	score	score	NOUN
bracis-33616	203	54	(	(	PUNCT
bracis-33616	203	55	{	{	PUNCT
bracis-33616	203	56	{	{	PUNCT
bracis-33616	203	57	\textbf{fs}}(i)})\	\textbf{fs}}(i)})\	NOUN
bracis-33616	203	58	)	)	PUNCT
bracis-33616	203	59	,	,	PUNCT
bracis-33616	203	60	where	where	SCONJ
bracis-33616	203	61	\(\textbf{fs}(i)\	\(\textbf{fs}(i)\	NOUN
bracis-33616	203	62	)	)	PUNCT
bracis-33616	203	63	is	be	AUX
bracis-33616	203	64	a	a	DET
bracis-33616	203	65	frame	frame	NOUN
bracis-33616	203	66	stack	stack	NOUN
bracis-33616	203	67	at	at	ADP
bracis-33616	203	68	index	index	NOUN
bracis-33616	203	69	i.	i.	NOUN
bracis-33616	203	70	the	the	DET
bracis-33616	203	71	representative	representative	ADJ
bracis-33616	203	72	scores	score	NOUN
bracis-33616	203	73	(	(	PUNCT
bracis-33616	203	74	\(s_b\	\(s_b\	NOUN
bracis-33616	203	75	)	)	PUNCT
bracis-33616	203	76	and	and	CCONJ
bracis-33616	203	77	\(s_{mlp}\	\(s_{mlp}\	NOUN
bracis-33616	203	78	)	)	PUNCT
bracis-33616	203	79	)	)	PUNCT
bracis-33616	203	80	from	from	ADP
bracis-33616	203	81	all	all	DET
bracis-33616	203	82	baselines	baseline	NOUN
bracis-33616	203	83	were	be	AUX
bracis-33616	203	84	calibrated	calibrate	VERB
bracis-33616	203	85	following	follow	VERB
bracis-33616	203	86	the	the	DET
bracis-33616	203	87	same	same	ADJ
bracis-33616	203	88	procedure	procedure	NOUN
bracis-33616	203	89	employed	employ	VERB
bracis-33616	203	90	for	for	ADP
bracis-33616	203	91	the	the	DET
bracis-33616	203	92	autoencoder	autoencoder	NOUN
bracis-33616	203	93	,	,	PUNCT
bracis-33616	203	94	i.e.	i.e.	X
bracis-33616	203	95	,	,	PUNCT
bracis-33616	203	96	using	use	VERB
bracis-33616	203	97	the	the	DET
bracis-33616	203	98	youden	youden	PROPN
bracis-33616	203	99	index	index	NOUN
bracis-33616	203	100	.	.	PUNCT
bracis-33616	204	1	each	each	DET
bracis-33616	204	2	baseline	baseline	NOUN
bracis-33616	204	3	has	have	VERB
bracis-33616	204	4	its	its	PRON
bracis-33616	204	5	hyper	hyper	NOUN
bracis-33616	204	6	-	-	NOUN
bracis-33616	204	7	parameters	parameter	NOUN
bracis-33616	204	8	individually	individually	ADV
bracis-33616	204	9	fine	fine	ADV
bracis-33616	204	10	-	-	PUNCT
bracis-33616	204	11	tuned	tune	VERB
bracis-33616	204	12	with	with	ADP
bracis-33616	204	13	a	a	DET
bracis-33616	204	14	grid	grid	NOUN
bracis-33616	204	15	-	-	PUNCT
bracis-33616	204	16	search	search	NOUN
bracis-33616	204	17	procedure	procedure	NOUN
bracis-33616	204	18	.	.	PUNCT
bracis-33616	205	1	the	the	DET
bracis-33616	205	2	hyper	hyper	NOUN
bracis-33616	205	3	-	-	NOUN
bracis-33616	205	4	parameters	parameter	NOUN
bracis-33616	205	5	that	that	PRON
bracis-33616	205	6	led	lead	VERB
bracis-33616	205	7	to	to	ADP
bracis-33616	205	8	the	the	DET
bracis-33616	205	9	best	good	ADJ
bracis-33616	205	10	mfd	mfd	NOUN
bracis-33616	205	11	performance	performance	NOUN
bracis-33616	205	12	for	for	ADP
bracis-33616	205	13	each	each	DET
bracis-33616	205	14	baseline	baseline	NOUN
bracis-33616	205	15	were	be	AUX
bracis-33616	205	16	chosen	choose	VERB
bracis-33616	205	17	,	,	PUNCT
bracis-33616	205	18	resulting	result	VERB
bracis-33616	205	19	in	in	ADP
bracis-33616	205	20	the	the	DET
bracis-33616	205	21	configuration	configuration	NOUN
bracis-33616	205	22	presented	present	VERB
bracis-33616	205	23	in	in	ADP
bracis-33616	205	24	table	table	NOUN
bracis-33616	205	25	 	 	SPACE
bracis-33616	205	26	2	2	NUM
bracis-33616	205	27	.	.	PUNCT
bracis-33616	205	28	table	table	NOUN
bracis-33616	205	29	2	2	NUM
bracis-33616	205	30	.	.	PUNCT
bracis-33616	206	1	architectures	architecture	NOUN
bracis-33616	206	2	for	for	ADP
bracis-33616	206	3	the	the	DET
bracis-33616	206	4	multilayer	multilayer	ADJ
bracis-33616	206	5	perceptrons	perceptron	NOUN
bracis-33616	206	6	(	(	PUNCT
bracis-33616	206	7	mlps	mlp	NOUN
bracis-33616	206	8	)	)	PUNCT
bracis-33616	206	9	employed	employ	VERB
bracis-33616	206	10	as	as	ADP
bracis-33616	206	11	baselines.full	baselines.full	NOUN
bracis-33616	206	12	size	size	NOUN
bracis-33616	206	13	table	table	NOUN
bracis-33616	206	14	5.3	5.3	NUM
bracis-33616	206	15	training	training	NOUN
bracis-33616	206	16	of	of	ADP
bracis-33616	206	17	 	 	SPACE
bracis-33616	206	18	score	score	NOUN
bracis-33616	206	19	generators	generator	NOUN
bracis-33616	206	20	in	in	ADP
bracis-33616	206	21	order	order	NOUN
bracis-33616	206	22	to	to	PART
bracis-33616	206	23	obtain	obtain	VERB
bracis-33616	206	24	estimates	estimate	NOUN
bracis-33616	206	25	regarding	regard	VERB
bracis-33616	206	26	the	the	DET
bracis-33616	206	27	quality	quality	NOUN
bracis-33616	206	28	of	of	ADP
bracis-33616	206	29	all	all	DET
bracis-33616	206	30	the	the	DET
bracis-33616	206	31	models	model	NOUN
bracis-33616	206	32	a	a	DET
bracis-33616	206	33	stratified	stratified	ADJ
bracis-33616	206	34	5\(\,\times	5\(\,\times	NUM
bracis-33616	206	35	\,\)5	\,\)5	PROPN
bracis-33616	206	36	fold	fold	ADJ
bracis-33616	206	37	cross	cross	NOUN
bracis-33616	206	38	-	-	ADJ
bracis-33616	206	39	validation	validation	NOUN
bracis-33616	206	40	was	be	AUX
bracis-33616	206	41	employed	employ	VERB
bracis-33616	206	42	.	.	PUNCT
bracis-33616	207	1	in	in	ADP
bracis-33616	207	2	brief	brief	NOUN
bracis-33616	207	3	,	,	PUNCT
bracis-33616	207	4	it	it	PRON
bracis-33616	207	5	comprises	comprise	VERB
bracis-33616	207	6	two	two	NUM
bracis-33616	207	7	nested	nested	ADJ
bracis-33616	207	8	5	5	NUM
bracis-33616	207	9	-	-	ADJ
bracis-33616	207	10	fold	fold	ADJ
bracis-33616	207	11	cross	cross	ADJ
bracis-33616	207	12	-	-	ADJ
bracis-33616	207	13	validation	validation	ADJ
bracis-33616	207	14	estimators	estimator	NOUN
bracis-33616	207	15	.	.	PUNCT
bracis-33616	208	1	the	the	DET
bracis-33616	208	2	first	first	ADJ
bracis-33616	208	3	one	one	NUM
bracis-33616	208	4	separates	separate	VERB
bracis-33616	208	5	the	the	DET
bracis-33616	208	6	data	datum	NOUN
bracis-33616	208	7	for	for	ADP
bracis-33616	208	8	testing	testing	NOUN
bracis-33616	208	9	,	,	PUNCT
bracis-33616	208	10	with	with	ADP
bracis-33616	208	11	the	the	DET
bracis-33616	208	12	remaining	remain	VERB
bracis-33616	208	13	data	datum	NOUN
bracis-33616	208	14	(	(	PUNCT
bracis-33616	208	15	referred	refer	VERB
bracis-33616	208	16	to	to	ADP
bracis-33616	208	17	as	as	ADP
bracis-33616	208	18	full	full	ADJ
bracis-33616	208	19	-	-	PUNCT
bracis-33616	208	20	train	train	NOUN
bracis-33616	208	21	)	)	PUNCT
bracis-33616	208	22	being	be	AUX
bracis-33616	208	23	subjected	subject	VERB
bracis-33616	208	24	to	to	ADP
bracis-33616	208	25	another	another	DET
bracis-33616	208	26	5	5	NUM
bracis-33616	208	27	-	-	ADJ
bracis-33616	208	28	fold	fold	ADJ
bracis-33616	208	29	cross	cross	ADJ
bracis-33616	208	30	-	-	ADJ
bracis-33616	208	31	validation	validation	ADJ
bracis-33616	208	32	approach	approach	NOUN
bracis-33616	208	33	,	,	PUNCT
bracis-33616	208	34	which	which	PRON
bracis-33616	208	35	further	far	ADV
bracis-33616	208	36	divides	divide	VERB
bracis-33616	208	37	the	the	DET
bracis-33616	208	38	data	datum	NOUN
bracis-33616	208	39	into	into	ADP
bracis-33616	208	40	training	training	NOUN
bracis-33616	208	41	and	and	CCONJ
bracis-33616	208	42	validation	validation	NOUN
bracis-33616	208	43	.	.	PUNCT
bracis-33616	208	44	 	 	SPACE
bracis-33616	209	1	these	these	DET
bracis-33616	209	2	last	last	ADJ
bracis-33616	209	3	two	two	NUM
bracis-33616	209	4	sets	set	NOUN
bracis-33616	209	5	are	be	AUX
bracis-33616	209	6	employed	employ	VERB
bracis-33616	209	7	for	for	ADP
bracis-33616	209	8	hyper	hyper	ADJ
bracis-33616	209	9	-	-	ADJ
bracis-33616	209	10	parameter	parameter	NOUN
bracis-33616	209	11	estimation	estimation	NOUN
bracis-33616	209	12	and	and	CCONJ
bracis-33616	209	13	calibration	calibration	NOUN
bracis-33616	209	14	of	of	ADP
bracis-33616	209	15	the	the	DET
bracis-33616	209	16	thresholds	threshold	NOUN
bracis-33616	209	17	for	for	ADP
bracis-33616	209	18	the	the	DET
bracis-33616	209	19	fault	fault	NOUN
bracis-33616	209	20	detectors	detector	NOUN
bracis-33616	209	21	.	.	PUNCT
bracis-33616	210	1	at	at	ADP
bracis-33616	210	2	the	the	DET
bracis-33616	210	3	end	end	NOUN
bracis-33616	210	4	,	,	PUNCT
bracis-33616	210	5	the	the	DET
bracis-33616	210	6	full	full	ADJ
bracis-33616	210	7	-	-	PUNCT
bracis-33616	210	8	train	train	NOUN
bracis-33616	210	9	set	set	NOUN
bracis-33616	210	10	is	be	AUX
bracis-33616	210	11	used	use	VERB
bracis-33616	210	12	to	to	PART
bracis-33616	210	13	train	train	VERB
bracis-33616	210	14	each	each	DET
bracis-33616	210	15	model	model	NOUN
bracis-33616	210	16	with	with	ADP
bracis-33616	210	17	the	the	DET
bracis-33616	210	18	best	good	ADJ
bracis-33616	210	19	parameters	parameter	NOUN
bracis-33616	210	20	found	find	VERB
bracis-33616	210	21	.	.	PUNCT
bracis-33616	211	1	all	all	DET
bracis-33616	211	2	models	model	NOUN
bracis-33616	211	3	,	,	PUNCT
bracis-33616	211	4	are	be	AUX
bracis-33616	211	5	finally	finally	ADV
bracis-33616	211	6	evaluated	evaluate	VERB
bracis-33616	211	7	with	with	ADP
bracis-33616	211	8	the	the	DET
bracis-33616	211	9	test	test	NOUN
bracis-33616	211	10	set	set	NOUN
bracis-33616	211	11	,	,	PUNCT
bracis-33616	211	12	which	which	PRON
bracis-33616	211	13	was	be	AUX
bracis-33616	211	14	not	not	PART
bracis-33616	211	15	employed	employ	VERB
bracis-33616	211	16	anywhere	anywhere	ADV
bracis-33616	211	17	before	before	ADV
bracis-33616	211	18	.	.	PUNCT
bracis-33616	212	1	the	the	DET
bracis-33616	212	2	split	split	NOUN
bracis-33616	212	3	of	of	ADP
bracis-33616	212	4	the	the	DET
bracis-33616	212	5	dataset	dataset	NOUN
bracis-33616	212	6	occurs	occur	VERB
bracis-33616	212	7	at	at	ADP
bracis-33616	212	8	a	a	DET
bracis-33616	212	9	signal	signal	ADJ
bracis-33616	212	10	segment	segment	NOUN
bracis-33616	212	11	level	level	NOUN
bracis-33616	212	12	.	.	PUNCT
bracis-33616	213	1	first	first	ADV
bracis-33616	213	2	,	,	PUNCT
bracis-33616	213	3	all	all	DET
bracis-33616	213	4	signals	signal	NOUN
bracis-33616	213	5	are	be	AUX
bracis-33616	213	6	arranged	arrange	VERB
bracis-33616	213	7	and	and	CCONJ
bracis-33616	213	8	distributed	distribute	VERB
bracis-33616	213	9	according	accord	VERB
bracis-33616	213	10	to	to	ADP
bracis-33616	213	11	the	the	DET
bracis-33616	213	12	cross	cross	ADJ
bracis-33616	213	13	-	-	ADJ
bracis-33616	213	14	validation	validation	ADJ
bracis-33616	213	15	folds	fold	NOUN
bracis-33616	213	16	.	.	PUNCT
bracis-33616	214	1	afterwards	afterwards	ADV
bracis-33616	214	2	,	,	PUNCT
bracis-33616	214	3	the	the	DET
bracis-33616	214	4	dataset	dataset	NOUN
bracis-33616	214	5	is	be	AUX
bracis-33616	214	6	built	build	VERB
bracis-33616	214	7	by	by	ADP
bracis-33616	214	8	replacing	replace	VERB
bracis-33616	214	9	the	the	DET
bracis-33616	214	10	original	original	ADJ
bracis-33616	214	11	acoustic	acoustic	ADJ
bracis-33616	214	12	segment	segment	NOUN
bracis-33616	214	13	by	by	ADP
bracis-33616	214	14	its	its	PRON
bracis-33616	214	15	three	three	NUM
bracis-33616	214	16	respective	respective	ADJ
bracis-33616	214	17	sub	sub	ADJ
bracis-33616	214	18	-	-	ADJ
bracis-33616	214	19	sampled	sample	VERB
bracis-33616	214	20	acoustic	acoustic	ADJ
bracis-33616	214	21	signals	signal	NOUN
bracis-33616	214	22	(	(	PUNCT
bracis-33616	214	23	see	see	VERB
bracis-33616	214	24	sect	sect	NOUN
bracis-33616	214	25	.	.	PUNCT
bracis-33616	214	26	 	 	SPACE
bracis-33616	214	27	3.2	3.2	NUM
bracis-33616	214	28	)	)	PUNCT
bracis-33616	214	29	.	.	PUNCT
bracis-33616	215	1	finally	finally	ADV
bracis-33616	215	2	,	,	PUNCT
bracis-33616	215	3	feature	feature	NOUN
bracis-33616	215	4	extraction	extraction	NOUN
bracis-33616	215	5	is	be	AUX
bracis-33616	215	6	performed	perform	VERB
bracis-33616	215	7	on	on	ADP
bracis-33616	215	8	those	those	PRON
bracis-33616	215	9	.	.	PUNCT
bracis-33616	216	1	this	this	DET
bracis-33616	216	2	approach	approach	NOUN
bracis-33616	216	3	prevents	prevent	VERB
bracis-33616	216	4	a	a	DET
bracis-33616	216	5	model	model	NOUN
bracis-33616	216	6	from	from	ADP
bracis-33616	216	7	being	be	AUX
bracis-33616	216	8	trained	train	VERB
bracis-33616	216	9	and	and	CCONJ
bracis-33616	216	10	tested	test	VERB
bracis-33616	216	11	with	with	ADP
bracis-33616	216	12	sub	sub	NOUN
bracis-33616	216	13	-	-	NOUN
bracis-33616	216	14	samples	sample	NOUN
bracis-33616	216	15	that	that	PRON
bracis-33616	216	16	stem	stem	VERB
bracis-33616	216	17	from	from	ADP
bracis-33616	216	18	the	the	DET
bracis-33616	216	19	same	same	ADJ
bracis-33616	216	20	acoustic	acoustic	ADJ
bracis-33616	216	21	signal	signal	NOUN
bracis-33616	216	22	,	,	PUNCT
bracis-33616	216	23	which	which	PRON
bracis-33616	216	24	would	would	AUX
bracis-33616	216	25	bias	bias	VERB
bracis-33616	216	26	the	the	DET
bracis-33616	216	27	evaluation	evaluation	NOUN
bracis-33616	216	28	,	,	PUNCT
bracis-33616	216	29	providing	provide	VERB
bracis-33616	216	30	overconfident	overconfident	ADJ
bracis-33616	216	31	results	result	NOUN
bracis-33616	216	32	.	.	PUNCT
bracis-33616	217	1	the	the	DET
bracis-33616	217	2	first	first	ADJ
bracis-33616	217	3	two	two	NUM
bracis-33616	217	4	baselines	baseline	NOUN
bracis-33616	217	5	(	(	PUNCT
bracis-33616	217	6	traditional	traditional	ADJ
bracis-33616	217	7	feature	feature	NOUN
bracis-33616	217	8	extraction	extraction	NOUN
bracis-33616	217	9	)	)	PUNCT
bracis-33616	217	10	were	be	AUX
bracis-33616	217	11	trained	train	VERB
bracis-33616	217	12	with	with	ADP
bracis-33616	217	13	features	feature	NOUN
bracis-33616	217	14	extracted	extract	VERB
bracis-33616	217	15	from	from	ADP
bracis-33616	217	16	the	the	DET
bracis-33616	217	17	original	original	ADJ
bracis-33616	217	18	signal	signal	NOUN
bracis-33616	217	19	.	.	PUNCT
bracis-33616	218	1	5.4	5.4	NUM
bracis-33616	218	2	evaluation	evaluation	NOUN
bracis-33616	218	3	metrics	metric	NOUN
bracis-33616	218	4	in	in	ADP
bracis-33616	218	5	this	this	DET
bracis-33616	218	6	work	work	NOUN
bracis-33616	218	7	,	,	PUNCT
bracis-33616	218	8	following	follow	VERB
bracis-33616	218	9	traditional	traditional	ADJ
bracis-33616	218	10	convention	convention	NOUN
bracis-33616	218	11	,	,	PUNCT
bracis-33616	218	12	we	we	PRON
bracis-33616	218	13	consider	consider	VERB
bracis-33616	218	14	the	the	DET
bracis-33616	218	15	normal	normal	ADJ
bracis-33616	218	16	class	class	NOUN
bracis-33616	218	17	negative	negative	ADJ
bracis-33616	218	18	and	and	CCONJ
bracis-33616	218	19	the	the	DET
bracis-33616	218	20	faulty	faulty	ADJ
bracis-33616	218	21	class	class	NOUN
bracis-33616	218	22	positive	positive	ADJ
bracis-33616	218	23	.	.	PUNCT
bracis-33616	219	1	given	give	VERB
bracis-33616	219	2	that	that	SCONJ
bracis-33616	219	3	we	we	PRON
bracis-33616	219	4	are	be	AUX
bracis-33616	219	5	dealing	deal	VERB
bracis-33616	219	6	with	with	ADP
bracis-33616	219	7	a	a	DET
bracis-33616	219	8	heavily	heavily	ADV
bracis-33616	219	9	imbalanced	imbalanced	ADJ
bracis-33616	219	10	dataset	dataset	NOUN
bracis-33616	219	11	(	(	PUNCT
bracis-33616	219	12	towards	towards	ADP
bracis-33616	219	13	the	the	DET
bracis-33616	219	14	positive	positive	ADJ
bracis-33616	219	15	class	class	NOUN
bracis-33616	219	16	)	)	PUNCT
bracis-33616	219	17	metrics	metric	NOUN
bracis-33616	219	18	such	such	ADJ
bracis-33616	219	19	as	as	ADP
bracis-33616	219	20	accuracy	accuracy	NOUN
bracis-33616	219	21	are	be	AUX
bracis-33616	219	22	not	not	PART
bracis-33616	219	23	appropriate	appropriate	ADJ
bracis-33616	219	24	for	for	ADP
bracis-33616	219	25	evaluation	evaluation	NOUN
bracis-33616	219	26	.	.	PUNCT
bracis-33616	220	1	therefore	therefore	ADV
bracis-33616	220	2	,	,	PUNCT
bracis-33616	220	3	we	we	PRON
bracis-33616	220	4	perform	perform	VERB
bracis-33616	220	5	our	our	PRON
bracis-33616	220	6	analysis	analysis	NOUN
bracis-33616	220	7	on	on	ADP
bracis-33616	220	8	the	the	DET
bracis-33616	220	9	basis	basis	NOUN
bracis-33616	220	10	of	of	ADP
bracis-33616	220	11	the	the	DET
bracis-33616	220	12	area	area	NOUN
bracis-33616	220	13	under	under	ADP
bracis-33616	220	14	the	the	DET
bracis-33616	220	15	roc	roc	PROPN
bracis-33616	220	16	curve	curve	NOUN
bracis-33616	220	17	(	(	PUNCT
bracis-33616	220	18	auc	auc	NOUN
bracis-33616	220	19	)	)	PUNCT
bracis-33616	220	20	,	,	PUNCT
bracis-33616	220	21	true	true	ADJ
bracis-33616	220	22	positive	positive	ADJ
bracis-33616	220	23	rate	rate	NOUN
bracis-33616	220	24	(	(	PUNCT
bracis-33616	220	25	tpr	tpr	NOUN
bracis-33616	220	26	)	)	PUNCT
bracis-33616	220	27	,	,	PUNCT
bracis-33616	220	28	true	true	ADJ
bracis-33616	220	29	negative	negative	ADJ
bracis-33616	220	30	rate	rate	NOUN
bracis-33616	220	31	(	(	PUNCT
bracis-33616	220	32	tnr	tnr	PROPN
bracis-33616	220	33	)	)	PUNCT
bracis-33616	220	34	and	and	CCONJ
bracis-33616	220	35	,	,	PUNCT
bracis-33616	220	36	g	g	NOUN
bracis-33616	220	37	-	-	PUNCT
bracis-33616	220	38	means	mean	NOUN
bracis-33616	220	39	.	.	PUNCT
bracis-33616	221	1	the	the	DET
bracis-33616	221	2	g	g	NOUN
bracis-33616	221	3	-	-	PUNCT
bracis-33616	221	4	means	means	NOUN
bracis-33616	221	5	metric	metric	NOUN
bracis-33616	221	6	was	be	AUX
bracis-33616	221	7	introduced	introduce	VERB
bracis-33616	221	8	by	by	ADP
bracis-33616	221	9	 	 	SPACE
bracis-33616	221	10	[	[	X
bracis-33616	221	11	9	9	NUM
bracis-33616	221	12	]	]	PUNCT
bracis-33616	221	13	.	.	PUNCT
bracis-33616	222	1	it	it	PRON
bracis-33616	222	2	is	be	AUX
bracis-33616	222	3	defined	define	VERB
bracis-33616	222	4	as	as	ADP
bracis-33616	222	5	\(g{\scriptstyle	\(g{\scriptstyle	PROPN
bracis-33616	222	6	-}means	-}means	PROPN
bracis-33616	222	7	=	=	SYM
bracis-33616	222	8	\sqrt{tpr*tnr	\sqrt{tpr*tnr	PROPN
bracis-33616	222	9	}	}	PUNCT
bracis-33616	222	10	=	=	SYM
bracis-33616	222	11	\sqrt{sensitivity	\sqrt{sensitivity	NOUN
bracis-33616	222	12	*	*	PUNCT
bracis-33616	222	13	specificity}\	specificity}\	NOUN
bracis-33616	222	14	)	)	PUNCT
bracis-33616	222	15	and	and	CCONJ
bracis-33616	222	16	is	be	AUX
bracis-33616	222	17	maximized	maximize	VERB
bracis-33616	222	18	when	when	SCONJ
bracis-33616	222	19	the	the	DET
bracis-33616	222	20	sensitivity	sensitivity	NOUN
bracis-33616	222	21	and	and	CCONJ
bracis-33616	222	22	specificity	specificity	NOUN
bracis-33616	222	23	are	be	AUX
bracis-33616	222	24	both	both	ADV
bracis-33616	222	25	high	high	ADJ
bracis-33616	222	26	and	and	CCONJ
bracis-33616	222	27	balanced	balanced	ADJ
bracis-33616	222	28	.	.	PUNCT
bracis-33616	222	29	 	 	SPACE
bracis-33616	223	1	conversely	conversely	ADV
bracis-33616	223	2	,	,	PUNCT
bracis-33616	223	3	a	a	DET
bracis-33616	223	4	low	low	ADJ
bracis-33616	223	5	g	g	NOUN
bracis-33616	223	6	-	-	PUNCT
bracis-33616	223	7	means	mean	NOUN
bracis-33616	223	8	score	score	NOUN
bracis-33616	223	9	indicates	indicate	VERB
bracis-33616	223	10	a	a	DET
bracis-33616	223	11	model	model	NOUN
bracis-33616	223	12	that	that	PRON
bracis-33616	223	13	has	have	VERB
bracis-33616	223	14	a	a	DET
bracis-33616	223	15	poor	poor	ADJ
bracis-33616	223	16	performance	performance	NOUN
bracis-33616	223	17	in	in	ADP
bracis-33616	223	18	predicting	predict	VERB
bracis-33616	223	19	at	at	ADP
bracis-33616	223	20	least	least	ADJ
bracis-33616	223	21	one	one	NUM
bracis-33616	223	22	of	of	ADP
bracis-33616	223	23	the	the	DET
bracis-33616	223	24	classes	class	NOUN
bracis-33616	223	25	,	,	PUNCT
bracis-33616	223	26	even	even	ADV
bracis-33616	223	27	if	if	SCONJ
bracis-33616	223	28	it	it	PRON
bracis-33616	223	29	correctly	correctly	ADV
bracis-33616	223	30	classifies	classify	VERB
bracis-33616	223	31	the	the	DET
bracis-33616	223	32	other	other	ADJ
bracis-33616	223	33	.	.	PUNCT
bracis-33616	224	1	6	6	NUM
bracis-33616	224	2	results	result	NOUN
bracis-33616	224	3	and	and	CCONJ
bracis-33616	224	4	 	 	SPACE
bracis-33616	224	5	discussion	discussion	NOUN
bracis-33616	224	6	the	the	DET
bracis-33616	224	7	results	result	NOUN
bracis-33616	224	8	regarding	regard	VERB
bracis-33616	224	9	the	the	DET
bracis-33616	224	10	evaluation	evaluation	NOUN
bracis-33616	224	11	of	of	ADP
bracis-33616	224	12	the	the	DET
bracis-33616	224	13	autoencoders	autoencoder	NOUN
bracis-33616	224	14	and	and	CCONJ
bracis-33616	224	15	the	the	DET
bracis-33616	224	16	four	four	NUM
bracis-33616	224	17	baselines	baseline	NOUN
bracis-33616	224	18	are	be	AUX
bracis-33616	224	19	presented	present	VERB
bracis-33616	224	20	in	in	ADP
bracis-33616	224	21	fig	fig	NOUN
bracis-33616	224	22	.	.	PUNCT
bracis-33616	224	23	 	 	SPACE
bracis-33616	225	1	6	6	NUM
bracis-33616	225	2	and	and	CCONJ
bracis-33616	225	3	table	table	NOUN
bracis-33616	225	4	 	 	SPACE
bracis-33616	225	5	3	3	NUM
bracis-33616	225	6	.	.	PUNCT
bracis-33616	226	1	these	these	DET
bracis-33616	226	2	results	result	NOUN
bracis-33616	226	3	were	be	AUX
bracis-33616	226	4	obtained	obtain	VERB
bracis-33616	226	5	with	with	ADP
bracis-33616	226	6	a	a	DET
bracis-33616	226	7	5	5	NUM
bracis-33616	226	8	-	-	ADJ
bracis-33616	226	9	fold	fold	ADJ
bracis-33616	226	10	cross	cross	ADJ
bracis-33616	226	11	-	-	ADJ
bracis-33616	226	12	validation	validation	ADJ
bracis-33616	226	13	procedure	procedure	NOUN
bracis-33616	226	14	considering	consider	VERB
bracis-33616	226	15	the	the	DET
bracis-33616	226	16	following	follow	VERB
bracis-33616	226	17	metrics	metric	NOUN
bracis-33616	226	18	:	:	PUNCT
bracis-33616	226	19	  	  	SPACE
bracis-33616	226	20	\(g\text	\(g\text	NOUN
bracis-33616	226	21	{	{	PUNCT
bracis-33616	226	22	-}means\	-}means\	PROPN
bracis-33616	226	23	)	)	PUNCT
bracis-33616	226	24	,	,	PUNCT
bracis-33616	226	25	auc	auc	NOUN
bracis-33616	226	26	,	,	PUNCT
bracis-33616	226	27	tpr	tpr	PROPN
bracis-33616	226	28	and	and	CCONJ
bracis-33616	226	29	,	,	PUNCT
bracis-33616	226	30	tnr	tnr	PROPN
bracis-33616	226	31	.	.	PROPN
bracis-33616	227	1	for	for	ADP
bracis-33616	227	2	these	these	PRON
bracis-33616	227	3	,	,	PUNCT
bracis-33616	227	4	we	we	PRON
bracis-33616	227	5	depict	depict	VERB
bracis-33616	227	6	both	both	DET
bracis-33616	227	7	averages	average	NOUN
bracis-33616	227	8	and	and	CCONJ
bracis-33616	227	9	standard	standard	ADJ
bracis-33616	227	10	deviation	deviation	NOUN
bracis-33616	227	11	.	.	PUNCT
bracis-33616	228	1	recall	recall	VERB
bracis-33616	228	2	that	that	PRON
bracis-33616	228	3	for	for	ADP
bracis-33616	228	4	each	each	DET
bracis-33616	228	5	method	method	NOUN
bracis-33616	228	6	we	we	PRON
bracis-33616	228	7	have	have	VERB
bracis-33616	228	8	to	to	PART
bracis-33616	228	9	establish	establish	VERB
bracis-33616	228	10	a	a	DET
bracis-33616	228	11	threshold	threshold	NOUN
bracis-33616	228	12	in	in	ADP
bracis-33616	228	13	order	order	NOUN
bracis-33616	228	14	to	to	PART
bracis-33616	228	15	perform	perform	VERB
bracis-33616	228	16	fault	fault	NOUN
bracis-33616	228	17	detection	detection	NOUN
bracis-33616	228	18	.	.	PUNCT
bracis-33616	229	1	we	we	PRON
bracis-33616	229	2	considered	consider	VERB
bracis-33616	229	3	four	four	NUM
bracis-33616	229	4	different	different	ADJ
bracis-33616	229	5	approaches	approach	NOUN
bracis-33616	229	6	in	in	ADP
bracis-33616	229	7	order	order	NOUN
bracis-33616	229	8	to	to	PART
bracis-33616	229	9	select	select	VERB
bracis-33616	229	10	such	such	DET
bracis-33616	229	11	a	a	DET
bracis-33616	229	12	threshold	threshold	NOUN
bracis-33616	229	13	from	from	ADP
bracis-33616	229	14	those	those	PRON
bracis-33616	229	15	of	of	ADP
bracis-33616	229	16	the	the	DET
bracis-33616	229	17	validation	validation	NOUN
bracis-33616	229	18	set	set	NOUN
bracis-33616	229	19	(	(	PUNCT
bracis-33616	229	20	minimum	minimum	ADJ
bracis-33616	229	21	,	,	PUNCT
bracis-33616	229	22	maximum	maximum	ADJ
bracis-33616	229	23	,	,	PUNCT
bracis-33616	229	24	mean	mean	ADJ
bracis-33616	229	25	,	,	PUNCT
bracis-33616	229	26	median	median	NOUN
bracis-33616	229	27	)	)	PUNCT
bracis-33616	229	28	.	.	PUNCT
bracis-33616	230	1	fig	fig	NOUN
bracis-33616	230	2	.	.	PUNCT
bracis-33616	231	1	6	6	NUM
bracis-33616	231	2	.	.	X
bracis-33616	231	3	performance	performance	NOUN
bracis-33616	231	4	of	of	ADP
bracis-33616	231	5	the	the	DET
bracis-33616	231	6	different	different	ADJ
bracis-33616	231	7	models	model	NOUN
bracis-33616	231	8	w.r.t	w.r.t	VERB
bracis-33616	231	9	.	.	PUNCT
bracis-33616	232	1	machine	machine	NOUN
bracis-33616	232	2	fault	fault	NOUN
bracis-33616	232	3	detection	detection	NOUN
bracis-33616	232	4	(	(	PUNCT
bracis-33616	232	5	mfd	mfd	PROPN
bracis-33616	232	6	)	)	PUNCT
bracis-33616	232	7	.	.	PUNCT
bracis-33616	233	1	the	the	DET
bracis-33616	233	2	proposed	propose	VERB
bracis-33616	233	3	model	model	NOUN
bracis-33616	233	4	(	(	PUNCT
bracis-33616	233	5	ae	ae	PROPN
bracis-33616	233	6	)	)	PUNCT
bracis-33616	233	7	and	and	CCONJ
bracis-33616	233	8	the	the	DET
bracis-33616	233	9	baselines	baseline	NOUN
bracis-33616	233	10	mlp	mlp	PROPN
bracis-33616	233	11	and	and	CCONJ
bracis-33616	233	12	cmlp	cmlp	NOUN
bracis-33616	233	13	were	be	AUX
bracis-33616	233	14	built	build	VERB
bracis-33616	233	15	using	use	VERB
bracis-33616	233	16	only	only	ADV
bracis-33616	233	17	features	feature	NOUN
bracis-33616	233	18	extracted	extract	VERB
bracis-33616	233	19	on	on	ADP
bracis-33616	233	20	the	the	DET
bracis-33616	233	21	basis	basis	NOUN
bracis-33616	233	22	of	of	ADP
bracis-33616	233	23	mfecs	mfec	NOUN
bracis-33616	233	24	from	from	ADP
bracis-33616	233	25	the	the	DET
bracis-33616	233	26	acoustic	acoustic	ADJ
bracis-33616	233	27	signal	signal	NOUN
bracis-33616	233	28	.	.	PUNCT
bracis-33616	234	1	baselines	baseline	NOUN
bracis-33616	234	2	b104	b104	PROPN
bracis-33616	234	3	and	and	CCONJ
bracis-33616	234	4	b13	b13	PROPN
bracis-33616	234	5	were	be	AUX
bracis-33616	234	6	built	build	VERB
bracis-33616	234	7	with	with	ADP
bracis-33616	234	8	statistical	statistical	ADJ
bracis-33616	234	9	and	and	CCONJ
bracis-33616	234	10	spectral	spectral	ADJ
bracis-33616	234	11	features	feature	NOUN
bracis-33616	234	12	from	from	ADP
bracis-33616	234	13	all	all	DET
bracis-33616	234	14	signals	signal	NOUN
bracis-33616	234	15	and	and	CCONJ
bracis-33616	234	16	only	only	ADV
bracis-33616	234	17	the	the	DET
bracis-33616	234	18	acoustic	acoustic	ADJ
bracis-33616	234	19	signal	signal	NOUN
bracis-33616	234	20	,	,	PUNCT
bracis-33616	234	21	respectively	respectively	ADV
bracis-33616	234	22	.	.	PUNCT
bracis-33616	235	1	the	the	DET
bracis-33616	235	2	figure	figure	NOUN
bracis-33616	235	3	shows	show	VERB
bracis-33616	235	4	the	the	DET
bracis-33616	235	5	average	average	ADJ
bracis-33616	235	6	auc	auc	NOUN
bracis-33616	235	7	,	,	PUNCT
bracis-33616	235	8	g	g	NOUN
bracis-33616	235	9	-	-	PUNCT
bracis-33616	235	10	means	mean	NOUN
bracis-33616	235	11	,	,	PUNCT
bracis-33616	235	12	tnr	tnr	PROPN
bracis-33616	235	13	and	and	CCONJ
bracis-33616	235	14	tpr	tpr	NOUN
bracis-33616	235	15	,	,	PUNCT
bracis-33616	235	16	for	for	ADP
bracis-33616	235	17	each	each	DET
bracis-33616	235	18	threshold	threshold	NOUN
bracis-33616	235	19	approach	approach	NOUN
bracis-33616	235	20	:	:	PUNCT
bracis-33616	236	1	mean	mean	ADJ
bracis-33616	236	2	,	,	PUNCT
bracis-33616	236	3	median	median	ADJ
bracis-33616	236	4	,	,	PUNCT
bracis-33616	236	5	minimum	minimum	ADJ
bracis-33616	236	6	and	and	CCONJ
bracis-33616	236	7	maximum	maximum	ADJ
bracis-33616	236	8	.	.	PUNCT
bracis-33616	237	1	full	full	ADJ
bracis-33616	237	2	size	size	NOUN
bracis-33616	237	3	image	image	NOUN
bracis-33616	237	4	we	we	PRON
bracis-33616	237	5	begin	begin	VERB
bracis-33616	237	6	our	our	PRON
bracis-33616	237	7	assessment	assessment	NOUN
bracis-33616	237	8	considering	consider	VERB
bracis-33616	237	9	the	the	DET
bracis-33616	237	10	auc	auc	NOUN
bracis-33616	237	11	metric	metric	NOUN
bracis-33616	237	12	.	.	PUNCT
bracis-33616	238	1	it	it	PRON
bracis-33616	238	2	is	be	AUX
bracis-33616	238	3	worth	worth	ADJ
bracis-33616	238	4	noticing	notice	VERB
bracis-33616	238	5	that	that	SCONJ
bracis-33616	238	6	the	the	DET
bracis-33616	238	7	auc	auc	NOUN
bracis-33616	238	8	evaluation	evaluation	NOUN
bracis-33616	238	9	is	be	AUX
bracis-33616	238	10	threshold	threshold	NOUN
bracis-33616	238	11	agnostic	agnostic	ADJ
bracis-33616	238	12	,	,	PUNCT
bracis-33616	238	13	that	that	ADV
bracis-33616	238	14	is	is	ADV
bracis-33616	238	15	,	,	PUNCT
bracis-33616	238	16	no	no	DET
bracis-33616	238	17	particular	particular	ADJ
bracis-33616	238	18	threshold	threshold	NOUN
bracis-33616	238	19	is	be	AUX
bracis-33616	238	20	considered	consider	VERB
bracis-33616	238	21	(	(	PUNCT
bracis-33616	238	22	for	for	ADP
bracis-33616	238	23	that	that	DET
bracis-33616	238	24	reason	reason	NOUN
bracis-33616	238	25	there	there	PRON
bracis-33616	238	26	is	be	VERB
bracis-33616	238	27	only	only	ADV
bracis-33616	238	28	one	one	NUM
bracis-33616	238	29	value	value	NOUN
bracis-33616	238	30	of	of	ADP
bracis-33616	238	31	auc	auc	NOUN
bracis-33616	238	32	for	for	ADP
bracis-33616	238	33	each	each	DET
bracis-33616	238	34	method	method	NOUN
bracis-33616	238	35	in	in	ADP
bracis-33616	238	36	table	table	NOUN
bracis-33616	238	37	 	 	SPACE
bracis-33616	238	38	3	3	NUM
bracis-33616	238	39	)	)	PUNCT
bracis-33616	238	40	.	.	PUNCT
bracis-33616	239	1	for	for	ADP
bracis-33616	239	2	this	this	DET
bracis-33616	239	3	particular	particular	ADJ
bracis-33616	239	4	measure	measure	NOUN
bracis-33616	239	5	,	,	PUNCT
bracis-33616	239	6	the	the	DET
bracis-33616	239	7	baseline	baseline	PROPN
bracis-33616	239	8	b104	b104	PROPN
bracis-33616	239	9	,	,	PUNCT
bracis-33616	239	10	the	the	DET
bracis-33616	239	11	mlp	mlp	NOUN
bracis-33616	239	12	built	build	VERB
bracis-33616	239	13	on	on	ADP
bracis-33616	239	14	the	the	DET
bracis-33616	239	15	basis	basis	NOUN
bracis-33616	239	16	of	of	ADP
bracis-33616	239	17	spectral	spectral	ADJ
bracis-33616	239	18	and	and	CCONJ
bracis-33616	239	19	statistical	statistical	ADJ
bracis-33616	239	20	features	feature	NOUN
bracis-33616	239	21	from	from	ADP
bracis-33616	239	22	all	all	DET
bracis-33616	239	23	eight	eight	NUM
bracis-33616	239	24	sensors	sensor	NOUN
bracis-33616	239	25	,	,	PUNCT
bracis-33616	239	26	is	be	AUX
bracis-33616	239	27	the	the	DET
bracis-33616	239	28	most	most	ADV
bracis-33616	239	29	promising	promising	ADJ
bracis-33616	239	30	model	model	NOUN
bracis-33616	239	31	.	.	PUNCT
bracis-33616	240	1	the	the	DET
bracis-33616	240	2	other	other	ADJ
bracis-33616	240	3	baseline	baseline	NOUN
bracis-33616	240	4	built	build	VERB
bracis-33616	240	5	on	on	ADP
bracis-33616	240	6	the	the	DET
bracis-33616	240	7	basis	basis	NOUN
bracis-33616	240	8	of	of	ADP
bracis-33616	240	9	traditional	traditional	ADJ
bracis-33616	240	10	features	feature	NOUN
bracis-33616	240	11	considering	consider	VERB
bracis-33616	240	12	only	only	ADJ
bracis-33616	240	13	acoustic	acoustic	ADJ
bracis-33616	240	14	signals	signal	NOUN
bracis-33616	240	15	(	(	PUNCT
bracis-33616	240	16	b13	b13	NOUN
bracis-33616	240	17	)	)	PUNCT
bracis-33616	240	18	,	,	PUNCT
bracis-33616	240	19	however	however	ADV
bracis-33616	240	20	,	,	PUNCT
bracis-33616	240	21	has	have	VERB
bracis-33616	240	22	a	a	DET
bracis-33616	240	23	poor	poor	ADJ
bracis-33616	240	24	performance	performance	NOUN
bracis-33616	240	25	,	,	PUNCT
bracis-33616	240	26	with	with	ADP
bracis-33616	240	27	an	an	DET
bracis-33616	240	28	auc	auc	NOUN
bracis-33616	240	29	of	of	ADP
bracis-33616	240	30	\(0.63\pm	\(0.63\pm	NOUN
bracis-33616	240	31	0.06\	0.06\	NOUN
bracis-33616	240	32	)	)	PUNCT
bracis-33616	240	33	,	,	PUNCT
bracis-33616	240	34	which	which	PRON
bracis-33616	240	35	is	be	AUX
bracis-33616	240	36	barely	barely	ADV
bracis-33616	240	37	above	above	ADP
bracis-33616	240	38	that	that	PRON
bracis-33616	240	39	of	of	ADP
bracis-33616	240	40	a	a	DET
bracis-33616	240	41	completely	completely	ADV
bracis-33616	240	42	random	random	ADJ
bracis-33616	240	43	classifier	classifier	NOUN
bracis-33616	240	44	.	.	PUNCT
bracis-33616	241	1	the	the	DET
bracis-33616	241	2	remaining	remain	VERB
bracis-33616	241	3	methods	method	NOUN
bracis-33616	241	4	,	,	PUNCT
bracis-33616	241	5	the	the	DET
bracis-33616	241	6	ae	ae	PROPN
bracis-33616	241	7	and	and	CCONJ
bracis-33616	241	8	the	the	DET
bracis-33616	241	9	remaining	remain	VERB
bracis-33616	241	10	baselines	baseline	NOUN
bracis-33616	241	11	(	(	PUNCT
bracis-33616	241	12	mlp	mlp	NOUN
bracis-33616	241	13	and	and	CCONJ
bracis-33616	241	14	cmlp	cmlp	PROPN
bracis-33616	241	15	)	)	PUNCT
bracis-33616	241	16	,	,	PUNCT
bracis-33616	241	17	also	also	ADV
bracis-33616	241	18	perform	perform	VERB
bracis-33616	241	19	well	well	ADV
bracis-33616	241	20	in	in	ADP
bracis-33616	241	21	terms	term	NOUN
bracis-33616	241	22	of	of	ADP
bracis-33616	241	23	auc	auc	NOUN
bracis-33616	241	24	.	.	PUNCT
bracis-33616	242	1	these	these	DET
bracis-33616	242	2	three	three	NUM
bracis-33616	242	3	are	be	AUX
bracis-33616	242	4	built	build	VERB
bracis-33616	242	5	considering	consider	VERB
bracis-33616	242	6	features	feature	NOUN
bracis-33616	242	7	extracted	extract	VERB
bracis-33616	242	8	from	from	ADP
bracis-33616	242	9	the	the	DET
bracis-33616	242	10	mfecs	mfec	NOUN
bracis-33616	242	11	from	from	ADP
bracis-33616	242	12	the	the	DET
bracis-33616	242	13	acoustic	acoustic	ADJ
bracis-33616	242	14	signals	signal	NOUN
bracis-33616	242	15	only	only	ADV
bracis-33616	242	16	.	.	PUNCT
bracis-33616	243	1	from	from	ADP
bracis-33616	243	2	these	these	PRON
bracis-33616	243	3	,	,	PUNCT
bracis-33616	243	4	the	the	DET
bracis-33616	243	5	ae	ae	PROPN
bracis-33616	243	6	was	be	AUX
bracis-33616	243	7	actually	actually	ADV
bracis-33616	243	8	the	the	DET
bracis-33616	243	9	worst	bad	ADJ
bracis-33616	243	10	performer	performer	NOUN
bracis-33616	243	11	(	(	PUNCT
bracis-33616	243	12	around	around	ADP
bracis-33616	243	13	10	10	NUM
bracis-33616	243	14	%	%	NOUN
bracis-33616	243	15	worse	bad	ADJ
bracis-33616	243	16	than	than	ADP
bracis-33616	243	17	the	the	DET
bracis-33616	243	18	two	two	NUM
bracis-33616	243	19	mlps	mlp	NOUN
bracis-33616	243	20	)	)	PUNCT
bracis-33616	243	21	.	.	PUNCT
bracis-33616	243	22	 	 	SPACE
bracis-33616	244	1	it	it	PRON
bracis-33616	244	2	is	be	AUX
bracis-33616	244	3	important	important	ADJ
bracis-33616	244	4	to	to	PART
bracis-33616	244	5	recall	recall	VERB
bracis-33616	244	6	,	,	PUNCT
bracis-33616	244	7	however	however	ADV
bracis-33616	244	8	,	,	PUNCT
bracis-33616	244	9	that	that	SCONJ
bracis-33616	244	10	the	the	DET
bracis-33616	244	11	ae	ae	PROPN
bracis-33616	244	12	model	model	NOUN
bracis-33616	244	13	does	do	AUX
bracis-33616	244	14	not	not	PART
bracis-33616	244	15	require	require	VERB
bracis-33616	244	16	labeled	label	VERB
bracis-33616	244	17	data	datum	NOUN
bracis-33616	244	18	.	.	PUNCT
bracis-33616	245	1	the	the	DET
bracis-33616	245	2	performance	performance	NOUN
bracis-33616	245	3	of	of	ADP
bracis-33616	245	4	the	the	DET
bracis-33616	245	5	models	model	NOUN
bracis-33616	245	6	in	in	ADP
bracis-33616	245	7	light	light	NOUN
bracis-33616	245	8	of	of	ADP
bracis-33616	245	9	the	the	DET
bracis-33616	245	10	g	g	NOUN
bracis-33616	245	11	-	-	PUNCT
bracis-33616	245	12	means	means	NOUN
bracis-33616	245	13	metric	metric	NOUN
bracis-33616	245	14	follows	follow	VERB
bracis-33616	245	15	a	a	DET
bracis-33616	245	16	similar	similar	ADJ
bracis-33616	245	17	pattern	pattern	NOUN
bracis-33616	245	18	of	of	ADP
bracis-33616	245	19	that	that	PRON
bracis-33616	245	20	from	from	ADP
bracis-33616	245	21	the	the	DET
bracis-33616	245	22	auc	auc	NOUN
bracis-33616	245	23	analysis	analysis	NOUN
bracis-33616	245	24	.	.	PUNCT
bracis-33616	246	1	the	the	DET
bracis-33616	246	2	most	most	ADV
bracis-33616	246	3	accurate	accurate	ADJ
bracis-33616	246	4	anomaly	anomaly	NOUN
bracis-33616	246	5	detector	detector	NOUN
bracis-33616	246	6	is	be	AUX
bracis-33616	246	7	still	still	ADV
bracis-33616	246	8	b104	b104	PROPN
bracis-33616	246	9	(	(	PUNCT
bracis-33616	246	10	with	with	ADP
bracis-33616	246	11	a	a	DET
bracis-33616	246	12	performance	performance	NOUN
bracis-33616	246	13	similar	similar	ADJ
bracis-33616	246	14	to	to	ADP
bracis-33616	246	15	that	that	PRON
bracis-33616	246	16	observed	observe	VERB
bracis-33616	246	17	in	in	ADP
bracis-33616	246	18	previous	previous	ADJ
bracis-33616	246	19	works	work	NOUN
bracis-33616	246	20	on	on	ADP
bracis-33616	246	21	mafaulda	mafaulda	NOUN
bracis-33616	246	22	)	)	PUNCT
bracis-33616	246	23	,	,	PUNCT
bracis-33616	246	24	succeeded	succeed	VERB
bracis-33616	246	25	by	by	ADP
bracis-33616	246	26	both	both	DET
bracis-33616	246	27	mlps	mlp	NOUN
bracis-33616	246	28	and	and	CCONJ
bracis-33616	246	29	the	the	DET
bracis-33616	246	30	ae	ae	PROPN
bracis-33616	246	31	.	.	PUNCT
bracis-33616	247	1	in	in	ADP
bracis-33616	247	2	the	the	DET
bracis-33616	247	3	case	case	NOUN
bracis-33616	247	4	of	of	ADP
bracis-33616	247	5	b104	b104	PROPN
bracis-33616	247	6	,	,	PUNCT
bracis-33616	247	7	the	the	DET
bracis-33616	247	8	four	four	NUM
bracis-33616	247	9	thresholds	threshold	NOUN
bracis-33616	247	10	yield	yield	VERB
bracis-33616	247	11	almost	almost	ADV
bracis-33616	247	12	the	the	DET
bracis-33616	247	13	same	same	ADJ
bracis-33616	247	14	performance	performance	NOUN
bracis-33616	247	15	.	.	PUNCT
bracis-33616	248	1	the	the	DET
bracis-33616	248	2	mlp	mlp	NOUN
bracis-33616	248	3	models	model	NOUN
bracis-33616	248	4	are	be	AUX
bracis-33616	248	5	lightly	lightly	ADV
bracis-33616	248	6	affected	affect	VERB
bracis-33616	248	7	by	by	ADP
bracis-33616	248	8	threshold	threshold	NOUN
bracis-33616	248	9	selection	selection	NOUN
bracis-33616	248	10	,	,	PUNCT
bracis-33616	248	11	whereas	whereas	SCONJ
bracis-33616	248	12	for	for	ADP
bracis-33616	248	13	the	the	DET
bracis-33616	248	14	ae	ae	PROPN
bracis-33616	248	15	model	model	NOUN
bracis-33616	248	16	,	,	PUNCT
bracis-33616	248	17	mean	mean	VERB
bracis-33616	248	18	and	and	CCONJ
bracis-33616	248	19	median	median	ADJ
bracis-33616	248	20	thresholds	threshold	NOUN
bracis-33616	248	21	taken	take	VERB
bracis-33616	248	22	from	from	ADP
bracis-33616	248	23	the	the	DET
bracis-33616	248	24	validation	validation	NOUN
bracis-33616	248	25	set	set	NOUN
bracis-33616	248	26	are	be	AUX
bracis-33616	248	27	more	more	ADV
bracis-33616	248	28	promising	promising	ADJ
bracis-33616	248	29	.	.	PUNCT
bracis-33616	249	1	once	once	ADV
bracis-33616	249	2	again	again	ADV
bracis-33616	249	3	,	,	PUNCT
bracis-33616	249	4	the	the	DET
bracis-33616	249	5	model	model	NOUN
bracis-33616	249	6	built	build	VERB
bracis-33616	249	7	on	on	ADP
bracis-33616	249	8	the	the	DET
bracis-33616	249	9	basis	basis	NOUN
bracis-33616	249	10	of	of	ADP
bracis-33616	249	11	statistical	statistical	ADJ
bracis-33616	249	12	and	and	CCONJ
bracis-33616	249	13	spectral	spectral	ADJ
bracis-33616	249	14	features	feature	NOUN
bracis-33616	249	15	of	of	ADP
bracis-33616	249	16	the	the	DET
bracis-33616	249	17	acoustic	acoustic	ADJ
bracis-33616	249	18	signal	signal	NOUN
bracis-33616	249	19	alone	alone	ADV
bracis-33616	249	20	(	(	PUNCT
bracis-33616	249	21	b13	b13	NOUN
bracis-33616	249	22	)	)	PUNCT
bracis-33616	249	23	was	be	AUX
bracis-33616	249	24	the	the	DET
bracis-33616	249	25	worst	bad	ADJ
bracis-33616	249	26	performer	performer	NOUN
bracis-33616	249	27	among	among	ADP
bracis-33616	249	28	all	all	DET
bracis-33616	249	29	models	model	NOUN
bracis-33616	249	30	under	under	ADP
bracis-33616	249	31	evaluation	evaluation	NOUN
bracis-33616	249	32	.	.	PUNCT
bracis-33616	250	1	table	table	NOUN
bracis-33616	250	2	3	3	NUM
bracis-33616	250	3	.	.	PUNCT
bracis-33616	251	1	detailed	detailed	ADJ
bracis-33616	251	2	result	result	NOUN
bracis-33616	251	3	for	for	ADP
bracis-33616	251	4	all	all	DET
bracis-33616	251	5	the	the	DET
bracis-33616	251	6	methods	method	NOUN
bracis-33616	251	7	considered	consider	VERB
bracis-33616	251	8	in	in	ADP
bracis-33616	251	9	the	the	DET
bracis-33616	251	10	experiments.full	experiments.full	NUM
bracis-33616	251	11	size	size	NOUN
bracis-33616	251	12	table	table	NOUN
bracis-33616	251	13	the	the	DET
bracis-33616	251	14	values	value	NOUN
bracis-33616	251	15	of	of	ADP
bracis-33616	251	16	tnr	tnr	PROPN
bracis-33616	251	17	and	and	CCONJ
bracis-33616	251	18	tpr	tpr	PROPN
bracis-33616	251	19	metrics	metric	NOUN
bracis-33616	251	20	provide	provide	VERB
bracis-33616	251	21	some	some	DET
bracis-33616	251	22	insights	insight	NOUN
bracis-33616	251	23	into	into	ADP
bracis-33616	251	24	the	the	DET
bracis-33616	251	25	values	value	NOUN
bracis-33616	251	26	of	of	ADP
bracis-33616	251	27	the	the	DET
bracis-33616	251	28	g	g	NOUN
bracis-33616	251	29	-	-	PUNCT
bracis-33616	251	30	means	means	NOUN
bracis-33616	251	31	metric	metric	ADJ
bracis-33616	251	32	.	.	PUNCT
bracis-33616	252	1	there	there	PRON
bracis-33616	252	2	is	be	VERB
bracis-33616	252	3	a	a	DET
bracis-33616	252	4	higher	high	ADJ
bracis-33616	252	5	standard	standard	ADJ
bracis-33616	252	6	deviation	deviation	NOUN
bracis-33616	252	7	for	for	ADP
bracis-33616	252	8	the	the	DET
bracis-33616	252	9	tnr	tnr	PROPN
bracis-33616	252	10	metric	metric	NOUN
bracis-33616	252	11	,	,	PUNCT
bracis-33616	252	12	which	which	PRON
bracis-33616	252	13	might	might	AUX
bracis-33616	252	14	be	be	AUX
bracis-33616	252	15	justified	justify	VERB
bracis-33616	252	16	by	by	ADP
bracis-33616	252	17	the	the	DET
bracis-33616	252	18	small	small	ADJ
bracis-33616	252	19	amount	amount	NOUN
bracis-33616	252	20	of	of	ADP
bracis-33616	252	21	negative	negative	ADJ
bracis-33616	252	22	(	(	PUNCT
bracis-33616	252	23	normal	normal	ADJ
bracis-33616	252	24	behaviour	behaviour	NOUN
bracis-33616	252	25	)	)	PUNCT
bracis-33616	252	26	class	class	NOUN
bracis-33616	252	27	.	.	PUNCT
bracis-33616	253	1	the	the	DET
bracis-33616	253	2	ae	ae	PROPN
bracis-33616	253	3	model	model	PROPN
bracis-33616	253	4	predominantly	predominantly	ADV
bracis-33616	253	5	exhibits	exhibit	VERB
bracis-33616	253	6	higher	high	ADJ
bracis-33616	253	7	tnr	tnr	PROPN
bracis-33616	253	8	values	value	NOUN
bracis-33616	253	9	than	than	ADP
bracis-33616	253	10	tpr	tpr	PROPN
bracis-33616	253	11	.	.	PUNCT
bracis-33616	254	1	this	this	PRON
bracis-33616	254	2	might	might	AUX
bracis-33616	254	3	indicate	indicate	VERB
bracis-33616	254	4	that	that	SCONJ
bracis-33616	254	5	the	the	DET
bracis-33616	254	6	threshold	threshold	NOUN
bracis-33616	254	7	selected	select	VERB
bracis-33616	254	8	from	from	ADP
bracis-33616	254	9	the	the	DET
bracis-33616	254	10	validation	validation	NOUN
bracis-33616	254	11	sets	set	NOUN
bracis-33616	254	12	is	be	AUX
bracis-33616	254	13	too	too	ADV
bracis-33616	254	14	high	high	ADJ
bracis-33616	254	15	.	.	PUNCT
bracis-33616	255	1	indeed	indeed	ADV
bracis-33616	255	2	,	,	PUNCT
bracis-33616	255	3	for	for	ADP
bracis-33616	255	4	the	the	DET
bracis-33616	255	5	min	min	NOUN
bracis-33616	255	6	threshold	threshold	PROPN
bracis-33616	255	7	,	,	PUNCT
bracis-33616	255	8	tpr	tpr	PROPN
bracis-33616	255	9	is	be	AUX
bracis-33616	255	10	higher	high	ADJ
bracis-33616	255	11	than	than	ADP
bracis-33616	255	12	tnr	tnr	PROPN
bracis-33616	255	13	for	for	ADP
bracis-33616	255	14	ae	ae	PROPN
bracis-33616	255	15	.	.	PUNCT
bracis-33616	256	1	such	such	DET
bracis-33616	256	2	an	an	DET
bracis-33616	256	3	effect	effect	NOUN
bracis-33616	256	4	might	might	AUX
bracis-33616	256	5	be	be	AUX
bracis-33616	256	6	an	an	DET
bracis-33616	256	7	indicative	indicative	ADJ
bracis-33616	256	8	that	that	SCONJ
bracis-33616	256	9	the	the	DET
bracis-33616	256	10	ae	ae	PROPN
bracis-33616	256	11	did	do	AUX
bracis-33616	256	12	not	not	PART
bracis-33616	256	13	fully	fully	ADV
bracis-33616	256	14	learn	learn	VERB
bracis-33616	256	15	how	how	SCONJ
bracis-33616	256	16	to	to	PART
bracis-33616	256	17	represent	represent	VERB
bracis-33616	256	18	the	the	DET
bracis-33616	256	19	normal	normal	ADJ
bracis-33616	256	20	signal	signal	NOUN
bracis-33616	256	21	.	.	PUNCT
bracis-33616	257	1	this	this	PRON
bracis-33616	257	2	,	,	PUNCT
bracis-33616	257	3	in	in	ADP
bracis-33616	257	4	turn	turn	NOUN
bracis-33616	257	5	,	,	PUNCT
bracis-33616	257	6	might	might	AUX
bracis-33616	257	7	result	result	VERB
bracis-33616	257	8	in	in	ADP
bracis-33616	257	9	reconstruction	reconstruction	NOUN
bracis-33616	257	10	errors	error	NOUN
bracis-33616	257	11	for	for	ADP
bracis-33616	257	12	abnormal	abnormal	ADJ
bracis-33616	257	13	signals	signal	NOUN
bracis-33616	257	14	(	(	PUNCT
bracis-33616	257	15	faults	fault	NOUN
bracis-33616	257	16	)	)	PUNCT
bracis-33616	257	17	that	that	PRON
bracis-33616	257	18	are	be	AUX
bracis-33616	257	19	not	not	PART
bracis-33616	257	20	clearly	clearly	ADV
bracis-33616	257	21	distinguishable	distinguishable	ADJ
bracis-33616	257	22	from	from	ADP
bracis-33616	257	23	normal	normal	ADJ
bracis-33616	257	24	ones	one	NOUN
bracis-33616	257	25	.	.	PUNCT
bracis-33616	258	1	even	even	ADV
bracis-33616	258	2	though	though	SCONJ
bracis-33616	258	3	the	the	DET
bracis-33616	258	4	autoencoder	autoencoder	NOUN
bracis-33616	258	5	approach	approach	NOUN
bracis-33616	258	6	did	do	AUX
bracis-33616	258	7	not	not	PART
bracis-33616	258	8	provide	provide	VERB
bracis-33616	258	9	the	the	DET
bracis-33616	258	10	best	good	ADJ
bracis-33616	258	11	results	result	NOUN
bracis-33616	258	12	,	,	PUNCT
bracis-33616	258	13	we	we	PRON
bracis-33616	258	14	believe	believe	VERB
bracis-33616	258	15	that	that	SCONJ
bracis-33616	258	16	taking	take	VERB
bracis-33616	258	17	this	this	DET
bracis-33616	258	18	result	result	NOUN
bracis-33616	258	19	on	on	ADP
bracis-33616	258	20	its	its	PRON
bracis-33616	258	21	own	own	ADJ
bracis-33616	258	22	would	would	AUX
bracis-33616	258	23	be	be	AUX
bracis-33616	258	24	misleading	misleading	ADJ
bracis-33616	258	25	.	.	PUNCT
bracis-33616	259	1	to	to	PART
bracis-33616	259	2	fully	fully	ADV
bracis-33616	259	3	appreciate	appreciate	VERB
bracis-33616	259	4	these	these	DET
bracis-33616	259	5	results	result	NOUN
bracis-33616	259	6	,	,	PUNCT
bracis-33616	259	7	we	we	PRON
bracis-33616	259	8	must	must	AUX
bracis-33616	259	9	take	take	VERB
bracis-33616	259	10	into	into	ADP
bracis-33616	259	11	account	account	NOUN
bracis-33616	259	12	some	some	DET
bracis-33616	259	13	key	key	ADJ
bracis-33616	259	14	points	point	NOUN
bracis-33616	259	15	,	,	PUNCT
bracis-33616	259	16	discussed	discuss	VERB
bracis-33616	259	17	next	next	ADV
bracis-33616	259	18	.	.	PUNCT
bracis-33616	260	1	first	first	ADV
bracis-33616	260	2	,	,	PUNCT
bracis-33616	260	3	these	these	DET
bracis-33616	260	4	results	result	NOUN
bracis-33616	260	5	should	should	AUX
bracis-33616	260	6	be	be	AUX
bracis-33616	260	7	appreciated	appreciate	VERB
bracis-33616	260	8	in	in	ADP
bracis-33616	260	9	light	light	NOUN
bracis-33616	260	10	of	of	ADP
bracis-33616	260	11	the	the	DET
bracis-33616	260	12	fact	fact	NOUN
bracis-33616	260	13	that	that	SCONJ
bracis-33616	260	14	there	there	PRON
bracis-33616	260	15	is	be	VERB
bracis-33616	260	16	a	a	DET
bracis-33616	260	17	severe	severe	ADJ
bracis-33616	260	18	imbalance	imbalance	NOUN
bracis-33616	260	19	in	in	ADP
bracis-33616	260	20	the	the	DET
bracis-33616	260	21	mafaulda	mafaulda	ADJ
bracis-33616	260	22	database	database	NOUN
bracis-33616	260	23	towards	towards	ADP
bracis-33616	260	24	the	the	DET
bracis-33616	260	25	positive	positive	ADJ
bracis-33616	260	26	class	class	NOUN
bracis-33616	260	27	 	 	SPACE
bracis-33616	260	28	(	(	PUNCT
bracis-33616	260	29	faulty	faulty	ADJ
bracis-33616	260	30	class	class	NOUN
bracis-33616	260	31	)	)	PUNCT
bracis-33616	260	32	.	.	PUNCT
bracis-33616	261	1	this	this	PRON
bracis-33616	261	2	means	mean	VERB
bracis-33616	261	3	that	that	SCONJ
bracis-33616	261	4	the	the	DET
bracis-33616	261	5	aes	aes	PROPN
bracis-33616	261	6	were	be	AUX
bracis-33616	261	7	trained	train	VERB
bracis-33616	261	8	on	on	ADP
bracis-33616	261	9	a	a	DET
bracis-33616	261	10	subset	subset	NOUN
bracis-33616	261	11	from	from	ADP
bracis-33616	261	12	a	a	DET
bracis-33616	261	13	total	total	NOUN
bracis-33616	261	14	of	of	ADP
bracis-33616	261	15	10,290	10,290	NUM
bracis-33616	261	16	normal	normal	ADJ
bracis-33616	261	17	objectsfootnote	objectsfootnote	NOUN
bracis-33616	261	18	1	1	NUM
bracis-33616	261	19	.	.	PUNCT
bracis-33616	262	1	meanwhile	meanwhile	ADV
bracis-33616	262	2	,	,	PUNCT
bracis-33616	262	3	the	the	DET
bracis-33616	262	4	mlp	mlp	NOUN
bracis-33616	262	5	baselines	baseline	NOUN
bracis-33616	262	6	that	that	PRON
bracis-33616	262	7	employed	employ	VERB
bracis-33616	262	8	the	the	DET
bracis-33616	262	9	same	same	ADJ
bracis-33616	262	10	feature	feature	NOUN
bracis-33616	262	11	space	space	NOUN
bracis-33616	262	12	 	 	SPACE
bracis-33616	262	13	(	(	PUNCT
bracis-33616	262	14	mlp	mlp	NOUN
bracis-33616	262	15	and	and	CCONJ
bracis-33616	262	16	cmlp	cmlp	PROPN
bracis-33616	262	17	)	)	PUNCT
bracis-33616	262	18	were	be	AUX
bracis-33616	262	19	trained	train	VERB
bracis-33616	262	20	on	on	ADP
bracis-33616	262	21	a	a	DET
bracis-33616	262	22	subset	subset	NOUN
bracis-33616	262	23	from	from	ADP
bracis-33616	262	24	a	a	DET
bracis-33616	262	25	total	total	NOUN
bracis-33616	262	26	of	of	ADP
bracis-33616	262	27	409,710	409,710	NUM
bracis-33616	262	28	objects	object	NOUN
bracis-33616	262	29	 	 	SPACE
bracis-33616	262	30	(	(	PUNCT
bracis-33616	262	31	10,290	10,290	NUM
bracis-33616	262	32	normal	normal	ADJ
bracis-33616	262	33	and	and	CCONJ
bracis-33616	262	34	399,420	399,420	NUM
bracis-33616	262	35	faulty	faulty	NOUN
bracis-33616	262	36	)	)	PUNCT
bracis-33616	262	37	.	.	PUNCT
bracis-33616	263	1	in	in	ADP
bracis-33616	263	2	brief	brief	NOUN
bracis-33616	263	3	,	,	PUNCT
bracis-33616	263	4	the	the	DET
bracis-33616	263	5	baselines	baseline	NOUN
bracis-33616	263	6	had	have	VERB
bracis-33616	263	7	almost	almost	ADV
bracis-33616	263	8	40	40	NUM
bracis-33616	263	9	times	time	NOUN
bracis-33616	263	10	more	more	ADJ
bracis-33616	263	11	data	datum	NOUN
bracis-33616	263	12	available	available	ADJ
bracis-33616	263	13	during	during	ADP
bracis-33616	263	14	training	training	NOUN
bracis-33616	263	15	,	,	PUNCT
bracis-33616	263	16	which	which	PRON
bracis-33616	263	17	might	might	AUX
bracis-33616	263	18	have	have	AUX
bracis-33616	263	19	helped	help	VERB
bracis-33616	263	20	them	they	PRON
bracis-33616	263	21	to	to	PART
bracis-33616	263	22	better	well	ADV
bracis-33616	263	23	represent	represent	VERB
bracis-33616	263	24	the	the	DET
bracis-33616	263	25	phenomenon	phenomenon	NOUN
bracis-33616	263	26	under	under	ADP
bracis-33616	263	27	investigation	investigation	NOUN
bracis-33616	263	28	,	,	PUNCT
bracis-33616	263	29	enhancing	enhance	VERB
bracis-33616	263	30	their	their	PRON
bracis-33616	263	31	performance	performance	NOUN
bracis-33616	263	32	.	.	PUNCT
bracis-33616	264	1	second	second	ADJ
bracis-33616	264	2	,	,	PUNCT
bracis-33616	264	3	it	it	PRON
bracis-33616	264	4	is	be	AUX
bracis-33616	264	5	important	important	ADJ
bracis-33616	264	6	to	to	PART
bracis-33616	264	7	highlight	highlight	VERB
bracis-33616	264	8	that	that	SCONJ
bracis-33616	264	9	the	the	DET
bracis-33616	264	10	autoencoder	autoencoder	NOUN
bracis-33616	264	11	(	(	PUNCT
bracis-33616	264	12	ae	ae	PROPN
bracis-33616	264	13	)	)	PUNCT
bracis-33616	264	14	is	be	AUX
bracis-33616	264	15	an	an	DET
bracis-33616	264	16	unsupervised	unsupervised	ADJ
bracis-33616	264	17	method	method	NOUN
bracis-33616	264	18	,	,	PUNCT
bracis-33616	264	19	whereas	whereas	SCONJ
bracis-33616	264	20	all	all	DET
bracis-33616	264	21	baselines	baseline	NOUN
bracis-33616	264	22	are	be	AUX
bracis-33616	264	23	supervised	supervise	VERB
bracis-33616	264	24	.	.	PUNCT
bracis-33616	265	1	this	this	PRON
bracis-33616	265	2	has	have	VERB
bracis-33616	265	3	major	major	ADJ
bracis-33616	265	4	practical	practical	ADJ
bracis-33616	265	5	implications	implication	NOUN
bracis-33616	265	6	,	,	PUNCT
bracis-33616	265	7	given	give	VERB
bracis-33616	265	8	that	that	SCONJ
bracis-33616	265	9	the	the	DET
bracis-33616	265	10	ae	ae	PROPN
bracis-33616	265	11	model	model	NOUN
bracis-33616	265	12	depends	depend	VERB
bracis-33616	265	13	exclusively	exclusively	ADV
bracis-33616	265	14	on	on	ADP
bracis-33616	265	15	normal	normal	ADJ
bracis-33616	265	16	operation	operation	NOUN
bracis-33616	265	17	data	datum	NOUN
bracis-33616	265	18	from	from	ADP
bracis-33616	265	19	a	a	DET
bracis-33616	265	20	machine	machine	NOUN
bracis-33616	265	21	for	for	ADP
bracis-33616	265	22	its	its	PRON
bracis-33616	265	23	training	training	NOUN
bracis-33616	265	24	.	.	PUNCT
bracis-33616	266	1	all	all	DET
bracis-33616	266	2	the	the	DET
bracis-33616	266	3	baselines	baseline	NOUN
bracis-33616	266	4	,	,	PUNCT
bracis-33616	266	5	on	on	ADP
bracis-33616	266	6	the	the	DET
bracis-33616	266	7	other	other	ADJ
bracis-33616	266	8	hand	hand	NOUN
bracis-33616	266	9	,	,	PUNCT
bracis-33616	266	10	can	can	AUX
bracis-33616	266	11	not	not	PART
bracis-33616	266	12	be	be	AUX
bracis-33616	266	13	trained	train	VERB
bracis-33616	266	14	without	without	ADP
bracis-33616	266	15	labeled	label	VERB
bracis-33616	266	16	data	datum	NOUN
bracis-33616	266	17	(	(	PUNCT
bracis-33616	266	18	normal	normal	ADJ
bracis-33616	266	19	and	and	CCONJ
bracis-33616	266	20	faulty	faulty	ADJ
bracis-33616	266	21	)	)	PUNCT
bracis-33616	266	22	.	.	PUNCT
bracis-33616	267	1	faulty	faulty	ADJ
bracis-33616	267	2	data	datum	NOUN
bracis-33616	267	3	might	might	AUX
bracis-33616	267	4	be	be	AUX
bracis-33616	267	5	not	not	PART
bracis-33616	267	6	only	only	ADV
bracis-33616	267	7	difficult	difficult	ADJ
bracis-33616	267	8	to	to	PART
bracis-33616	267	9	obtain	obtain	VERB
bracis-33616	267	10	,	,	PUNCT
bracis-33616	267	11	but	but	CCONJ
bracis-33616	267	12	also	also	ADV
bracis-33616	267	13	costly	costly	ADJ
bracis-33616	267	14	.	.	PUNCT
bracis-33616	268	1	moreover	moreover	ADV
bracis-33616	268	2	,	,	PUNCT
bracis-33616	268	3	it	it	PRON
bracis-33616	268	4	is	be	AUX
bracis-33616	268	5	almost	almost	ADV
bracis-33616	268	6	impossible	impossible	ADJ
bracis-33616	268	7	to	to	PART
bracis-33616	268	8	foresee	foresee	VERB
bracis-33616	268	9	all	all	DET
bracis-33616	268	10	fault	fault	NOUN
bracis-33616	268	11	types	type	NOUN
bracis-33616	268	12	and	and	CCONJ
bracis-33616	268	13	magnitudes	magnitude	NOUN
bracis-33616	268	14	in	in	ADP
bracis-33616	268	15	real	real	ADJ
bracis-33616	268	16	-	-	PUNCT
bracis-33616	268	17	world	world	NOUN
bracis-33616	268	18	scenarios	scenario	NOUN
bracis-33616	268	19	.	.	PUNCT
bracis-33616	269	1	7	7	NUM
bracis-33616	269	2	conclusions	conclusion	NOUN
bracis-33616	269	3	in	in	ADP
bracis-33616	269	4	this	this	DET
bracis-33616	269	5	work	work	NOUN
bracis-33616	269	6	a	a	DET
bracis-33616	269	7	case	case	NOUN
bracis-33616	269	8	study	study	NOUN
bracis-33616	269	9	in	in	ADP
bracis-33616	269	10	the	the	DET
bracis-33616	269	11	context	context	NOUN
bracis-33616	269	12	of	of	ADP
bracis-33616	269	13	fault	fault	NOUN
bracis-33616	269	14	detection	detection	NOUN
bracis-33616	269	15	for	for	ADP
bracis-33616	269	16	electrical	electrical	ADJ
bracis-33616	269	17	rotating	rotate	VERB
bracis-33616	269	18	machines	machine	NOUN
bracis-33616	269	19	was	be	AUX
bracis-33616	269	20	considered	consider	VERB
bracis-33616	269	21	.	.	PUNCT
bracis-33616	270	1	more	more	ADV
bracis-33616	270	2	specifically	specifically	ADV
bracis-33616	270	3	,	,	PUNCT
bracis-33616	270	4	we	we	PRON
bracis-33616	270	5	evaluated	evaluate	VERB
bracis-33616	270	6	unsupervised	unsupervised	ADJ
bracis-33616	270	7	fault	fault	NOUN
bracis-33616	270	8	detection	detection	NOUN
bracis-33616	270	9	,	,	PUNCT
bracis-33616	270	10	performed	perform	VERB
bracis-33616	270	11	with	with	ADP
bracis-33616	270	12	autoencoders	autoencoder	NOUN
bracis-33616	270	13	,	,	PUNCT
bracis-33616	270	14	taking	take	VERB
bracis-33616	270	15	into	into	ADP
bracis-33616	270	16	account	account	NOUN
bracis-33616	270	17	exclusively	exclusively	ADV
bracis-33616	270	18	acoustic	acoustic	ADJ
bracis-33616	270	19	data	datum	NOUN
bracis-33616	270	20	.	.	PUNCT
bracis-33616	271	1	our	our	PRON
bracis-33616	271	2	case	case	NOUN
bracis-33616	271	3	study	study	NOUN
bracis-33616	271	4	was	be	AUX
bracis-33616	271	5	based	base	VERB
bracis-33616	271	6	on	on	ADP
bracis-33616	271	7	machine	machine	NOUN
bracis-33616	271	8	fault	fault	NOUN
bracis-33616	271	9	database	database	NOUN
bracis-33616	271	10	(	(	PUNCT
bracis-33616	271	11	mafaulda	mafaulda	NOUN
bracis-33616	271	12	)	)	PUNCT
bracis-33616	271	13	,	,	PUNCT
bracis-33616	271	14	which	which	PRON
bracis-33616	271	15	is	be	AUX
bracis-33616	271	16	publicly	publicly	ADV
bracis-33616	271	17	available	available	ADJ
bracis-33616	271	18	 	 	SPACE
bracis-33616	272	1	[	[	X
bracis-33616	272	2	10	10	NUM
bracis-33616	272	3	]	]	PUNCT
bracis-33616	272	4	.	.	PUNCT
bracis-33616	273	1	following	follow	VERB
bracis-33616	273	2	good	good	ADJ
bracis-33616	273	3	research	research	NOUN
bracis-33616	273	4	practices	practice	NOUN
bracis-33616	273	5	,	,	PUNCT
bracis-33616	273	6	our	our	PRON
bracis-33616	273	7	experiments	experiment	NOUN
bracis-33616	273	8	are	be	AUX
bracis-33616	273	9	fully	fully	ADV
bracis-33616	273	10	reproducible	reproducible	ADJ
bracis-33616	273	11	,	,	PUNCT
bracis-33616	273	12	with	with	SCONJ
bracis-33616	273	13	all	all	DET
bracis-33616	273	14	source	source	NOUN
bracis-33616	273	15	code	code	NOUN
bracis-33616	273	16	publicly	publicly	ADV
bracis-33616	273	17	available	available	ADJ
bracis-33616	273	18	at	at	ADP
bracis-33616	273	19	 	 	SPACE
bracis-33616	273	20	[	[	X
bracis-33616	273	21	2	2	NUM
bracis-33616	273	22	]	]	PUNCT
bracis-33616	273	23	.	.	PUNCT
bracis-33616	274	1	our	our	PRON
bracis-33616	274	2	proposed	propose	VERB
bracis-33616	274	3	approach	approach	NOUN
bracis-33616	274	4	was	be	AUX
bracis-33616	274	5	evaluated	evaluate	VERB
bracis-33616	274	6	against	against	ADP
bracis-33616	274	7	baselines	baseline	NOUN
bracis-33616	274	8	considering	consider	VERB
bracis-33616	274	9	two	two	NUM
bracis-33616	274	10	feature	feature	NOUN
bracis-33616	274	11	extraction	extraction	NOUN
bracis-33616	274	12	techniques	technique	NOUN
bracis-33616	274	13	,	,	PUNCT
bracis-33616	274	14	i.e.	i.e.	X
bracis-33616	274	15	,	,	PUNCT
bracis-33616	274	16	(	(	PUNCT
bracis-33616	274	17	i	i	NOUN
bracis-33616	274	18	)	)	PUNCT
bracis-33616	274	19	statistical	statistical	ADJ
bracis-33616	274	20	and	and	CCONJ
bracis-33616	274	21	spectral	spectral	ADJ
bracis-33616	274	22	features	feature	NOUN
bracis-33616	274	23	(	(	PUNCT
bracis-33616	274	24	a	a	DET
bracis-33616	274	25	“	"	PUNCT
bracis-33616	274	26	traditional	traditional	ADJ
bracis-33616	274	27	”	"	PUNCT
bracis-33616	274	28	way	way	NOUN
bracis-33616	274	29	of	of	ADP
bracis-33616	274	30	dealing	deal	VERB
bracis-33616	274	31	with	with	ADP
bracis-33616	274	32	acoustic	acoustic	ADJ
bracis-33616	274	33	signals	signal	NOUN
bracis-33616	274	34	)	)	PUNCT
bracis-33616	274	35	and	and	CCONJ
bracis-33616	274	36	;	;	PUNCT
bracis-33616	274	37	(	(	PUNCT
bracis-33616	274	38	ii	ii	X
bracis-33616	274	39	)	)	PUNCT
bracis-33616	274	40	the	the	DET
bracis-33616	274	41	very	very	ADV
bracis-33616	274	42	same	same	ADJ
bracis-33616	274	43	mfec	mfec	ADJ
bracis-33616	274	44	-	-	PUNCT
bracis-33616	274	45	based	base	VERB
bracis-33616	274	46	feature	feature	NOUN
bracis-33616	274	47	space	space	NOUN
bracis-33616	274	48	employed	employ	VERB
bracis-33616	274	49	by	by	ADP
bracis-33616	274	50	our	our	PRON
bracis-33616	274	51	proposed	propose	VERB
bracis-33616	274	52	approach	approach	NOUN
bracis-33616	274	53	.	.	PUNCT
bracis-33616	275	1	we	we	PRON
bracis-33616	275	2	also	also	ADV
bracis-33616	275	3	considered	consider	VERB
bracis-33616	275	4	baselines	baseline	NOUN
bracis-33616	275	5	that	that	PRON
bracis-33616	275	6	took	take	VERB
bracis-33616	275	7	as	as	ADP
bracis-33616	275	8	input	input	NOUN
bracis-33616	275	9	additional	additional	ADJ
bracis-33616	275	10	signals	signal	NOUN
bracis-33616	275	11	from	from	ADP
bracis-33616	275	12	the	the	DET
bracis-33616	275	13	rotating	rotate	VERB
bracis-33616	275	14	machine	machine	NOUN
bracis-33616	275	15	,	,	PUNCT
bracis-33616	275	16	other	other	ADJ
bracis-33616	275	17	than	than	ADP
bracis-33616	275	18	the	the	DET
bracis-33616	275	19	acoustic	acoustic	ADJ
bracis-33616	275	20	one	one	NOUN
bracis-33616	275	21	,	,	PUNCT
bracis-33616	275	22	to	to	PART
bracis-33616	275	23	place	place	VERB
bracis-33616	275	24	results	result	NOUN
bracis-33616	275	25	in	in	ADP
bracis-33616	275	26	perspective	perspective	NOUN
bracis-33616	275	27	.	.	PUNCT
bracis-33616	276	1	results	result	NOUN
bracis-33616	276	2	from	from	ADP
bracis-33616	276	3	the	the	DET
bracis-33616	276	4	evaluation	evaluation	NOUN
bracis-33616	276	5	indicate	indicate	VERB
bracis-33616	276	6	that	that	SCONJ
bracis-33616	276	7	a	a	DET
bracis-33616	276	8	multilayer	multilayer	ADJ
bracis-33616	276	9	perception	perception	NOUN
bracis-33616	276	10	,	,	PUNCT
bracis-33616	276	11	trained	train	VERB
bracis-33616	276	12	on	on	ADP
bracis-33616	276	13	data	datum	NOUN
bracis-33616	276	14	from	from	ADP
bracis-33616	276	15	all	all	DET
bracis-33616	276	16	the	the	DET
bracis-33616	276	17	sensors	sensor	NOUN
bracis-33616	276	18	available	available	ADJ
bracis-33616	276	19	in	in	ADP
bracis-33616	276	20	mafaulda	mafaulda	NOUN
bracis-33616	276	21	(	(	PUNCT
bracis-33616	276	22	baseline	baseline	PROPN
bracis-33616	276	23	referred	refer	VERB
bracis-33616	276	24	to	to	ADP
bracis-33616	276	25	as	as	ADP
bracis-33616	276	26	b104	b104	PROPN
bracis-33616	276	27	)	)	PUNCT
bracis-33616	276	28	,	,	PUNCT
bracis-33616	276	29	provides	provide	VERB
bracis-33616	276	30	the	the	DET
bracis-33616	276	31	best	good	ADJ
bracis-33616	276	32	overall	overall	ADJ
bracis-33616	276	33	results	result	NOUN
bracis-33616	276	34	.	.	PUNCT
bracis-33616	277	1	in	in	ADP
bracis-33616	277	2	fact	fact	NOUN
bracis-33616	277	3	,	,	PUNCT
bracis-33616	277	4	these	these	PRON
bracis-33616	277	5	are	be	AUX
bracis-33616	277	6	close	close	ADJ
bracis-33616	277	7	to	to	PART
bracis-33616	277	8	perfect	perfect	VERB
bracis-33616	277	9	fault	fault	NOUN
bracis-33616	277	10	detection	detection	NOUN
bracis-33616	277	11	in	in	ADP
bracis-33616	277	12	the	the	DET
bracis-33616	277	13	application	application	NOUN
bracis-33616	277	14	.	.	PUNCT
bracis-33616	278	1	another	another	DET
bracis-33616	278	2	mlp	mlp	NOUN
bracis-33616	278	3	model	model	NOUN
bracis-33616	278	4	(	(	PUNCT
bracis-33616	278	5	also	also	ADV
bracis-33616	278	6	a	a	DET
bracis-33616	278	7	baseline	baseline	NOUN
bracis-33616	278	8	—	—	PUNCT
bracis-33616	278	9	referred	refer	VERB
bracis-33616	278	10	to	to	ADP
bracis-33616	278	11	as	as	ADP
bracis-33616	278	12	b13	b13	NOUN
bracis-33616	278	13	)	)	PUNCT
bracis-33616	278	14	,	,	PUNCT
bracis-33616	278	15	however	however	ADV
bracis-33616	278	16	,	,	PUNCT
bracis-33616	278	17	that	that	PRON
bracis-33616	278	18	considered	consider	VERB
bracis-33616	278	19	only	only	ADJ
bracis-33616	278	20	acoustic	acoustic	ADJ
bracis-33616	278	21	signals	signal	NOUN
bracis-33616	278	22	,	,	PUNCT
bracis-33616	278	23	did	do	AUX
bracis-33616	278	24	not	not	PART
bracis-33616	278	25	provide	provide	VERB
bracis-33616	278	26	promising	promising	ADJ
bracis-33616	278	27	results	result	NOUN
bracis-33616	278	28	.	.	PUNCT
bracis-33616	279	1	in	in	ADP
bracis-33616	279	2	fact	fact	NOUN
bracis-33616	279	3	,	,	PUNCT
bracis-33616	279	4	its	its	PRON
bracis-33616	279	5	auc	auc	NOUN
bracis-33616	279	6	values	value	NOUN
bracis-33616	279	7	were	be	AUX
bracis-33616	279	8	close	close	ADJ
bracis-33616	279	9	to	to	ADP
bracis-33616	279	10	that	that	PRON
bracis-33616	279	11	of	of	ADP
bracis-33616	279	12	a	a	DET
bracis-33616	279	13	chance	chance	NOUN
bracis-33616	279	14	classifier	classifier	NOUN
bracis-33616	279	15	.	.	PUNCT
bracis-33616	280	1	the	the	DET
bracis-33616	280	2	remaining	remain	VERB
bracis-33616	280	3	baselines	baseline	NOUN
bracis-33616	280	4	(	(	PUNCT
bracis-33616	280	5	mlp	mlp	NOUN
bracis-33616	280	6	and	and	CCONJ
bracis-33616	280	7	cmlp	cmlp	PROPN
bracis-33616	280	8	)	)	PUNCT
bracis-33616	280	9	,	,	PUNCT
bracis-33616	280	10	which	which	PRON
bracis-33616	280	11	are	be	AUX
bracis-33616	280	12	based	base	VERB
bracis-33616	280	13	on	on	ADP
bracis-33616	280	14	acoustic	acoustic	ADJ
bracis-33616	280	15	signals	signal	NOUN
bracis-33616	280	16	,	,	PUNCT
bracis-33616	280	17	with	with	ADP
bracis-33616	280	18	the	the	DET
bracis-33616	280	19	same	same	ADJ
bracis-33616	280	20	feature	feature	NOUN
bracis-33616	280	21	extraction	extraction	NOUN
bracis-33616	280	22	procedure	procedure	NOUN
bracis-33616	280	23	considered	consider	VERB
bracis-33616	280	24	for	for	ADP
bracis-33616	280	25	the	the	DET
bracis-33616	280	26	ae	ae	PROPN
bracis-33616	280	27	,	,	PUNCT
bracis-33616	280	28	provided	provide	VERB
bracis-33616	280	29	favorable	favorable	ADJ
bracis-33616	280	30	results	result	NOUN
bracis-33616	280	31	.	.	PUNCT
bracis-33616	281	1	we	we	PRON
bracis-33616	281	2	argue	argue	VERB
bracis-33616	281	3	that	that	SCONJ
bracis-33616	281	4	the	the	DET
bracis-33616	281	5	results	result	NOUN
bracis-33616	281	6	obtained	obtain	VERB
bracis-33616	281	7	in	in	ADP
bracis-33616	281	8	this	this	DET
bracis-33616	281	9	case	case	NOUN
bracis-33616	281	10	study	study	NOUN
bracis-33616	281	11	are	be	AUX
bracis-33616	281	12	encouraging	encouraging	ADJ
bracis-33616	281	13	and	and	CCONJ
bracis-33616	281	14	promising	promising	ADJ
bracis-33616	281	15	,	,	PUNCT
bracis-33616	281	16	despite	despite	SCONJ
bracis-33616	281	17	the	the	DET
bracis-33616	281	18	fact	fact	NOUN
bracis-33616	281	19	that	that	SCONJ
bracis-33616	281	20	the	the	DET
bracis-33616	281	21	autoencoder	autoencoder	NOUN
bracis-33616	281	22	model	model	NOUN
bracis-33616	281	23	was	be	AUX
bracis-33616	281	24	not	not	PART
bracis-33616	281	25	the	the	DET
bracis-33616	281	26	top	top	ADJ
bracis-33616	281	27	performer	performer	NOUN
bracis-33616	281	28	.	.	PUNCT
bracis-33616	282	1	the	the	DET
bracis-33616	282	2	key	key	ADJ
bracis-33616	282	3	points	point	NOUN
bracis-33616	282	4	to	to	PART
bracis-33616	282	5	support	support	VERB
bracis-33616	282	6	this	this	DET
bracis-33616	282	7	claim	claim	NOUN
bracis-33616	282	8	are	be	AUX
bracis-33616	282	9	discussed	discuss	VERB
bracis-33616	282	10	in	in	ADP
bracis-33616	282	11	the	the	DET
bracis-33616	282	12	following	following	NOUN
bracis-33616	282	13	.	.	PUNCT
bracis-33616	283	1	first	first	ADV
bracis-33616	283	2	and	and	CCONJ
bracis-33616	283	3	foremost	foremost	ADV
bracis-33616	283	4	,	,	PUNCT
bracis-33616	283	5	our	our	PRON
bracis-33616	283	6	experiments	experiment	NOUN
bracis-33616	283	7	confirm	confirm	VERB
bracis-33616	283	8	that	that	SCONJ
bracis-33616	283	9	fault	fault	NOUN
bracis-33616	283	10	detection	detection	NOUN
bracis-33616	283	11	based	base	VERB
bracis-33616	283	12	exclusively	exclusively	ADV
bracis-33616	283	13	on	on	ADP
bracis-33616	283	14	acoustic	acoustic	ADJ
bracis-33616	283	15	signals	signal	NOUN
bracis-33616	283	16	is	be	AUX
bracis-33616	283	17	viable	viable	ADJ
bracis-33616	283	18	,	,	PUNCT
bracis-33616	283	19	even	even	ADV
bracis-33616	283	20	for	for	ADP
bracis-33616	283	21	cases	case	NOUN
bracis-33616	283	22	in	in	ADP
bracis-33616	283	23	which	which	PRON
bracis-33616	283	24	acoustic	acoustic	ADJ
bracis-33616	283	25	collection	collection	NOUN
bracis-33616	283	26	was	be	AUX
bracis-33616	283	27	not	not	PART
bracis-33616	283	28	optimized	optimize	VERB
bracis-33616	283	29	.	.	PUNCT
bracis-33616	284	1	we	we	PRON
bracis-33616	284	2	believe	believe	VERB
bracis-33616	284	3	that	that	SCONJ
bracis-33616	284	4	this	this	PRON
bracis-33616	284	5	is	be	AUX
bracis-33616	284	6	the	the	DET
bracis-33616	284	7	case	case	NOUN
bracis-33616	284	8	for	for	ADP
bracis-33616	284	9	mafaulda	mafaulda	NOUN
bracis-33616	284	10	,	,	PUNCT
bracis-33616	284	11	given	give	VERB
bracis-33616	284	12	that	that	SCONJ
bracis-33616	284	13	a	a	DET
bracis-33616	284	14	set	set	NOUN
bracis-33616	284	15	of	of	ADP
bracis-33616	284	16	sensory	sensory	ADJ
bracis-33616	284	17	inputs	input	NOUN
bracis-33616	284	18	was	be	AUX
bracis-33616	284	19	collected	collect	VERB
bracis-33616	284	20	,	,	PUNCT
bracis-33616	284	21	with	with	ADP
bracis-33616	284	22	no	no	DET
bracis-33616	284	23	focus	focus	NOUN
bracis-33616	284	24	on	on	ADP
bracis-33616	284	25	acoustic	acoustic	ADJ
bracis-33616	284	26	signals	signal	NOUN
bracis-33616	284	27	in	in	ADP
bracis-33616	284	28	particular	particular	ADJ
bracis-33616	284	29	.	.	PUNCT
bracis-33616	285	1	second	second	ADV
bracis-33616	285	2	,	,	PUNCT
bracis-33616	285	3	the	the	DET
bracis-33616	285	4	autoencoder	autoencoder	NOUN
bracis-33616	285	5	was	be	AUX
bracis-33616	285	6	the	the	DET
bracis-33616	285	7	only	only	ADJ
bracis-33616	285	8	unsupervised	unsupervised	ADJ
bracis-33616	285	9	model	model	NOUN
bracis-33616	285	10	from	from	ADP
bracis-33616	285	11	the	the	DET
bracis-33616	285	12	set	set	NOUN
bracis-33616	285	13	of	of	ADP
bracis-33616	285	14	models	model	NOUN
bracis-33616	285	15	under	under	ADP
bracis-33616	285	16	evaluation	evaluation	NOUN
bracis-33616	285	17	.	.	PUNCT
bracis-33616	286	1	it	it	PRON
bracis-33616	286	2	is	be	AUX
bracis-33616	286	3	important	important	ADJ
bracis-33616	286	4	to	to	PART
bracis-33616	286	5	emphasize	emphasize	VERB
bracis-33616	286	6	that	that	SCONJ
bracis-33616	286	7	it	it	PRON
bracis-33616	286	8	was	be	AUX
bracis-33616	286	9	trained	train	VERB
bracis-33616	286	10	only	only	ADV
bracis-33616	286	11	with	with	ADP
bracis-33616	286	12	normal	normal	ADJ
bracis-33616	286	13	behaviour	behaviour	NOUN
bracis-33616	286	14	data	datum	NOUN
bracis-33616	286	15	which	which	PRON
bracis-33616	286	16	,	,	PUNCT
bracis-33616	286	17	for	for	ADP
bracis-33616	286	18	mafaulda	mafaulda	NOUN
bracis-33616	286	19	,	,	PUNCT
bracis-33616	286	20	consists	consist	VERB
bracis-33616	286	21	in	in	ADP
bracis-33616	286	22	the	the	DET
bracis-33616	286	23	minority	minority	NOUN
bracis-33616	286	24	class	class	NOUN
bracis-33616	286	25	.	.	PUNCT
bracis-33616	287	1	indeed	indeed	ADV
bracis-33616	287	2	,	,	PUNCT
bracis-33616	287	3	the	the	DET
bracis-33616	287	4	normal	normal	ADJ
bracis-33616	287	5	class	class	NOUN
bracis-33616	287	6	has	have	VERB
bracis-33616	287	7	around	around	ADV
bracis-33616	287	8	40	40	NUM
bracis-33616	287	9	times	time	NOUN
bracis-33616	287	10	fewer	few	ADJ
bracis-33616	287	11	objects	object	NOUN
bracis-33616	287	12	than	than	ADP
bracis-33616	287	13	the	the	DET
bracis-33616	287	14	faulty	faulty	ADJ
bracis-33616	287	15	one	one	NUM
bracis-33616	287	16	.	.	PUNCT
bracis-33616	288	1	note	note	VERB
bracis-33616	288	2	that	that	SCONJ
bracis-33616	288	3	even	even	ADV
bracis-33616	288	4	with	with	ADP
bracis-33616	288	5	this	this	DET
bracis-33616	288	6	severe	severe	ADJ
bracis-33616	288	7	imbalance	imbalance	NOUN
bracis-33616	288	8	,	,	PUNCT
bracis-33616	288	9	the	the	DET
bracis-33616	288	10	autoencoder	autoencoder	NOUN
bracis-33616	288	11	model	model	NOUN
bracis-33616	288	12	delivered	deliver	VERB
bracis-33616	288	13	auc	auc	NOUN
bracis-33616	288	14	values	value	NOUN
bracis-33616	288	15	of	of	ADP
bracis-33616	288	16	0.86	0.86	NUM
bracis-33616	288	17	,	,	PUNCT
bracis-33616	288	18	only	only	ADV
bracis-33616	288	19	12	12	NUM
bracis-33616	288	20	%	%	NOUN
bracis-33616	288	21	below	below	ADP
bracis-33616	288	22	the	the	DET
bracis-33616	288	23	supervised	supervised	ADJ
bracis-33616	288	24	mlp	mlp	NOUN
bracis-33616	288	25	models	model	NOUN
bracis-33616	288	26	that	that	PRON
bracis-33616	288	27	were	be	AUX
bracis-33616	288	28	trained	train	VERB
bracis-33616	288	29	on	on	ADP
bracis-33616	288	30	both	both	CCONJ
bracis-33616	288	31	normal	normal	ADJ
bracis-33616	288	32	and	and	CCONJ
bracis-33616	288	33	faulty	faulty	ADJ
bracis-33616	288	34	data	datum	NOUN
bracis-33616	288	35	.	.	PUNCT
bracis-33616	289	1	still	still	ADV
bracis-33616	289	2	considering	consider	VERB
bracis-33616	289	3	the	the	DET
bracis-33616	289	4	learning	learning	NOUN
bracis-33616	289	5	paradigms	paradigm	NOUN
bracis-33616	289	6	employed	employ	VERB
bracis-33616	289	7	by	by	ADP
bracis-33616	289	8	the	the	DET
bracis-33616	289	9	models	model	NOUN
bracis-33616	289	10	,	,	PUNCT
bracis-33616	289	11	we	we	PRON
bracis-33616	289	12	argue	argue	VERB
bracis-33616	289	13	that	that	SCONJ
bracis-33616	289	14	the	the	DET
bracis-33616	289	15	autoencoder	autoencoder	NOUN
bracis-33616	289	16	is	be	AUX
bracis-33616	289	17	preferable	preferable	ADJ
bracis-33616	289	18	in	in	ADP
bracis-33616	289	19	real	real	ADJ
bracis-33616	289	20	-	-	PUNCT
bracis-33616	289	21	world	world	NOUN
bracis-33616	289	22	application	application	NOUN
bracis-33616	289	23	scenarios	scenario	NOUN
bracis-33616	289	24	,	,	PUNCT
bracis-33616	289	25	as	as	SCONJ
bracis-33616	289	26	obtaining	obtain	VERB
bracis-33616	289	27	faulty	faulty	ADJ
bracis-33616	289	28	data	datum	NOUN
bracis-33616	289	29	is	be	AUX
bracis-33616	289	30	not	not	PART
bracis-33616	289	31	only	only	ADV
bracis-33616	289	32	time	time	NOUN
bracis-33616	289	33	-	-	PUNCT
bracis-33616	289	34	consuming	consume	VERB
bracis-33616	289	35	and	and	CCONJ
bracis-33616	289	36	costly	costly	ADJ
bracis-33616	289	37	,	,	PUNCT
bracis-33616	289	38	but	but	CCONJ
bracis-33616	289	39	might	might	AUX
bracis-33616	289	40	also	also	ADV
bracis-33616	289	41	pose	pose	VERB
bracis-33616	289	42	a	a	DET
bracis-33616	289	43	risk	risk	NOUN
bracis-33616	289	44	to	to	ADP
bracis-33616	289	45	equipment	equipment	NOUN
bracis-33616	289	46	and	and	CCONJ
bracis-33616	289	47	people	people	NOUN
bracis-33616	289	48	’s	’s	PART
bracis-33616	289	49	lives	life	NOUN
bracis-33616	289	50	.	.	PUNCT
bracis-33616	290	1	we	we	PRON
bracis-33616	290	2	believe	believe	VERB
bracis-33616	290	3	that	that	SCONJ
bracis-33616	290	4	,	,	PUNCT
bracis-33616	290	5	in	in	ADP
bracis-33616	290	6	light	light	NOUN
bracis-33616	290	7	of	of	ADP
bracis-33616	290	8	these	these	DET
bracis-33616	290	9	facts	fact	NOUN
bracis-33616	290	10	,	,	PUNCT
bracis-33616	290	11	future	future	ADJ
bracis-33616	290	12	works	work	NOUN
bracis-33616	290	13	considering	consider	VERB
bracis-33616	290	14	acoustic	acoustic	ADJ
bracis-33616	290	15	signals	signal	NOUN
bracis-33616	290	16	and	and	CCONJ
bracis-33616	290	17	unsupervised	unsupervised	ADJ
bracis-33616	290	18	fault	fault	NOUN
bracis-33616	290	19	detection	detection	NOUN
bracis-33616	290	20	based	base	VERB
bracis-33616	290	21	on	on	ADP
bracis-33616	290	22	autoencoders	autoencoder	NOUN
bracis-33616	290	23	are	be	AUX
bracis-33616	290	24	promising	promise	VERB
bracis-33616	290	25	and	and	CCONJ
bracis-33616	290	26	worth	worth	ADJ
bracis-33616	290	27	exploring	explore	VERB
bracis-33616	290	28	.	.	PUNCT
bracis-33616	291	1	therefore	therefore	ADV
bracis-33616	291	2	,	,	PUNCT
bracis-33616	291	3	we	we	PRON
bracis-33616	291	4	plan	plan	VERB
bracis-33616	291	5	to	to	PART
bracis-33616	291	6	explore	explore	VERB
bracis-33616	291	7	autoencoder	autoencoder	NOUN
bracis-33616	291	8	architectures	architecture	NOUN
bracis-33616	291	9	besides	besides	SCONJ
bracis-33616	291	10	the	the	DET
bracis-33616	291	11	“	"	PUNCT
bracis-33616	291	12	vanilla	vanilla	NOUN
bracis-33616	291	13	”	"	PUNCT
bracis-33616	291	14	flavour	flavour	NOUN
bracis-33616	291	15	explored	explore	VERB
bracis-33616	291	16	in	in	ADP
bracis-33616	291	17	this	this	DET
bracis-33616	291	18	work	work	NOUN
bracis-33616	291	19	.	.	PUNCT
bracis-33616	292	1	in	in	ADP
bracis-33616	292	2	particular	particular	ADJ
bracis-33616	292	3	,	,	PUNCT
bracis-33616	292	4	convolutional	convolutional	ADJ
bracis-33616	292	5	and	and	CCONJ
bracis-33616	292	6	variational	variational	ADJ
bracis-33616	292	7	autoencoders	autoencoder	NOUN
bracis-33616	292	8	are	be	AUX
bracis-33616	292	9	of	of	ADP
bracis-33616	292	10	particular	particular	ADJ
bracis-33616	292	11	interest	interest	NOUN
bracis-33616	292	12	,	,	PUNCT
bracis-33616	292	13	due	due	ADP
bracis-33616	292	14	to	to	ADP
bracis-33616	292	15	their	their	PRON
bracis-33616	292	16	compelling	compelling	ADJ
bracis-33616	292	17	properties	property	NOUN
bracis-33616	292	18	.	.	PUNCT
bracis-33616	293	1	different	different	ADJ
bracis-33616	293	2	approaches	approach	NOUN
bracis-33616	293	3	for	for	ADP
bracis-33616	293	4	determining	determine	VERB
bracis-33616	293	5	thresholds	threshold	NOUN
bracis-33616	293	6	will	will	AUX
bracis-33616	293	7	also	also	ADV
bracis-33616	293	8	be	be	AUX
bracis-33616	293	9	explored	explore	VERB
bracis-33616	293	10	.	.	PUNCT
bracis-33616	294	1	notes	note	VERB
bracis-33616	294	2	1.note	1.note	NUM
bracis-33616	294	3	that	that	SCONJ
bracis-33616	294	4	a	a	DET
bracis-33616	294	5	5	5	NUM
bracis-33616	294	6	-	-	ADJ
bracis-33616	294	7	fold	fold	ADJ
bracis-33616	294	8	cross	cross	NOUN
bracis-33616	294	9	-	-	ADJ
bracis-33616	294	10	validation	validation	NOUN
bracis-33616	294	11	was	be	AUX
bracis-33616	294	12	employed	employ	VERB
bracis-33616	294	13	for	for	ADP
bracis-33616	294	14	performance	performance	NOUN
bracis-33616	294	15	estimation	estimation	NOUN
bracis-33616	294	16	of	of	ADP
bracis-33616	294	17	the	the	DET
bracis-33616	294	18	models	model	NOUN
bracis-33616	294	19	,	,	PUNCT
bracis-33616	294	20	which	which	PRON
bracis-33616	294	21	means	mean	VERB
bracis-33616	294	22	that	that	SCONJ
bracis-33616	294	23	not	not	PART
bracis-33616	294	24	all	all	DET
bracis-33616	294	25	data	datum	NOUN
bracis-33616	294	26	was	be	AUX
bracis-33616	294	27	actually	actually	ADV
bracis-33616	294	28	available	available	ADJ
bracis-33616	294	29	,	,	PUNCT
bracis-33616	294	30	due	due	ADP
bracis-33616	294	31	to	to	PART
bracis-33616	294	32	train	train	NOUN
bracis-33616	294	33	/	/	SYM
bracis-33616	294	34	test	test	NOUN
bracis-33616	294	35	split	split	NOUN
bracis-33616	294	36	.	.	PUNCT
bracis-33616	295	1	references	reference	NOUN
bracis-33616	295	2	alharbi	alharbi	PROPN
bracis-33616	295	3	,	,	PUNCT
bracis-33616	295	4	f.	f.	PROPN
bracis-33616	295	5	,	,	PUNCT
bracis-33616	295	6	et	et	PROPN
bracis-33616	295	7	al	al	PROPN
bracis-33616	295	8	.	.	PUNCT
bracis-33616	295	9	:	:	PUNCT
bracis-33616	296	1	a	a	DET
bracis-33616	296	2	brief	brief	ADJ
bracis-33616	296	3	review	review	NOUN
bracis-33616	296	4	of	of	ADP
bracis-33616	296	5	acoustic	acoustic	ADJ
bracis-33616	296	6	and	and	CCONJ
bracis-33616	296	7	vibration	vibration	NOUN
bracis-33616	296	8	signal	signal	NOUN
bracis-33616	296	9	-	-	PUNCT
bracis-33616	296	10	based	base	VERB
bracis-33616	296	11	fault	fault	NOUN
bracis-33616	296	12	detection	detection	NOUN
bracis-33616	296	13	for	for	ADP
bracis-33616	296	14	belt	belt	NOUN
bracis-33616	296	15	conveyor	conveyor	NOUN
bracis-33616	296	16	idlers	idler	NOUN
bracis-33616	296	17	using	use	VERB
bracis-33616	296	18	machine	machine	NOUN
bracis-33616	296	19	learning	learning	NOUN
bracis-33616	296	20	models	model	NOUN
bracis-33616	296	21	.	.	PUNCT
bracis-33616	297	1	sensors	sensor	NOUN
bracis-33616	297	2	23(4	23(4	NUM
bracis-33616	297	3	)	)	PUNCT
bracis-33616	297	4	,	,	PUNCT
bracis-33616	297	5	1902	1902	NUM
bracis-33616	297	6	(	(	PUNCT
bracis-33616	297	7	2023	2023	NUM
bracis-33616	297	8	)	)	PUNCT
bracis-33616	297	9	.	.	PUNCT
bracis-33616	298	1	https://doi.org/10.3390/s23041902	https://doi.org/10.3390/s23041902	NUM
bracis-33616	298	2	article	article	NOUN
bracis-33616	298	3	  	  	SPACE
bracis-33616	298	4	mathscinet	mathscinet	NOUN
bracis-33616	298	5	  	  	SPACE
bracis-33616	298	6	math	math	NOUN
bracis-33616	298	7	  	  	SPACE
bracis-33616	298	8	google	google	PROPN
bracis-33616	298	9	scholar	scholar	NOUN
bracis-33616	298	10	  	  	SPACE
bracis-33616	298	11	bortoni	bortoni	NOUN
bracis-33616	298	12	,	,	PUNCT
bracis-33616	298	13	l.	l.	PROPN
bracis-33616	298	14	:	:	PUNCT
bracis-33616	298	15	gitlab	gitlab	PROPN
bracis-33616	298	16	/	/	SYM
bracis-33616	298	17	leobortoni	leobortoni	ADJ
bracis-33616	298	18	(	(	PUNCT
bracis-33616	298	19	2024	2024	NUM
bracis-33616	298	20	)	)	PUNCT
bracis-33616	298	21	.	.	PUNCT
bracis-33616	299	1	https://gitlab.com/leobortoni/mafaulda-stats-classifiers	https://gitlab.com/leobortoni/mafaulda-stats-classifier	NOUN
bracis-33616	299	2	coelho	coelho	PROPN
bracis-33616	299	3	,	,	PUNCT
bracis-33616	299	4	g.	g.	PROPN
bracis-33616	299	5	,	,	PUNCT
bracis-33616	299	6	et	et	PROPN
bracis-33616	299	7	al	al	PROPN
bracis-33616	299	8	.	.	PROPN
bracis-33616	299	9	:	:	PUNCT
bracis-33616	300	1	deep	deep	ADJ
bracis-33616	300	2	autoencoders	autoencoder	NOUN
bracis-33616	300	3	for	for	ADP
bracis-33616	300	4	acoustic	acoustic	ADJ
bracis-33616	300	5	anomaly	anomaly	NOUN
bracis-33616	300	6	detection	detection	NOUN
bracis-33616	300	7	:	:	PUNCT
bracis-33616	300	8	experiments	experiment	NOUN
bracis-33616	300	9	with	with	ADP
bracis-33616	300	10	working	work	VERB
bracis-33616	300	11	machine	machine	NOUN
bracis-33616	300	12	and	and	CCONJ
bracis-33616	300	13	in	in	ADP
bracis-33616	300	14	-	-	PUNCT
bracis-33616	300	15	vehicle	vehicle	NOUN
bracis-33616	300	16	audio	audio	NOUN
bracis-33616	300	17	.	.	PUNCT
bracis-33616	300	18	neural	neural	ADJ
bracis-33616	300	19	comput	comput	NOUN
bracis-33616	300	20	.	.	PUNCT
bracis-33616	301	1	appl	appl	PROPN
bracis-33616	301	2	.	.	PUNCT
bracis-33616	302	1	34(22	34(22	NUM
bracis-33616	302	2	)	)	PUNCT
bracis-33616	302	3	,	,	PUNCT
bracis-33616	302	4	19485–19499	19485–19499	NUM
bracis-33616	302	5	(	(	PUNCT
bracis-33616	302	6	2022	2022	NUM
bracis-33616	302	7	)	)	PUNCT
bracis-33616	302	8	.	.	PUNCT
bracis-33616	303	1	https://doi.org/10.1007/s00521-022-07375-2	https://doi.org/10.1007/s00521-022-07375-2	NUM
bracis-33616	303	2	article	article	NOUN
bracis-33616	303	3	  	  	SPACE
bracis-33616	303	4	math	math	NOUN
bracis-33616	303	5	  	  	SPACE
bracis-33616	303	6	google	google	PROPN
bracis-33616	303	7	scholar	scholar	NOUN
bracis-33616	303	8	  	  	SPACE
bracis-33616	303	9	dohi	dohi	NOUN
bracis-33616	303	10	,	,	PUNCT
bracis-33616	303	11	k.	k.	PROPN
bracis-33616	303	12	,	,	PUNCT
bracis-33616	303	13	et	et	PROPN
bracis-33616	303	14	 	 	SPACE
bracis-33616	303	15	al	al	PROPN
bracis-33616	303	16	.	.	PUNCT
bracis-33616	303	17	:	:	PUNCT
bracis-33616	304	1	mimii	mimii	PROPN
bracis-33616	304	2	dg	dg	PROPN
bracis-33616	304	3	:	:	PUNCT
bracis-33616	304	4	sound	sound	NOUN
bracis-33616	304	5	dataset	dataset	VERB
bracis-33616	304	6	for	for	ADP
bracis-33616	304	7	malfunctioning	malfunction	VERB
bracis-33616	304	8	industrial	industrial	ADJ
bracis-33616	304	9	machine	machine	NOUN
bracis-33616	304	10	investigation	investigation	NOUN
bracis-33616	304	11	and	and	CCONJ
bracis-33616	304	12	inspection	inspection	NOUN
bracis-33616	304	13	for	for	ADP
bracis-33616	304	14	domain	domain	NOUN
bracis-33616	304	15	generalization	generalization	NOUN
bracis-33616	304	16	task	task	NOUN
bracis-33616	304	17	.	.	PUNCT
bracis-33616	305	1	arxiv	arxiv	PROPN
bracis-33616	305	2	preprint	preprint	PROPN
bracis-33616	305	3	arxiv:2205.13879	arxiv:2205.13879	PROPN
bracis-33616	305	4	(	(	PUNCT
bracis-33616	305	5	2022	2022	NUM
bracis-33616	305	6	)	)	PUNCT
bracis-33616	305	7	ferrando	ferrando	PROPN
bracis-33616	305	8	chacon	chacon	PROPN
bracis-33616	305	9	,	,	PUNCT
bracis-33616	305	10	j.l	j.l	PROPN
bracis-33616	305	11	.	.	PROPN
bracis-33616	305	12	,	,	PUNCT
bracis-33616	305	13	et	et	PROPN
bracis-33616	305	14	al	al	PROPN
bracis-33616	305	15	.	.	PUNCT
bracis-33616	305	16	:	:	PUNCT
bracis-33616	306	1	a	a	DET
bracis-33616	306	2	novel	novel	ADJ
bracis-33616	306	3	approach	approach	NOUN
bracis-33616	306	4	for	for	ADP
bracis-33616	306	5	incipient	incipient	ADJ
bracis-33616	306	6	defect	defect	NOUN
bracis-33616	306	7	detection	detection	NOUN
bracis-33616	306	8	in	in	ADP
bracis-33616	306	9	rolling	roll	VERB
bracis-33616	306	10	bearings	bearing	NOUN
bracis-33616	306	11	using	use	VERB
bracis-33616	306	12	acoustic	acoustic	ADJ
bracis-33616	306	13	emission	emission	NOUN
bracis-33616	306	14	technique	technique	NOUN
bracis-33616	306	15	.	.	PUNCT
bracis-33616	307	1	appl	appl	PROPN
bracis-33616	307	2	.	.	PUNCT
bracis-33616	308	1	acoust	acoust	PROPN
bracis-33616	308	2	.	.	PUNCT
bracis-33616	309	1	89	89	NUM
bracis-33616	309	2	,	,	PUNCT
bracis-33616	309	3	88–100	88–100	NUM
bracis-33616	309	4	(	(	PUNCT
bracis-33616	309	5	2015	2015	NUM
bracis-33616	309	6	)	)	PUNCT
bracis-33616	309	7	.	.	PUNCT
bracis-33616	310	1	https://doi.org/10.1016/j.apacoust.2014.09.002	https://doi.org/10.1016/j.apacoust.2014.09.002	NOUN
bracis-33616	310	2	article	article	NOUN
bracis-33616	310	3	  	  	SPACE
bracis-33616	310	4	math	math	NOUN
bracis-33616	310	5	  	  	SPACE
bracis-33616	310	6	google	google	PROPN
bracis-33616	310	7	scholar	scholar	NOUN
bracis-33616	310	8	  	  	SPACE
bracis-33616	310	9	goodfellow	goodfellow	PROPN
bracis-33616	310	10	,	,	PUNCT
bracis-33616	310	11	i.	i.	PROPN
bracis-33616	310	12	,	,	PUNCT
bracis-33616	310	13	bengio	bengio	PROPN
bracis-33616	310	14	,	,	PUNCT
bracis-33616	310	15	y.	y.	NOUN
bracis-33616	310	16	,	,	PUNCT
bracis-33616	310	17	courville	courville	NOUN
bracis-33616	310	18	,	,	PUNCT
bracis-33616	310	19	a.	a.	NOUN
bracis-33616	310	20	:	:	PUNCT
bracis-33616	310	21	deep	deep	ADJ
bracis-33616	310	22	learning	learning	NOUN
bracis-33616	310	23	.	.	PUNCT
bracis-33616	311	1	mit	mit	PROPN
bracis-33616	311	2	press	press	PROPN
bracis-33616	311	3	(	(	PUNCT
bracis-33616	311	4	2016	2016	NUM
bracis-33616	311	5	)	)	PUNCT
bracis-33616	311	6	.	.	PUNCT
bracis-33616	312	1	http://www.deeplearningbook.org	http://www.deeplearningbook.org	PROPN
bracis-33616	312	2	harada	harada	PROPN
bracis-33616	312	3	,	,	PUNCT
bracis-33616	312	4	n.	n.	NOUN
bracis-33616	312	5	,	,	PUNCT
bracis-33616	312	6	daisuke	daisuke	PROPN
bracis-33616	312	7	 	 	SPACE
bracis-33616	312	8	niizumi	niizumi	ADJ
bracis-33616	312	9	,	,	PUNCT
bracis-33616	312	10	d.t	d.t	PROPN
bracis-33616	312	11	.	.	PROPN
bracis-33616	312	12	,	,	PUNCT
bracis-33616	312	13	yasunori	yasunori	NOUN
bracis-33616	312	14	 	 	SPACE
bracis-33616	312	15	ohishi	ohishi	PROPN
bracis-33616	312	16	,	,	PUNCT
bracis-33616	312	17	m.y	m.y	PROPN
bracis-33616	312	18	.	.	PROPN
bracis-33616	312	19	,	,	PUNCT
bracis-33616	312	20	saito	saito	PROPN
bracis-33616	312	21	,	,	PUNCT
bracis-33616	312	22	s.	s.	PROPN
bracis-33616	312	23	:	:	PUNCT
bracis-33616	312	24	toyadmos2	toyadmos2	NOUN
bracis-33616	312	25	:	:	PUNCT
bracis-33616	312	26	another	another	DET
bracis-33616	312	27	dataset	dataset	NOUN
bracis-33616	312	28	of	of	ADP
bracis-33616	312	29	miniature	miniature	ADJ
bracis-33616	312	30	-	-	PUNCT
bracis-33616	312	31	machine	machine	NOUN
bracis-33616	312	32	operating	operating	NOUN
bracis-33616	312	33	sounds	sound	NOUN
bracis-33616	312	34	for	for	ADP
bracis-33616	312	35	anomalous	anomalous	ADJ
bracis-33616	312	36	sound	sound	NOUN
bracis-33616	312	37	detection	detection	NOUN
bracis-33616	312	38	under	under	ADP
bracis-33616	312	39	domain	domain	NOUN
bracis-33616	312	40	shift	shift	NOUN
bracis-33616	312	41	conditions	condition	NOUN
bracis-33616	312	42	(	(	PUNCT
bracis-33616	312	43	2021	2021	NUM
bracis-33616	312	44	)	)	PUNCT
bracis-33616	312	45	google	google	PROPN
bracis-33616	312	46	scholar	scholar	NOUN
bracis-33616	312	47	  	  	SPACE
bracis-33616	312	48	koizumi	koizumi	PROPN
bracis-33616	312	49	,	,	PUNCT
bracis-33616	312	50	y.	y.	PROPN
bracis-33616	312	51	,	,	PUNCT
bracis-33616	312	52	et	et	PROPN
bracis-33616	312	53	 	 	SPACE
bracis-33616	312	54	al	al	PROPN
bracis-33616	312	55	.	.	PROPN
bracis-33616	312	56	:	:	PUNCT
bracis-33616	313	1	toyadmos	toyadmo	NOUN
bracis-33616	313	2	:	:	PUNCT
bracis-33616	313	3	a	a	DET
bracis-33616	313	4	dataset	dataset	NOUN
bracis-33616	313	5	of	of	ADP
bracis-33616	313	6	miniature	miniature	ADJ
bracis-33616	313	7	-	-	PUNCT
bracis-33616	313	8	machine	machine	NOUN
bracis-33616	313	9	operating	operating	NOUN
bracis-33616	313	10	sounds	sound	NOUN
bracis-33616	313	11	for	for	ADP
bracis-33616	313	12	anomalous	anomalous	ADJ
bracis-33616	313	13	sound	sound	NOUN
bracis-33616	313	14	detection	detection	NOUN
bracis-33616	313	15	.	.	PUNCT
bracis-33616	314	1	in	in	ADP
bracis-33616	314	2	:	:	PUNCT
bracis-33616	314	3	2019	2019	NUM
bracis-33616	314	4	ieee	ieee	NOUN
bracis-33616	314	5	workshop	workshop	NOUN
bracis-33616	314	6	on	on	ADP
bracis-33616	314	7	applications	application	NOUN
bracis-33616	314	8	of	of	ADP
bracis-33616	314	9	signal	signal	NOUN
bracis-33616	314	10	processing	processing	NOUN
bracis-33616	314	11	to	to	ADP
bracis-33616	314	12	audio	audio	NOUN
bracis-33616	314	13	and	and	CCONJ
bracis-33616	314	14	acoustics	acoustic	NOUN
bracis-33616	314	15	(	(	PUNCT
bracis-33616	314	16	waspaa	waspaa	NOUN
bracis-33616	314	17	)	)	PUNCT
bracis-33616	314	18	,	,	PUNCT
bracis-33616	314	19	pp	pp	ADP
bracis-33616	314	20	.	.	PUNCT
bracis-33616	315	1	313–317	313–317	NUM
bracis-33616	315	2	.	.	PUNCT
bracis-33616	315	3	ieee	ieee	PROPN
bracis-33616	315	4	,	,	PUNCT
bracis-33616	315	5	new	new	ADJ
bracis-33616	315	6	paltz	paltz	PROPN
bracis-33616	315	7	,	,	PUNCT
bracis-33616	315	8	ny	ny	PROPN
bracis-33616	315	9	,	,	PUNCT
bracis-33616	315	10	usa	usa	PROPN
bracis-33616	315	11	(	(	PUNCT
bracis-33616	315	12	2019	2019	NUM
bracis-33616	315	13	)	)	PUNCT
bracis-33616	315	14	.	.	PUNCT
bracis-33616	316	1	https://doi.org/10.1109/waspaa.2019.8937164	https://doi.org/10.1109/waspaa.2019.8937164	NOUN
bracis-33616	316	2	kubát	kubát	NOUN
bracis-33616	316	3	,	,	PUNCT
bracis-33616	316	4	m.	m.	NOUN
bracis-33616	316	5	,	,	PUNCT
bracis-33616	316	6	matwin	matwin	PROPN
bracis-33616	316	7	,	,	PUNCT
bracis-33616	316	8	s.	s.	PROPN
bracis-33616	316	9	:	:	PUNCT
bracis-33616	316	10	addressing	address	VERB
bracis-33616	316	11	the	the	DET
bracis-33616	316	12	curse	curse	NOUN
bracis-33616	316	13	of	of	ADP
bracis-33616	316	14	imbalanced	imbalanced	ADJ
bracis-33616	316	15	training	training	NOUN
bracis-33616	316	16	sets	set	NOUN
bracis-33616	316	17	:	:	PUNCT
bracis-33616	316	18	one	one	NUM
bracis-33616	316	19	-	-	PUNCT
bracis-33616	316	20	sided	sided	ADJ
bracis-33616	316	21	selection	selection	NOUN
bracis-33616	316	22	.	.	PUNCT
bracis-33616	317	1	in	in	ADP
bracis-33616	317	2	:	:	PUNCT
bracis-33616	317	3	international	international	ADJ
bracis-33616	317	4	conference	conference	NOUN
bracis-33616	317	5	on	on	ADP
bracis-33616	317	6	machine	machine	NOUN
bracis-33616	317	7	learning	learning	NOUN
bracis-33616	317	8	(	(	PUNCT
bracis-33616	317	9	1997	1997	NUM
bracis-33616	317	10	)	)	PUNCT
bracis-33616	317	11	google	google	NOUN
bracis-33616	317	12	scholar	scholar	NOUN
bracis-33616	317	13	  	  	SPACE
bracis-33616	317	14	mafaulda	mafaulda	NOUN
bracis-33616	317	15	:	:	PUNCT
bracis-33616	317	16	machinery	machinery	NOUN
bracis-33616	317	17	fault	fault	NOUN
bracis-33616	317	18	database	database	NOUN
bracis-33616	317	19	(	(	PUNCT
bracis-33616	317	20	2016	2016	NUM
bracis-33616	317	21	)	)	PUNCT
bracis-33616	317	22	.	.	PUNCT
bracis-33616	318	1	https://www02.smt.ufrj.br/~offshore/mfs/.	https://www02.smt.ufrj.br/~offshore/mfs/.	NOUN
bracis-33616	318	2	accessed	access	VERB
bracis-33616	318	3	10	10	NUM
bracis-33616	318	4	may	may	PROPN
bracis-33616	318	5	2024	2024	NUM
bracis-33616	318	6	marins	marin	NOUN
bracis-33616	318	7	,	,	PUNCT
bracis-33616	318	8	m.a	m.a	PROPN
bracis-33616	318	9	.	.	PROPN
bracis-33616	318	10	,	,	PUNCT
bracis-33616	318	11	et	et	PROPN
bracis-33616	318	12	al	al	PROPN
bracis-33616	318	13	.	.	PROPN
bracis-33616	318	14	:	:	PUNCT
bracis-33616	319	1	improved	improved	ADJ
bracis-33616	319	2	similarity	similarity	NOUN
bracis-33616	319	3	-	-	PUNCT
bracis-33616	319	4	based	base	VERB
bracis-33616	319	5	modeling	modeling	NOUN
bracis-33616	319	6	for	for	ADP
bracis-33616	319	7	the	the	DET
bracis-33616	319	8	classification	classification	NOUN
bracis-33616	319	9	of	of	ADP
bracis-33616	319	10	rotating	rotate	VERB
bracis-33616	319	11	-	-	PUNCT
bracis-33616	319	12	machine	machine	NOUN
bracis-33616	319	13	failures	failure	NOUN
bracis-33616	319	14	.	.	PUNCT
bracis-33616	320	1	j.	j.	PROPN
bracis-33616	320	2	franklin	franklin	PROPN
bracis-33616	320	3	inst	inst	PROPN
bracis-33616	320	4	.	.	PUNCT
bracis-33616	321	1	355(4	355(4	NUM
bracis-33616	321	2	)	)	PUNCT
bracis-33616	321	3	,	,	PUNCT
bracis-33616	321	4	1913–1930	1913–1930	NUM
bracis-33616	321	5	(	(	PUNCT
bracis-33616	321	6	2018	2018	NUM
bracis-33616	321	7	)	)	PUNCT
bracis-33616	321	8	.	.	PUNCT
bracis-33616	322	1	https://doi.org/10.1016/j.jfranklin.2017.07.038	https://doi.org/10.1016/j.jfranklin.2017.07.038	VERB
bracis-33616	322	2	article	article	NOUN
bracis-33616	322	3	  	  	SPACE
bracis-33616	322	4	math	math	NOUN
bracis-33616	322	5	  	  	SPACE
bracis-33616	322	6	google	google	PROPN
bracis-33616	322	7	scholar	scholar	NOUN
bracis-33616	322	8	  	  	SPACE
bracis-33616	322	9	martins	martin	NOUN
bracis-33616	322	10	,	,	PUNCT
bracis-33616	322	11	d.h.c.s.s	d.h.c.s.s	NUM
bracis-33616	322	12	.	.	PUNCT
bracis-33616	323	1	,	,	PUNCT
bracis-33616	323	2	hemerly	hemerly	ADV
bracis-33616	323	3	,	,	PUNCT
bracis-33616	323	4	d.o	d.o	PROPN
bracis-33616	323	5	.	.	PROPN
bracis-33616	323	6	,	,	PUNCT
bracis-33616	323	7	marins	marin	NOUN
bracis-33616	323	8	,	,	PUNCT
bracis-33616	323	9	m.	m.	NOUN
bracis-33616	323	10	,	,	PUNCT
bracis-33616	323	11	lima	lima	PROPN
bracis-33616	323	12	,	,	PUNCT
bracis-33616	323	13	a.a	a.a	PROPN
bracis-33616	323	14	.	.	PROPN
bracis-33616	323	15	,	,	PUNCT
bracis-33616	323	16	silva	silva	PROPN
bracis-33616	323	17	,	,	PUNCT
bracis-33616	323	18	f.l	f.l	PROPN
bracis-33616	323	19	.	.	PROPN
bracis-33616	323	20	,	,	PUNCT
bracis-33616	323	21	prego	prego	PROPN
bracis-33616	323	22	,	,	PUNCT
bracis-33616	323	23	t.m	t.m	PROPN
bracis-33616	323	24	.	.	PROPN
bracis-33616	323	25	,	,	PUNCT
bracis-33616	323	26	ribeiro	ribeiro	PROPN
bracis-33616	323	27	,	,	PUNCT
bracis-33616	323	28	f.m.l	f.m.l	PROPN
bracis-33616	323	29	.	.	PROPN
bracis-33616	323	30	,	,	PUNCT
bracis-33616	323	31	netto	netto	PROPN
bracis-33616	323	32	,	,	PUNCT
bracis-33616	323	33	s.l	s.l	PROPN
bracis-33616	323	34	.	.	PROPN
bracis-33616	323	35	,	,	PUNCT
bracis-33616	323	36	da	da	PROPN
bracis-33616	323	37	silva	silva	PROPN
bracis-33616	323	38	,	,	PUNCT
bracis-33616	323	39	e.a.b	e.a.b	NOUN
bracis-33616	323	40	.	.	PUNCT
bracis-33616	323	41	:	:	PUNCT
bracis-33616	323	42	application	application	NOUN
bracis-33616	323	43	of	of	ADP
bracis-33616	323	44	machine	machine	NOUN
bracis-33616	323	45	learning	learn	VERB
bracis-33616	323	46	to	to	PART
bracis-33616	323	47	evaluate	evaluate	VERB
bracis-33616	323	48	unbalance	unbalance	NOUN
bracis-33616	323	49	severity	severity	NOUN
bracis-33616	323	50	in	in	ADP
bracis-33616	323	51	rotating	rotate	VERB
bracis-33616	323	52	machines	machine	NOUN
bracis-33616	323	53	.	.	PUNCT
bracis-33616	324	1	in	in	ADP
bracis-33616	324	2	:	:	PUNCT
bracis-33616	324	3	cavalca	cavalca	PROPN
bracis-33616	324	4	,	,	PUNCT
bracis-33616	324	5	k.l	k.l	PROPN
bracis-33616	324	6	.	.	PROPN
bracis-33616	324	7	,	,	PUNCT
bracis-33616	324	8	weber	weber	PROPN
bracis-33616	324	9	,	,	PUNCT
bracis-33616	324	10	h.i	h.i	PROPN
bracis-33616	324	11	.	.	PUNCT
bracis-33616	324	12	(	(	PUNCT
bracis-33616	324	13	eds	ed	NOUN
bracis-33616	324	14	.	.	PUNCT
bracis-33616	324	15	)	)	PUNCT
bracis-33616	324	16	iftomm	iftomm	NOUN
bracis-33616	324	17	2018	2018	NUM
bracis-33616	324	18	.	.	PUNCT
bracis-33616	325	1	mms	mms	ADJ
bracis-33616	325	2	,	,	PUNCT
bracis-33616	325	3	vol	vol	NOUN
bracis-33616	325	4	.	.	PROPN
bracis-33616	325	5	61	61	NUM
bracis-33616	325	6	,	,	PUNCT
bracis-33616	325	7	pp	pp	ADJ
bracis-33616	325	8	.	.	PUNCT
bracis-33616	326	1	144–160	144–160	NUM
bracis-33616	326	2	.	.	PUNCT
bracis-33616	326	3	springer	springer	NOUN
bracis-33616	326	4	,	,	PUNCT
bracis-33616	326	5	cham	cham	PROPN
bracis-33616	326	6	(	(	PUNCT
bracis-33616	326	7	2019	2019	NUM
bracis-33616	326	8	)	)	PUNCT
bracis-33616	326	9	.	.	PUNCT
bracis-33616	327	1	https://doi.org/10.1007/978-3-319-99268-6_11	https://doi.org/10.1007/978-3-319-99268-6_11	PROPN
bracis-33616	327	2	chapter	chapter	NOUN
bracis-33616	327	3	  	  	SPACE
bracis-33616	327	4	math	math	NOUN
bracis-33616	327	5	  	  	SPACE
bracis-33616	327	6	google	google	PROPN
bracis-33616	327	7	scholar	scholar	NOUN
bracis-33616	327	8	  	  	SPACE
bracis-33616	327	9	messaoudi	messaoudi	NOUN
bracis-33616	327	10	,	,	PUNCT
bracis-33616	327	11	m.	m.	NOUN
bracis-33616	327	12	,	,	PUNCT
bracis-33616	327	13	et	et	PROPN
bracis-33616	327	14	 	 	SPACE
bracis-33616	327	15	al	al	PROPN
bracis-33616	327	16	.	.	PUNCT
bracis-33616	327	17	:	:	PUNCT
bracis-33616	328	1	classification	classification	NOUN
bracis-33616	328	2	of	of	ADP
bracis-33616	328	3	mechanical	mechanical	ADJ
bracis-33616	328	4	faults	fault	NOUN
bracis-33616	328	5	in	in	ADP
bracis-33616	328	6	rotating	rotate	VERB
bracis-33616	328	7	machines	machine	NOUN
bracis-33616	328	8	using	use	VERB
bracis-33616	328	9	smote	smote	ADJ
bracis-33616	328	10	method	method	NOUN
bracis-33616	328	11	and	and	CCONJ
bracis-33616	328	12	deep	deep	ADJ
bracis-33616	328	13	neural	neural	ADJ
bracis-33616	328	14	networks	network	NOUN
bracis-33616	328	15	.	.	PUNCT
bracis-33616	329	1	in	in	ADP
bracis-33616	329	2	:	:	PUNCT
bracis-33616	329	3	iecon	iecon	ADJ
bracis-33616	329	4	2022	2022	NUM
bracis-33616	329	5	48th	48th	ADJ
bracis-33616	329	6	annual	annual	ADJ
bracis-33616	329	7	conference	conference	NOUN
bracis-33616	329	8	of	of	ADP
bracis-33616	329	9	the	the	DET
bracis-33616	329	10	ieee	ieee	NOUN
bracis-33616	329	11	industrial	industrial	PROPN
bracis-33616	329	12	electronics	electronic	NOUN
bracis-33616	329	13	society	society	NOUN
bracis-33616	329	14	,	,	PUNCT
bracis-33616	329	15	pp	pp	ADV
bracis-33616	329	16	.	.	PUNCT
bracis-33616	329	17	 	 	SPACE
bracis-33616	330	1	1–6	1–6	NUM
bracis-33616	330	2	(	(	PUNCT
bracis-33616	330	3	2022	2022	NUM
bracis-33616	330	4	)	)	PUNCT
bracis-33616	330	5	.	.	PUNCT
bracis-33616	331	1	https://doi.org/10.1109/iecon49645.2022.9968875	https://doi.org/10.1109/iecon49645.2022.9968875	PROPN
bracis-33616	331	2	nunes	nunes	PROPN
bracis-33616	331	3	,	,	PUNCT
bracis-33616	331	4	e.c	e.c	PROPN
bracis-33616	331	5	.	.	PROPN
bracis-33616	331	6	:	:	PUNCT
bracis-33616	331	7	anomalous	anomalous	ADJ
bracis-33616	331	8	sound	sound	NOUN
bracis-33616	331	9	detection	detection	NOUN
bracis-33616	331	10	with	with	ADP
bracis-33616	331	11	machine	machine	NOUN
bracis-33616	331	12	learning	learning	NOUN
bracis-33616	331	13	:	:	PUNCT
bracis-33616	331	14	a	a	DET
bracis-33616	331	15	systematic	systematic	ADJ
bracis-33616	331	16	review	review	NOUN
bracis-33616	331	17	.	.	PUNCT
bracis-33616	332	1	arxiv	arxiv	PROPN
bracis-33616	332	2	preprint	preprint	VERB
bracis-33616	332	3	arxiv:2102.07820	arxiv:2102.07820	NOUN
bracis-33616	332	4	(	(	PUNCT
bracis-33616	332	5	2021	2021	NUM
bracis-33616	332	6	)	)	PUNCT
bracis-33616	332	7	perkins	perkins	PROPN
bracis-33616	332	8	,	,	PUNCT
bracis-33616	332	9	n.j	n.j	PROPN
bracis-33616	332	10	.	.	PROPN
bracis-33616	332	11	,	,	PUNCT
bracis-33616	332	12	schisterman	schisterman	PROPN
bracis-33616	332	13	,	,	PUNCT
bracis-33616	332	14	e.f	e.f	PROPN
bracis-33616	332	15	.	.	PROPN
bracis-33616	332	16	:	:	PUNCT
bracis-33616	333	1	the	the	DET
bracis-33616	333	2	inconsistency	inconsistency	NOUN
bracis-33616	333	3	of	of	ADP
bracis-33616	333	4	optimal	optimal	ADJ
bracis-33616	333	5	cutpoints	cutpoint	NOUN
bracis-33616	333	6	obtained	obtain	VERB
bracis-33616	333	7	using	use	VERB
bracis-33616	333	8	two	two	NUM
bracis-33616	333	9	criteria	criterion	NOUN
bracis-33616	333	10	based	base	VERB
bracis-33616	333	11	on	on	ADP
bracis-33616	333	12	the	the	DET
bracis-33616	333	13	receiver	receiver	NOUN
bracis-33616	333	14	operating	operate	VERB
bracis-33616	333	15	characteristic	characteristic	ADJ
bracis-33616	333	16	curve	curve	NOUN
bracis-33616	333	17	.	.	PUNCT
bracis-33616	334	1	am	be	AUX
bracis-33616	334	2	.	.	PUNCT
bracis-33616	335	1	j.	j.	PROPN
bracis-33616	335	2	epidemiol	epidemiol	PROPN
bracis-33616	335	3	.	.	PUNCT
bracis-33616	336	1	163(7	163(7	NUM
bracis-33616	336	2	)	)	PUNCT
bracis-33616	336	3	,	,	PUNCT
bracis-33616	336	4	670–675	670–675	NUM
bracis-33616	336	5	(	(	PUNCT
bracis-33616	336	6	2006	2006	NUM
bracis-33616	336	7	)	)	PUNCT
bracis-33616	336	8	.	.	PUNCT
bracis-33616	337	1	https://doi.org/10.1093/aje/kwj063	https://doi.org/10.1093/aje/kwj063	PROPN
bracis-33616	337	2	article	article	NOUN
bracis-33616	337	3	  	  	SPACE
bracis-33616	337	4	math	math	NOUN
bracis-33616	337	5	  	  	SPACE
bracis-33616	337	6	google	google	PROPN
bracis-33616	337	7	scholar	scholar	NOUN
bracis-33616	337	8	  	  	SPACE
bracis-33616	337	9	purohit	purohit	PROPN
bracis-33616	337	10	,	,	PUNCT
bracis-33616	337	11	h.	h.	PROPN
bracis-33616	337	12	,	,	PUNCT
bracis-33616	337	13	et	et	PROPN
bracis-33616	337	14	 	 	SPACE
bracis-33616	337	15	al	al	PROPN
bracis-33616	337	16	.	.	PROPN
bracis-33616	337	17	:	:	PUNCT
bracis-33616	338	1	mimii	mimii	PROPN
bracis-33616	338	2	dataset	dataset	NOUN
bracis-33616	338	3	:	:	PUNCT
bracis-33616	338	4	sound	sound	NOUN
bracis-33616	338	5	dataset	dataset	VERB
bracis-33616	338	6	for	for	ADP
bracis-33616	338	7	malfunctioning	malfunction	VERB
bracis-33616	338	8	industrial	industrial	ADJ
bracis-33616	338	9	machine	machine	NOUN
bracis-33616	338	10	investigation	investigation	NOUN
bracis-33616	338	11	and	and	CCONJ
bracis-33616	338	12	inspection	inspection	NOUN
bracis-33616	338	13	.	.	PUNCT
bracis-33616	339	1	in	in	ADP
bracis-33616	339	2	:	:	PUNCT
bracis-33616	339	3	proceedings	proceeding	NOUN
bracis-33616	339	4	of	of	ADP
bracis-33616	339	5	the	the	DET
bracis-33616	339	6	detection	detection	NOUN
bracis-33616	339	7	and	and	CCONJ
bracis-33616	339	8	classification	classification	NOUN
bracis-33616	339	9	of	of	ADP
bracis-33616	339	10	acoustic	acoustic	ADJ
bracis-33616	339	11	scenes	scene	NOUN
bracis-33616	339	12	and	and	CCONJ
bracis-33616	339	13	events	event	NOUN
bracis-33616	339	14	workshop	workshop	NOUN
bracis-33616	339	15	,	,	PUNCT
bracis-33616	339	16	pp	pp	ADJ
bracis-33616	339	17	.	.	PUNCT
bracis-33616	340	1	209–213	209–213	NUM
bracis-33616	340	2	(	(	PUNCT
bracis-33616	340	3	2019	2019	NUM
bracis-33616	340	4	)	)	PUNCT
bracis-33616	340	5	google	google	PROPN
bracis-33616	340	6	scholar	scholar	NOUN
bracis-33616	340	7	  	  	SPACE
bracis-33616	340	8	purohit	purohit	PROPN
bracis-33616	340	9	,	,	PUNCT
bracis-33616	340	10	h.	h.	PROPN
bracis-33616	340	11	,	,	PUNCT
bracis-33616	340	12	et	et	PROPN
bracis-33616	340	13	 	 	SPACE
bracis-33616	340	14	al	al	PROPN
bracis-33616	340	15	.	.	PROPN
bracis-33616	340	16	:	:	PUNCT
bracis-33616	341	1	hierarchical	hierarchical	ADJ
bracis-33616	341	2	conditional	conditional	ADJ
bracis-33616	341	3	variational	variational	ADJ
bracis-33616	341	4	autoencoder	autoencoder	NOUN
bracis-33616	341	5	based	base	VERB
bracis-33616	341	6	acoustic	acoustic	ADJ
bracis-33616	341	7	anomaly	anomaly	NOUN
bracis-33616	341	8	detection	detection	NOUN
bracis-33616	341	9	.	.	PUNCT
bracis-33616	342	1	in	in	ADP
bracis-33616	342	2	:	:	PUNCT
bracis-33616	342	3	30th	30th	ADJ
bracis-33616	342	4	european	european	ADJ
bracis-33616	342	5	signal	signal	NOUN
bracis-33616	342	6	processing	processing	NOUN
bracis-33616	342	7	conference	conference	NOUN
bracis-33616	342	8	,	,	PUNCT
bracis-33616	342	9	pp	pp	ADJ
bracis-33616	342	10	.	.	PUNCT
bracis-33616	343	1	274–278	274–278	NUM
bracis-33616	343	2	(	(	PUNCT
bracis-33616	343	3	2022).https://doi.org/10.23919	2022).https://doi.org/10.23919	NUM
bracis-33616	343	4	/	/	SYM
bracis-33616	343	5	eusipco55093.2022.9909785	eusipco55093.2022.9909785	PROPN
bracis-33616	343	6	rauber	rauber	PROPN
bracis-33616	343	7	,	,	PUNCT
bracis-33616	343	8	t.w	t.w	PROPN
bracis-33616	343	9	.	.	PROPN
bracis-33616	343	10	,	,	PUNCT
bracis-33616	343	11	de	de	X
bracis-33616	343	12	assis	assis	PROPN
bracis-33616	343	13	boldt	boldt	PROPN
bracis-33616	343	14	,	,	PUNCT
bracis-33616	343	15	f.	f.	PROPN
bracis-33616	343	16	,	,	PUNCT
bracis-33616	343	17	varejao	varejao	PROPN
bracis-33616	343	18	,	,	PUNCT
bracis-33616	343	19	f.m	f.m	PROPN
bracis-33616	343	20	.	.	PROPN
bracis-33616	343	21	:	:	PUNCT
bracis-33616	343	22	heterogeneous	heterogeneous	ADJ
bracis-33616	343	23	feature	feature	NOUN
bracis-33616	343	24	models	model	NOUN
bracis-33616	343	25	and	and	CCONJ
bracis-33616	343	26	feature	feature	NOUN
bracis-33616	343	27	selection	selection	NOUN
bracis-33616	343	28	applied	apply	VERB
bracis-33616	343	29	to	to	ADP
bracis-33616	343	30	bearing	bear	VERB
bracis-33616	343	31	fault	fault	NOUN
bracis-33616	343	32	diagnosis	diagnosis	NOUN
bracis-33616	343	33	.	.	PUNCT
bracis-33616	344	1	ieee	ieee	PROPN
bracis-33616	344	2	trans	trans	PROPN
bracis-33616	344	3	.	.	PUNCT
bracis-33616	345	1	ind	ind	PROPN
bracis-33616	345	2	.	.	PUNCT
bracis-33616	345	3	electron	electron	PROPN
bracis-33616	345	4	.	.	PUNCT
bracis-33616	346	1	62(1	62(1	NUM
bracis-33616	346	2	)	)	PUNCT
bracis-33616	346	3	,	,	PUNCT
bracis-33616	346	4	637–646	637–646	NUM
bracis-33616	346	5	(	(	PUNCT
bracis-33616	346	6	2015	2015	NUM
bracis-33616	346	7	)	)	PUNCT
bracis-33616	346	8	.	.	PUNCT
bracis-33616	347	1	https://doi.org/10.1109/tie.2014.2327589	https://doi.org/10.1109/tie.2014.2327589	PROPN
bracis-33616	347	2	article	article	PROPN
bracis-33616	347	3	  	  	SPACE
bracis-33616	347	4	math	math	NOUN
bracis-33616	347	5	  	  	SPACE
bracis-33616	347	6	google	google	PROPN
bracis-33616	347	7	scholar	scholar	NOUN
bracis-33616	347	8	  	  	SPACE
bracis-33616	347	9	ren	ren	PROPN
bracis-33616	347	10	,	,	PUNCT
bracis-33616	347	11	s.	s.	PROPN
bracis-33616	347	12	,	,	PUNCT
bracis-33616	347	13	et	et	PROPN
bracis-33616	347	14	 	 	SPACE
bracis-33616	347	15	al	al	PROPN
bracis-33616	347	16	.	.	PROPN
bracis-33616	347	17	:	:	PUNCT
bracis-33616	348	1	a	a	DET
bracis-33616	348	2	comprehensive	comprehensive	ADJ
bracis-33616	348	3	review	review	NOUN
bracis-33616	348	4	of	of	ADP
bracis-33616	348	5	big	big	ADJ
bracis-33616	348	6	data	datum	NOUN
bracis-33616	348	7	analytics	analytic	NOUN
bracis-33616	348	8	throughout	throughout	ADP
bracis-33616	348	9	product	product	NOUN
bracis-33616	348	10	lifecycle	lifecycle	NOUN
bracis-33616	348	11	to	to	PART
bracis-33616	348	12	support	support	VERB
bracis-33616	348	13	sustainable	sustainable	ADJ
bracis-33616	348	14	smart	smart	ADJ
bracis-33616	348	15	manufacturing	manufacturing	NOUN
bracis-33616	348	16	:	:	PUNCT
bracis-33616	348	17	a	a	DET
bracis-33616	348	18	framework	framework	NOUN
bracis-33616	348	19	,	,	PUNCT
bracis-33616	348	20	challenges	challenge	NOUN
bracis-33616	348	21	and	and	CCONJ
bracis-33616	348	22	future	future	ADJ
bracis-33616	348	23	research	research	NOUN
bracis-33616	348	24	directions	direction	NOUN
bracis-33616	348	25	.	.	PUNCT
bracis-33616	349	1	j.	j.	PROPN
bracis-33616	349	2	cleaner	cleaner	PROPN
bracis-33616	349	3	prod	prod	PROPN
bracis-33616	349	4	.	.	PUNCT
bracis-33616	350	1	210	210	NUM
bracis-33616	350	2	,	,	PUNCT
bracis-33616	350	3	1343–1365	1343–1365	NUM
bracis-33616	350	4	(	(	PUNCT
bracis-33616	350	5	2019	2019	NUM
bracis-33616	350	6	)	)	PUNCT
bracis-33616	350	7	.	.	PUNCT
bracis-33616	351	1	https://doi.org/10.1016/j.jclepro.2018.11.025	https://doi.org/10.1016/j.jclepro.2018.11.025	PROPN
bracis-33616	351	2	ribeiro	ribeiro	PROPN
bracis-33616	351	3	,	,	PUNCT
bracis-33616	351	4	f.	f.	PROPN
bracis-33616	351	5	,	,	PUNCT
bracis-33616	351	6	marins	marin	NOUN
bracis-33616	351	7	,	,	PUNCT
bracis-33616	351	8	m.	m.	NOUN
bracis-33616	351	9	,	,	PUNCT
bracis-33616	351	10	netto	netto	PROPN
bracis-33616	351	11	,	,	PUNCT
bracis-33616	351	12	s.	s.	PROPN
bracis-33616	351	13	,	,	PUNCT
bracis-33616	351	14	silva	silva	PROPN
bracis-33616	351	15	,	,	PUNCT
bracis-33616	351	16	e.	e.	PROPN
bracis-33616	351	17	:	:	PUNCT
bracis-33616	351	18	rotating	rotate	VERB
bracis-33616	351	19	machinery	machinery	NOUN
bracis-33616	351	20	fault	fault	NOUN
bracis-33616	351	21	diagnosis	diagnosis	NOUN
bracis-33616	351	22	using	use	VERB
bracis-33616	351	23	similarity	similarity	NOUN
bracis-33616	351	24	-	-	PUNCT
bracis-33616	351	25	based	base	VERB
bracis-33616	351	26	models	model	NOUN
bracis-33616	351	27	.	.	PUNCT
bracis-33616	352	1	in	in	ADP
bracis-33616	352	2	:	:	PUNCT
bracis-33616	352	3	anais	anais	PROPN
bracis-33616	352	4	de	de	PROPN
bracis-33616	352	5	xxxv	xxxv	PROPN
bracis-33616	352	6	simpósio	simpósio	PROPN
bracis-33616	352	7	brasileiro	brasileiro	PROPN
bracis-33616	352	8	de	de	PROPN
bracis-33616	352	9	telecomunicações	telecomunicações	PROPN
bracis-33616	352	10	e	e	PROPN
bracis-33616	352	11	processamento	processamento	ADP
bracis-33616	352	12	de	de	PROPN
bracis-33616	352	13	sinais	sinais	PROPN
bracis-33616	352	14	(	(	PUNCT
bracis-33616	352	15	2017	2017	NUM
bracis-33616	352	16	)	)	PUNCT
bracis-33616	352	17	.	.	PUNCT
bracis-33616	353	1	https://doi.org/10.14209/sbrt.2017.133	https://doi.org/10.14209/sbrt.2017.133	PROPN
bracis-33616	353	2	saufi	saufi	NOUN
bracis-33616	353	3	,	,	PUNCT
bracis-33616	353	4	s.r	s.r	PROPN
bracis-33616	353	5	.	.	PROPN
bracis-33616	353	6	,	,	PUNCT
bracis-33616	353	7	ahmad	ahmad	PROPN
bracis-33616	353	8	,	,	PUNCT
bracis-33616	353	9	z.a.b	z.a.b	PROPN
bracis-33616	353	10	.	.	PROPN
bracis-33616	353	11	,	,	PUNCT
bracis-33616	353	12	leong	leong	PROPN
bracis-33616	353	13	,	,	PUNCT
bracis-33616	353	14	m.s	m.s	PROPN
bracis-33616	353	15	.	.	PROPN
bracis-33616	353	16	,	,	PUNCT
bracis-33616	353	17	lim	lim	PROPN
bracis-33616	353	18	,	,	PUNCT
bracis-33616	353	19	m.h	m.h	PROPN
bracis-33616	353	20	.	.	PROPN
bracis-33616	353	21	:	:	PUNCT
bracis-33616	353	22	challenges	challenge	NOUN
bracis-33616	353	23	and	and	CCONJ
bracis-33616	353	24	opportunities	opportunity	NOUN
bracis-33616	353	25	of	of	ADP
bracis-33616	353	26	deep	deep	ADJ
bracis-33616	353	27	learning	learning	NOUN
bracis-33616	353	28	models	model	NOUN
bracis-33616	353	29	for	for	ADP
bracis-33616	353	30	machinery	machinery	NOUN
bracis-33616	353	31	fault	fault	NOUN
bracis-33616	353	32	detection	detection	NOUN
bracis-33616	353	33	and	and	CCONJ
bracis-33616	353	34	diagnosis	diagnosis	NOUN
bracis-33616	353	35	:	:	PUNCT
bracis-33616	353	36	a	a	DET
bracis-33616	353	37	review	review	NOUN
bracis-33616	353	38	.	.	PUNCT
bracis-33616	354	1	ieee	ieee	NOUN
bracis-33616	354	2	access	access	NOUN
bracis-33616	354	3	7	7	NUM
bracis-33616	354	4	,	,	PUNCT
bracis-33616	354	5	122644–122662	122644–122662	NUM
bracis-33616	354	6	(	(	PUNCT
bracis-33616	354	7	2019	2019	NUM
bracis-33616	354	8	)	)	PUNCT
bracis-33616	354	9	.	.	PUNCT
bracis-33616	355	1	https://doi.org/10.1109/access.2019.2938227	https://doi.org/10.1109/access.2019.2938227	PROPN
bracis-33616	355	2	saufi	saufi	NOUN
bracis-33616	355	3	,	,	PUNCT
bracis-33616	355	4	s.r	s.r	PROPN
bracis-33616	355	5	.	.	PROPN
bracis-33616	355	6	,	,	PUNCT
bracis-33616	355	7	isham	isham	PROPN
bracis-33616	355	8	,	,	PUNCT
bracis-33616	355	9	m.f	m.f	PROPN
bracis-33616	355	10	.	.	PROPN
bracis-33616	355	11	,	,	PUNCT
bracis-33616	355	12	ahmad	ahmad	PROPN
bracis-33616	355	13	,	,	PUNCT
bracis-33616	355	14	z.a	z.a	PROPN
bracis-33616	355	15	.	.	PROPN
bracis-33616	355	16	,	,	PUNCT
bracis-33616	355	17	hasan	hasan	PROPN
bracis-33616	355	18	,	,	PUNCT
bracis-33616	355	19	m.d.a	m.d.a	NOUN
bracis-33616	355	20	.	.	PUNCT
bracis-33616	355	21	:	:	PUNCT
bracis-33616	356	1	machinery	machinery	NOUN
bracis-33616	356	2	fault	fault	NOUN
bracis-33616	356	3	diagnosis	diagnosis	NOUN
bracis-33616	356	4	based	base	VERB
bracis-33616	356	5	on	on	ADP
bracis-33616	356	6	a	a	DET
bracis-33616	356	7	modified	modify	VERB
bracis-33616	356	8	hybrid	hybrid	NOUN
bracis-33616	356	9	deep	deep	ADV
bracis-33616	356	10	sparse	sparse	ADJ
bracis-33616	356	11	autoencoder	autoencoder	NOUN
bracis-33616	356	12	using	use	VERB
bracis-33616	356	13	a	a	DET
bracis-33616	356	14	raw	raw	ADJ
bracis-33616	356	15	vibration	vibration	NOUN
bracis-33616	356	16	time	time	NOUN
bracis-33616	356	17	-	-	PUNCT
bracis-33616	356	18	series	series	NOUN
bracis-33616	356	19	signal	signal	NOUN
bracis-33616	356	20	.	.	PUNCT
bracis-33616	357	1	j.	j.	PROPN
bracis-33616	357	2	ambient	ambient	PROPN
bracis-33616	357	3	.	.	PUNCT
bracis-33616	358	1	intell	intell	PROPN
bracis-33616	358	2	.	.	PUNCT
bracis-33616	359	1	humaniz	humaniz	VERB
bracis-33616	359	2	.	.	PUNCT
bracis-33616	360	1	comput	comput	NOUN
bracis-33616	360	2	.	.	PUNCT
bracis-33616	361	1	14(4	14(4	NUM
bracis-33616	361	2	)	)	PUNCT
bracis-33616	361	3	,	,	PUNCT
bracis-33616	361	4	3827–3838	3827–3838	NUM
bracis-33616	361	5	(	(	PUNCT
bracis-33616	361	6	2023	2023	NUM
bracis-33616	361	7	)	)	PUNCT
bracis-33616	361	8	.	.	PUNCT
bracis-33616	362	1	https://doi.org/10.1007/s12652-022-04436-1	https://doi.org/10.1007/s12652-022-04436-1	NUM
bracis-33616	362	2	article	article	NOUN
bracis-33616	362	3	  	  	SPACE
bracis-33616	362	4	google	google	PROPN
bracis-33616	362	5	scholar	scholar	NOUN
bracis-33616	362	6	  	  	SPACE
bracis-33616	362	7	souza	souza	PROPN
bracis-33616	362	8	,	,	PUNCT
bracis-33616	362	9	r.m	r.m	PROPN
bracis-33616	362	10	.	.	PROPN
bracis-33616	362	11	,	,	PUNCT
bracis-33616	362	12	et	et	PROPN
bracis-33616	362	13	 	 	SPACE
bracis-33616	362	14	al	al	PROPN
bracis-33616	362	15	.	.	PROPN
bracis-33616	362	16	:	:	PUNCT
bracis-33616	363	1	deep	deep	ADJ
bracis-33616	363	2	learning	learn	VERB
bracis-33616	363	3	for	for	ADP
bracis-33616	363	4	diagnosis	diagnosis	NOUN
bracis-33616	363	5	and	and	CCONJ
bracis-33616	363	6	classification	classification	NOUN
bracis-33616	363	7	of	of	ADP
bracis-33616	363	8	faults	fault	NOUN
bracis-33616	363	9	in	in	ADP
bracis-33616	363	10	industrial	industrial	ADJ
bracis-33616	363	11	rotating	rotate	VERB
bracis-33616	363	12	machinery	machinery	NOUN
bracis-33616	363	13	.	.	PUNCT
bracis-33616	364	1	comput	comput	NOUN
bracis-33616	364	2	.	.	PUNCT
bracis-33616	365	1	ind	ind	PROPN
bracis-33616	365	2	.	.	PUNCT
bracis-33616	366	1	eng	eng	PROPN
bracis-33616	366	2	.	.	PROPN
bracis-33616	366	3	153	153	NUM
bracis-33616	366	4	,	,	PUNCT
bracis-33616	366	5	107060	107060	NUM
bracis-33616	366	6	(	(	PUNCT
bracis-33616	366	7	2021	2021	NUM
bracis-33616	366	8	)	)	PUNCT
bracis-33616	366	9	.	.	PUNCT
bracis-33616	367	1	https://doi.org/10.1016/j.cie.2020.107060	https://doi.org/10.1016/j.cie.2020.107060	PROPN
bracis-33616	367	2	suefusa	suefusa	NOUN
bracis-33616	367	3	,	,	PUNCT
bracis-33616	367	4	k.	k.	PROPN
bracis-33616	367	5	,	,	PUNCT
bracis-33616	367	6	et	et	PROPN
bracis-33616	367	7	 	 	SPACE
bracis-33616	367	8	al	al	PROPN
bracis-33616	367	9	.	.	PROPN
bracis-33616	367	10	:	:	PUNCT
bracis-33616	368	1	anomalous	anomalous	ADJ
bracis-33616	368	2	sound	sound	NOUN
bracis-33616	368	3	detection	detection	NOUN
bracis-33616	368	4	based	base	VERB
bracis-33616	368	5	on	on	ADP
bracis-33616	368	6	interpolation	interpolation	NOUN
bracis-33616	368	7	deep	deep	ADJ
bracis-33616	368	8	neural	neural	ADJ
bracis-33616	368	9	network	network	NOUN
bracis-33616	368	10	.	.	PUNCT
bracis-33616	369	1	in	in	ADP
bracis-33616	369	2	:	:	PUNCT
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bracis-33616	369	4	2020	2020	NUM
bracis-33616	369	5	2020	2020	NUM
bracis-33616	369	6	ieee	ieee	PROPN
bracis-33616	369	7	international	international	ADJ
bracis-33616	369	8	conference	conference	NOUN
bracis-33616	369	9	on	on	ADP
bracis-33616	369	10	acoustics	acoustic	NOUN
bracis-33616	369	11	,	,	PUNCT
bracis-33616	369	12	speech	speech	NOUN
bracis-33616	369	13	and	and	CCONJ
bracis-33616	369	14	signal	signal	NOUN
bracis-33616	369	15	processing	processing	NOUN
bracis-33616	369	16	(	(	PUNCT
bracis-33616	369	17	icassp	icassp	PROPN
bracis-33616	369	18	)	)	PUNCT
bracis-33616	369	19	,	,	PUNCT
bracis-33616	369	20	pp	pp	ADP
bracis-33616	369	21	.	.	PUNCT
bracis-33616	370	1	271–275	271–275	NUM
bracis-33616	370	2	(	(	PUNCT
bracis-33616	370	3	2020	2020	NUM
bracis-33616	370	4	)	)	PUNCT
bracis-33616	370	5	.	.	PUNCT
bracis-33616	371	1	https://doi.org/10.1109/icassp40776.2020.9054344	https://doi.org/10.1109/icassp40776.2020.9054344	PROPN
bracis-33616	371	2	tanabe	tanabe	PROPN
bracis-33616	371	3	,	,	PUNCT
bracis-33616	371	4	r.	r.	PROPN
bracis-33616	371	5	,	,	PUNCT
bracis-33616	371	6	et	et	PROPN
bracis-33616	371	7	 	 	SPACE
bracis-33616	371	8	al	al	PROPN
bracis-33616	371	9	.	.	PROPN
bracis-33616	371	10	:	:	PUNCT
bracis-33616	371	11	mimii	mimii	PROPN
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bracis-33616	371	13	:	:	PUNCT
bracis-33616	371	14	sound	sound	NOUN
bracis-33616	371	15	dataset	dataset	VERB
bracis-33616	371	16	for	for	ADP
bracis-33616	371	17	malfunctioning	malfunction	VERB
bracis-33616	371	18	industrial	industrial	ADJ
bracis-33616	371	19	machine	machine	NOUN
bracis-33616	371	20	investigation	investigation	NOUN
bracis-33616	371	21	and	and	CCONJ
bracis-33616	371	22	inspection	inspection	NOUN
bracis-33616	371	23	with	with	ADP
bracis-33616	371	24	domain	domain	NOUN
bracis-33616	371	25	shifts	shift	NOUN
bracis-33616	371	26	due	due	ADJ
bracis-33616	371	27	to	to	ADP
bracis-33616	371	28	changes	change	NOUN
bracis-33616	371	29	in	in	ADP
bracis-33616	371	30	operational	operational	ADJ
bracis-33616	371	31	and	and	CCONJ
bracis-33616	371	32	environmental	environmental	ADJ
bracis-33616	371	33	conditions	condition	NOUN
bracis-33616	371	34	.	.	PUNCT
bracis-33616	372	1	in	in	ADP
bracis-33616	372	2	:	:	PUNCT
bracis-33616	372	3	2021	2021	NUM
bracis-33616	372	4	ieee	ieee	NOUN
bracis-33616	372	5	workshop	workshop	NOUN
bracis-33616	372	6	on	on	ADP
bracis-33616	372	7	applications	application	NOUN
bracis-33616	372	8	of	of	ADP
bracis-33616	372	9	signal	signal	NOUN
bracis-33616	372	10	processing	processing	NOUN
bracis-33616	372	11	to	to	ADP
bracis-33616	372	12	audio	audio	NOUN
bracis-33616	372	13	and	and	CCONJ
bracis-33616	372	14	acoustics	acoustic	NOUN
bracis-33616	372	15	,	,	PUNCT
bracis-33616	372	16	pp	pp	X
bracis-33616	372	17	.	.	PUNCT
bracis-33616	373	1	21–25	21–25	NUM
bracis-33616	373	2	.	.	PUNCT
bracis-33616	374	1	ieee	ieee	PROPN
bracis-33616	374	2	,	,	PUNCT
bracis-33616	374	3	new	new	ADJ
bracis-33616	374	4	paltz	paltz	PROPN
bracis-33616	374	5	,	,	PUNCT
bracis-33616	374	6	ny	ny	PROPN
bracis-33616	374	7	,	,	PUNCT
bracis-33616	374	8	usa	usa	PROPN
bracis-33616	374	9	(	(	PUNCT
bracis-33616	374	10	2021	2021	NUM
bracis-33616	374	11	)	)	PUNCT
bracis-33616	374	12	.	.	PUNCT
bracis-33616	375	1	https://doi.org/10.1109/waspaa52581.2021.9632802	https://doi.org/10.1109/waspaa52581.2021.9632802	PROPN
bracis-33616	375	2	tang	tang	PROPN
bracis-33616	375	3	,	,	PUNCT
bracis-33616	375	4	l.	l.	PROPN
bracis-33616	375	5	,	,	PUNCT
bracis-33616	375	6	tian	tian	PROPN
bracis-33616	375	7	,	,	PUNCT
bracis-33616	375	8	h.	h.	PROPN
bracis-33616	375	9	,	,	PUNCT
bracis-33616	375	10	huang	huang	PROPN
bracis-33616	375	11	,	,	PUNCT
bracis-33616	375	12	h.	h.	PROPN
bracis-33616	375	13	,	,	PUNCT
bracis-33616	375	14	shi	shi	PROPN
bracis-33616	375	15	,	,	PUNCT
bracis-33616	375	16	s.	s.	PROPN
bracis-33616	375	17	,	,	PUNCT
bracis-33616	375	18	ji	ji	PROPN
bracis-33616	375	19	,	,	PUNCT
bracis-33616	375	20	q.	q.	PROPN
bracis-33616	375	21	:	:	PUNCT
bracis-33616	375	22	a	a	DET
bracis-33616	375	23	survey	survey	NOUN
bracis-33616	375	24	of	of	ADP
bracis-33616	375	25	mechanical	mechanical	ADJ
bracis-33616	375	26	fault	fault	NOUN
bracis-33616	375	27	diagnosis	diagnosis	NOUN
bracis-33616	375	28	based	base	VERB
bracis-33616	375	29	on	on	ADP
bracis-33616	375	30	audio	audio	ADJ
bracis-33616	375	31	signal	signal	NOUN
bracis-33616	375	32	analysis	analysis	NOUN
bracis-33616	375	33	.	.	PUNCT
bracis-33616	376	1	measurement	measurement	NOUN
bracis-33616	376	2	220	220	NUM
bracis-33616	376	3	,	,	PUNCT
bracis-33616	376	4	113294	113294	NUM
bracis-33616	376	5	(	(	PUNCT
bracis-33616	376	6	2023	2023	NUM
bracis-33616	376	7	)	)	PUNCT
bracis-33616	376	8	.	.	PUNCT
bracis-33616	377	1	https://doi.org/10.1016/j.measurement.2023.113294	https://doi.org/10.1016/j.measurement.2023.113294	NOUN
bracis-33616	377	2	article	article	NOUN
bracis-33616	377	3	  	  	SPACE
bracis-33616	377	4	math	math	NOUN
bracis-33616	377	5	  	  	SPACE
bracis-33616	377	6	google	google	PROPN
bracis-33616	377	7	scholar	scholar	NOUN
bracis-33616	377	8	  	  	SPACE
bracis-33616	377	9	yi	yi	PROPN
bracis-33616	377	10	,	,	PUNCT
bracis-33616	377	11	w.	w.	PROPN
bracis-33616	377	12	,	,	PUNCT
bracis-33616	377	13	choi	choi	PROPN
bracis-33616	377	14	,	,	PUNCT
bracis-33616	377	15	j.w	j.w	PROPN
bracis-33616	377	16	.	.	PROPN
bracis-33616	377	17	,	,	PUNCT
bracis-33616	377	18	lee	lee	PROPN
bracis-33616	377	19	,	,	PUNCT
bracis-33616	377	20	j.w	j.w	PROPN
bracis-33616	377	21	.	.	PROPN
bracis-33616	377	22	:	:	PUNCT
bracis-33616	377	23	sound	sound	NOUN
bracis-33616	377	24	-	-	PUNCT
bracis-33616	377	25	based	base	VERB
bracis-33616	377	26	drone	drone	NOUN
bracis-33616	377	27	fault	fault	NOUN
bracis-33616	377	28	classification	classification	NOUN
bracis-33616	377	29	using	use	VERB
bracis-33616	377	30	multitask	multitask	ADJ
bracis-33616	377	31	learning	learning	NOUN
bracis-33616	377	32	(	(	PUNCT
bracis-33616	377	33	2023	2023	NUM
bracis-33616	377	34	)	)	PUNCT
bracis-33616	377	35	google	google	NOUN
bracis-33616	377	36	scholar	scholar	NOUN
bracis-33616	377	37	  	  	SPACE
bracis-33616	377	38	youden	youden	PROPN
bracis-33616	377	39	,	,	PUNCT
bracis-33616	377	40	w.j	w.j	PROPN
bracis-33616	377	41	.	.	PROPN
bracis-33616	377	42	:	:	PUNCT
bracis-33616	377	43	index	index	NOUN
bracis-33616	377	44	for	for	ADP
bracis-33616	377	45	rating	rate	VERB
bracis-33616	377	46	diagnostic	diagnostic	ADJ
bracis-33616	377	47	tests	test	NOUN
bracis-33616	377	48	.	.	PUNCT
bracis-33616	378	1	cancer	cancer	NOUN
bracis-33616	378	2	3(1	3(1	NUM
bracis-33616	378	3	)	)	PUNCT
bracis-33616	378	4	,	,	PUNCT
bracis-33616	378	5	32–35	32–35	NUM
bracis-33616	378	6	(	(	PUNCT
bracis-33616	378	7	1950	1950	NUM
bracis-33616	378	8	)	)	PUNCT
bracis-33616	378	9	article	article	NOUN
bracis-33616	378	10	  	  	SPACE
bracis-33616	378	11	math	math	NOUN
bracis-33616	378	12	  	  	SPACE
bracis-33616	378	13	google	google	PROPN
bracis-33616	378	14	scholar	scholar	NOUN
bracis-33616	378	15	  	  	SPACE
bracis-33616	378	16	zhao	zhao	PROPN
bracis-33616	378	17	,	,	PUNCT
bracis-33616	378	18	z.	z.	PROPN
bracis-33616	378	19	,	,	PUNCT
bracis-33616	378	20	et	et	PROPN
bracis-33616	378	21	al	al	PROPN
bracis-33616	378	22	.	.	PUNCT
bracis-33616	378	23	:	:	PUNCT
bracis-33616	379	1	a	a	DET
bracis-33616	379	2	fault	fault	NOUN
bracis-33616	379	3	diagnosis	diagnosis	NOUN
bracis-33616	379	4	method	method	NOUN
bracis-33616	379	5	of	of	ADP
bracis-33616	379	6	rotor	rotor	NOUN
bracis-33616	379	7	system	system	NOUN
bracis-33616	379	8	based	base	VERB
bracis-33616	379	9	on	on	ADP
bracis-33616	379	10	parallel	parallel	ADJ
bracis-33616	379	11	convolutional	convolutional	ADJ
bracis-33616	379	12	neural	neural	ADJ
bracis-33616	379	13	network	network	NOUN
bracis-33616	379	14	architecture	architecture	NOUN
bracis-33616	379	15	with	with	ADP
bracis-33616	379	16	attention	attention	NOUN
bracis-33616	379	17	mechanism	mechanism	NOUN
bracis-33616	379	18	.	.	PUNCT
bracis-33616	380	1	j.	j.	PROPN
bracis-33616	380	2	sig	sig	PROPN
bracis-33616	380	3	.	.	PROPN
bracis-33616	380	4	process	process	NOUN
bracis-33616	380	5	.	.	PUNCT
bracis-33616	381	1	syst	syst	PROPN
bracis-33616	381	2	.	.	PUNCT
bracis-33616	382	1	95(8	95(8	NUM
bracis-33616	382	2	)	)	PUNCT
bracis-33616	382	3	,	,	PUNCT
bracis-33616	383	1	965–977	965–977	NUM
bracis-33616	383	2	(	(	PUNCT
bracis-33616	383	3	2023	2023	NUM
bracis-33616	383	4	)	)	PUNCT
bracis-33616	383	5	.	.	PUNCT
bracis-33616	384	1	https://doi.org/10.1007/s11265-023-01846-y	https://doi.org/10.1007/s11265-023-01846-y	PROPN
bracis-33616	384	2	article	article	PROPN
bracis-33616	384	3	  	  	SPACE
bracis-33616	384	4	math	math	NOUN
bracis-33616	384	5	  	  	SPACE
bracis-33616	384	6	google	google	PROPN
bracis-33616	384	7	scholar	scholar	NOUN
bracis-33616	384	8	  	  	SPACE
bracis-33616	384	9	download	download	NOUN
bracis-33616	384	10	references	reference	NOUN
bracis-33616	384	11	acknowledgements	acknowledgement	VERB
bracis-33616	384	12	the	the	DET
bracis-33616	384	13	authors	author	NOUN
bracis-33616	384	14	thank	thank	VERB
bracis-33616	384	15	fapesc	fapesc	NOUN
bracis-33616	384	16	for	for	ADP
bracis-33616	384	17	the	the	DET
bracis-33616	384	18	financial	financial	ADJ
bracis-33616	384	19	support	support	NOUN
bracis-33616	384	20	.	.	PUNCT
bracis-33616	385	1	author	author	NOUN
bracis-33616	385	2	information	information	NOUN
bracis-33616	385	3	authors	author	NOUN
bracis-33616	385	4	and	and	CCONJ
bracis-33616	385	5	affiliations	affiliation	NOUN
bracis-33616	385	6	joinville	joinville	PROPN
bracis-33616	385	7	technological	technological	ADJ
bracis-33616	385	8	center	center	NOUN
bracis-33616	385	9	(	(	PUNCT
bracis-33616	385	10	ctj	ctj	NOUN
bracis-33616	385	11	)	)	PUNCT
bracis-33616	385	12	,	,	PUNCT
bracis-33616	385	13	federal	federal	ADJ
bracis-33616	385	14	university	university	PROPN
bracis-33616	385	15	of	of	ADP
bracis-33616	385	16	santa	santa	PROPN
bracis-33616	385	17	catarina	catarina	PROPN
bracis-33616	385	18	(	(	PUNCT
bracis-33616	385	19	ufsc	ufsc	PROPN
bracis-33616	385	20	)	)	PUNCT
bracis-33616	385	21	,	,	PUNCT
bracis-33616	385	22	joinville	joinville	PROPN
bracis-33616	385	23	,	,	PUNCT
bracis-33616	385	24	brazil	brazil	PROPN
bracis-33616	385	25	leonardo	leonardo	PROPN
bracis-33616	385	26	afonso	afonso	PROPN
bracis-33616	385	27	ferreira	ferreira	PROPN
bracis-33616	385	28	bortoni	bortoni	PROPN
bracis-33616	385	29	 	 	SPACE
bracis-33616	385	30	&	&	CCONJ
bracis-33616	385	31	 	 	SPACE
bracis-33616	385	32	pablo	pablo	PROPN
bracis-33616	385	33	andretta	andretta	PROPN
bracis-33616	385	34	jaskowiak	jaskowiak	PROPN
bracis-33616	385	35	authors	authors	PROPN
bracis-33616	385	36	leonardo	leonardo	PROPN
bracis-33616	385	37	afonso	afonso	PROPN
bracis-33616	385	38	ferreira	ferreira	PROPN
bracis-33616	385	39	bortoniview	bortoniview	PROPN
bracis-33616	385	40	author	author	NOUN
bracis-33616	385	41	publications	publication	NOUN
bracis-33616	385	42	search	search	NOUN
bracis-33616	385	43	author	author	NOUN
bracis-33616	385	44	on	on	ADP
bracis-33616	385	45	:	:	PUNCT
bracis-33616	385	46	pubmed	pubmed	PROPN
bracis-33616	385	47	 	 	SPACE
bracis-33616	385	48	google	google	PROPN
bracis-33616	385	49	scholar	scholar	NOUN
bracis-33616	385	50	pablo	pablo	PROPN
bracis-33616	385	51	andretta	andretta	PROPN
bracis-33616	385	52	jaskowiakview	jaskowiakview	PROPN
bracis-33616	385	53	author	author	NOUN
bracis-33616	385	54	publications	publication	NOUN
bracis-33616	385	55	search	search	NOUN
bracis-33616	385	56	author	author	NOUN
bracis-33616	385	57	on	on	ADP
bracis-33616	385	58	:	:	PUNCT
bracis-33616	385	59	pubmed	pubmed	PROPN
bracis-33616	385	60	 	 	SPACE
bracis-33616	385	61	google	google	PROPN
bracis-33616	385	62	scholar	scholar	NOUN
bracis-33616	385	63	corresponding	correspond	VERB
bracis-33616	385	64	author	author	NOUN
bracis-33616	385	65	correspondence	correspondence	NOUN
bracis-33616	385	66	to	to	ADP
bracis-33616	385	67	pablo	pablo	PROPN
bracis-33616	385	68	andretta	andretta	PROPN
bracis-33616	385	69	jaskowiak	jaskowiak	PROPN
bracis-33616	385	70	.	.	PUNCT
bracis-33616	386	1	editor	editor	NOUN
bracis-33616	386	2	information	information	NOUN
bracis-33616	386	3	editors	editor	NOUN
bracis-33616	386	4	and	and	CCONJ
bracis-33616	386	5	affiliations	affiliation	NOUN
bracis-33616	386	6	universidade	universidade	VERB
bracis-33616	386	7	federal	federal	PROPN
bracis-33616	386	8	fluminense	fluminense	PROPN
bracis-33616	386	9	,	,	PUNCT
bracis-33616	386	10	niterói	niterói	PROPN
bracis-33616	386	11	,	,	PUNCT
bracis-33616	386	12	brazil	brazil	PROPN
bracis-33616	386	13	aline	aline	PROPN
bracis-33616	386	14	paes	paes	PROPN
bracis-33616	386	15	instituto	instituto	PROPN
bracis-33616	386	16	tecnológico	tecnológico	PROPN
bracis-33616	386	17	de	de	PROPN
bracis-33616	386	18	aeronáutica	aeronáutica	PROPN
bracis-33616	386	19	,	,	PUNCT
bracis-33616	386	20	são	são	PROPN
bracis-33616	386	21	josé	josé	PROPN
bracis-33616	386	22	dos	dos	PROPN
bracis-33616	386	23	campos	campos	PROPN
bracis-33616	386	24	,	,	PUNCT
bracis-33616	386	25	brazil	brazil	PROPN
bracis-33616	386	26	filipe	filipe	PROPN
bracis-33616	386	27	a.	a.	PROPN
bracis-33616	386	28	n.	n.	PROPN
bracis-33616	386	29	verri	verri	PROPN
bracis-33616	386	30	rights	right	NOUN
bracis-33616	386	31	and	and	CCONJ
bracis-33616	386	32	permissions	permission	NOUN
bracis-33616	386	33	reprints	reprint	NOUN
bracis-33616	386	34	and	and	CCONJ
bracis-33616	386	35	permissions	permission	VERB
bracis-33616	386	36	copyright	copyright	NOUN
bracis-33616	386	37	information	information	NOUN
bracis-33616	386	38	©	©	ADP
bracis-33616	386	39	2025	2025	NUM
bracis-33616	386	40	the	the	DET
bracis-33616	386	41	author(s	author(s	NOUN
bracis-33616	386	42	)	)	PUNCT
bracis-33616	386	43	,	,	PUNCT
bracis-33616	386	44	under	under	ADP
bracis-33616	386	45	exclusive	exclusive	ADJ
bracis-33616	386	46	license	license	NOUN
bracis-33616	386	47	to	to	ADP
bracis-33616	386	48	springer	springer	NOUN
bracis-33616	386	49	nature	nature	PROPN
bracis-33616	386	50	switzerland	switzerland	PROPN
bracis-33616	386	51	ag	ag	PROPN
bracis-33616	386	52	about	about	ADP
bracis-33616	386	53	this	this	DET
bracis-33616	386	54	paper	paper	NOUN
bracis-33616	386	55	cite	cite	VERB
bracis-33616	386	56	this	this	DET
bracis-33616	386	57	paper	paper	NOUN
bracis-33616	386	58	bortoni	bortoni	NOUN
bracis-33616	386	59	,	,	PUNCT
bracis-33616	386	60	l.a.f	l.a.f	PROPN
bracis-33616	386	61	.	.	PUNCT
bracis-33616	386	62	,	,	PUNCT
bracis-33616	386	63	jaskowiak	jaskowiak	PROPN
bracis-33616	386	64	,	,	PUNCT
bracis-33616	386	65	p.a	p.a	PROPN
bracis-33616	386	66	.	.	PROPN
bracis-33616	387	1	(	(	PUNCT
bracis-33616	387	2	2025	2025	NUM
bracis-33616	387	3	)	)	PUNCT
bracis-33616	387	4	.	.	PUNCT
bracis-33616	388	1	acoustic	acoustic	ADJ
bracis-33616	388	2	features	feature	NOUN
bracis-33616	388	3	and	and	CCONJ
bracis-33616	388	4	 	 	SPACE
bracis-33616	388	5	autoencoders	autoencoder	NOUN
bracis-33616	388	6	for	for	ADP
bracis-33616	388	7	 	 	SPACE
bracis-33616	388	8	fault	fault	VERB
bracis-33616	388	9	detection	detection	NOUN
bracis-33616	388	10	in	in	ADP
bracis-33616	388	11	 	 	SPACE
bracis-33616	388	12	rotating	rotate	VERB
bracis-33616	388	13	machines	machine	NOUN
bracis-33616	388	14	:	:	PUNCT
bracis-33616	388	15	a	a	DET
bracis-33616	388	16	case	case	NOUN
bracis-33616	388	17	study	study	NOUN
bracis-33616	388	18	.	.	PUNCT
bracis-33616	389	1	in	in	ADP
bracis-33616	389	2	:	:	PUNCT
bracis-33616	389	3	paes	paes	PROPN
bracis-33616	389	4	,	,	PUNCT
bracis-33616	389	5	a.	a.	PROPN
bracis-33616	389	6	,	,	PUNCT
bracis-33616	389	7	verri	verri	NOUN
bracis-33616	389	8	,	,	PUNCT
bracis-33616	389	9	f.a.n	f.a.n	ADJ
bracis-33616	389	10	.	.	PUNCT
bracis-33616	389	11	(	(	PUNCT
bracis-33616	389	12	eds	ed	NOUN
bracis-33616	389	13	)	)	PUNCT
bracis-33616	389	14	intelligent	intelligent	ADJ
bracis-33616	389	15	systems	system	NOUN
bracis-33616	389	16	.	.	PUNCT
bracis-33616	389	17	bracis	bracis	PROPN
bracis-33616	389	18	2024	2024	NUM
bracis-33616	389	19	.	.	PUNCT
bracis-33616	390	1	lecture	lecture	NOUN
bracis-33616	390	2	notes	note	NOUN
bracis-33616	390	3	in	in	ADP
bracis-33616	390	4	computer	computer	NOUN
bracis-33616	390	5	science	science	NOUN
bracis-33616	390	6	(	(	PUNCT
bracis-33616	390	7	)	)	PUNCT
bracis-33616	390	8	,	,	PUNCT
bracis-33616	390	9	vol	vol	NOUN
bracis-33616	390	10	15414	15414	NUM
bracis-33616	390	11	.	.	PUNCT
bracis-33616	391	1	springer	springer	NOUN
bracis-33616	391	2	,	,	PUNCT
bracis-33616	391	3	cham	cham	PROPN
bracis-33616	391	4	.	.	PUNCT
bracis-33616	392	1	https://doi.org/10.1007/978-3-031-79035-5_3	https://doi.org/10.1007/978-3-031-79035-5_3	PROPN
bracis-33616	392	2	download	download	NOUN
bracis-33616	392	3	citation	citation	NOUN
bracis-33616	392	4	.ris	.ris	PUNCT
bracis-33616	392	5	.enw	.enw	PROPN
bracis-33616	392	6	.bib	.bib	PUNCT
bracis-33616	393	1	doi	doi	PROPN
bracis-33616	393	2	:	:	PUNCT
bracis-33616	393	3	https://doi.org/10.1007/978-3-031-79035-5_3	https://doi.org/10.1007/978-3-031-79035-5_3	PUNCT
bracis-33616	393	4	published	publish	VERB
bracis-33616	393	5	:	:	PUNCT
bracis-33616	393	6	30	30	NUM
bracis-33616	393	7	january	january	PROPN
bracis-33616	393	8	2025	2025	NUM
bracis-33616	393	9	publisher	publisher	NOUN
bracis-33616	393	10	name	name	NOUN
bracis-33616	393	11	:	:	PUNCT
bracis-33616	393	12	springer	springer	NOUN
bracis-33616	393	13	,	,	PUNCT
bracis-33616	393	14	cham	cham	PROPN
bracis-33616	393	15	print	print	PROPN
bracis-33616	393	16	isbn	isbn	PROPN
bracis-33616	393	17	:	:	PUNCT
bracis-33616	393	18	978	978	NUM
bracis-33616	393	19	-	-	SYM
bracis-33616	393	20	3	3	NUM
bracis-33616	393	21	-	-	PUNCT
bracis-33616	393	22	031	031	NUM
bracis-33616	393	23	-	-	PUNCT
bracis-33616	393	24	79034	79034	NUM
bracis-33616	393	25	-	-	SYM
bracis-33616	393	26	8	8	NUM
bracis-33616	393	27	online	online	ADJ
bracis-33616	393	28	isbn	isbn	NOUN
bracis-33616	393	29	:	:	PUNCT
bracis-33616	393	30	978	978	NUM
bracis-33616	393	31	-	-	SYM
bracis-33616	393	32	3	3	NUM
bracis-33616	393	33	-	-	PUNCT
bracis-33616	393	34	031	031	NUM
bracis-33616	393	35	-	-	PUNCT
bracis-33616	393	36	79035	79035	NUM
bracis-33616	393	37	-	-	PUNCT
bracis-33616	393	38	5	5	NUM
bracis-33616	393	39	ebook	ebook	NOUN
bracis-33616	393	40	packages	package	NOUN
bracis-33616	393	41	:	:	PUNCT
bracis-33616	393	42	computer	computer	NOUN
bracis-33616	393	43	sciencecomputer	sciencecomputer	NOUN
bracis-33616	393	44	science	science	NOUN
bracis-33616	393	45	(	(	PUNCT
bracis-33616	393	46	r0	r0	NOUN
bracis-33616	393	47	)	)	PUNCT
bracis-33616	393	48	share	share	VERB
bracis-33616	393	49	this	this	DET
bracis-33616	393	50	paper	paper	NOUN
bracis-33616	393	51	anyone	anyone	PRON
bracis-33616	393	52	you	you	PRON
bracis-33616	393	53	share	share	VERB
bracis-33616	393	54	the	the	DET
bracis-33616	393	55	following	follow	VERB
bracis-33616	393	56	link	link	NOUN
bracis-33616	393	57	with	with	ADP
bracis-33616	393	58	will	will	AUX
bracis-33616	393	59	be	be	AUX
bracis-33616	393	60	able	able	ADJ
bracis-33616	393	61	to	to	PART
bracis-33616	393	62	read	read	VERB
bracis-33616	393	63	this	this	DET
bracis-33616	393	64	content	content	NOUN
bracis-33616	393	65	:	:	PUNCT
bracis-33616	393	66	get	get	VERB
bracis-33616	393	67	shareable	shareable	ADJ
bracis-33616	393	68	linksorry	linksorry	NOUN
bracis-33616	393	69	,	,	PUNCT
bracis-33616	393	70	a	a	DET
bracis-33616	393	71	shareable	shareable	ADJ
bracis-33616	393	72	link	link	NOUN
bracis-33616	393	73	is	be	AUX
bracis-33616	393	74	not	not	PART
bracis-33616	393	75	currently	currently	ADV
bracis-33616	393	76	available	available	ADJ
bracis-33616	393	77	for	for	ADP
bracis-33616	393	78	this	this	DET
bracis-33616	393	79	article	article	NOUN
bracis-33616	393	80	.	.	PUNCT
bracis-33616	394	1	copy	copy	VERB
bracis-33616	394	2	shareable	shareable	ADJ
bracis-33616	394	3	link	link	NOUN
bracis-33616	394	4	to	to	PART
bracis-33616	394	5	clipboard	clipboard	NOUN
bracis-33616	394	6	provided	provide	VERB
bracis-33616	394	7	by	by	ADP
bracis-33616	394	8	the	the	DET
bracis-33616	394	9	springer	springer	NOUN
bracis-33616	394	10	nature	nature	PROPN
bracis-33616	394	11	sharedit	sharedit	PROPN
bracis-33616	394	12	content	content	NOUN
bracis-33616	394	13	-	-	PUNCT
bracis-33616	394	14	sharing	share	VERB
bracis-33616	394	15	initiative	initiative	NOUN
bracis-33616	394	16	keywords	keyword	NOUN
bracis-33616	394	17	machine	machine	NOUN
bracis-33616	394	18	fault	fault	NOUN
bracis-33616	394	19	detection	detection	NOUN
bracis-33616	394	20	acoustic	acoustic	ADJ
bracis-33616	394	21	audio	audio	NOUN
bracis-33616	394	22	autoencoders	autoencoder	NOUN
bracis-33616	394	23	publish	publish	VERB
bracis-33616	394	24	with	with	ADP
bracis-33616	394	25	us	us	PROPN
bracis-33616	394	26	policies	policy	NOUN
bracis-33616	394	27	and	and	CCONJ
bracis-33616	394	28	ethics	ethic	NOUN
bracis-33616	394	29	search	search	NOUN
bracis-33616	394	30	search	search	NOUN
bracis-33616	394	31	by	by	ADP
bracis-33616	394	32	keyword	keyword	NOUN
bracis-33616	394	33	or	or	CCONJ
bracis-33616	394	34	author	author	NOUN
bracis-33616	394	35	search	search	NOUN
bracis-33616	394	36	navigation	navigation	NOUN
bracis-33616	394	37	find	find	VERB
bracis-33616	394	38	a	a	DET
bracis-33616	394	39	journal	journal	NOUN
bracis-33616	394	40	publish	publish	VERB
bracis-33616	394	41	with	with	ADP
bracis-33616	394	42	us	we	PRON
bracis-33616	394	43	track	track	VERB
bracis-33616	394	44	your	your	PRON
bracis-33616	394	45	research	research	NOUN
bracis-33616	394	46	discover	discover	VERB
bracis-33616	394	47	content	content	NOUN
bracis-33616	394	48	journals	journal	NOUN
bracis-33616	394	49	a	a	DET
bracis-33616	394	50	-	-	PUNCT
bracis-33616	394	51	z	z	NOUN
bracis-33616	394	52	books	book	NOUN
bracis-33616	394	53	a	a	DET
bracis-33616	394	54	-	-	PUNCT
bracis-33616	394	55	z	z	NOUN
bracis-33616	394	56	publish	publish	NOUN
bracis-33616	394	57	with	with	ADP
bracis-33616	394	58	us	us	PROPN
bracis-33616	394	59	journal	journal	PROPN
bracis-33616	394	60	finder	finder	PROPN
bracis-33616	394	61	publish	publish	VERB
bracis-33616	394	62	your	your	PRON
bracis-33616	394	63	research	research	NOUN
bracis-33616	394	64	language	language	NOUN
bracis-33616	394	65	editing	edit	VERB
bracis-33616	394	66	open	open	ADJ
bracis-33616	394	67	access	access	NOUN
bracis-33616	394	68	publishing	publishing	NOUN
bracis-33616	394	69	products	product	NOUN
bracis-33616	394	70	and	and	CCONJ
bracis-33616	394	71	services	service	NOUN
bracis-33616	394	72	our	our	PRON
bracis-33616	394	73	products	product	NOUN
bracis-33616	394	74	librarians	librarian	VERB
bracis-33616	394	75	societies	society	NOUN
bracis-33616	394	76	partners	partner	NOUN
bracis-33616	394	77	and	and	CCONJ
bracis-33616	394	78	advertisers	advertiser	NOUN
bracis-33616	394	79	our	our	PRON
bracis-33616	394	80	brands	brand	NOUN
bracis-33616	394	81	springer	springer	NOUN
bracis-33616	394	82	nature	nature	PROPN
bracis-33616	394	83	portfolio	portfolio	PROPN
bracis-33616	394	84	bmc	bmc	PROPN
bracis-33616	394	85	palgrave	palgrave	PROPN
bracis-33616	394	86	macmillan	macmillan	PROPN
bracis-33616	394	87	apress	apress	PROPN
bracis-33616	394	88	discover	discover	VERB
bracis-33616	394	89	your	your	PRON
bracis-33616	394	90	privacy	privacy	NOUN
bracis-33616	394	91	choices	choice	NOUN
bracis-33616	394	92	/	/	SYM
bracis-33616	394	93	manage	manage	NOUN
bracis-33616	394	94	cookies	cookie	NOUN
bracis-33616	394	95	your	your	PRON
bracis-33616	394	96	us	us	PROPN
bracis-33616	395	1	state	state	NOUN
bracis-33616	395	2	privacy	privacy	NOUN
bracis-33616	395	3	rights	right	NOUN
bracis-33616	395	4	accessibility	accessibility	NOUN
bracis-33616	395	5	statement	statement	NOUN
bracis-33616	395	6	terms	term	NOUN
bracis-33616	395	7	and	and	CCONJ
bracis-33616	395	8	conditions	condition	NOUN
bracis-33616	395	9	privacy	privacy	NOUN
bracis-33616	395	10	policy	policy	NOUN
bracis-33616	395	11	help	help	NOUN
bracis-33616	395	12	and	and	CCONJ
bracis-33616	395	13	support	support	VERB
bracis-33616	395	14	legal	legal	ADJ
bracis-33616	395	15	notice	notice	NOUN
bracis-33616	395	16	cancel	cancel	VERB
bracis-33616	395	17	contracts	contract	NOUN
bracis-33616	395	18	here	here	ADV
bracis-33616	395	19	129.74.145.123	129.74.145.123	NUM
bracis-33616	395	20	hesburgh	hesburgh	PROPN
bracis-33616	395	21	library	library	PROPN
bracis-33616	395	22	er	er	INTJ
bracis-33616	395	23	unit	unit	NOUN
bracis-33616	395	24	(	(	PUNCT
bracis-33616	395	25	3005732405	3005732405	NUM
bracis-33616	395	26	)	)	PUNCT
bracis-33616	395	27	northeast	northeast	ADJ
bracis-33616	395	28	research	research	NOUN
bracis-33616	395	29	libraries	library	NOUN
bracis-33616	395	30	(	(	PUNCT
bracis-33616	395	31	nerl	nerl	PROPN
bracis-33616	395	32	)	)	PUNCT
bracis-33616	395	33	(	(	PUNCT
bracis-33616	395	34	8200828607	8200828607	NUM
bracis-33616	395	35	)	)	PUNCT
bracis-33616	395	36	nerl	nerl	VERB
bracis-33616	395	37	ta	ta	X
bracis-33616	395	38	account	account	NOUN
bracis-33616	395	39	(	(	PUNCT
bracis-33616	395	40	3006206169	3006206169	NUM
bracis-33616	395	41	)	)	PUNCT
bracis-33616	395	42	university	university	NOUN
bracis-33616	395	43	of	of	ADP
bracis-33616	395	44	notre	notre	PROPN
bracis-33616	395	45	dame	dame	PROPN
bracis-33616	395	46	hesburgh	hesburgh	PROPN
bracis-33616	395	47	library	library	NOUN
bracis-33616	395	48	(	(	PUNCT
bracis-33616	395	49	3000184373	3000184373	NUM
bracis-33616	395	50	)	)	PUNCT
bracis-33616	396	1	©	©	ADP
bracis-33616	396	2	2025	2025	NUM
bracis-33616	396	3	springer	springer	NOUN
bracis-33616	396	4	nature	nature	NOUN